diff --git "a/measurement.json" "b/measurement.json"
new file mode 100644--- /dev/null
+++ "b/measurement.json"
@@ -0,0 +1,93655 @@
+{
+    "measurement": {
+        "model.layers.0.self_attn": [
+            {
+                "accuracy": 0.9583677335789329,
+                "total_bits": 40443392,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9687368399218509,
+                "total_bits": 41623040,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9712726003245303,
+                "total_bits": 42507008,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9779148682167655,
+                "total_bits": 50763008,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9830855789937472,
+                "total_bits": 59903744,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9833798894756719,
+                "total_bits": 59937280,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 64,
+                        "3": 64
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9866460200987364,
+                "total_bits": 76418816,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9869059543860587,
+                "total_bits": 76452352,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.987877872429396,
+                "total_bits": 77079552,
+                "q_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.988562307859722,
+                "total_bits": 78199808,
+                "q_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9917112918276536,
+                "total_bits": 78811648,
+                "q_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9921198785305023,
+                "total_bits": 79291392,
+                "q_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9925105548218677,
+                "total_bits": 80158208,
+                "q_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 64
+                    },
+                    "bits": [
+                        5
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9929908537550977,
+                "total_bits": 81132544,
+                "q_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 32
+                    },
+                    "bits": [
+                        5
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9958184882998466,
+                "total_bits": 98569984,
+                "q_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9964525601581523,
+                "total_bits": 100006912,
+                "q_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9964621051361686,
+                "total_bits": 114167552,
+                "q_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9976699752242941,
+                "total_bits": 118045696,
+                "q_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "8": 32
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9990259045244831,
+                "total_bits": 151916288,
+                "q_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            }
+        ],
+        "model.layers.0.block_sparse_moe": [
+            {
+                "accuracy": 0.9287162329021253,
+                "total_bits": 1409759232,
+                "w1": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "6": 32,
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        6,
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.2,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9338878330431486,
+                "total_bits": 1460090880,
+                "w1": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "6": 32,
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        6,
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.2,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9433487465507105,
+                "total_bits": 1601716224,
+                "w1": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.3,
+                        0.7
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "5": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        5,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9475403302594235,
+                "total_bits": 1786265600,
+                "w1": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.3,
+                        0.7
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9698808224577653,
+                "total_bits": 2046017536,
+                "w1": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        8,
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9714803131003129,
+                "total_bits": 2089697280,
+                "w1": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        8,
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9761843148030733,
+                "total_bits": 2232205312,
+                "w1": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9826444544290242,
+                "total_bits": 2543337472,
+                "w1": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9844346485639873,
+                "total_bits": 2579382272,
+                "w1": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9849122307802501,
+                "total_bits": 2633220096,
+                "w1": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 32,
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.986577885715585,
+                "total_bits": 2676899840,
+                "w1": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 32,
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        8,
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.992330573107067,
+                "total_bits": 3220422656,
+                "w1": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        8,
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.993312427087834,
+                "total_bits": 3264102400,
+                "w1": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        8,
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9953184417988125,
+                "total_bits": 3698573312,
+                "w1": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.995905630682644,
+                "total_bits": 3830681600,
+                "w1": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.15,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.997116322188001,
+                "total_bits": 4166225920,
+                "w1": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.998509904271678,
+                "total_bits": 4870868992,
+                "w1": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            }
+        ],
+        "model.layers.1.self_attn": [
+            {
+                "accuracy": 0.9431169221275731,
+                "total_bits": 40443392,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9479269197112635,
+                "total_bits": 41623040,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9529268302415547,
+                "total_bits": 42507008,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9654280198247809,
+                "total_bits": 50763008,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.972260760633569,
+                "total_bits": 59903744,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9725906033264963,
+                "total_bits": 59937280,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 64,
+                        "3": 64
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.981098556204846,
+                "total_bits": 76418816,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9814578890800476,
+                "total_bits": 76452352,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9831149546723617,
+                "total_bits": 77079552,
+                "q_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9842910719545264,
+                "total_bits": 78199808,
+                "q_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9860886978475671,
+                "total_bits": 78811648,
+                "q_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9870441108942032,
+                "total_bits": 79291392,
+                "q_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9879075249559001,
+                "total_bits": 80158208,
+                "q_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 64
+                    },
+                    "bits": [
+                        5
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.988909261007058,
+                "total_bits": 81132544,
+                "q_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 32
+                    },
+                    "bits": [
+                        5
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9933257542158428,
+                "total_bits": 98569984,
+                "q_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9944045998548207,
+                "total_bits": 100006912,
+                "q_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9950807290641885,
+                "total_bits": 114167552,
+                "q_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9965988754441863,
+                "total_bits": 118045696,
+                "q_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "8": 32
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9986670731909966,
+                "total_bits": 151916288,
+                "q_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            }
+        ],
+        "model.layers.1.block_sparse_moe": [
+            {
+                "accuracy": 0.9105917278089022,
+                "total_bits": 1409759232,
+                "w1": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "6": 32,
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        6,
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.2,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9141820794657657,
+                "total_bits": 1460090880,
+                "w1": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "6": 32,
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        6,
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.2,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9240167329185888,
+                "total_bits": 1601716224,
+                "w1": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.3,
+                        0.7
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "5": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        5,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9272242972725316,
+                "total_bits": 1786265600,
+                "w1": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.3,
+                        0.7
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9565807141755757,
+                "total_bits": 2046017536,
+                "w1": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        8,
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.959700019736039,
+                "total_bits": 2089697280,
+                "w1": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        8,
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.964174072993429,
+                "total_bits": 2232205312,
+                "w1": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9768107094262776,
+                "total_bits": 2543337472,
+                "w1": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9789329986823233,
+                "total_bits": 2579382272,
+                "w1": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9779897583158392,
+                "total_bits": 2633220096,
+                "w1": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 32,
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9806437210032815,
+                "total_bits": 2676899840,
+                "w1": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 32,
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        8,
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9888466047613245,
+                "total_bits": 3220422656,
+                "w1": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        8,
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9903841395127145,
+                "total_bits": 3264102400,
+                "w1": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        8,
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9937544100378689,
+                "total_bits": 3698573312,
+                "w1": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9942259086590064,
+                "total_bits": 3830681600,
+                "w1": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.15,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9952134854699436,
+                "total_bits": 4166225920,
+                "w1": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9982943244670567,
+                "total_bits": 4870868992,
+                "w1": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            }
+        ],
+        "model.layers.2.self_attn": [
+            {
+                "accuracy": 0.948045551776886,
+                "total_bits": 40443392,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9531299315000835,
+                "total_bits": 41623040,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9592776361264681,
+                "total_bits": 42507008,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9677478294623525,
+                "total_bits": 50763008,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9750474173771707,
+                "total_bits": 59903744,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9753806622404801,
+                "total_bits": 59937280,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 64,
+                        "3": 64
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9852486566493386,
+                "total_bits": 76418816,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9855692778763018,
+                "total_bits": 76452352,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9865529756796988,
+                "total_bits": 77079552,
+                "q_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9873339800458205,
+                "total_bits": 78199808,
+                "q_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9874948929799231,
+                "total_bits": 78811648,
+                "q_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9883302685461546,
+                "total_bits": 79291392,
+                "q_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.989788786361092,
+                "total_bits": 80158208,
+                "q_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 64
+                    },
+                    "bits": [
+                        5
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9906047763008821,
+                "total_bits": 81132544,
+                "q_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 32
+                    },
+                    "bits": [
+                        5
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9944114187046101,
+                "total_bits": 98569984,
+                "q_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9952734234301668,
+                "total_bits": 100006912,
+                "q_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9961004629731178,
+                "total_bits": 114167552,
+                "q_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9973690080407419,
+                "total_bits": 118045696,
+                "q_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "8": 32
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9989341834658071,
+                "total_bits": 151916288,
+                "q_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            }
+        ],
+        "model.layers.2.block_sparse_moe": [
+            {
+                "accuracy": 0.9093136661931088,
+                "total_bits": 1409759232,
+                "w1": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "6": 32,
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        6,
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.2,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9129522348705091,
+                "total_bits": 1460090880,
+                "w1": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "6": 32,
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        6,
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.2,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9241595707441631,
+                "total_bits": 1601716224,
+                "w1": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.3,
+                        0.7
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "5": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        5,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9284424656315854,
+                "total_bits": 1786265600,
+                "w1": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.3,
+                        0.7
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9568336386429637,
+                "total_bits": 2046017536,
+                "w1": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        8,
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9592342659046775,
+                "total_bits": 2089697280,
+                "w1": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        8,
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.964698010369351,
+                "total_bits": 2232205312,
+                "w1": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9766756547124762,
+                "total_bits": 2543337472,
+                "w1": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9780565233607041,
+                "total_bits": 2579382272,
+                "w1": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9781610228513417,
+                "total_bits": 2633220096,
+                "w1": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 32,
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.980470891061582,
+                "total_bits": 2676899840,
+                "w1": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 32,
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        8,
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9888811966306285,
+                "total_bits": 3220422656,
+                "w1": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        8,
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9904335721542961,
+                "total_bits": 3264102400,
+                "w1": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        8,
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9936370030045509,
+                "total_bits": 3698573312,
+                "w1": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9942385001402152,
+                "total_bits": 3830681600,
+                "w1": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.15,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9955207729025891,
+                "total_bits": 4166225920,
+                "w1": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9982081636002189,
+                "total_bits": 4870868992,
+                "w1": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            }
+        ],
+        "model.layers.3.self_attn": [
+            {
+                "accuracy": 0.9352366673318964,
+                "total_bits": 40443392,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9413692135559886,
+                "total_bits": 41623040,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9488100503620348,
+                "total_bits": 42507008,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9612492856226469,
+                "total_bits": 50763008,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9684447552028456,
+                "total_bits": 59903744,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9692199575273615,
+                "total_bits": 59937280,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 64,
+                        "3": 64
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9793533918104673,
+                "total_bits": 76418816,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9800886088295987,
+                "total_bits": 76452352,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.981730436023913,
+                "total_bits": 77079552,
+                "q_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9827954580909327,
+                "total_bits": 78199808,
+                "q_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9842995593422338,
+                "total_bits": 78811648,
+                "q_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9853807813242862,
+                "total_bits": 79291392,
+                "q_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9864682696367565,
+                "total_bits": 80158208,
+                "q_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 64
+                    },
+                    "bits": [
+                        5
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9876579116833838,
+                "total_bits": 81132544,
+                "q_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 32
+                    },
+                    "bits": [
+                        5
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9925045135774111,
+                "total_bits": 98569984,
+                "q_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9937720310531164,
+                "total_bits": 100006912,
+                "q_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9945930140583139,
+                "total_bits": 114167552,
+                "q_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9966410833754038,
+                "total_bits": 118045696,
+                "q_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "8": 32
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9985374918109492,
+                "total_bits": 151916288,
+                "q_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            }
+        ],
+        "model.layers.3.block_sparse_moe": [
+            {
+                "accuracy": 0.9319336790787547,
+                "total_bits": 1409759232,
+                "w1": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "6": 32,
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        6,
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.2,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9348939155277453,
+                "total_bits": 1460090880,
+                "w1": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "6": 32,
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        6,
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.2,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.943086216324254,
+                "total_bits": 1601716224,
+                "w1": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.3,
+                        0.7
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "5": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        5,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9457579851150513,
+                "total_bits": 1786265600,
+                "w1": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.3,
+                        0.7
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9674258451712758,
+                "total_bits": 2046017536,
+                "w1": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        8,
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9672041002072786,
+                "total_bits": 2089697280,
+                "w1": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        8,
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9709657650244864,
+                "total_bits": 2232205312,
+                "w1": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9828732892086631,
+                "total_bits": 2543337472,
+                "w1": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9820746920610729,
+                "total_bits": 2579382272,
+                "w1": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.982675845685758,
+                "total_bits": 2633220096,
+                "w1": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 32,
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9818484971397802,
+                "total_bits": 2676899840,
+                "w1": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 32,
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        8,
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9915809356852582,
+                "total_bits": 3220422656,
+                "w1": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        8,
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9926152158724634,
+                "total_bits": 3264102400,
+                "w1": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        8,
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9952868756495024,
+                "total_bits": 3698573312,
+                "w1": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.995693104831796,
+                "total_bits": 3830681600,
+                "w1": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.15,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9965392347229155,
+                "total_bits": 4166225920,
+                "w1": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9985601775544254,
+                "total_bits": 4870868992,
+                "w1": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            }
+        ],
+        "model.layers.4.self_attn": [
+            {
+                "accuracy": 0.9422344471278944,
+                "total_bits": 40443392,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.946359119917217,
+                "total_bits": 41623040,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9544569410775837,
+                "total_bits": 42507008,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.964736753388455,
+                "total_bits": 50763008,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9702824605138678,
+                "total_bits": 59903744,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9708732272449293,
+                "total_bits": 59937280,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 64,
+                        "3": 64
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9828994101599643,
+                "total_bits": 76418816,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9834569316161307,
+                "total_bits": 76452352,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9848741983112536,
+                "total_bits": 77079552,
+                "q_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9856121743980207,
+                "total_bits": 78199808,
+                "q_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9850411713123322,
+                "total_bits": 78811648,
+                "q_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9860264737355081,
+                "total_bits": 79291392,
+                "q_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9881827603829535,
+                "total_bits": 80158208,
+                "q_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 64
+                    },
+                    "bits": [
+                        5
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9891660213470459,
+                "total_bits": 81132544,
+                "q_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 32
+                    },
+                    "bits": [
+                        5
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9933899374384629,
+                "total_bits": 98569984,
+                "q_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9945787744302499,
+                "total_bits": 100006912,
+                "q_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9954607674950048,
+                "total_bits": 114167552,
+                "q_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9971998220211581,
+                "total_bits": 118045696,
+                "q_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "8": 32
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9987750947475433,
+                "total_bits": 151916288,
+                "q_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            }
+        ],
+        "model.layers.4.block_sparse_moe": [
+            {
+                "accuracy": 0.9206502186624628,
+                "total_bits": 1409759232,
+                "w1": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "6": 32,
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        6,
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.2,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9230225086212158,
+                "total_bits": 1460090880,
+                "w1": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "6": 32,
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        6,
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.2,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9332719476599443,
+                "total_bits": 1601716224,
+                "w1": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.3,
+                        0.7
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "5": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        5,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9367308491154721,
+                "total_bits": 1786265600,
+                "w1": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.3,
+                        0.7
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9599572294636777,
+                "total_bits": 2046017536,
+                "w1": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        8,
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9628752093566091,
+                "total_bits": 2089697280,
+                "w1": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        8,
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9677419035058272,
+                "total_bits": 2232205312,
+                "w1": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9787973196882951,
+                "total_bits": 2543337472,
+                "w1": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9807503741038474,
+                "total_bits": 2579382272,
+                "w1": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9795732404056349,
+                "total_bits": 2633220096,
+                "w1": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 32,
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9820312136097958,
+                "total_bits": 2676899840,
+                "w1": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 32,
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        8,
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9895942117038526,
+                "total_bits": 3220422656,
+                "w1": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        8,
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9910002248851877,
+                "total_bits": 3264102400,
+                "w1": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        8,
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9942346172113168,
+                "total_bits": 3698573312,
+                "w1": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9945489438740831,
+                "total_bits": 3830681600,
+                "w1": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.15,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9955997694479791,
+                "total_bits": 4166225920,
+                "w1": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9983105494787818,
+                "total_bits": 4870868992,
+                "w1": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            }
+        ],
+        "model.layers.5.self_attn": [
+            {
+                "accuracy": 0.9632718657192431,
+                "total_bits": 40443392,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9660074773587679,
+                "total_bits": 41623040,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9713378234913475,
+                "total_bits": 42507008,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.977474675366753,
+                "total_bits": 50763008,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9816029087493294,
+                "total_bits": 59903744,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9818559163495114,
+                "total_bits": 59937280,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 64,
+                        "3": 64
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9897332818884599,
+                "total_bits": 76418816,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9899834355241374,
+                "total_bits": 76452352,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9908266875304674,
+                "total_bits": 77079552,
+                "q_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9913262740561837,
+                "total_bits": 78199808,
+                "q_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9908105150649422,
+                "total_bits": 78811648,
+                "q_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.991526788786838,
+                "total_bits": 79291392,
+                "q_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9927298607010591,
+                "total_bits": 80158208,
+                "q_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 64
+                    },
+                    "bits": [
+                        5
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9933319444719114,
+                "total_bits": 81132544,
+                "q_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 32
+                    },
+                    "bits": [
+                        5
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9959415044439467,
+                "total_bits": 98569984,
+                "q_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9966235047108248,
+                "total_bits": 100006912,
+                "q_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.997320497898679,
+                "total_bits": 114167552,
+                "q_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9982974692002723,
+                "total_bits": 118045696,
+                "q_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "8": 32
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9992425147640077,
+                "total_bits": 151916288,
+                "q_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            }
+        ],
+        "model.layers.5.block_sparse_moe": [
+            {
+                "accuracy": 0.938087639055754,
+                "total_bits": 1409759232,
+                "w1": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "6": 32,
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        6,
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.2,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9400285043214497,
+                "total_bits": 1460090880,
+                "w1": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "6": 32,
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        6,
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.2,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9481889354555231,
+                "total_bits": 1601716224,
+                "w1": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.3,
+                        0.7
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "5": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        5,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9509012730498063,
+                "total_bits": 1786265600,
+                "w1": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.3,
+                        0.7
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9689686549337286,
+                "total_bits": 2046017536,
+                "w1": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        8,
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9712420890205785,
+                "total_bits": 2089697280,
+                "w1": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        8,
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9750547769822573,
+                "total_bits": 2232205312,
+                "w1": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9836564691443193,
+                "total_bits": 2543337472,
+                "w1": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9851784204181872,
+                "total_bits": 2579382272,
+                "w1": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9842196059854407,
+                "total_bits": 2633220096,
+                "w1": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 32,
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9861061886737221,
+                "total_bits": 2676899840,
+                "w1": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 32,
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        8,
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9919839493538204,
+                "total_bits": 3220422656,
+                "w1": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        8,
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9930949242491471,
+                "total_bits": 3264102400,
+                "w1": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        8,
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9956073345322358,
+                "total_bits": 3698573312,
+                "w1": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.995830358251145,
+                "total_bits": 3830681600,
+                "w1": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.15,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9966716374221601,
+                "total_bits": 4166225920,
+                "w1": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9987888007767891,
+                "total_bits": 4870868992,
+                "w1": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            }
+        ],
+        "model.layers.6.self_attn": [
+            {
+                "accuracy": 0.9385527435101961,
+                "total_bits": 40443392,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9420226749620939,
+                "total_bits": 41623040,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9504835480137875,
+                "total_bits": 42507008,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9624628393273604,
+                "total_bits": 50763008,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9686281367352134,
+                "total_bits": 59903744,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.969187457310526,
+                "total_bits": 59937280,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 64,
+                        "3": 64
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9827279824959604,
+                "total_bits": 76418816,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9831548646876687,
+                "total_bits": 76452352,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.984545299881383,
+                "total_bits": 77079552,
+                "q_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9853926991161547,
+                "total_bits": 78199808,
+                "q_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9843655683492359,
+                "total_bits": 78811648,
+                "q_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9854944630673057,
+                "total_bits": 79291392,
+                "q_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9875756180600116,
+                "total_bits": 80158208,
+                "q_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 64
+                    },
+                    "bits": [
+                        5
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9886417075207359,
+                "total_bits": 81132544,
+                "q_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 32
+                    },
+                    "bits": [
+                        5
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.993069127202034,
+                "total_bits": 98569984,
+                "q_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9942996047045055,
+                "total_bits": 100006912,
+                "q_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9954345430198469,
+                "total_bits": 114167552,
+                "q_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9970699364417478,
+                "total_bits": 118045696,
+                "q_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "8": 32
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9987792097228138,
+                "total_bits": 151916288,
+                "q_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            }
+        ],
+        "model.layers.6.block_sparse_moe": [
+            {
+                "accuracy": 0.9442673482392964,
+                "total_bits": 1409759232,
+                "w1": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "6": 32,
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        6,
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.2,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9464856009734304,
+                "total_bits": 1460090880,
+                "w1": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "6": 32,
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        6,
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.2,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9531358605936954,
+                "total_bits": 1601716224,
+                "w1": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.3,
+                        0.7
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "5": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        5,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9552519572408575,
+                "total_bits": 1786265600,
+                "w1": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.3,
+                        0.7
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9721198834870991,
+                "total_bits": 2046017536,
+                "w1": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        8,
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9741243782796358,
+                "total_bits": 2089697280,
+                "w1": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        8,
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9771235475414678,
+                "total_bits": 2232205312,
+                "w1": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9852134303042763,
+                "total_bits": 2543337472,
+                "w1": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9864965818430248,
+                "total_bits": 2579382272,
+                "w1": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9858082548568123,
+                "total_bits": 2633220096,
+                "w1": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 32,
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9874839806242993,
+                "total_bits": 2676899840,
+                "w1": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 32,
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        8,
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9928026058171925,
+                "total_bits": 3220422656,
+                "w1": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        8,
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9937798259289641,
+                "total_bits": 3264102400,
+                "w1": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        8,
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9960135464605532,
+                "total_bits": 3698573312,
+                "w1": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9962634283461069,
+                "total_bits": 3830681600,
+                "w1": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.15,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9969083549160707,
+                "total_bits": 4166225920,
+                "w1": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9989154872141386,
+                "total_bits": 4870868992,
+                "w1": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            }
+        ],
+        "model.layers.7.self_attn": [
+            {
+                "accuracy": 0.9737703957055744,
+                "total_bits": 40443392,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.975218227035121,
+                "total_bits": 41623040,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9798556393698642,
+                "total_bits": 42507008,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9843496476349077,
+                "total_bits": 50763008,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.986752765743356,
+                "total_bits": 59903744,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9870264475282869,
+                "total_bits": 59937280,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 64,
+                        "3": 64
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.992729188580262,
+                "total_bits": 76418816,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9929841396055723,
+                "total_bits": 76452352,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9935167137729494,
+                "total_bits": 77079552,
+                "q_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9938032301632982,
+                "total_bits": 78199808,
+                "q_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9934171822510267,
+                "total_bits": 78811648,
+                "q_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9938982344771686,
+                "total_bits": 79291392,
+                "q_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9949100044997115,
+                "total_bits": 80158208,
+                "q_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 64
+                    },
+                    "bits": [
+                        5
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9953058993345812,
+                "total_bits": 81132544,
+                "q_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 32
+                    },
+                    "bits": [
+                        5
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9971611499786377,
+                "total_bits": 98569984,
+                "q_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9976361254720312,
+                "total_bits": 100006912,
+                "q_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9980891041065517,
+                "total_bits": 114167552,
+                "q_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9988073825247978,
+                "total_bits": 118045696,
+                "q_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "8": 32
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9994474221020937,
+                "total_bits": 151916288,
+                "q_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            }
+        ],
+        "model.layers.7.block_sparse_moe": [
+            {
+                "accuracy": 0.9504414106670179,
+                "total_bits": 1409759232,
+                "w1": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "6": 32,
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        6,
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.2,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.952625993051027,
+                "total_bits": 1460090880,
+                "w1": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "6": 32,
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        6,
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.2,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9572075291683799,
+                "total_bits": 1601716224,
+                "w1": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.3,
+                        0.7
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "5": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        5,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9586031750628823,
+                "total_bits": 1786265600,
+                "w1": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.3,
+                        0.7
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9754543335814225,
+                "total_bits": 2046017536,
+                "w1": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        8,
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.977424387869082,
+                "total_bits": 2089697280,
+                "w1": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        8,
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.979431036271547,
+                "total_bits": 2232205312,
+                "w1": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9869234036458167,
+                "total_bits": 2543337472,
+                "w1": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9880274181303225,
+                "total_bits": 2579382272,
+                "w1": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9875134927661795,
+                "total_bits": 2633220096,
+                "w1": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 32,
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.989013564429785,
+                "total_bits": 2676899840,
+                "w1": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 32,
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        8,
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9936662092804909,
+                "total_bits": 3220422656,
+                "w1": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        8,
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9945672577933261,
+                "total_bits": 3264102400,
+                "w1": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        8,
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9964383707234734,
+                "total_bits": 3698573312,
+                "w1": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9967147096207267,
+                "total_bits": 3830681600,
+                "w1": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.15,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9971393609517499,
+                "total_bits": 4166225920,
+                "w1": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9990297790224615,
+                "total_bits": 4870868992,
+                "w1": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            }
+        ],
+        "model.layers.8.self_attn": [
+            {
+                "accuracy": 0.9616346076915139,
+                "total_bits": 40443392,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9662901382697255,
+                "total_bits": 41623040,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9717247078293249,
+                "total_bits": 42507008,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9796158263557836,
+                "total_bits": 50763008,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9820444364296762,
+                "total_bits": 59903744,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9825460440234134,
+                "total_bits": 59937280,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 64,
+                        "3": 64
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9878294750263816,
+                "total_bits": 76418816,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9884757399559021,
+                "total_bits": 76452352,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9895427862280294,
+                "total_bits": 77079552,
+                "q_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9900104764260744,
+                "total_bits": 78199808,
+                "q_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9912810647173932,
+                "total_bits": 78811648,
+                "q_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9919306910351703,
+                "total_bits": 79291392,
+                "q_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9925069087430051,
+                "total_bits": 80158208,
+                "q_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 64
+                    },
+                    "bits": [
+                        5
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9932158557992232,
+                "total_bits": 81132544,
+                "q_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 32
+                    },
+                    "bits": [
+                        5
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.995773198181077,
+                "total_bits": 98569984,
+                "q_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9966004604571744,
+                "total_bits": 100006912,
+                "q_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9968119745976046,
+                "total_bits": 114167552,
+                "q_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9983209687236109,
+                "total_bits": 118045696,
+                "q_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "8": 32
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9991114429737392,
+                "total_bits": 151916288,
+                "q_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            }
+        ],
+        "model.layers.8.block_sparse_moe": [
+            {
+                "accuracy": 0.9599394515941018,
+                "total_bits": 1409759232,
+                "w1": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "6": 32,
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        6,
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.2,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.961426251812985,
+                "total_bits": 1460090880,
+                "w1": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "6": 32,
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        6,
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.2,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9658933438752827,
+                "total_bits": 1601716224,
+                "w1": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.3,
+                        0.7
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "5": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        5,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9673333826817965,
+                "total_bits": 1786265600,
+                "w1": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.3,
+                        0.7
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9798012422887903,
+                "total_bits": 2046017536,
+                "w1": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        8,
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9813842804808366,
+                "total_bits": 2089697280,
+                "w1": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        8,
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9834051947844656,
+                "total_bits": 2232205312,
+                "w1": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9893080490200143,
+                "total_bits": 2543337472,
+                "w1": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9902843762385217,
+                "total_bits": 2579382272,
+                "w1": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9896897508909828,
+                "total_bits": 2633220096,
+                "w1": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 32,
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9909743666648865,
+                "total_bits": 2676899840,
+                "w1": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 32,
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        8,
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9947653750055715,
+                "total_bits": 3220422656,
+                "w1": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        8,
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9955108295145788,
+                "total_bits": 3264102400,
+                "w1": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        8,
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9971014161251093,
+                "total_bits": 3698573312,
+                "w1": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9972785405422512,
+                "total_bits": 3830681600,
+                "w1": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.15,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9977093431118288,
+                "total_bits": 4166225920,
+                "w1": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9991998264173928,
+                "total_bits": 4870868992,
+                "w1": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            }
+        ],
+        "model.layers.9.self_attn": [
+            {
+                "accuracy": 0.9717023654987937,
+                "total_bits": 40443392,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9736655385870683,
+                "total_bits": 41623040,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9781833808673056,
+                "total_bits": 42507008,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.98377630898827,
+                "total_bits": 50763008,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9857436763612848,
+                "total_bits": 59903744,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9860820503611314,
+                "total_bits": 59937280,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 64,
+                        "3": 64
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9918729215860367,
+                "total_bits": 76418816,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9922647617365185,
+                "total_bits": 76452352,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9929005221316689,
+                "total_bits": 77079552,
+                "q_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9932098765122263,
+                "total_bits": 78199808,
+                "q_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9929677538181606,
+                "total_bits": 78811648,
+                "q_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9935154169797897,
+                "total_bits": 79291392,
+                "q_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9945330153170385,
+                "total_bits": 80158208,
+                "q_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 64
+                    },
+                    "bits": [
+                        5
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9949847644096926,
+                "total_bits": 81132544,
+                "q_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 32
+                    },
+                    "bits": [
+                        5
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9969469728438478,
+                "total_bits": 98569984,
+                "q_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9974743151351025,
+                "total_bits": 100006912,
+                "q_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9978737084096984,
+                "total_bits": 114167552,
+                "q_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9987346912293058,
+                "total_bits": 118045696,
+                "q_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "8": 32
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9994002330165944,
+                "total_bits": 151916288,
+                "q_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            }
+        ],
+        "model.layers.9.block_sparse_moe": [
+            {
+                "accuracy": 0.9654603098568163,
+                "total_bits": 1409759232,
+                "w1": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "6": 32,
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        6,
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.2,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9665113060097945,
+                "total_bits": 1460090880,
+                "w1": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "6": 32,
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        6,
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.2,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9711527761660124,
+                "total_bits": 1601716224,
+                "w1": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.3,
+                        0.7
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "5": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        5,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9727154123155695,
+                "total_bits": 1786265600,
+                "w1": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.3,
+                        0.7
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9823401413465801,
+                "total_bits": 2046017536,
+                "w1": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        8,
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9837159592854349,
+                "total_bits": 2089697280,
+                "w1": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        8,
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9858903618235337,
+                "total_bits": 2232205312,
+                "w1": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.990691665756075,
+                "total_bits": 2543337472,
+                "w1": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9915707260370255,
+                "total_bits": 2579382272,
+                "w1": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9909885000241431,
+                "total_bits": 2633220096,
+                "w1": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 32,
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9920941175598847,
+                "total_bits": 2676899840,
+                "w1": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 32,
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        8,
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9954154377705172,
+                "total_bits": 3220422656,
+                "w1": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        8,
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9960628881266242,
+                "total_bits": 3264102400,
+                "w1": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        8,
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9974763938470891,
+                "total_bits": 3698573312,
+                "w1": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9976049896917845,
+                "total_bits": 3830681600,
+                "w1": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.15,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9980722152088818,
+                "total_bits": 4166225920,
+                "w1": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.999281712856732,
+                "total_bits": 4870868992,
+                "w1": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            }
+        ],
+        "model.layers.10.self_attn": [
+            {
+                "accuracy": 0.9681616958818937,
+                "total_bits": 40443392,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9705432120122408,
+                "total_bits": 41623040,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.973775703656046,
+                "total_bits": 42507008,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9798356890678406,
+                "total_bits": 50763008,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9841958958851663,
+                "total_bits": 59903744,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.984462465110578,
+                "total_bits": 59937280,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 64,
+                        "3": 64
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9911195659323743,
+                "total_bits": 76418816,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9914164574522721,
+                "total_bits": 76452352,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9919606109983042,
+                "total_bits": 77079552,
+                "q_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9925090121595483,
+                "total_bits": 78199808,
+                "q_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.992240298735468,
+                "total_bits": 78811648,
+                "q_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9927306724222082,
+                "total_bits": 79291392,
+                "q_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9935892428222456,
+                "total_bits": 80158208,
+                "q_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 64
+                    },
+                    "bits": [
+                        5
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9941974384220023,
+                "total_bits": 81132544,
+                "q_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 32
+                    },
+                    "bits": [
+                        5
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9965102809824442,
+                "total_bits": 98569984,
+                "q_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9970687400353583,
+                "total_bits": 100006912,
+                "q_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9976812359925947,
+                "total_bits": 114167552,
+                "q_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9985017101035306,
+                "total_bits": 118045696,
+                "q_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "8": 32
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9993467382890614,
+                "total_bits": 151916288,
+                "q_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            }
+        ],
+        "model.layers.10.block_sparse_moe": [
+            {
+                "accuracy": 0.9631444937304446,
+                "total_bits": 1409759232,
+                "w1": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "6": 32,
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        6,
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.2,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9646687382145932,
+                "total_bits": 1460090880,
+                "w1": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "6": 32,
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        6,
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.2,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9686095589085629,
+                "total_bits": 1601716224,
+                "w1": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.3,
+                        0.7
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "5": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        5,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9699211998989707,
+                "total_bits": 1786265600,
+                "w1": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.3,
+                        0.7
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9811369180679321,
+                "total_bits": 2046017536,
+                "w1": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        8,
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9827268343222769,
+                "total_bits": 2089697280,
+                "w1": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        8,
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9845108311427268,
+                "total_bits": 2232205312,
+                "w1": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9899559036681527,
+                "total_bits": 2543337472,
+                "w1": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9909186253422185,
+                "total_bits": 2579382272,
+                "w1": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9903485014250404,
+                "total_bits": 2633220096,
+                "w1": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 32,
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9916160663491801,
+                "total_bits": 2676899840,
+                "w1": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 32,
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        8,
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9950686430460528,
+                "total_bits": 3220422656,
+                "w1": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        8,
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.995817215426972,
+                "total_bits": 3264102400,
+                "w1": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        8,
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9972705356776714,
+                "total_bits": 3698573312,
+                "w1": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9974514283239841,
+                "total_bits": 3830681600,
+                "w1": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.15,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.997839408485513,
+                "total_bits": 4166225920,
+                "w1": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9992393930197546,
+                "total_bits": 4870868992,
+                "w1": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            }
+        ],
+        "model.layers.11.self_attn": [
+            {
+                "accuracy": 0.969378433729473,
+                "total_bits": 40443392,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9718274442773116,
+                "total_bits": 41623040,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9762520633245769,
+                "total_bits": 42507008,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9825779874073831,
+                "total_bits": 50763008,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9847708752280787,
+                "total_bits": 59903744,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9851118530097761,
+                "total_bits": 59937280,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 64,
+                        "3": 64
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9912961258700019,
+                "total_bits": 76418816,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9916196881156218,
+                "total_bits": 76452352,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9922537121333574,
+                "total_bits": 77079552,
+                "q_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9926130238332247,
+                "total_bits": 78199808,
+                "q_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9924095806322599,
+                "total_bits": 78811648,
+                "q_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9928878655559138,
+                "total_bits": 79291392,
+                "q_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9939605919154066,
+                "total_bits": 80158208,
+                "q_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 64
+                    },
+                    "bits": [
+                        5
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.994480793413363,
+                "total_bits": 81132544,
+                "q_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 32
+                    },
+                    "bits": [
+                        5
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9966811463236809,
+                "total_bits": 98569984,
+                "q_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9971912309135261,
+                "total_bits": 100006912,
+                "q_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9977144412696362,
+                "total_bits": 114167552,
+                "q_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9986074201174473,
+                "total_bits": 118045696,
+                "q_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "8": 32
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9993592773221041,
+                "total_bits": 151916288,
+                "q_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            }
+        ],
+        "model.layers.11.block_sparse_moe": [
+            {
+                "accuracy": 0.9618907853176719,
+                "total_bits": 1409759232,
+                "w1": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "6": 32,
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        6,
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.2,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9634464602721364,
+                "total_bits": 1460090880,
+                "w1": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "6": 32,
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        6,
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.2,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9672886603756955,
+                "total_bits": 1601716224,
+                "w1": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.3,
+                        0.7
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "5": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        5,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9685872573601573,
+                "total_bits": 1786265600,
+                "w1": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.3,
+                        0.7
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9804160485142156,
+                "total_bits": 2046017536,
+                "w1": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        8,
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9822095852149161,
+                "total_bits": 2089697280,
+                "w1": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        8,
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9839821661773481,
+                "total_bits": 2232205312,
+                "w1": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9893436580896378,
+                "total_bits": 2543337472,
+                "w1": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9905503847097096,
+                "total_bits": 2579382272,
+                "w1": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9898474749765898,
+                "total_bits": 2633220096,
+                "w1": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 32,
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9913534067179027,
+                "total_bits": 2676899840,
+                "w1": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 32,
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        8,
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9948386526421497,
+                "total_bits": 3220422656,
+                "w1": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        8,
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9956791687168574,
+                "total_bits": 3264102400,
+                "w1": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        8,
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9970990591927579,
+                "total_bits": 3698573312,
+                "w1": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9973086528480053,
+                "total_bits": 3830681600,
+                "w1": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.15,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9976932880909819,
+                "total_bits": 4166225920,
+                "w1": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9991803492762541,
+                "total_bits": 4870868992,
+                "w1": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            }
+        ],
+        "model.layers.12.self_attn": [
+            {
+                "accuracy": 0.9773572683334351,
+                "total_bits": 40443392,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9786704841412996,
+                "total_bits": 41623040,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9815711175140581,
+                "total_bits": 42507008,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9860483109951019,
+                "total_bits": 50763008,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9885267097699014,
+                "total_bits": 59903744,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9887504554108569,
+                "total_bits": 59937280,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 64,
+                        "3": 64
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9936512245943672,
+                "total_bits": 76418816,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9938764964279375,
+                "total_bits": 76452352,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9944510146191246,
+                "total_bits": 77079552,
+                "q_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9947777323816952,
+                "total_bits": 78199808,
+                "q_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9942475161270091,
+                "total_bits": 78811648,
+                "q_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9947765214662803,
+                "total_bits": 79291392,
+                "q_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9954735248496658,
+                "total_bits": 80158208,
+                "q_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 64
+                    },
+                    "bits": [
+                        5
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9959899975281012,
+                "total_bits": 81132544,
+                "q_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 32
+                    },
+                    "bits": [
+                        5
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.997573660784646,
+                "total_bits": 98569984,
+                "q_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.99797138120783,
+                "total_bits": 100006912,
+                "q_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9983668330272562,
+                "total_bits": 114167552,
+                "q_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9989349291120705,
+                "total_bits": 118045696,
+                "q_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "8": 32
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9995179102314931,
+                "total_bits": 151916288,
+                "q_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            }
+        ],
+        "model.layers.12.block_sparse_moe": [
+            {
+                "accuracy": 0.972799677597849,
+                "total_bits": 1409759232,
+                "w1": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "6": 32,
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        6,
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.2,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9736495770906147,
+                "total_bits": 1460090880,
+                "w1": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "6": 32,
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        6,
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.2,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9772787282341405,
+                "total_bits": 1601716224,
+                "w1": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.3,
+                        0.7
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "5": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        5,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9785832009817425,
+                "total_bits": 1786265600,
+                "w1": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.3,
+                        0.7
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9859572256866255,
+                "total_bits": 2046017536,
+                "w1": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        8,
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9870757688032953,
+                "total_bits": 2089697280,
+                "w1": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        8,
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9888224437048561,
+                "total_bits": 2232205312,
+                "w1": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9924809038639069,
+                "total_bits": 2543337472,
+                "w1": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9932168102578113,
+                "total_bits": 2579382272,
+                "w1": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9928094823109476,
+                "total_bits": 2633220096,
+                "w1": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 32,
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9937194777946723,
+                "total_bits": 2676899840,
+                "w1": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 32,
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        8,
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9963316501755464,
+                "total_bits": 3220422656,
+                "w1": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        8,
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9968474211269304,
+                "total_bits": 3264102400,
+                "w1": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        8,
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9979393493972326,
+                "total_bits": 3698573312,
+                "w1": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9980696449546438,
+                "total_bits": 3830681600,
+                "w1": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.15,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9984446474792141,
+                "total_bits": 4166225920,
+                "w1": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9993629437430125,
+                "total_bits": 4870868992,
+                "w1": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            }
+        ],
+        "model.layers.13.self_attn": [
+            {
+                "accuracy": 0.9791033064064226,
+                "total_bits": 40443392,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.980209973297621,
+                "total_bits": 41623040,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9828463824171769,
+                "total_bits": 42507008,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9870587877537075,
+                "total_bits": 50763008,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9892605566664746,
+                "total_bits": 59903744,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9894200037968787,
+                "total_bits": 59937280,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 64,
+                        "3": 64
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9938624548284631,
+                "total_bits": 76418816,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9940400527496087,
+                "total_bits": 76452352,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9947653981415849,
+                "total_bits": 77079552,
+                "q_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9950531670137456,
+                "total_bits": 78199808,
+                "q_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9947196111867302,
+                "total_bits": 78811648,
+                "q_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9951487112986414,
+                "total_bits": 79291392,
+                "q_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9957505860611012,
+                "total_bits": 80158208,
+                "q_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 64
+                    },
+                    "bits": [
+                        5
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.996122235922437,
+                "total_bits": 81132544,
+                "q_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 32
+                    },
+                    "bits": [
+                        5
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9975123111354677,
+                "total_bits": 98569984,
+                "q_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9980022077889819,
+                "total_bits": 100006912,
+                "q_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.998366748031817,
+                "total_bits": 114167552,
+                "q_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9989662001791754,
+                "total_bits": 118045696,
+                "q_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "8": 32
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9995244924763316,
+                "total_bits": 151916288,
+                "q_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            }
+        ],
+        "model.layers.13.block_sparse_moe": [
+            {
+                "accuracy": 0.9750921851710269,
+                "total_bits": 1409759232,
+                "w1": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "6": 32,
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        6,
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.2,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9758370722595014,
+                "total_bits": 1460090880,
+                "w1": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "6": 32,
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        6,
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.2,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9791347368767387,
+                "total_bits": 1601716224,
+                "w1": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.3,
+                        0.7
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "5": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        5,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9803343572114643,
+                "total_bits": 1786265600,
+                "w1": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.3,
+                        0.7
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9870915742296922,
+                "total_bits": 2046017536,
+                "w1": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        8,
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9881886455573534,
+                "total_bits": 2089697280,
+                "w1": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        8,
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9897654519269341,
+                "total_bits": 2232205312,
+                "w1": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9930747959174608,
+                "total_bits": 2543337472,
+                "w1": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9938130488521174,
+                "total_bits": 2579382272,
+                "w1": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9933905201522928,
+                "total_bits": 2633220096,
+                "w1": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 32,
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9942513563131031,
+                "total_bits": 2676899840,
+                "w1": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 32,
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        8,
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9966201574394578,
+                "total_bits": 3220422656,
+                "w1": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        8,
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9971212938820061,
+                "total_bits": 3264102400,
+                "w1": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        8,
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9981094079190179,
+                "total_bits": 3698573312,
+                "w1": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9982217663997098,
+                "total_bits": 3830681600,
+                "w1": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.15,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9985838927524654,
+                "total_bits": 4166225920,
+                "w1": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9994388322198862,
+                "total_bits": 4870868992,
+                "w1": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            }
+        ],
+        "model.layers.14.self_attn": [
+            {
+                "accuracy": 0.9722930412543448,
+                "total_bits": 40443392,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9740768184787348,
+                "total_bits": 41623040,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9783720562332555,
+                "total_bits": 42507008,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.984199627449638,
+                "total_bits": 50763008,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9856764517332378,
+                "total_bits": 59903744,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9861483573913574,
+                "total_bits": 59937280,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 64,
+                        "3": 64
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9917322044309816,
+                "total_bits": 76418816,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.992216474131534,
+                "total_bits": 76452352,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9929854971797842,
+                "total_bits": 77079552,
+                "q_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9933467381878903,
+                "total_bits": 78199808,
+                "q_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.992945198165743,
+                "total_bits": 78811648,
+                "q_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9935711363428518,
+                "total_bits": 79291392,
+                "q_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9944773359518302,
+                "total_bits": 80158208,
+                "q_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 64
+                    },
+                    "bits": [
+                        5
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9950148737744281,
+                "total_bits": 81132544,
+                "q_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 32
+                    },
+                    "bits": [
+                        5
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9968639102421308,
+                "total_bits": 98569984,
+                "q_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.997479051939751,
+                "total_bits": 100006912,
+                "q_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.997821114173061,
+                "total_bits": 114167552,
+                "q_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9987398809508273,
+                "total_bits": 118045696,
+                "q_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "8": 32
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9993833420602115,
+                "total_bits": 151916288,
+                "q_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            }
+        ],
+        "model.layers.14.block_sparse_moe": [
+            {
+                "accuracy": 0.9703828284614965,
+                "total_bits": 1409759232,
+                "w1": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "6": 32,
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        6,
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.2,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9714088377199674,
+                "total_bits": 1460090880,
+                "w1": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "6": 32,
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        6,
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.2,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9744241316067545,
+                "total_bits": 1601716224,
+                "w1": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.3,
+                        0.7
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "5": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        5,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9754797439826163,
+                "total_bits": 1786265600,
+                "w1": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.3,
+                        0.7
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9848668747826627,
+                "total_bits": 2046017536,
+                "w1": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        8,
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9861398982374292,
+                "total_bits": 2089697280,
+                "w1": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        8,
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9875753419963937,
+                "total_bits": 2232205312,
+                "w1": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9918886556437141,
+                "total_bits": 2543337472,
+                "w1": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9927514697376051,
+                "total_bits": 2579382272,
+                "w1": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9922359413222263,
+                "total_bits": 2633220096,
+                "w1": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 32,
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9932769521286613,
+                "total_bits": 2676899840,
+                "w1": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 32,
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        8,
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9960464086187514,
+                "total_bits": 3220422656,
+                "w1": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        8,
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9966419229381963,
+                "total_bits": 3264102400,
+                "w1": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        8,
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9977981546207478,
+                "total_bits": 3698573312,
+                "w1": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9979400058325968,
+                "total_bits": 3830681600,
+                "w1": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.15,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9982533380389214,
+                "total_bits": 4166225920,
+                "w1": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9993691285581965,
+                "total_bits": 4870868992,
+                "w1": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            }
+        ],
+        "model.layers.15.self_attn": [
+            {
+                "accuracy": 0.9783918339955179,
+                "total_bits": 40443392,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.97922325447986,
+                "total_bits": 41623040,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.982711777875298,
+                "total_bits": 42507008,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.986510527761359,
+                "total_bits": 50763008,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9889566435625678,
+                "total_bits": 59903744,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9891692799957175,
+                "total_bits": 59937280,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 64,
+                        "3": 64
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9937609089048285,
+                "total_bits": 76418816,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9939632235389007,
+                "total_bits": 76452352,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.994469060709602,
+                "total_bits": 77079552,
+                "q_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9948737829139358,
+                "total_bits": 78199808,
+                "q_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9943985241024118,
+                "total_bits": 78811648,
+                "q_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9948012017105755,
+                "total_bits": 79291392,
+                "q_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9955139481707623,
+                "total_bits": 80158208,
+                "q_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 64
+                    },
+                    "bits": [
+                        5
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9960036324827295,
+                "total_bits": 81132544,
+                "q_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 32
+                    },
+                    "bits": [
+                        5
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9973986760566109,
+                "total_bits": 98569984,
+                "q_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9979627299073496,
+                "total_bits": 100006912,
+                "q_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9983122089975759,
+                "total_bits": 114167552,
+                "q_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.998924189296208,
+                "total_bits": 118045696,
+                "q_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "8": 32
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9995145902625824,
+                "total_bits": 151916288,
+                "q_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            }
+        ],
+        "model.layers.15.block_sparse_moe": [
+            {
+                "accuracy": 0.9730684851345263,
+                "total_bits": 1409759232,
+                "w1": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "6": 32,
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        6,
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.2,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9737099189507333,
+                "total_bits": 1460090880,
+                "w1": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "6": 32,
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        6,
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.2,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9770663647275222,
+                "total_bits": 1601716224,
+                "w1": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.3,
+                        0.7
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "5": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        5,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9783196449279785,
+                "total_bits": 1786265600,
+                "w1": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.3,
+                        0.7
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9860183643667322,
+                "total_bits": 2046017536,
+                "w1": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        8,
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9872539945338902,
+                "total_bits": 2089697280,
+                "w1": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        8,
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9889263769513682,
+                "total_bits": 2232205312,
+                "w1": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9925420237214941,
+                "total_bits": 2543337472,
+                "w1": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9934053091626418,
+                "total_bits": 2579382272,
+                "w1": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9928400218486786,
+                "total_bits": 2633220096,
+                "w1": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 32,
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9938185113041025,
+                "total_bits": 2676899840,
+                "w1": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 32,
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        8,
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9963473983501133,
+                "total_bits": 3220422656,
+                "w1": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        8,
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9969035108622751,
+                "total_bits": 3264102400,
+                "w1": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        8,
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9979806909043538,
+                "total_bits": 3698573312,
+                "w1": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.998085694485589,
+                "total_bits": 3830681600,
+                "w1": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.15,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9984520301222801,
+                "total_bits": 4166225920,
+                "w1": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9993954452342892,
+                "total_bits": 4870868992,
+                "w1": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            }
+        ],
+        "model.layers.16.self_attn": [
+            {
+                "accuracy": 0.9799685697806509,
+                "total_bits": 40443392,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9807175884121343,
+                "total_bits": 41623040,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.98504649181115,
+                "total_bits": 42507008,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9881075589280379,
+                "total_bits": 50763008,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9897503954799551,
+                "total_bits": 59903744,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9900394560475099,
+                "total_bits": 59937280,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 64,
+                        "3": 64
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9943981684352222,
+                "total_bits": 76418816,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9946000477985332,
+                "total_bits": 76452352,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9950698269040961,
+                "total_bits": 77079552,
+                "q_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9953204405150915,
+                "total_bits": 78199808,
+                "q_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9949265992955157,
+                "total_bits": 78811648,
+                "q_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9953282428415198,
+                "total_bits": 79291392,
+                "q_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9961940650092928,
+                "total_bits": 80158208,
+                "q_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 64
+                    },
+                    "bits": [
+                        5
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9965686605949151,
+                "total_bits": 81132544,
+                "q_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 32
+                    },
+                    "bits": [
+                        5
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9978556001656934,
+                "total_bits": 98569984,
+                "q_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9982455366928327,
+                "total_bits": 100006912,
+                "q_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9985001269531878,
+                "total_bits": 114167552,
+                "q_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9991171592356343,
+                "total_bits": 118045696,
+                "q_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "8": 32
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9995508047408963,
+                "total_bits": 151916288,
+                "q_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            }
+        ],
+        "model.layers.16.block_sparse_moe": [
+            {
+                "accuracy": 0.9763960775576139,
+                "total_bits": 1409759232,
+                "w1": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "6": 32,
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        6,
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.2,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9769845432356784,
+                "total_bits": 1460090880,
+                "w1": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "6": 32,
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        6,
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.2,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.98006934398099,
+                "total_bits": 1601716224,
+                "w1": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.3,
+                        0.7
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "5": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        5,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9811540340122423,
+                "total_bits": 1786265600,
+                "w1": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.3,
+                        0.7
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9878487728143993,
+                "total_bits": 2046017536,
+                "w1": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        8,
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9888455365833483,
+                "total_bits": 2089697280,
+                "w1": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        8,
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9903460835155687,
+                "total_bits": 2232205312,
+                "w1": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9936011566927558,
+                "total_bits": 2543337472,
+                "w1": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9942478968908912,
+                "total_bits": 2579382272,
+                "w1": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9938117806848726,
+                "total_bits": 2633220096,
+                "w1": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 32,
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9945951645311556,
+                "total_bits": 2676899840,
+                "w1": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 32,
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        8,
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9968498641330945,
+                "total_bits": 3220422656,
+                "w1": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        8,
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9972952318034674,
+                "total_bits": 3264102400,
+                "w1": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        8,
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9982662218573847,
+                "total_bits": 3698573312,
+                "w1": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9983518662813463,
+                "total_bits": 3830681600,
+                "w1": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.15,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.998669889902598,
+                "total_bits": 4166225920,
+                "w1": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9994867850389135,
+                "total_bits": 4870868992,
+                "w1": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            }
+        ],
+        "model.layers.17.self_attn": [
+            {
+                "accuracy": 0.9791756758564397,
+                "total_bits": 40443392,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9801627538706127,
+                "total_bits": 41623040,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9836627135151311,
+                "total_bits": 42507008,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9881660350059208,
+                "total_bits": 50763008,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9894340924526516,
+                "total_bits": 59903744,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9896352283264461,
+                "total_bits": 59937280,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 64,
+                        "3": 64
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9940575722016787,
+                "total_bits": 76418816,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.994239122459763,
+                "total_bits": 76452352,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9947466913022494,
+                "total_bits": 77079552,
+                "q_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9950096889546043,
+                "total_bits": 78199808,
+                "q_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9946910464449933,
+                "total_bits": 78811648,
+                "q_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9950805220164751,
+                "total_bits": 79291392,
+                "q_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9958289795015988,
+                "total_bits": 80158208,
+                "q_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 64
+                    },
+                    "bits": [
+                        5
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9962103068828583,
+                "total_bits": 81132544,
+                "q_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 32
+                    },
+                    "bits": [
+                        5
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9976734732718844,
+                "total_bits": 98569984,
+                "q_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9980224582709765,
+                "total_bits": 100006912,
+                "q_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9984279734719741,
+                "total_bits": 114167552,
+                "q_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9990092667898065,
+                "total_bits": 118045696,
+                "q_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "8": 32
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.999527206105229,
+                "total_bits": 151916288,
+                "q_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            }
+        ],
+        "model.layers.17.block_sparse_moe": [
+            {
+                "accuracy": 0.9753858525502054,
+                "total_bits": 1409759232,
+                "w1": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "6": 32,
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        6,
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.2,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9760573161275763,
+                "total_bits": 1460090880,
+                "w1": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "6": 32,
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        6,
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.2,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.979070036034835,
+                "total_bits": 1601716224,
+                "w1": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.3,
+                        0.7
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "5": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        5,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9801438827263681,
+                "total_bits": 1786265600,
+                "w1": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.3,
+                        0.7
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9873670551337694,
+                "total_bits": 2046017536,
+                "w1": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        8,
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.988302300635137,
+                "total_bits": 2089697280,
+                "w1": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        8,
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9897539388192328,
+                "total_bits": 2232205312,
+                "w1": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9932858120453986,
+                "total_bits": 2543337472,
+                "w1": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9939723367753782,
+                "total_bits": 2579382272,
+                "w1": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9935250486198225,
+                "total_bits": 2633220096,
+                "w1": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 32,
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.994363412653145,
+                "total_bits": 2676899840,
+                "w1": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 32,
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        8,
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9967119231035835,
+                "total_bits": 3220422656,
+                "w1": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        8,
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9971855704329515,
+                "total_bits": 3264102400,
+                "w1": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        8,
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9981841384188125,
+                "total_bits": 3698573312,
+                "w1": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9982826239184329,
+                "total_bits": 3830681600,
+                "w1": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.15,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.998596714711503,
+                "total_bits": 4166225920,
+                "w1": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9994651274755597,
+                "total_bits": 4870868992,
+                "w1": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            }
+        ],
+        "model.layers.18.self_attn": [
+            {
+                "accuracy": 0.9765702846803164,
+                "total_bits": 40443392,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9775561376621849,
+                "total_bits": 41623040,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9808936150450456,
+                "total_bits": 42507008,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9854470742376227,
+                "total_bits": 50763008,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9881472940507688,
+                "total_bits": 59903744,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9883617845020796,
+                "total_bits": 59937280,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 64,
+                        "3": 64
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9932925685455924,
+                "total_bits": 76418816,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9935544784131803,
+                "total_bits": 76452352,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9941089584639198,
+                "total_bits": 77079552,
+                "q_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9944525545364932,
+                "total_bits": 78199808,
+                "q_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9940615249307532,
+                "total_bits": 78811648,
+                "q_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9945125595519417,
+                "total_bits": 79291392,
+                "q_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9953297870723825,
+                "total_bits": 80158208,
+                "q_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 64
+                    },
+                    "bits": [
+                        5
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9957861123900664,
+                "total_bits": 81132544,
+                "q_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 32
+                    },
+                    "bits": [
+                        5
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9973948837110871,
+                "total_bits": 98569984,
+                "q_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9978749118745327,
+                "total_bits": 100006912,
+                "q_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9982426842968715,
+                "total_bits": 114167552,
+                "q_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9988870331527371,
+                "total_bits": 118045696,
+                "q_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "8": 32
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9994895235684357,
+                "total_bits": 151916288,
+                "q_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            }
+        ],
+        "model.layers.18.block_sparse_moe": [
+            {
+                "accuracy": 0.9782901923907431,
+                "total_bits": 1409759232,
+                "w1": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "6": 32,
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        6,
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.2,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9789423519059232,
+                "total_bits": 1460090880,
+                "w1": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "6": 32,
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        6,
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.2,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.981990103658877,
+                "total_bits": 1601716224,
+                "w1": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.3,
+                        0.7
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "5": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        5,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9830007490358854,
+                "total_bits": 1786265600,
+                "w1": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.3,
+                        0.7
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9890096360131314,
+                "total_bits": 2046017536,
+                "w1": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        8,
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9898110000710738,
+                "total_bits": 2089697280,
+                "w1": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        8,
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.991226041787549,
+                "total_bits": 2232205312,
+                "w1": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9942062783398127,
+                "total_bits": 2543337472,
+                "w1": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.994725402640669,
+                "total_bits": 2579382272,
+                "w1": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9943894347862193,
+                "total_bits": 2633220096,
+                "w1": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 32,
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9950604760333112,
+                "total_bits": 2676899840,
+                "w1": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 32,
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        8,
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9971466789904394,
+                "total_bits": 3220422656,
+                "w1": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        8,
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9975355842003697,
+                "total_bits": 3264102400,
+                "w1": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        8,
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9984280882697356,
+                "total_bits": 3698573312,
+                "w1": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9985071120685652,
+                "total_bits": 3830681600,
+                "w1": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.15,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9988092877166835,
+                "total_bits": 4166225920,
+                "w1": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9995368764686742,
+                "total_bits": 4870868992,
+                "w1": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            }
+        ],
+        "model.layers.19.self_attn": [
+            {
+                "accuracy": 0.9859274610092765,
+                "total_bits": 40443392,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9866237828606054,
+                "total_bits": 41623040,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9887422770261765,
+                "total_bits": 42507008,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9918774115411859,
+                "total_bits": 50763008,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9928197570537266,
+                "total_bits": 59903744,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9929560877774891,
+                "total_bits": 59937280,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 64,
+                        "3": 64
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9960783033778793,
+                "total_bits": 76418816,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.996199290611242,
+                "total_bits": 76452352,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9964975157850667,
+                "total_bits": 77079552,
+                "q_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9966969113600882,
+                "total_bits": 78199808,
+                "q_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9964417885792883,
+                "total_bits": 78811648,
+                "q_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.996706094004606,
+                "total_bits": 79291392,
+                "q_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.99714574060942,
+                "total_bits": 80158208,
+                "q_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 64
+                    },
+                    "bits": [
+                        5
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9974013366981557,
+                "total_bits": 81132544,
+                "q_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 32
+                    },
+                    "bits": [
+                        5
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9984120082502302,
+                "total_bits": 98569984,
+                "q_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.99866916298082,
+                "total_bits": 100006912,
+                "q_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.99894761107862,
+                "total_bits": 114167552,
+                "q_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9993070065975189,
+                "total_bits": 118045696,
+                "q_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "8": 32
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9996618139312455,
+                "total_bits": 151916288,
+                "q_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            }
+        ],
+        "model.layers.19.block_sparse_moe": [
+            {
+                "accuracy": 0.9718140520547566,
+                "total_bits": 1409759232,
+                "w1": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "6": 32,
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        6,
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.2,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9729930664363661,
+                "total_bits": 1460090880,
+                "w1": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "6": 32,
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        6,
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.2,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9753637941260087,
+                "total_bits": 1601716224,
+                "w1": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.3,
+                        0.7
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "5": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        5,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9760917001648953,
+                "total_bits": 1786265600,
+                "w1": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.3,
+                        0.7
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9857184228144193,
+                "total_bits": 2046017536,
+                "w1": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        8,
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9869884958392695,
+                "total_bits": 2089697280,
+                "w1": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        8,
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9880142149172331,
+                "total_bits": 2232205312,
+                "w1": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.991978816295925,
+                "total_bits": 2543337472,
+                "w1": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.993046591940679,
+                "total_bits": 2579382272,
+                "w1": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.99265198723266,
+                "total_bits": 2633220096,
+                "w1": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 32,
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9936183432215139,
+                "total_bits": 2676899840,
+                "w1": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 32,
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        8,
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9962408734779609,
+                "total_bits": 3220422656,
+                "w1": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        8,
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9968185632636672,
+                "total_bits": 3264102400,
+                "w1": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        8,
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9978701344838268,
+                "total_bits": 3698573312,
+                "w1": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9980526123391954,
+                "total_bits": 3830681600,
+                "w1": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.15,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9982726777854719,
+                "total_bits": 4166225920,
+                "w1": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9993915358852399,
+                "total_bits": 4870868992,
+                "w1": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            }
+        ],
+        "model.layers.20.self_attn": [
+            {
+                "accuracy": 0.9728054435629594,
+                "total_bits": 40443392,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9750682742972123,
+                "total_bits": 41623040,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9794016825525385,
+                "total_bits": 42507008,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9840621226712277,
+                "total_bits": 50763008,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9849246897195515,
+                "total_bits": 59903744,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.985965432305085,
+                "total_bits": 59937280,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 64,
+                        "3": 64
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9911441787293083,
+                "total_bits": 76418816,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9920098256123694,
+                "total_bits": 76452352,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9930823288465801,
+                "total_bits": 77079552,
+                "q_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9933329342227233,
+                "total_bits": 78199808,
+                "q_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9928364683138696,
+                "total_bits": 78811648,
+                "q_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9936451786442807,
+                "total_bits": 79291392,
+                "q_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.994896586788328,
+                "total_bits": 80158208,
+                "q_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 64
+                    },
+                    "bits": [
+                        5
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.995522288115401,
+                "total_bits": 81132544,
+                "q_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 32
+                    },
+                    "bits": [
+                        5
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9970321151378908,
+                "total_bits": 98569984,
+                "q_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9977339237536255,
+                "total_bits": 100006912,
+                "q_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9976783459515948,
+                "total_bits": 114167552,
+                "q_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.998957322910428,
+                "total_bits": 118045696,
+                "q_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "8": 32
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9993378914598572,
+                "total_bits": 151916288,
+                "q_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            }
+        ],
+        "model.layers.20.block_sparse_moe": [
+            {
+                "accuracy": 0.9713956274484333,
+                "total_bits": 1409759232,
+                "w1": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "6": 32,
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        6,
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.2,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9724643638259486,
+                "total_bits": 1460090880,
+                "w1": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "6": 32,
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        6,
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.2,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.975529924819344,
+                "total_bits": 1601716224,
+                "w1": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.3,
+                        0.7
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "5": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        5,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9764947310874337,
+                "total_bits": 1786265600,
+                "w1": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.3,
+                        0.7
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9853665703221371,
+                "total_bits": 2046017536,
+                "w1": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        8,
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9866928568011836,
+                "total_bits": 2089697280,
+                "w1": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        8,
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9880220984157763,
+                "total_bits": 2232205312,
+                "w1": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9922574060527902,
+                "total_bits": 2543337472,
+                "w1": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9929810770248112,
+                "total_bits": 2579382272,
+                "w1": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9924916577966589,
+                "total_bits": 2633220096,
+                "w1": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 32,
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9935260846426612,
+                "total_bits": 2676899840,
+                "w1": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 32,
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        8,
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9961827487537736,
+                "total_bits": 3220422656,
+                "w1": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        8,
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9967586039320419,
+                "total_bits": 3264102400,
+                "w1": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        8,
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9978632534805097,
+                "total_bits": 3698573312,
+                "w1": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9980081147269199,
+                "total_bits": 3830681600,
+                "w1": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.15,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9982965074871716,
+                "total_bits": 4166225920,
+                "w1": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9993920111048379,
+                "total_bits": 4870868992,
+                "w1": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            }
+        ],
+        "model.layers.21.self_attn": [
+            {
+                "accuracy": 0.9783369710570887,
+                "total_bits": 40443392,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9793903827667236,
+                "total_bits": 41623040,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9822278901150352,
+                "total_bits": 42507008,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9872785045912391,
+                "total_bits": 50763008,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9888802437405837,
+                "total_bits": 59903744,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9891075327208168,
+                "total_bits": 59937280,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 64,
+                        "3": 64
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9937503675096914,
+                "total_bits": 76418816,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9939497203419083,
+                "total_bits": 76452352,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9944597145444468,
+                "total_bits": 77079552,
+                "q_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9948129587267575,
+                "total_bits": 78199808,
+                "q_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9944589487031886,
+                "total_bits": 78811648,
+                "q_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9948841223591253,
+                "total_bits": 79291392,
+                "q_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9954787786853941,
+                "total_bits": 80158208,
+                "q_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 64
+                    },
+                    "bits": [
+                        5
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9959189891815186,
+                "total_bits": 81132544,
+                "q_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 32
+                    },
+                    "bits": [
+                        5
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9974874363918054,
+                "total_bits": 98569984,
+                "q_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9979159198701382,
+                "total_bits": 100006912,
+                "q_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.998357500096685,
+                "total_bits": 114167552,
+                "q_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9989145701064875,
+                "total_bits": 118045696,
+                "q_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "8": 32
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9995132935184398,
+                "total_bits": 151916288,
+                "q_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            }
+        ],
+        "model.layers.21.block_sparse_moe": [
+            {
+                "accuracy": 0.9773270801493996,
+                "total_bits": 1409759232,
+                "w1": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "6": 32,
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        6,
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.2,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9779684339698992,
+                "total_bits": 1460090880,
+                "w1": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "6": 32,
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        6,
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.2,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9812919419062766,
+                "total_bits": 1601716224,
+                "w1": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.3,
+                        0.7
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "5": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        5,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9824617771725905,
+                "total_bits": 1786265600,
+                "w1": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.3,
+                        0.7
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9882832593039462,
+                "total_bits": 2046017536,
+                "w1": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        8,
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9892497909696478,
+                "total_bits": 2089697280,
+                "w1": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        8,
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9908287658503181,
+                "total_bits": 2232205312,
+                "w1": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9937818877791104,
+                "total_bits": 2543337472,
+                "w1": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9944194253338011,
+                "total_bits": 2579382272,
+                "w1": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9939926572536167,
+                "total_bits": 2633220096,
+                "w1": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 32,
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9947756285730162,
+                "total_bits": 2676899840,
+                "w1": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 32,
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        8,
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9969309993872517,
+                "total_bits": 3220422656,
+                "w1": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        8,
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9973844409381089,
+                "total_bits": 3264102400,
+                "w1": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        8,
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9982975564504925,
+                "total_bits": 3698573312,
+                "w1": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9983845184508123,
+                "total_bits": 3830681600,
+                "w1": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.15,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9987287077268487,
+                "total_bits": 4166225920,
+                "w1": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9994879698282794,
+                "total_bits": 4870868992,
+                "w1": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            }
+        ],
+        "model.layers.22.self_attn": [
+            {
+                "accuracy": 0.9759044302137274,
+                "total_bits": 40443392,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.977076508496937,
+                "total_bits": 41623040,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9794105761929562,
+                "total_bits": 42507008,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9841209665725106,
+                "total_bits": 50763008,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9871919123749984,
+                "total_bits": 59903744,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9873979813174197,
+                "total_bits": 59937280,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 64,
+                        "3": 64
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9927137541143518,
+                "total_bits": 76418816,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9929135277083045,
+                "total_bits": 76452352,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9936478192868986,
+                "total_bits": 77079552,
+                "q_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9941349449126344,
+                "total_bits": 78199808,
+                "q_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9937544543492166,
+                "total_bits": 78811648,
+                "q_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9944179434525339,
+                "total_bits": 79291392,
+                "q_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9949267439936337,
+                "total_bits": 80158208,
+                "q_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 64
+                    },
+                    "bits": [
+                        5
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.995153106356922,
+                "total_bits": 81132544,
+                "q_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 32
+                    },
+                    "bits": [
+                        5
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9970934292987773,
+                "total_bits": 98569984,
+                "q_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.997632719184223,
+                "total_bits": 100006912,
+                "q_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9981177170809946,
+                "total_bits": 114167552,
+                "q_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9987303671476088,
+                "total_bits": 118045696,
+                "q_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "8": 32
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9994430897365275,
+                "total_bits": 151916288,
+                "q_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            }
+        ],
+        "model.layers.22.block_sparse_moe": [
+            {
+                "accuracy": 0.9730819369617262,
+                "total_bits": 1409759232,
+                "w1": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "6": 32,
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        6,
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.2,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9742369385142076,
+                "total_bits": 1460090880,
+                "w1": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "6": 32,
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        6,
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.2,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9772150359655681,
+                "total_bits": 1601716224,
+                "w1": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.3,
+                        0.7
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "5": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        5,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9782669904984926,
+                "total_bits": 1786265600,
+                "w1": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.3,
+                        0.7
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9859165157142439,
+                "total_bits": 2046017536,
+                "w1": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        8,
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9873760483766857,
+                "total_bits": 2089697280,
+                "w1": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        8,
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9887503636510748,
+                "total_bits": 2232205312,
+                "w1": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9924080199316928,
+                "total_bits": 2543337472,
+                "w1": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9932858724343149,
+                "total_bits": 2579382272,
+                "w1": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9927981801723179,
+                "total_bits": 2633220096,
+                "w1": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 32,
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9938807267891733,
+                "total_bits": 2676899840,
+                "w1": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 32,
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        8,
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9963158204367286,
+                "total_bits": 3220422656,
+                "w1": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        8,
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.996921157562419,
+                "total_bits": 3264102400,
+                "w1": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        8,
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9978867653561266,
+                "total_bits": 3698573312,
+                "w1": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9980688569577116,
+                "total_bits": 3830681600,
+                "w1": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.15,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9983718559930199,
+                "total_bits": 4166225920,
+                "w1": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9993824929881253,
+                "total_bits": 4870868992,
+                "w1": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            }
+        ],
+        "model.layers.23.self_attn": [
+            {
+                "accuracy": 0.9782193318793648,
+                "total_bits": 40443392,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9795012128980536,
+                "total_bits": 41623040,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9821096423425173,
+                "total_bits": 42507008,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9870172213566931,
+                "total_bits": 50763008,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9889567392437082,
+                "total_bits": 59903744,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9891816001189383,
+                "total_bits": 59937280,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 64,
+                        "3": 64
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9936143152023617,
+                "total_bits": 76418816,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9938812224488509,
+                "total_bits": 76452352,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9943548040954691,
+                "total_bits": 77079552,
+                "q_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9947242376051451,
+                "total_bits": 78199808,
+                "q_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9944426425193486,
+                "total_bits": 78811648,
+                "q_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9948121654359918,
+                "total_bits": 79291392,
+                "q_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9954105372491636,
+                "total_bits": 80158208,
+                "q_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 64
+                    },
+                    "bits": [
+                        5
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9958193145300213,
+                "total_bits": 81132544,
+                "q_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 32
+                    },
+                    "bits": [
+                        5
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9974481092863962,
+                "total_bits": 98569984,
+                "q_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9978744264103865,
+                "total_bits": 100006912,
+                "q_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9983261325641682,
+                "total_bits": 114167552,
+                "q_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9989005094884258,
+                "total_bits": 118045696,
+                "q_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "8": 32
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9995092002576903,
+                "total_bits": 151916288,
+                "q_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            }
+        ],
+        "model.layers.23.block_sparse_moe": [
+            {
+                "accuracy": 0.9699912792757938,
+                "total_bits": 1409759232,
+                "w1": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "6": 32,
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        6,
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.2,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.971131305945547,
+                "total_bits": 1460090880,
+                "w1": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "6": 32,
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        6,
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.2,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9742055739227095,
+                "total_bits": 1601716224,
+                "w1": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.3,
+                        0.7
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "5": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        5,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9752055234030673,
+                "total_bits": 1786265600,
+                "w1": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.3,
+                        0.7
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9843783833478627,
+                "total_bits": 2046017536,
+                "w1": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        8,
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9859759886013834,
+                "total_bits": 2089697280,
+                "w1": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        8,
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9873054207939851,
+                "total_bits": 2232205312,
+                "w1": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9915244453831723,
+                "total_bits": 2543337472,
+                "w1": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9925148620417243,
+                "total_bits": 2579382272,
+                "w1": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9918745058147531,
+                "total_bits": 2633220096,
+                "w1": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 32,
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9931391069763585,
+                "total_bits": 2676899840,
+                "w1": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 32,
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        8,
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9958487364806627,
+                "total_bits": 3220422656,
+                "w1": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        8,
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9965495020151138,
+                "total_bits": 3264102400,
+                "w1": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        8,
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9976675094742524,
+                "total_bits": 3698573312,
+                "w1": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9978346946208101,
+                "total_bits": 3830681600,
+                "w1": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.15,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9981259799709445,
+                "total_bits": 4166225920,
+                "w1": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9993373571257842,
+                "total_bits": 4870868992,
+                "w1": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            }
+        ],
+        "model.layers.24.self_attn": [
+            {
+                "accuracy": 0.9810169856799277,
+                "total_bits": 40443392,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9820150670252348,
+                "total_bits": 41623040,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9840079232266075,
+                "total_bits": 42507008,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9882881860984,
+                "total_bits": 50763008,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9904918223619461,
+                "total_bits": 59903744,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9906998833543376,
+                "total_bits": 59937280,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 64,
+                        "3": 64
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.994687460755047,
+                "total_bits": 76418816,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9948918564539206,
+                "total_bits": 76452352,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9952509015014297,
+                "total_bits": 77079552,
+                "q_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9955274737194965,
+                "total_bits": 78199808,
+                "q_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9952877912866441,
+                "total_bits": 78811648,
+                "q_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9955373735804307,
+                "total_bits": 79291392,
+                "q_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9959874670756491,
+                "total_bits": 80158208,
+                "q_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 64
+                    },
+                    "bits": [
+                        5
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9963785719714666,
+                "total_bits": 81132544,
+                "q_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 32
+                    },
+                    "bits": [
+                        5
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9978149639148461,
+                "total_bits": 98569984,
+                "q_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9981603291081754,
+                "total_bits": 100006912,
+                "q_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9985822018628058,
+                "total_bits": 114167552,
+                "q_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9990301373365679,
+                "total_bits": 118045696,
+                "q_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "8": 32
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9995745148411707,
+                "total_bits": 151916288,
+                "q_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            }
+        ],
+        "model.layers.24.block_sparse_moe": [
+            {
+                "accuracy": 0.9757556272180457,
+                "total_bits": 1409759232,
+                "w1": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "6": 32,
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        6,
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.2,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9765536236135584,
+                "total_bits": 1460090880,
+                "w1": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "6": 32,
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        6,
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.2,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9800327671201605,
+                "total_bits": 1601716224,
+                "w1": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.3,
+                        0.7
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "5": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        5,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9812947794010765,
+                "total_bits": 1786265600,
+                "w1": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.3,
+                        0.7
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9874772986299113,
+                "total_bits": 2046017536,
+                "w1": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        8,
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9885290672904566,
+                "total_bits": 2089697280,
+                "w1": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        8,
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9901591735450845,
+                "total_bits": 2232205312,
+                "w1": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9932573633758646,
+                "total_bits": 2543337472,
+                "w1": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9939679283844797,
+                "total_bits": 2579382272,
+                "w1": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9935846654208083,
+                "total_bits": 2633220096,
+                "w1": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 32,
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9944155431891742,
+                "total_bits": 2676899840,
+                "w1": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 32,
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        8,
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9967225874333006,
+                "total_bits": 3220422656,
+                "w1": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        8,
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9972047799904096,
+                "total_bits": 3264102400,
+                "w1": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        8,
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9981595532674539,
+                "total_bits": 3698573312,
+                "w1": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9982739447763092,
+                "total_bits": 3830681600,
+                "w1": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.15,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9986443160788009,
+                "total_bits": 4166225920,
+                "w1": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9994579860450405,
+                "total_bits": 4870868992,
+                "w1": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            }
+        ],
+        "model.layers.25.self_attn": [
+            {
+                "accuracy": 0.979829772522575,
+                "total_bits": 40443392,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9808019242788616,
+                "total_bits": 41623040,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9834407395438144,
+                "total_bits": 42507008,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9876505356085928,
+                "total_bits": 50763008,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9895833534629721,
+                "total_bits": 59903744,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9897964243826113,
+                "total_bits": 59937280,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 64,
+                        "3": 64
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9941521224222685,
+                "total_bits": 76418816,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9943760970705434,
+                "total_bits": 76452352,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9947360338349092,
+                "total_bits": 77079552,
+                "q_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9951145927372732,
+                "total_bits": 78199808,
+                "q_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9948761302389597,
+                "total_bits": 78811648,
+                "q_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9952581728759565,
+                "total_bits": 79291392,
+                "q_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9958226723890555,
+                "total_bits": 80158208,
+                "q_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 64
+                    },
+                    "bits": [
+                        5
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9962154811150149,
+                "total_bits": 81132544,
+                "q_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 32
+                    },
+                    "bits": [
+                        5
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.997684666200688,
+                "total_bits": 98569984,
+                "q_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9980781374401168,
+                "total_bits": 100006912,
+                "q_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9984340679488684,
+                "total_bits": 114167552,
+                "q_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9989915977379209,
+                "total_bits": 118045696,
+                "q_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "8": 32
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9995421643712019,
+                "total_bits": 151916288,
+                "q_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            }
+        ],
+        "model.layers.25.block_sparse_moe": [
+            {
+                "accuracy": 0.9749832294489208,
+                "total_bits": 1409759232,
+                "w1": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "6": 32,
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        6,
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.2,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9757068863040522,
+                "total_bits": 1460090880,
+                "w1": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "6": 32,
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        6,
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.2,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9791400573755565,
+                "total_bits": 1601716224,
+                "w1": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.3,
+                        0.7
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "5": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        5,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.980408921053535,
+                "total_bits": 1786265600,
+                "w1": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.3,
+                        0.7
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.986916654988339,
+                "total_bits": 2046017536,
+                "w1": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        8,
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9881617191590761,
+                "total_bits": 2089697280,
+                "w1": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        8,
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9897876907336084,
+                "total_bits": 2232205312,
+                "w1": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9929602169676831,
+                "total_bits": 2543337472,
+                "w1": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9937733368654,
+                "total_bits": 2579382272,
+                "w1": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9932900031930522,
+                "total_bits": 2633220096,
+                "w1": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 32,
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9942202971954095,
+                "total_bits": 2676899840,
+                "w1": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 32,
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        8,
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9965625181794167,
+                "total_bits": 3220422656,
+                "w1": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        8,
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9971071367985324,
+                "total_bits": 3264102400,
+                "w1": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        8,
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9980734700435087,
+                "total_bits": 3698573312,
+                "w1": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9981906549318841,
+                "total_bits": 3830681600,
+                "w1": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.15,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9985688009152287,
+                "total_bits": 4166225920,
+                "w1": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9994249533567774,
+                "total_bits": 4870868992,
+                "w1": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            }
+        ],
+        "model.layers.26.self_attn": [
+            {
+                "accuracy": 0.9753237005911375,
+                "total_bits": 40443392,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9762751742413169,
+                "total_bits": 41623040,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9799895333616357,
+                "total_bits": 42507008,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9851965731696078,
+                "total_bits": 50763008,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9870662006892656,
+                "total_bits": 59903744,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9875147036815944,
+                "total_bits": 59937280,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 64,
+                        "3": 64
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9926263556668633,
+                "total_bits": 76418816,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9930219477728793,
+                "total_bits": 76452352,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9937524732790495,
+                "total_bits": 77079552,
+                "q_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9940806423362932,
+                "total_bits": 78199808,
+                "q_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.993562385047737,
+                "total_bits": 78811648,
+                "q_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9941695277628145,
+                "total_bits": 79291392,
+                "q_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9948808056743521,
+                "total_bits": 80158208,
+                "q_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 64
+                    },
+                    "bits": [
+                        5
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9953402676864674,
+                "total_bits": 81132544,
+                "q_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 32
+                    },
+                    "bits": [
+                        5
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9971018586503831,
+                "total_bits": 98569984,
+                "q_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9976200039841627,
+                "total_bits": 100006912,
+                "q_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9980349479929397,
+                "total_bits": 114167552,
+                "q_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9987538329472667,
+                "total_bits": 118045696,
+                "q_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "8": 32
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9994338683685974,
+                "total_bits": 151916288,
+                "q_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            }
+        ],
+        "model.layers.26.block_sparse_moe": [
+            {
+                "accuracy": 0.9727127677515933,
+                "total_bits": 1409759232,
+                "w1": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "6": 32,
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        6,
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.2,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9736587969880355,
+                "total_bits": 1460090880,
+                "w1": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "6": 32,
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        6,
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.2,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9763730952614232,
+                "total_bits": 1601716224,
+                "w1": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.3,
+                        0.7
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "5": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        5,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9772787298026838,
+                "total_bits": 1786265600,
+                "w1": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.3,
+                        0.7
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9859630465507507,
+                "total_bits": 2046017536,
+                "w1": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        8,
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9873340192594027,
+                "total_bits": 2089697280,
+                "w1": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        8,
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9885675585583636,
+                "total_bits": 2232205312,
+                "w1": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9924762421532681,
+                "total_bits": 2543337472,
+                "w1": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9932677322312405,
+                "total_bits": 2579382272,
+                "w1": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9928246924751684,
+                "total_bits": 2633220096,
+                "w1": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 32,
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9938641300326899,
+                "total_bits": 2676899840,
+                "w1": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 32,
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        8,
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9963280464473524,
+                "total_bits": 3220422656,
+                "w1": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        8,
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.996937814315683,
+                "total_bits": 3264102400,
+                "w1": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        8,
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9979396458519133,
+                "total_bits": 3698573312,
+                "w1": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9980962909758091,
+                "total_bits": 3830681600,
+                "w1": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.15,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9983664600080565,
+                "total_bits": 4166225920,
+                "w1": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9994047150309933,
+                "total_bits": 4870868992,
+                "w1": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            }
+        ],
+        "model.layers.27.self_attn": [
+            {
+                "accuracy": 0.9799670561363822,
+                "total_bits": 40443392,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9805759426794554,
+                "total_bits": 41623040,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9829924843813244,
+                "total_bits": 42507008,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.98665630660559,
+                "total_bits": 50763008,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9897914568060323,
+                "total_bits": 59903744,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9899930059909821,
+                "total_bits": 59937280,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 64,
+                        "3": 64
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9941310274757837,
+                "total_bits": 76418816,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9943321249202678,
+                "total_bits": 76452352,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9947946169658711,
+                "total_bits": 77079552,
+                "q_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9952832307470473,
+                "total_bits": 78199808,
+                "q_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9947327775390524,
+                "total_bits": 78811648,
+                "q_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9952145524715122,
+                "total_bits": 79291392,
+                "q_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9956579984802949,
+                "total_bits": 80158208,
+                "q_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 64
+                    },
+                    "bits": [
+                        5
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.996029306007059,
+                "total_bits": 81132544,
+                "q_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 32
+                    },
+                    "bits": [
+                        5
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.997619617926447,
+                "total_bits": 98569984,
+                "q_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9981088042259216,
+                "total_bits": 100006912,
+                "q_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9985077741898989,
+                "total_bits": 114167552,
+                "q_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9989790650770852,
+                "total_bits": 118045696,
+                "q_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "8": 32
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9995511070285973,
+                "total_bits": 151916288,
+                "q_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            }
+        ],
+        "model.layers.27.block_sparse_moe": [
+            {
+                "accuracy": 0.9797624569190176,
+                "total_bits": 1409759232,
+                "w1": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "6": 32,
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        6,
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.2,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9802784668771845,
+                "total_bits": 1460090880,
+                "w1": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "6": 32,
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        6,
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.2,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9830981100860395,
+                "total_bits": 1601716224,
+                "w1": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.3,
+                        0.7
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "5": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        5,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9841254667231911,
+                "total_bits": 1786265600,
+                "w1": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.3,
+                        0.7
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9895741225857484,
+                "total_bits": 2046017536,
+                "w1": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        8,
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9904706713400389,
+                "total_bits": 2089697280,
+                "w1": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        8,
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9918676787301114,
+                "total_bits": 2232205312,
+                "w1": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9944746737417421,
+                "total_bits": 2543337472,
+                "w1": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9950768708398467,
+                "total_bits": 2579382272,
+                "w1": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9946819771277277,
+                "total_bits": 2633220096,
+                "w1": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 32,
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9953894670072355,
+                "total_bits": 2676899840,
+                "w1": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 32,
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        8,
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9972883606035459,
+                "total_bits": 3220422656,
+                "w1": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        8,
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9976934200446856,
+                "total_bits": 3264102400,
+                "w1": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        8,
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9984966822360691,
+                "total_bits": 3698573312,
+                "w1": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.998574761771842,
+                "total_bits": 3830681600,
+                "w1": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.15,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9988798276570282,
+                "total_bits": 4166225920,
+                "w1": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9995427793872199,
+                "total_bits": 4870868992,
+                "w1": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            }
+        ],
+        "model.layers.28.self_attn": [
+            {
+                "accuracy": 0.9825790822505951,
+                "total_bits": 40443392,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9831939559233817,
+                "total_bits": 41623040,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9859328991488406,
+                "total_bits": 42507008,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9892871748459967,
+                "total_bits": 50763008,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9909817513666654,
+                "total_bits": 59903744,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9910914976345865,
+                "total_bits": 59937280,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 64,
+                        "3": 64
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9950770429874721,
+                "total_bits": 76418816,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.995222625371657,
+                "total_bits": 76452352,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9956617465144709,
+                "total_bits": 77079552,
+                "q_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.995962070399209,
+                "total_bits": 78199808,
+                "q_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9954458314337229,
+                "total_bits": 78811648,
+                "q_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9959397519889631,
+                "total_bits": 79291392,
+                "q_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9964935454098802,
+                "total_bits": 80158208,
+                "q_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 64
+                    },
+                    "bits": [
+                        5
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9968703024481472,
+                "total_bits": 81132544,
+                "q_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 32
+                    },
+                    "bits": [
+                        5
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.99804268444055,
+                "total_bits": 98569984,
+                "q_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9983951292539898,
+                "total_bits": 100006912,
+                "q_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9986833561407892,
+                "total_bits": 114167552,
+                "q_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9991709125277243,
+                "total_bits": 118045696,
+                "q_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "8": 32
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9995879335328937,
+                "total_bits": 151916288,
+                "q_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            }
+        ],
+        "model.layers.28.block_sparse_moe": [
+            {
+                "accuracy": 0.9822670864431482,
+                "total_bits": 1409759232,
+                "w1": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "6": 32,
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        6,
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.2,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9827608575946406,
+                "total_bits": 1460090880,
+                "w1": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "6": 32,
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        6,
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.2,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.985270597432789,
+                "total_bits": 1601716224,
+                "w1": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.3,
+                        0.7
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "5": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        5,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9861505909969932,
+                "total_bits": 1786265600,
+                "w1": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.3,
+                        0.7
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9909267770616632,
+                "total_bits": 2046017536,
+                "w1": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        8,
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9916540533304214,
+                "total_bits": 2089697280,
+                "w1": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        8,
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9928542587317919,
+                "total_bits": 2232205312,
+                "w1": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9951997771859169,
+                "total_bits": 2543337472,
+                "w1": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9956807454949931,
+                "total_bits": 2579382272,
+                "w1": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9953725330139461,
+                "total_bits": 2633220096,
+                "w1": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 32,
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9959553237024107,
+                "total_bits": 2676899840,
+                "w1": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 32,
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        8,
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9976404624942102,
+                "total_bits": 3220422656,
+                "w1": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        8,
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9979768583649083,
+                "total_bits": 3264102400,
+                "w1": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        8,
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9986898929468895,
+                "total_bits": 3698573312,
+                "w1": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.998756448787294,
+                "total_bits": 3830681600,
+                "w1": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.15,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9990135029350456,
+                "total_bits": 4166225920,
+                "w1": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.999599834266854,
+                "total_bits": 4870868992,
+                "w1": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            }
+        ],
+        "model.layers.29.self_attn": [
+            {
+                "accuracy": 0.9802305870934537,
+                "total_bits": 40443392,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9810696620690195,
+                "total_bits": 41623040,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9837883130500191,
+                "total_bits": 42507008,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9886811532472309,
+                "total_bits": 50763008,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9899148690073114,
+                "total_bits": 59903744,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9900585303181096,
+                "total_bits": 59937280,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 64,
+                        "3": 64
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.994294596737937,
+                "total_bits": 76418816,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9944431330812605,
+                "total_bits": 76452352,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9948788034288507,
+                "total_bits": 77079552,
+                "q_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9951984737264482,
+                "total_bits": 78199808,
+                "q_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9948991058688414,
+                "total_bits": 78811648,
+                "q_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9952905821172815,
+                "total_bits": 79291392,
+                "q_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9958494438936836,
+                "total_bits": 80158208,
+                "q_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 64
+                    },
+                    "bits": [
+                        5
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9962240132062059,
+                "total_bits": 81132544,
+                "q_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 32
+                    },
+                    "bits": [
+                        5
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9976653476294718,
+                "total_bits": 98569984,
+                "q_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.998074888006637,
+                "total_bits": 100006912,
+                "q_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9984781069583014,
+                "total_bits": 114167552,
+                "q_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9989978628919313,
+                "total_bits": 118045696,
+                "q_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "8": 32
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9995356657983441,
+                "total_bits": 151916288,
+                "q_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            }
+        ],
+        "model.layers.29.block_sparse_moe": [
+            {
+                "accuracy": 0.981048623197957,
+                "total_bits": 1409759232,
+                "w1": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "6": 32,
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        6,
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.2,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.981658830454475,
+                "total_bits": 1460090880,
+                "w1": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "6": 32,
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        6,
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.2,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9842391468976673,
+                "total_bits": 1601716224,
+                "w1": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.3,
+                        0.7
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "5": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        5,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.985117578192761,
+                "total_bits": 1786265600,
+                "w1": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.3,
+                        0.7
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9903482661435479,
+                "total_bits": 2046017536,
+                "w1": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        8,
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9911312892248756,
+                "total_bits": 2089697280,
+                "w1": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        8,
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9923284179285953,
+                "total_bits": 2232205312,
+                "w1": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9948862928308939,
+                "total_bits": 2543337472,
+                "w1": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9953883278526758,
+                "total_bits": 2579382272,
+                "w1": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9950720707052633,
+                "total_bits": 2633220096,
+                "w1": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 32,
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9956927773983855,
+                "total_bits": 2676899840,
+                "w1": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 32,
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        8,
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9974819931544756,
+                "total_bits": 3220422656,
+                "w1": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        8,
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9978510241367315,
+                "total_bits": 3264102400,
+                "w1": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        8,
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9985913912716665,
+                "total_bits": 3698573312,
+                "w1": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9986697788301268,
+                "total_bits": 3830681600,
+                "w1": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.15,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9989291556963795,
+                "total_bits": 4166225920,
+                "w1": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9995671960182095,
+                "total_bits": 4870868992,
+                "w1": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            }
+        ],
+        "model.layers.30.self_attn": [
+            {
+                "accuracy": 0.9813573125161623,
+                "total_bits": 40443392,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9823307504779414,
+                "total_bits": 41623040,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.984614162068618,
+                "total_bits": 42507008,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9882779803715254,
+                "total_bits": 50763008,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9905899167060852,
+                "total_bits": 59903744,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9907561940582175,
+                "total_bits": 59937280,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 64,
+                        "3": 64
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9947565256765014,
+                "total_bits": 76418816,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9949101582169533,
+                "total_bits": 76452352,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9952047722120034,
+                "total_bits": 77079552,
+                "q_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9956031139743956,
+                "total_bits": 78199808,
+                "q_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9954154640436172,
+                "total_bits": 78811648,
+                "q_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9957507915402714,
+                "total_bits": 79291392,
+                "q_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9962509811708802,
+                "total_bits": 80158208,
+                "q_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 64
+                    },
+                    "bits": [
+                        5
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9965618213540629,
+                "total_bits": 81132544,
+                "q_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 32
+                    },
+                    "bits": [
+                        5
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9978455052171883,
+                "total_bits": 98569984,
+                "q_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9982606480388265,
+                "total_bits": 100006912,
+                "q_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9985787273433647,
+                "total_bits": 114167552,
+                "q_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9990509411222056,
+                "total_bits": 118045696,
+                "q_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "8": 32
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9995681886120062,
+                "total_bits": 151916288,
+                "q_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            }
+        ],
+        "model.layers.30.block_sparse_moe": [
+            {
+                "accuracy": 0.9798714926368312,
+                "total_bits": 1409759232,
+                "w1": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "6": 32,
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        6,
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.2,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.980618837632631,
+                "total_bits": 1460090880,
+                "w1": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "6": 32,
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        6,
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.2,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9830978967641529,
+                "total_bits": 1601716224,
+                "w1": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.3,
+                        0.7
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "5": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        5,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9838984859617133,
+                "total_bits": 1786265600,
+                "w1": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.3,
+                        0.7
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9898186161329872,
+                "total_bits": 2046017536,
+                "w1": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        8,
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9906572236826545,
+                "total_bits": 2089697280,
+                "w1": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        8,
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9917652881459186,
+                "total_bits": 2232205312,
+                "w1": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9946165453446539,
+                "total_bits": 2543337472,
+                "w1": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.995106221029633,
+                "total_bits": 2579382272,
+                "w1": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9948178278772455,
+                "total_bits": 2633220096,
+                "w1": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 32,
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9954618525348211,
+                "total_bits": 2676899840,
+                "w1": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 32,
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        8,
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9973506817692205,
+                "total_bits": 3220422656,
+                "w1": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        8,
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9977349397775374,
+                "total_bits": 3264102400,
+                "w1": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        8,
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.998519283180174,
+                "total_bits": 3698573312,
+                "w1": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.998615880349749,
+                "total_bits": 3830681600,
+                "w1": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.15,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9988553797532069,
+                "total_bits": 4166225920,
+                "w1": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9995611213441742,
+                "total_bits": 4870868992,
+                "w1": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            }
+        ],
+        "model.layers.31.self_attn": [
+            {
+                "accuracy": 0.98795149200841,
+                "total_bits": 40443392,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9884474904913652,
+                "total_bits": 41623040,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9901825918963081,
+                "total_bits": 42507008,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9929700023249576,
+                "total_bits": 50763008,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9939250055896608,
+                "total_bits": 59903744,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9940500129994593,
+                "total_bits": 59937280,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 64,
+                        "3": 64
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.996633223012874,
+                "total_bits": 76418816,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9967304632851952,
+                "total_bits": 76452352,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.996941374124665,
+                "total_bits": 77079552,
+                "q_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9971150181403285,
+                "total_bits": 78199808,
+                "q_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9969263308142361,
+                "total_bits": 78811648,
+                "q_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9971341988758037,
+                "total_bits": 79291392,
+                "q_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9974785366732823,
+                "total_bits": 80158208,
+                "q_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 64
+                    },
+                    "bits": [
+                        5
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9977260039825189,
+                "total_bits": 81132544,
+                "q_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 32
+                    },
+                    "bits": [
+                        5
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.998593658208847,
+                "total_bits": 98569984,
+                "q_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9988157200185876,
+                "total_bits": 100006912,
+                "q_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9990589408890197,
+                "total_bits": 114167552,
+                "q_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9993601800677808,
+                "total_bits": 118045696,
+                "q_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "8": 32
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9996821459039653,
+                "total_bits": 151916288,
+                "q_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            }
+        ],
+        "model.layers.31.block_sparse_moe": [
+            {
+                "accuracy": 0.9802058652827614,
+                "total_bits": 1409759232,
+                "w1": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "6": 32,
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        6,
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.2,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9808917171076724,
+                "total_bits": 1460090880,
+                "w1": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "6": 32,
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        6,
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.2,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9827867605184254,
+                "total_bits": 1601716224,
+                "w1": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.3,
+                        0.7
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "5": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        5,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9833461124646036,
+                "total_bits": 1786265600,
+                "w1": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.3,
+                        0.7
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9900947707264047,
+                "total_bits": 2046017536,
+                "w1": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        8,
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.99089893071275,
+                "total_bits": 2089697280,
+                "w1": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        8,
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9917047078672209,
+                "total_bits": 2232205312,
+                "w1": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9947663322091103,
+                "total_bits": 2543337472,
+                "w1": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9952060431241989,
+                "total_bits": 2579382272,
+                "w1": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9949755668640137,
+                "total_bits": 2633220096,
+                "w1": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 32,
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9955776694573855,
+                "total_bits": 2676899840,
+                "w1": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 32,
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        8,
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9974372645742015,
+                "total_bits": 3220422656,
+                "w1": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        8,
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9977988477208113,
+                "total_bits": 3264102400,
+                "w1": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        8,
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9985602555894538,
+                "total_bits": 3698573312,
+                "w1": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9986666619385544,
+                "total_bits": 3830681600,
+                "w1": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.15,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9988368343757955,
+                "total_bits": 4166225920,
+                "w1": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9995802060063732,
+                "total_bits": 4870868992,
+                "w1": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            }
+        ],
+        "model.layers.32.self_attn": [
+            {
+                "accuracy": 0.9751865675574855,
+                "total_bits": 40443392,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.978788402519728,
+                "total_bits": 41623040,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9809241561513198,
+                "total_bits": 42507008,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.987194623602064,
+                "total_bits": 50763008,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9883377889269277,
+                "total_bits": 59903744,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9888322565116381,
+                "total_bits": 59937280,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 64,
+                        "3": 64
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9925149114508378,
+                "total_bits": 76418816,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9931169677721826,
+                "total_bits": 76452352,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9938174709677696,
+                "total_bits": 77079552,
+                "q_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9941215742575494,
+                "total_bits": 78199808,
+                "q_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9943611339518899,
+                "total_bits": 78811648,
+                "q_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9947574291574327,
+                "total_bits": 79291392,
+                "q_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9951566877333742,
+                "total_bits": 80158208,
+                "q_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 64
+                    },
+                    "bits": [
+                        5
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9956980124115944,
+                "total_bits": 81132544,
+                "q_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 32
+                    },
+                    "bits": [
+                        5
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9972755491341415,
+                "total_bits": 98569984,
+                "q_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9978479717515016,
+                "total_bits": 100006912,
+                "q_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9980125356661645,
+                "total_bits": 114167552,
+                "q_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9989450268055263,
+                "total_bits": 118045696,
+                "q_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "8": 32
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9994241370280322,
+                "total_bits": 151916288,
+                "q_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            }
+        ],
+        "model.layers.32.block_sparse_moe": [
+            {
+                "accuracy": 0.9795359827970204,
+                "total_bits": 1409759232,
+                "w1": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "6": 32,
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        6,
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.2,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9802786049089933,
+                "total_bits": 1460090880,
+                "w1": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "6": 32,
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        6,
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.2,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9826963904656862,
+                "total_bits": 1601716224,
+                "w1": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.3,
+                        0.7
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "5": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        5,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9834874727224049,
+                "total_bits": 1786265600,
+                "w1": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.3,
+                        0.7
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.989467558107878,
+                "total_bits": 2046017536,
+                "w1": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        8,
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9904438696409527,
+                "total_bits": 2089697280,
+                "w1": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        8,
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9915073804165188,
+                "total_bits": 2232205312,
+                "w1": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9943996452187237,
+                "total_bits": 2543337472,
+                "w1": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9949488620224752,
+                "total_bits": 2579382272,
+                "w1": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9946097123779749,
+                "total_bits": 2633220096,
+                "w1": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 32,
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9953407060943151,
+                "total_bits": 2676899840,
+                "w1": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 32,
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        8,
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9972462679602598,
+                "total_bits": 3220422656,
+                "w1": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        8,
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9976682382586756,
+                "total_bits": 3264102400,
+                "w1": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        8,
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.998447382430497,
+                "total_bits": 3698573312,
+                "w1": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9985502207357633,
+                "total_bits": 3830681600,
+                "w1": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.15,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9987842742549745,
+                "total_bits": 4166225920,
+                "w1": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9995356399173799,
+                "total_bits": 4870868992,
+                "w1": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            }
+        ],
+        "model.layers.33.self_attn": [
+            {
+                "accuracy": 0.9797667751186773,
+                "total_bits": 40443392,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9807820304443962,
+                "total_bits": 41623040,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9828647735871767,
+                "total_bits": 42507008,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9879955704274931,
+                "total_bits": 50763008,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9895220422431042,
+                "total_bits": 59903744,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9897780873273548,
+                "total_bits": 59937280,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 64,
+                        "3": 64
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9939872402893869,
+                "total_bits": 76418816,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9942593825490851,
+                "total_bits": 76452352,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9948006644845009,
+                "total_bits": 77079552,
+                "q_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9951251556998805,
+                "total_bits": 78199808,
+                "q_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9947451313859538,
+                "total_bits": 78811648,
+                "q_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.995182750256438,
+                "total_bits": 79291392,
+                "q_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9956419099318353,
+                "total_bits": 80158208,
+                "q_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 64
+                    },
+                    "bits": [
+                        5
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9960537395979229,
+                "total_bits": 81132544,
+                "q_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 32
+                    },
+                    "bits": [
+                        5
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9975728721995103,
+                "total_bits": 98569984,
+                "q_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9979914242499753,
+                "total_bits": 100006912,
+                "q_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9984147852580798,
+                "total_bits": 114167552,
+                "q_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9989599362015724,
+                "total_bits": 118045696,
+                "q_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "8": 32
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9995285764238552,
+                "total_bits": 151916288,
+                "q_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            }
+        ],
+        "model.layers.33.block_sparse_moe": [
+            {
+                "accuracy": 0.9826026935326425,
+                "total_bits": 1409759232,
+                "w1": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "6": 32,
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        6,
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.2,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9830583443767146,
+                "total_bits": 1460090880,
+                "w1": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "6": 32,
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        6,
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.2,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9855930350328747,
+                "total_bits": 1601716224,
+                "w1": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.3,
+                        0.7
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "5": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        5,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9865119080794486,
+                "total_bits": 1786265600,
+                "w1": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.3,
+                        0.7
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9909733345634059,
+                "total_bits": 2046017536,
+                "w1": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        8,
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9917212716842952,
+                "total_bits": 2089697280,
+                "w1": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        8,
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9929314694906536,
+                "total_bits": 2232205312,
+                "w1": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9951988764499363,
+                "total_bits": 2543337472,
+                "w1": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9956932887434959,
+                "total_bits": 2579382272,
+                "w1": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9953829171626192,
+                "total_bits": 2633220096,
+                "w1": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 32,
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9959722722047254,
+                "total_bits": 2676899840,
+                "w1": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 32,
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        8,
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9976404273980543,
+                "total_bits": 3220422656,
+                "w1": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        8,
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9979811118621575,
+                "total_bits": 3264102400,
+                "w1": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        8,
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9986788255995825,
+                "total_bits": 3698573312,
+                "w1": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9987507340939421,
+                "total_bits": 3830681600,
+                "w1": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.15,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9990199167085322,
+                "total_bits": 4166225920,
+                "w1": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.999589046193777,
+                "total_bits": 4870868992,
+                "w1": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            }
+        ],
+        "model.layers.34.self_attn": [
+            {
+                "accuracy": 0.9830253986935866,
+                "total_bits": 40443392,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9839809442821302,
+                "total_bits": 41623040,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9856648962748679,
+                "total_bits": 42507008,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9897072048563706,
+                "total_bits": 50763008,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9914811324132117,
+                "total_bits": 59903744,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9916767109381525,
+                "total_bits": 59937280,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 64,
+                        "3": 64
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9951511919498444,
+                "total_bits": 76418816,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9953433988909972,
+                "total_bits": 76452352,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9957575888225907,
+                "total_bits": 77079552,
+                "q_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.996040970871323,
+                "total_bits": 78199808,
+                "q_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9957614686144026,
+                "total_bits": 78811648,
+                "q_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9961012962617373,
+                "total_bits": 79291392,
+                "q_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9964510625914523,
+                "total_bits": 80158208,
+                "q_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 64
+                    },
+                    "bits": [
+                        5
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9967684761474007,
+                "total_bits": 81132544,
+                "q_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 32
+                    },
+                    "bits": [
+                        5
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9980344409613233,
+                "total_bits": 98569984,
+                "q_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9983236011313764,
+                "total_bits": 100006912,
+                "q_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9986868592861452,
+                "total_bits": 114167552,
+                "q_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9991059367005762,
+                "total_bits": 118045696,
+                "q_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "8": 32
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9995913355562248,
+                "total_bits": 151916288,
+                "q_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            }
+        ],
+        "model.layers.34.block_sparse_moe": [
+            {
+                "accuracy": 0.9745855660814988,
+                "total_bits": 1409759232,
+                "w1": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "6": 32,
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        6,
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.2,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9755796194076538,
+                "total_bits": 1460090880,
+                "w1": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "6": 32,
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        6,
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.2,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9781818484005175,
+                "total_bits": 1601716224,
+                "w1": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.3,
+                        0.7
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "5": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        5,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9790108705821791,
+                "total_bits": 1786265600,
+                "w1": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.3,
+                        0.7
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9869687667018489,
+                "total_bits": 2046017536,
+                "w1": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        8,
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9883158708873548,
+                "total_bits": 2089697280,
+                "w1": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        8,
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9893615802651957,
+                "total_bits": 2232205312,
+                "w1": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9928065044315237,
+                "total_bits": 2543337472,
+                "w1": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9935799362628084,
+                "total_bits": 2579382272,
+                "w1": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9933403573538128,
+                "total_bits": 2633220096,
+                "w1": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 32,
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9942508822208956,
+                "total_bits": 2676899840,
+                "w1": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 32,
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        8,
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9965757649195822,
+                "total_bits": 3220422656,
+                "w1": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        8,
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9971202819755203,
+                "total_bits": 3264102400,
+                "w1": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        8,
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9979901425540447,
+                "total_bits": 3698573312,
+                "w1": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9982098482157055,
+                "total_bits": 3830681600,
+                "w1": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.15,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9984453491082317,
+                "total_bits": 4166225920,
+                "w1": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9994018971429843,
+                "total_bits": 4870868992,
+                "w1": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            }
+        ],
+        "model.layers.35.self_attn": [
+            {
+                "accuracy": 0.9806511449186426,
+                "total_bits": 40443392,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9816034373484159,
+                "total_bits": 41623040,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9840813137983021,
+                "total_bits": 42507008,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9889018135635477,
+                "total_bits": 50763008,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.990086912324554,
+                "total_bits": 59903744,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9902746026453219,
+                "total_bits": 59937280,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 64,
+                        "3": 64
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9944623234240633,
+                "total_bits": 76418816,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9947088113740871,
+                "total_bits": 76452352,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9950616473430082,
+                "total_bits": 77079552,
+                "q_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9953128542555006,
+                "total_bits": 78199808,
+                "q_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9950943475491122,
+                "total_bits": 78811648,
+                "q_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9954181035098276,
+                "total_bits": 79291392,
+                "q_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9959831253478402,
+                "total_bits": 80158208,
+                "q_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 64
+                    },
+                    "bits": [
+                        5
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9962718235818964,
+                "total_bits": 81132544,
+                "q_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 32
+                    },
+                    "bits": [
+                        5
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9977462654443163,
+                "total_bits": 98569984,
+                "q_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9981175953228223,
+                "total_bits": 100006912,
+                "q_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9985011054300948,
+                "total_bits": 114167552,
+                "q_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9990303350710555,
+                "total_bits": 118045696,
+                "q_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "8": 32
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9995519332097549,
+                "total_bits": 151916288,
+                "q_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            }
+        ],
+        "model.layers.35.block_sparse_moe": [
+            {
+                "accuracy": 0.9722393155097961,
+                "total_bits": 1409759232,
+                "w1": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "6": 32,
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        6,
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.2,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9737209834550556,
+                "total_bits": 1460090880,
+                "w1": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "6": 32,
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        6,
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.2,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9763404397588027,
+                "total_bits": 1601716224,
+                "w1": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.3,
+                        0.7
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "5": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        5,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9771707183436343,
+                "total_bits": 1786265600,
+                "w1": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.3,
+                        0.7
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9859343688738974,
+                "total_bits": 2046017536,
+                "w1": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        8,
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9873045463311044,
+                "total_bits": 2089697280,
+                "w1": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        8,
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9883989778004194,
+                "total_bits": 2232205312,
+                "w1": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9921875815642508,
+                "total_bits": 2543337472,
+                "w1": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9930622334543028,
+                "total_bits": 2579382272,
+                "w1": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9926843007928446,
+                "total_bits": 2633220096,
+                "w1": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 32,
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9937649169250539,
+                "total_bits": 2676899840,
+                "w1": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 32,
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        8,
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.996264496524083,
+                "total_bits": 3220422656,
+                "w1": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        8,
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9968996963610774,
+                "total_bits": 3264102400,
+                "w1": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        8,
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9978507496416569,
+                "total_bits": 3698573312,
+                "w1": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9980685401119684,
+                "total_bits": 3830681600,
+                "w1": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.15,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9983132607058475,
+                "total_bits": 4166225920,
+                "w1": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9993800288556438,
+                "total_bits": 4870868992,
+                "w1": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            }
+        ],
+        "model.layers.36.self_attn": [
+            {
+                "accuracy": 0.9846969356662348,
+                "total_bits": 40443392,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9851968633501154,
+                "total_bits": 41623040,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9871007956956562,
+                "total_bits": 42507008,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.990792735626823,
+                "total_bits": 50763008,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9922514746063634,
+                "total_bits": 59903744,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9923616216370934,
+                "total_bits": 59937280,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 64,
+                        "3": 64
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9956997374170705,
+                "total_bits": 76418816,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9958335588637152,
+                "total_bits": 76452352,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9961675927042961,
+                "total_bits": 77079552,
+                "q_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9963633449454057,
+                "total_bits": 78199808,
+                "q_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9962560577612174,
+                "total_bits": 78811648,
+                "q_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9964876218061698,
+                "total_bits": 79291392,
+                "q_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9968143023158375,
+                "total_bits": 80158208,
+                "q_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 64
+                    },
+                    "bits": [
+                        5
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9970559801318144,
+                "total_bits": 81132544,
+                "q_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 32
+                    },
+                    "bits": [
+                        5
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9982274813871634,
+                "total_bits": 98569984,
+                "q_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9985443816373223,
+                "total_bits": 100006912,
+                "q_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9988412793333593,
+                "total_bits": 114167552,
+                "q_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9991459454360762,
+                "total_bits": 118045696,
+                "q_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "8": 32
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9996186546050012,
+                "total_bits": 151916288,
+                "q_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            }
+        ],
+        "model.layers.36.block_sparse_moe": [
+            {
+                "accuracy": 0.9769952108985499,
+                "total_bits": 1409759232,
+                "w1": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "6": 32,
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        6,
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.2,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9777933453258715,
+                "total_bits": 1460090880,
+                "w1": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "6": 32,
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        6,
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.2,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.980922204883475,
+                "total_bits": 1601716224,
+                "w1": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.3,
+                        0.7
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "5": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        5,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9821011659346128,
+                "total_bits": 1786265600,
+                "w1": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.3,
+                        0.7
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9880763221728174,
+                "total_bits": 2046017536,
+                "w1": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        8,
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9891042795620466,
+                "total_bits": 2089697280,
+                "w1": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        8,
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9905773636541868,
+                "total_bits": 2232205312,
+                "w1": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9935233498874464,
+                "total_bits": 2543337472,
+                "w1": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9942212806720483,
+                "total_bits": 2579382272,
+                "w1": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9938916983573061,
+                "total_bits": 2633220096,
+                "w1": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 32,
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9946876415296605,
+                "total_bits": 2676899840,
+                "w1": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 32,
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        8,
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9968715243433651,
+                "total_bits": 3220422656,
+                "w1": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        8,
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9973387975049647,
+                "total_bits": 3264102400,
+                "w1": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        8,
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9982213285800657,
+                "total_bits": 3698573312,
+                "w1": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9983525329122418,
+                "total_bits": 3830681600,
+                "w1": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.15,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9986987279630021,
+                "total_bits": 4166225920,
+                "w1": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9994619667137924,
+                "total_bits": 4870868992,
+                "w1": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            }
+        ],
+        "model.layers.37.self_attn": [
+            {
+                "accuracy": 0.9803429810624373,
+                "total_bits": 40443392,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9812085848105582,
+                "total_bits": 41623040,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.983840569069511,
+                "total_bits": 42507008,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.988067690479128,
+                "total_bits": 50763008,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9899842166586926,
+                "total_bits": 59903744,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9902534657403043,
+                "total_bits": 59937280,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 64,
+                        "3": 64
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9944544363962976,
+                "total_bits": 76418816,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9946933145585813,
+                "total_bits": 76452352,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9951562599131936,
+                "total_bits": 77079552,
+                "q_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9954070809640383,
+                "total_bits": 78199808,
+                "q_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9951673808850741,
+                "total_bits": 78811648,
+                "q_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9955181997073325,
+                "total_bits": 79291392,
+                "q_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.996045351812714,
+                "total_bits": 80158208,
+                "q_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 64
+                    },
+                    "bits": [
+                        5
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9963728616896429,
+                "total_bits": 81132544,
+                "q_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 32
+                    },
+                    "bits": [
+                        5
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9977925808021897,
+                "total_bits": 98569984,
+                "q_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9981767595990708,
+                "total_bits": 100006912,
+                "q_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.99851826313687,
+                "total_bits": 114167552,
+                "q_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9990346006264812,
+                "total_bits": 118045696,
+                "q_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "8": 32
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9995458744172203,
+                "total_bits": 151916288,
+                "q_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            }
+        ],
+        "model.layers.37.block_sparse_moe": [
+            {
+                "accuracy": 0.9746268721003282,
+                "total_bits": 1409759232,
+                "w1": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "6": 32,
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        6,
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.2,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9757243394851685,
+                "total_bits": 1460090880,
+                "w1": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "6": 32,
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        6,
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.2,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9790865998519095,
+                "total_bits": 1601716224,
+                "w1": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.3,
+                        0.7
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "5": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        5,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9804143984066812,
+                "total_bits": 1786265600,
+                "w1": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.3,
+                        0.7
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9869591131022102,
+                "total_bits": 2046017536,
+                "w1": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        8,
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9880868047475815,
+                "total_bits": 2089697280,
+                "w1": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        8,
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9896665372346577,
+                "total_bits": 2232205312,
+                "w1": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9927924236184672,
+                "total_bits": 2543337472,
+                "w1": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9936098534809915,
+                "total_bits": 2579382272,
+                "w1": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.993311387143637,
+                "total_bits": 2633220096,
+                "w1": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 32,
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9942056964102545,
+                "total_bits": 2676899840,
+                "w1": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 32,
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        8,
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9965788878892597,
+                "total_bits": 3220422656,
+                "w1": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        8,
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9970883207493707,
+                "total_bits": 3264102400,
+                "w1": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        8,
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.998017993020384,
+                "total_bits": 3698573312,
+                "w1": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9981867053398961,
+                "total_bits": 3830681600,
+                "w1": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.15,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9985765226577458,
+                "total_bits": 4166225920,
+                "w1": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9993931748169033,
+                "total_bits": 4870868992,
+                "w1": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            }
+        ],
+        "model.layers.38.self_attn": [
+            {
+                "accuracy": 0.9706042722651833,
+                "total_bits": 40443392,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9725077528702585,
+                "total_bits": 41623040,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9766464845130318,
+                "total_bits": 42507008,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9828456232422277,
+                "total_bits": 50763008,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9849737333623987,
+                "total_bits": 59903744,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9855232677961651,
+                "total_bits": 59937280,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 64,
+                        "3": 64
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9912007654968061,
+                "total_bits": 76418816,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9917162343075401,
+                "total_bits": 76452352,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9923413937029085,
+                "total_bits": 77079552,
+                "q_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9928584239984813,
+                "total_bits": 78199808,
+                "q_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9925138409200468,
+                "total_bits": 78811648,
+                "q_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9930475283610193,
+                "total_bits": 79291392,
+                "q_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9937599368001285,
+                "total_bits": 80158208,
+                "q_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 64
+                    },
+                    "bits": [
+                        5
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9945215531869939,
+                "total_bits": 81132544,
+                "q_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 32
+                    },
+                    "bits": [
+                        5
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9965629609007585,
+                "total_bits": 98569984,
+                "q_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9972649693096939,
+                "total_bits": 100006912,
+                "q_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9976892400729028,
+                "total_bits": 114167552,
+                "q_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9985867575987389,
+                "total_bits": 118045696,
+                "q_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "8": 32
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9993085536713663,
+                "total_bits": 151916288,
+                "q_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            }
+        ],
+        "model.layers.38.block_sparse_moe": [
+            {
+                "accuracy": 0.9694900293099252,
+                "total_bits": 1409759232,
+                "w1": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "6": 32,
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        6,
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.2,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9709867803673995,
+                "total_bits": 1460090880,
+                "w1": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "6": 32,
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        6,
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.2,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.973710591855802,
+                "total_bits": 1601716224,
+                "w1": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.3,
+                        0.7
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "5": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        5,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9746921407549005,
+                "total_bits": 1786265600,
+                "w1": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.3,
+                        0.7
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.984674849008259,
+                "total_bits": 2046017536,
+                "w1": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        8,
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9859843865821236,
+                "total_bits": 2089697280,
+                "w1": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        8,
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9871899720869566,
+                "total_bits": 2232205312,
+                "w1": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.991494357585907,
+                "total_bits": 2543337472,
+                "w1": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.992418401335415,
+                "total_bits": 2579382272,
+                "w1": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9921884466158716,
+                "total_bits": 2633220096,
+                "w1": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 32,
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9932344077449096,
+                "total_bits": 2676899840,
+                "w1": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 32,
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        8,
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9960236329781381,
+                "total_bits": 3220422656,
+                "w1": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        8,
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.996617422292107,
+                "total_bits": 3264102400,
+                "w1": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        8,
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9976501639344191,
+                "total_bits": 3698573312,
+                "w1": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9979278992273306,
+                "total_bits": 3830681600,
+                "w1": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.15,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9982196112212381,
+                "total_bits": 4166225920,
+                "w1": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.999312490911076,
+                "total_bits": 4870868992,
+                "w1": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            }
+        ],
+        "model.layers.39.self_attn": [
+            {
+                "accuracy": 0.9775832687553606,
+                "total_bits": 40443392,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9784049595657148,
+                "total_bits": 41623040,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9825304323121121,
+                "total_bits": 42507008,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9862060170424612,
+                "total_bits": 50763008,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9887359644237318,
+                "total_bits": 59903744,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9890486143137279,
+                "total_bits": 59937280,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 64,
+                        "3": 64
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9937155278105485,
+                "total_bits": 76418816,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9940422334169087,
+                "total_bits": 76452352,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.994568939663862,
+                "total_bits": 77079552,
+                "q_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9948160260131484,
+                "total_bits": 78199808,
+                "q_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9944590149741424,
+                "total_bits": 78811648,
+                "q_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9948741099552104,
+                "total_bits": 79291392,
+                "q_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9956533661798427,
+                "total_bits": 80158208,
+                "q_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 64
+                    },
+                    "bits": [
+                        5
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9960972909864626,
+                "total_bits": 81132544,
+                "q_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 32
+                    },
+                    "bits": [
+                        5
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9975661921658014,
+                "total_bits": 98569984,
+                "q_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9979978939028162,
+                "total_bits": 100006912,
+                "q_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9983584760247093,
+                "total_bits": 114167552,
+                "q_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.998985421402674,
+                "total_bits": 118045696,
+                "q_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "8": 32
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9995066819124316,
+                "total_bits": 151916288,
+                "q_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            }
+        ],
+        "model.layers.39.block_sparse_moe": [
+            {
+                "accuracy": 0.9766386119942916,
+                "total_bits": 1409759232,
+                "w1": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "6": 32,
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        6,
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.2,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.977511078119278,
+                "total_bits": 1460090880,
+                "w1": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "6": 32,
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        6,
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.2,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9804916052441848,
+                "total_bits": 1601716224,
+                "w1": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.3,
+                        0.7
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "5": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        5,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9816829373962,
+                "total_bits": 1786265600,
+                "w1": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.3,
+                        0.7
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9881792907652102,
+                "total_bits": 2046017536,
+                "w1": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        8,
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9891514919306102,
+                "total_bits": 2089697280,
+                "w1": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        8,
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9906232560935774,
+                "total_bits": 2232205312,
+                "w1": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9935570123948549,
+                "total_bits": 2543337472,
+                "w1": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9942814335227013,
+                "total_bits": 2579382272,
+                "w1": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9939731222234274,
+                "total_bits": 2633220096,
+                "w1": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 32,
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9947566331217164,
+                "total_bits": 2676899840,
+                "w1": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 32,
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        8,
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9969284818752816,
+                "total_bits": 3220422656,
+                "w1": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        8,
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9973778142348716,
+                "total_bits": 3264102400,
+                "w1": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        8,
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9982499948849803,
+                "total_bits": 3698573312,
+                "w1": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9983779814486441,
+                "total_bits": 3830681600,
+                "w1": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.15,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9987272374135884,
+                "total_bits": 4166225920,
+                "w1": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.999455366626774,
+                "total_bits": 4870868992,
+                "w1": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            }
+        ],
+        "model.layers.40.self_attn": [
+            {
+                "accuracy": 0.9756050062806982,
+                "total_bits": 40443392,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.97648045577501,
+                "total_bits": 41623040,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.981153047398517,
+                "total_bits": 42507008,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9857728496978158,
+                "total_bits": 50763008,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9875667636331759,
+                "total_bits": 59903744,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9879184067249298,
+                "total_bits": 59937280,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 64,
+                        "3": 64
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9932352069177126,
+                "total_bits": 76418816,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9935436554645237,
+                "total_bits": 76452352,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9939663876828394,
+                "total_bits": 77079552,
+                "q_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9943310614479216,
+                "total_bits": 78199808,
+                "q_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9939931403649481,
+                "total_bits": 78811648,
+                "q_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.994518717652873,
+                "total_bits": 79291392,
+                "q_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.995385360953055,
+                "total_bits": 80158208,
+                "q_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 64
+                    },
+                    "bits": [
+                        5
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9957876158388037,
+                "total_bits": 81132544,
+                "q_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 32
+                    },
+                    "bits": [
+                        5
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9974416655145193,
+                "total_bits": 98569984,
+                "q_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9978863869450594,
+                "total_bits": 100006912,
+                "q_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.998211620473548,
+                "total_bits": 114167552,
+                "q_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.998938266874144,
+                "total_bits": 118045696,
+                "q_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "8": 32
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9994632923289349,
+                "total_bits": 151916288,
+                "q_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            }
+        ],
+        "model.layers.40.block_sparse_moe": [
+            {
+                "accuracy": 0.9772624059727317,
+                "total_bits": 1409759232,
+                "w1": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "6": 32,
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        6,
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.2,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9781292739667391,
+                "total_bits": 1460090880,
+                "w1": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "6": 32,
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        6,
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.2,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9807372422594773,
+                "total_bits": 1601716224,
+                "w1": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.3,
+                        0.7
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "5": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        5,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9818188846111298,
+                "total_bits": 1786265600,
+                "w1": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.3,
+                        0.7
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9885354606728805,
+                "total_bits": 2046017536,
+                "w1": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        8,
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.989498894465597,
+                "total_bits": 2089697280,
+                "w1": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        8,
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9907749969708292,
+                "total_bits": 2232205312,
+                "w1": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9937152105726694,
+                "total_bits": 2543337472,
+                "w1": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9944100109370131,
+                "total_bits": 2579382272,
+                "w1": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9941514769667074,
+                "total_bits": 2633220096,
+                "w1": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 32,
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9949135599951995,
+                "total_bits": 2676899840,
+                "w1": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 32,
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        8,
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9970172414262044,
+                "total_bits": 3220422656,
+                "w1": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        8,
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9974520141749006,
+                "total_bits": 3264102400,
+                "w1": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        8,
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9982821170828844,
+                "total_bits": 3698573312,
+                "w1": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.998421738316354,
+                "total_bits": 3830681600,
+                "w1": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.15,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9987299164855167,
+                "total_bits": 4166225920,
+                "w1": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9994596396327803,
+                "total_bits": 4870868992,
+                "w1": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            }
+        ],
+        "model.layers.41.self_attn": [
+            {
+                "accuracy": 0.9720355429147419,
+                "total_bits": 40443392,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9741037864434091,
+                "total_bits": 41623040,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9784639242448305,
+                "total_bits": 42507008,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9847070935525393,
+                "total_bits": 50763008,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9861970543861389,
+                "total_bits": 59903744,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9865309690174303,
+                "total_bits": 59937280,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 64,
+                        "3": 64
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.991765821450635,
+                "total_bits": 76418816,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9921859714545702,
+                "total_bits": 76452352,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9927283274499994,
+                "total_bits": 77079552,
+                "q_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9931098018821917,
+                "total_bits": 78199808,
+                "q_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9932016110733936,
+                "total_bits": 78811648,
+                "q_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9937270997386229,
+                "total_bits": 79291392,
+                "q_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9944860315636584,
+                "total_bits": 80158208,
+                "q_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 64
+                    },
+                    "bits": [
+                        5
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9949440995329305,
+                "total_bits": 81132544,
+                "q_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 32
+                    },
+                    "bits": [
+                        5
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9969165299675966,
+                "total_bits": 98569984,
+                "q_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.997399669728781,
+                "total_bits": 100006912,
+                "q_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9977922169001479,
+                "total_bits": 114167552,
+                "q_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9986159407386654,
+                "total_bits": 118045696,
+                "q_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "8": 32
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9993530043743943,
+                "total_bits": 151916288,
+                "q_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            }
+        ],
+        "model.layers.41.block_sparse_moe": [
+            {
+                "accuracy": 0.9754943361407832,
+                "total_bits": 1409759232,
+                "w1": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "6": 32,
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        6,
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.2,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9763642627941934,
+                "total_bits": 1460090880,
+                "w1": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "6": 32,
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        6,
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.2,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9786813714002308,
+                "total_bits": 1601716224,
+                "w1": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.3,
+                        0.7
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "5": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        5,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9796438091679623,
+                "total_bits": 1786265600,
+                "w1": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.3,
+                        0.7
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9875327521248868,
+                "total_bits": 2046017536,
+                "w1": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        8,
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9887362451929795,
+                "total_bits": 2089697280,
+                "w1": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        8,
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9898873834233535,
+                "total_bits": 2232205312,
+                "w1": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9931113523872275,
+                "total_bits": 2543337472,
+                "w1": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9939030244162208,
+                "total_bits": 2579382272,
+                "w1": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9936581320668522,
+                "total_bits": 2633220096,
+                "w1": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 32,
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9945007621457702,
+                "total_bits": 2676899840,
+                "w1": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 32,
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        8,
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9967419585507167,
+                "total_bits": 3220422656,
+                "w1": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        8,
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.997248439412368,
+                "total_bits": 3264102400,
+                "w1": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        8,
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.998111388989185,
+                "total_bits": 3698573312,
+                "w1": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9983031692865648,
+                "total_bits": 3830681600,
+                "w1": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.15,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9985807417450767,
+                "total_bits": 4166225920,
+                "w1": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.999410473790608,
+                "total_bits": 4870868992,
+                "w1": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            }
+        ],
+        "model.layers.42.self_attn": [
+            {
+                "accuracy": 0.9648486062100059,
+                "total_bits": 40443392,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.96805938607768,
+                "total_bits": 41623040,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9728077242248937,
+                "total_bits": 42507008,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9783185343993338,
+                "total_bits": 50763008,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9819620879072892,
+                "total_bits": 59903744,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9824668780753487,
+                "total_bits": 59937280,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 64,
+                        "3": 64
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.988958079563944,
+                "total_bits": 76418816,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9895618299120351,
+                "total_bits": 76452352,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9914270639419556,
+                "total_bits": 77079552,
+                "q_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9917717811308409,
+                "total_bits": 78199808,
+                "q_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9919297091270748,
+                "total_bits": 78811648,
+                "q_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9924733191728592,
+                "total_bits": 79291392,
+                "q_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9933669041646155,
+                "total_bits": 80158208,
+                "q_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 64
+                    },
+                    "bits": [
+                        5
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9941246129180256,
+                "total_bits": 81132544,
+                "q_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 32
+                    },
+                    "bits": [
+                        5
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9964280779424467,
+                "total_bits": 98569984,
+                "q_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9968498372717908,
+                "total_bits": 100006912,
+                "q_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9973083771765232,
+                "total_bits": 114167552,
+                "q_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9984904201211113,
+                "total_bits": 118045696,
+                "q_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "8": 32
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9992422536015511,
+                "total_bits": 151916288,
+                "q_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            }
+        ],
+        "model.layers.42.block_sparse_moe": [
+            {
+                "accuracy": 0.9564770240532725,
+                "total_bits": 1409759232,
+                "w1": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "6": 32,
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        6,
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.2,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.958921303874568,
+                "total_bits": 1460090880,
+                "w1": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "6": 32,
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        6,
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.2,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9610669142321536,
+                "total_bits": 1601716224,
+                "w1": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.3,
+                        0.7
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "5": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        5,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9616410575414959,
+                "total_bits": 1786265600,
+                "w1": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.3,
+                        0.7
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9781739429423684,
+                "total_bits": 2046017536,
+                "w1": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        8,
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9803144382803064,
+                "total_bits": 2089697280,
+                "w1": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        8,
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9809578202272716,
+                "total_bits": 2232205312,
+                "w1": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.987678653315494,
+                "total_bits": 2543337472,
+                "w1": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.988880317462118,
+                "total_bits": 2579382272,
+                "w1": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.98900379789503,
+                "total_bits": 2633220096,
+                "w1": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 32,
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.990554142939417,
+                "total_bits": 2676899840,
+                "w1": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 32,
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        8,
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9943484095366377,
+                "total_bits": 3220422656,
+                "w1": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        8,
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.995211593022472,
+                "total_bits": 3264102400,
+                "w1": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        8,
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9965749081028136,
+                "total_bits": 3698573312,
+                "w1": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9971565610091937,
+                "total_bits": 3830681600,
+                "w1": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.15,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9973187625016037,
+                "total_bits": 4166225920,
+                "w1": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.999065571905751,
+                "total_bits": 4870868992,
+                "w1": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            }
+        ],
+        "model.layers.43.self_attn": [
+            {
+                "accuracy": 0.9767713625180093,
+                "total_bits": 40443392,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9792951706208681,
+                "total_bits": 41623040,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9836581568968924,
+                "total_bits": 42507008,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9863905592968589,
+                "total_bits": 50763008,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.988610883292399,
+                "total_bits": 59903744,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9891502261161804,
+                "total_bits": 59937280,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 64,
+                        "3": 64
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9928633609884664,
+                "total_bits": 76418816,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9934582969075755,
+                "total_bits": 76452352,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9942031785061485,
+                "total_bits": 77079552,
+                "q_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9942786709258431,
+                "total_bits": 78199808,
+                "q_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9947704825746385,
+                "total_bits": 78811648,
+                "q_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9950311925066145,
+                "total_bits": 79291392,
+                "q_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9958756275867161,
+                "total_bits": 80158208,
+                "q_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 64
+                    },
+                    "bits": [
+                        5
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9963707319999996,
+                "total_bits": 81132544,
+                "q_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 32
+                    },
+                    "bits": [
+                        5
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9976491284997839,
+                "total_bits": 98569984,
+                "q_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9980905877524301,
+                "total_bits": 100006912,
+                "q_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9981402327355585,
+                "total_bits": 114167552,
+                "q_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.999010167917923,
+                "total_bits": 118045696,
+                "q_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "8": 32
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9994491801450127,
+                "total_bits": 151916288,
+                "q_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            }
+        ],
+        "model.layers.43.block_sparse_moe": [
+            {
+                "accuracy": 0.9763240076993641,
+                "total_bits": 1409759232,
+                "w1": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "6": 32,
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        6,
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.2,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9772879512686479,
+                "total_bits": 1460090880,
+                "w1": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "6": 32,
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        6,
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.2,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9791644168527502,
+                "total_bits": 1601716224,
+                "w1": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.3,
+                        0.7
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "5": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        5,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9799149161890933,
+                "total_bits": 1786265600,
+                "w1": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.3,
+                        0.7
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9880251131559673,
+                "total_bits": 2046017536,
+                "w1": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        8,
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9890408782582534,
+                "total_bits": 2089697280,
+                "w1": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        8,
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9899506012075826,
+                "total_bits": 2232205312,
+                "w1": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9933915404896987,
+                "total_bits": 2543337472,
+                "w1": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9940620029443189,
+                "total_bits": 2579382272,
+                "w1": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9938763011442987,
+                "total_bits": 2633220096,
+                "w1": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 32,
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9946639643687951,
+                "total_bits": 2676899840,
+                "w1": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 32,
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        8,
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9968725603662039,
+                "total_bits": 3220422656,
+                "w1": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        8,
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9973329135069722,
+                "total_bits": 3264102400,
+                "w1": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        8,
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9981905374872057,
+                "total_bits": 3698573312,
+                "w1": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9983802194658079,
+                "total_bits": 3830681600,
+                "w1": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.15,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9985923392600135,
+                "total_bits": 4166225920,
+                "w1": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9994489126103488,
+                "total_bits": 4870868992,
+                "w1": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            }
+        ],
+        "model.layers.44.self_attn": [
+            {
+                "accuracy": 0.9761411233952171,
+                "total_bits": 40443392,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.978783047512958,
+                "total_bits": 41623040,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9824093093997553,
+                "total_bits": 42507008,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9865562900116569,
+                "total_bits": 50763008,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9880312477287493,
+                "total_bits": 59903744,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9884750937160692,
+                "total_bits": 59937280,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 64,
+                        "3": 64
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9924680543573279,
+                "total_bits": 76418816,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9929126626566837,
+                "total_bits": 76452352,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9938208617662129,
+                "total_bits": 77079552,
+                "q_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9941261606781107,
+                "total_bits": 78199808,
+                "q_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9944727377671945,
+                "total_bits": 78811648,
+                "q_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9948093381367231,
+                "total_bits": 79291392,
+                "q_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9954172255177247,
+                "total_bits": 80158208,
+                "q_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 64
+                    },
+                    "bits": [
+                        5
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9959085979744008,
+                "total_bits": 81132544,
+                "q_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 32
+                    },
+                    "bits": [
+                        5
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.997429615965015,
+                "total_bits": 98569984,
+                "q_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9978826228333147,
+                "total_bits": 100006912,
+                "q_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9980738986479608,
+                "total_bits": 114167552,
+                "q_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9988792321007502,
+                "total_bits": 118045696,
+                "q_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "8": 32
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9994314044321838,
+                "total_bits": 151916288,
+                "q_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            }
+        ],
+        "model.layers.44.block_sparse_moe": [
+            {
+                "accuracy": 0.9800767082917062,
+                "total_bits": 1409759232,
+                "w1": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "6": 32,
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        6,
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.2,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.980753481388092,
+                "total_bits": 1460090880,
+                "w1": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "6": 32,
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        6,
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.2,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9826163022141707,
+                "total_bits": 1601716224,
+                "w1": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.3,
+                        0.7
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "5": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        5,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9834117481583043,
+                "total_bits": 1786265600,
+                "w1": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.3,
+                        0.7
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9898369037791303,
+                "total_bits": 2046017536,
+                "w1": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        8,
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.990700869968063,
+                "total_bits": 2089697280,
+                "w1": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        8,
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9916187713020727,
+                "total_bits": 2232205312,
+                "w1": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9943726003954285,
+                "total_bits": 2543337472,
+                "w1": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9949826504054823,
+                "total_bits": 2579382272,
+                "w1": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9948121760236589,
+                "total_bits": 2633220096,
+                "w1": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 32,
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9954615105923853,
+                "total_bits": 2676899840,
+                "w1": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 32,
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        8,
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9973370499516788,
+                "total_bits": 3220422656,
+                "w1": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        8,
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9977059029042721,
+                "total_bits": 3264102400,
+                "w1": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        8,
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9984375823681292,
+                "total_bits": 3698573312,
+                "w1": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9985976252508791,
+                "total_bits": 3830681600,
+                "w1": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.15,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9988164551752178,
+                "total_bits": 4166225920,
+                "w1": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.999501908247016,
+                "total_bits": 4870868992,
+                "w1": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            }
+        ],
+        "model.layers.45.self_attn": [
+            {
+                "accuracy": 0.9726068157898752,
+                "total_bits": 40443392,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9769192636013031,
+                "total_bits": 41623040,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9843696496988598,
+                "total_bits": 42507008,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9857951700687408,
+                "total_bits": 50763008,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9879537828658757,
+                "total_bits": 59903744,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9884695355829439,
+                "total_bits": 59937280,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 64,
+                        "3": 64
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9916294750414396,
+                "total_bits": 76418816,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9923907847780931,
+                "total_bits": 76452352,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9928809584755647,
+                "total_bits": 77079552,
+                "q_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.993383894625463,
+                "total_bits": 78199808,
+                "q_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9943883717060089,
+                "total_bits": 78811648,
+                "q_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9946785161369726,
+                "total_bits": 79291392,
+                "q_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9958704094353475,
+                "total_bits": 80158208,
+                "q_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 64
+                    },
+                    "bits": [
+                        5
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9961973044433092,
+                "total_bits": 81132544,
+                "q_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 32
+                    },
+                    "bits": [
+                        5
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9976522338233496,
+                "total_bits": 98569984,
+                "q_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9981122026710134,
+                "total_bits": 100006912,
+                "q_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9978173484927729,
+                "total_bits": 114167552,
+                "q_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.998963733448794,
+                "total_bits": 118045696,
+                "q_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "8": 32
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9993643629315653,
+                "total_bits": 151916288,
+                "q_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            }
+        ],
+        "model.layers.45.block_sparse_moe": [
+            {
+                "accuracy": 0.9805259532050082,
+                "total_bits": 1409759232,
+                "w1": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "6": 32,
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        6,
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.2,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9811929668250837,
+                "total_bits": 1460090880,
+                "w1": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "6": 32,
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        6,
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.2,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9827068102987189,
+                "total_bits": 1601716224,
+                "w1": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.3,
+                        0.7
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "5": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        5,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9833362918151053,
+                "total_bits": 1786265600,
+                "w1": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.3,
+                        0.7
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9901010213713897,
+                "total_bits": 2046017536,
+                "w1": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        8,
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9909278977858392,
+                "total_bits": 2089697280,
+                "w1": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        8,
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9916802464347136,
+                "total_bits": 2232205312,
+                "w1": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9945710230814783,
+                "total_bits": 2543337472,
+                "w1": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9950987300590465,
+                "total_bits": 2579382272,
+                "w1": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9949464119578663,
+                "total_bits": 2633220096,
+                "w1": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 32,
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9955944069906285,
+                "total_bits": 2676899840,
+                "w1": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 32,
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        8,
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9974352450747239,
+                "total_bits": 3220422656,
+                "w1": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        8,
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9977802375429555,
+                "total_bits": 3264102400,
+                "w1": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        8,
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9984958623781016,
+                "total_bits": 3698573312,
+                "w1": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9986513665828266,
+                "total_bits": 3830681600,
+                "w1": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.15,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9988245565052095,
+                "total_bits": 4166225920,
+                "w1": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9995224442038881,
+                "total_bits": 4870868992,
+                "w1": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            }
+        ],
+        "model.layers.46.self_attn": [
+            {
+                "accuracy": 0.9793095212233695,
+                "total_bits": 40443392,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9810423035370676,
+                "total_bits": 41623040,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.985283867308968,
+                "total_bits": 42507008,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9887020415381381,
+                "total_bits": 50763008,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9898240134904259,
+                "total_bits": 59903744,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9902571659339102,
+                "total_bits": 59937280,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 64,
+                        "3": 64
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9936048953156722,
+                "total_bits": 76418816,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9938720398043331,
+                "total_bits": 76452352,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.994634097343997,
+                "total_bits": 77079552,
+                "q_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9947374776790017,
+                "total_bits": 78199808,
+                "q_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9952478718600775,
+                "total_bits": 78811648,
+                "q_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9955916514522151,
+                "total_bits": 79291392,
+                "q_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9963169101821748,
+                "total_bits": 80158208,
+                "q_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 64
+                    },
+                    "bits": [
+                        5
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9965901323839238,
+                "total_bits": 81132544,
+                "q_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 32
+                    },
+                    "bits": [
+                        5
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9978705662253656,
+                "total_bits": 98569984,
+                "q_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9982814047681657,
+                "total_bits": 100006912,
+                "q_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9982899480352276,
+                "total_bits": 114167552,
+                "q_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9990705081114644,
+                "total_bits": 118045696,
+                "q_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "8": 32
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9994959389104655,
+                "total_bits": 151916288,
+                "q_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            }
+        ],
+        "model.layers.46.block_sparse_moe": [
+            {
+                "accuracy": 0.9767162297901354,
+                "total_bits": 1409759232,
+                "w1": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "6": 32,
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        6,
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.2,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9775254114678031,
+                "total_bits": 1460090880,
+                "w1": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "6": 32,
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        6,
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.2,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9788801889670523,
+                "total_bits": 1601716224,
+                "w1": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.3,
+                        0.7
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "5": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        5,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9793758157052492,
+                "total_bits": 1786265600,
+                "w1": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.3,
+                        0.7
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9881530725642255,
+                "total_bits": 2046017536,
+                "w1": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        8,
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9892593786904686,
+                "total_bits": 2089697280,
+                "w1": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        8,
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9898773110226581,
+                "total_bits": 2232205312,
+                "w1": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9934484170455682,
+                "total_bits": 2543337472,
+                "w1": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9939947720420989,
+                "total_bits": 2579382272,
+                "w1": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.99398336285039,
+                "total_bits": 2633220096,
+                "w1": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 32,
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9947209922890914,
+                "total_bits": 2676899840,
+                "w1": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 32,
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        8,
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9968813298956344,
+                "total_bits": 3220422656,
+                "w1": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        8,
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9973795970803813,
+                "total_bits": 3264102400,
+                "w1": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        8,
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9981481519184614,
+                "total_bits": 3698573312,
+                "w1": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9984107843943333,
+                "total_bits": 3830681600,
+                "w1": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.15,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9985516931077367,
+                "total_bits": 4166225920,
+                "w1": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9994435914252934,
+                "total_bits": 4870868992,
+                "w1": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            }
+        ],
+        "model.layers.47.self_attn": [
+            {
+                "accuracy": 0.9781425281574851,
+                "total_bits": 40443392,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9799217283725739,
+                "total_bits": 41623040,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9831078052520752,
+                "total_bits": 42507008,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9881915426567981,
+                "total_bits": 50763008,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9888464510440826,
+                "total_bits": 59903744,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9891707905028996,
+                "total_bits": 59937280,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 64,
+                        "3": 64
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9933330785287054,
+                "total_bits": 76418816,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9938346606336141,
+                "total_bits": 76452352,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9944869334760466,
+                "total_bits": 77079552,
+                "q_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9946911883981604,
+                "total_bits": 78199808,
+                "q_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.99458596384839,
+                "total_bits": 78811648,
+                "q_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9950240819077742,
+                "total_bits": 79291392,
+                "q_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9956456473783443,
+                "total_bits": 80158208,
+                "q_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 64
+                    },
+                    "bits": [
+                        5
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9960550685462198,
+                "total_bits": 81132544,
+                "q_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 32
+                    },
+                    "bits": [
+                        5
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9975164171896482,
+                "total_bits": 98569984,
+                "q_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9979794776361239,
+                "total_bits": 100006912,
+                "q_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9982064591818735,
+                "total_bits": 114167552,
+                "q_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9989757600583529,
+                "total_bits": 118045696,
+                "q_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "8": 32
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9994540991457669,
+                "total_bits": 151916288,
+                "q_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            }
+        ],
+        "model.layers.47.block_sparse_moe": [
+            {
+                "accuracy": 0.983936585878071,
+                "total_bits": 1409759232,
+                "w1": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "6": 32,
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        6,
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.2,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9845673661482962,
+                "total_bits": 1460090880,
+                "w1": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "6": 32,
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        6,
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.2,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9861928083394703,
+                "total_bits": 1601716224,
+                "w1": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.3,
+                        0.7
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "5": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        5,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.986929745266312,
+                "total_bits": 1786265600,
+                "w1": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.3,
+                        0.7
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9923157825281745,
+                "total_bits": 2046017536,
+                "w1": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        8,
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9929722249507904,
+                "total_bits": 2089697280,
+                "w1": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        8,
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9937583568849062,
+                "total_bits": 2232205312,
+                "w1": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9956410276262384,
+                "total_bits": 2543337472,
+                "w1": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9961426661987054,
+                "total_bits": 2579382272,
+                "w1": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9961006308072492,
+                "total_bits": 2633220096,
+                "w1": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 32,
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9966044425964355,
+                "total_bits": 2676899840,
+                "w1": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 32,
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        8,
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9979755358868524,
+                "total_bits": 3220422656,
+                "w1": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        8,
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9982537595849288,
+                "total_bits": 3264102400,
+                "w1": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        8,
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9987329000509099,
+                "total_bits": 3698573312,
+                "w1": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9988768537969965,
+                "total_bits": 3830681600,
+                "w1": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.15,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.999080726582753,
+                "total_bits": 4166225920,
+                "w1": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9994776745964038,
+                "total_bits": 4870868992,
+                "w1": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "w3": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "w2": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            }
+        ],
+        "model.norm.norm": null,
+        "lm_head.linear": null
+    },
+    "last_module_idx": 98
+}
\ No newline at end of file