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diff --git a/train/fineweb2-sampled-decay-v2/heb_Hebr_train-sampled/batch_0050-tokenized-chunked-8192-512-32-backfill-nodups/index.json b/train/fineweb2-sampled-decay-v2/heb_Hebr_train-sampled/batch_0050-tokenized-chunked-8192-512-32-backfill-nodups/index.json
new file mode 100644
index 0000000000000000000000000000000000000000..9006408e04736eb7f6394fd38c9451c5a39af5e6
--- /dev/null
+++ b/train/fineweb2-sampled-decay-v2/heb_Hebr_train-sampled/batch_0050-tokenized-chunked-8192-512-32-backfill-nodups/index.json
@@ -0,0 +1 @@
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\ No newline at end of file
diff --git a/train/fineweb2-sampled-decay-v2/heb_Hebr_train-sampled/batch_0050-tokenized-chunked-8192-512-32-backfill-nodups/stats.json b/train/fineweb2-sampled-decay-v2/heb_Hebr_train-sampled/batch_0050-tokenized-chunked-8192-512-32-backfill-nodups/stats.json
new file mode 100644
index 0000000000000000000000000000000000000000..5034ac342f158eb69997fc65a589d34c45852350
--- /dev/null
+++ b/train/fineweb2-sampled-decay-v2/heb_Hebr_train-sampled/batch_0050-tokenized-chunked-8192-512-32-backfill-nodups/stats.json
@@ -0,0 +1 @@
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\ No newline at end of file
diff --git a/train/fineweb2-sampled-decay-v2/heb_Hebr_train-sampled/batch_0050-tokenized-chunked-8192-512-32-backfill-nodups/token_decile.json b/train/fineweb2-sampled-decay-v2/heb_Hebr_train-sampled/batch_0050-tokenized-chunked-8192-512-32-backfill-nodups/token_decile.json
new file mode 100644
index 0000000000000000000000000000000000000000..a1a06abb4753361feb04e0ec6343bfc9d33f976d
--- /dev/null
+++ b/train/fineweb2-sampled-decay-v2/heb_Hebr_train-sampled/batch_0050-tokenized-chunked-8192-512-32-backfill-nodups/token_decile.json
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diff --git a/train/fineweb2-sampled-decay-v2/heb_Hebr_train-sampled/batch_0131-tokenized-chunked-8192-512-32-backfill-nodups/index.json b/train/fineweb2-sampled-decay-v2/heb_Hebr_train-sampled/batch_0131-tokenized-chunked-8192-512-32-backfill-nodups/index.json
new file mode 100644
index 0000000000000000000000000000000000000000..877aca7fd889734a6ba9d2f2162866996f05a707
--- /dev/null
+++ b/train/fineweb2-sampled-decay-v2/heb_Hebr_train-sampled/batch_0131-tokenized-chunked-8192-512-32-backfill-nodups/index.json
@@ -0,0 +1 @@
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\ No newline at end of file
diff --git a/train/fineweb2-sampled-decay-v2/heb_Hebr_train-sampled/batch_0131-tokenized-chunked-8192-512-32-backfill-nodups/stats.json b/train/fineweb2-sampled-decay-v2/heb_Hebr_train-sampled/batch_0131-tokenized-chunked-8192-512-32-backfill-nodups/stats.json
new file mode 100644
index 0000000000000000000000000000000000000000..bdc250bd8952b9a62cda73b506d5af4e8d261998
--- /dev/null
+++ b/train/fineweb2-sampled-decay-v2/heb_Hebr_train-sampled/batch_0131-tokenized-chunked-8192-512-32-backfill-nodups/stats.json
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\ No newline at end of file
diff --git a/train/fineweb2-sampled-decay-v2/heb_Hebr_train-sampled/batch_0131-tokenized-chunked-8192-512-32-backfill-nodups/token_decile.json b/train/fineweb2-sampled-decay-v2/heb_Hebr_train-sampled/batch_0131-tokenized-chunked-8192-512-32-backfill-nodups/token_decile.json
new file mode 100644
index 0000000000000000000000000000000000000000..c33e6d80d8a3d82de2bcbf8ac3fef55a088e2464
--- /dev/null
+++ b/train/fineweb2-sampled-decay-v2/heb_Hebr_train-sampled/batch_0131-tokenized-chunked-8192-512-32-backfill-nodups/token_decile.json
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diff --git a/train/fineweb2-sampled-decay-v2/heb_Hebr_train-sampled/batch_0193-tokenized-chunked-8192-512-32-backfill-nodups/index.json b/train/fineweb2-sampled-decay-v2/heb_Hebr_train-sampled/batch_0193-tokenized-chunked-8192-512-32-backfill-nodups/index.json
new file mode 100644
index 0000000000000000000000000000000000000000..04e7fb3f861d40becd2221f33fe0e26d18e2527f
--- /dev/null
+++ b/train/fineweb2-sampled-decay-v2/heb_Hebr_train-sampled/batch_0193-tokenized-chunked-8192-512-32-backfill-nodups/index.json
@@ -0,0 +1 @@
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\ No newline at end of file
diff --git a/train/fineweb2-sampled-decay-v2/heb_Hebr_train-sampled/batch_0193-tokenized-chunked-8192-512-32-backfill-nodups/stats.json b/train/fineweb2-sampled-decay-v2/heb_Hebr_train-sampled/batch_0193-tokenized-chunked-8192-512-32-backfill-nodups/stats.json
new file mode 100644
index 0000000000000000000000000000000000000000..74835d5f5278d5de54720dd739182a3fb2be52cf
--- /dev/null
+++ b/train/fineweb2-sampled-decay-v2/heb_Hebr_train-sampled/batch_0193-tokenized-chunked-8192-512-32-backfill-nodups/stats.json
@@ -0,0 +1 @@
+{"total_duplicated_tokens": 0, "total_tokens_written": 25910299, "total_tokens_skipped": 20, "percentiles": {"0th": 104, "10th": 235, "20th": 359, "30th": 514, "40th": 673, "50th": 817, "60th": 997, "70th": 1267, "80th": 1716, "90th": 2758, "95th": 4119, "99th": 8190, "100th": 8191}}
\ No newline at end of file
diff --git a/train/fineweb2-sampled-decay-v2/heb_Hebr_train-sampled/batch_0193-tokenized-chunked-8192-512-32-backfill-nodups/token_decile.json b/train/fineweb2-sampled-decay-v2/heb_Hebr_train-sampled/batch_0193-tokenized-chunked-8192-512-32-backfill-nodups/token_decile.json
new file mode 100644
index 0000000000000000000000000000000000000000..73586c7ae93cba1c090fde3b49656b211d802e40
--- /dev/null
+++ b/train/fineweb2-sampled-decay-v2/heb_Hebr_train-sampled/batch_0193-tokenized-chunked-8192-512-32-backfill-nodups/token_decile.json
@@ -0,0 +1 @@
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diff --git a/train/fineweb2-sampled-decay-v2/heb_Hebr_train-sampled/batch_0194-tokenized-chunked-8192-512-32-backfill-nodups/index.json b/train/fineweb2-sampled-decay-v2/heb_Hebr_train-sampled/batch_0194-tokenized-chunked-8192-512-32-backfill-nodups/index.json
new file mode 100644
index 0000000000000000000000000000000000000000..f506430a56a5c69e091bc4210322e34d1991289f
--- /dev/null
+++ b/train/fineweb2-sampled-decay-v2/heb_Hebr_train-sampled/batch_0194-tokenized-chunked-8192-512-32-backfill-nodups/index.json
@@ -0,0 +1 @@
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\ No newline at end of file
diff --git a/train/fineweb2-sampled-decay-v2/heb_Hebr_train-sampled/batch_0194-tokenized-chunked-8192-512-32-backfill-nodups/stats.json b/train/fineweb2-sampled-decay-v2/heb_Hebr_train-sampled/batch_0194-tokenized-chunked-8192-512-32-backfill-nodups/stats.json
new file mode 100644
index 0000000000000000000000000000000000000000..88421ea4da68b68006560b862d8b66aa95c8222f
--- /dev/null
+++ b/train/fineweb2-sampled-decay-v2/heb_Hebr_train-sampled/batch_0194-tokenized-chunked-8192-512-32-backfill-nodups/stats.json
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\ No newline at end of file
diff --git a/train/fineweb2-sampled-decay-v2/heb_Hebr_train-sampled/batch_0194-tokenized-chunked-8192-512-32-backfill-nodups/token_decile.json b/train/fineweb2-sampled-decay-v2/heb_Hebr_train-sampled/batch_0194-tokenized-chunked-8192-512-32-backfill-nodups/token_decile.json
new file mode 100644
index 0000000000000000000000000000000000000000..6258cff83083d9601f0c90d1bf181d648338ba00
--- /dev/null
+++ b/train/fineweb2-sampled-decay-v2/heb_Hebr_train-sampled/batch_0194-tokenized-chunked-8192-512-32-backfill-nodups/token_decile.json
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diff --git a/train/fineweb2-sampled-decay-v2/heb_Hebr_train-sampled/batch_0200-tokenized-chunked-8192-512-32-backfill-nodups/index.json b/train/fineweb2-sampled-decay-v2/heb_Hebr_train-sampled/batch_0200-tokenized-chunked-8192-512-32-backfill-nodups/index.json
new file mode 100644
index 0000000000000000000000000000000000000000..7b20bd3964316659d2bb8bdbe95adeff8cf8491a
--- /dev/null
+++ b/train/fineweb2-sampled-decay-v2/heb_Hebr_train-sampled/batch_0200-tokenized-chunked-8192-512-32-backfill-nodups/index.json
@@ -0,0 +1 @@
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\ No newline at end of file
diff --git a/train/fineweb2-sampled-decay-v2/heb_Hebr_train-sampled/batch_0200-tokenized-chunked-8192-512-32-backfill-nodups/stats.json b/train/fineweb2-sampled-decay-v2/heb_Hebr_train-sampled/batch_0200-tokenized-chunked-8192-512-32-backfill-nodups/stats.json
new file mode 100644
index 0000000000000000000000000000000000000000..a7e6964c4535ea59049833c6f09c890ab9e1ed90
--- /dev/null
+++ b/train/fineweb2-sampled-decay-v2/heb_Hebr_train-sampled/batch_0200-tokenized-chunked-8192-512-32-backfill-nodups/stats.json
@@ -0,0 +1 @@
+{"total_duplicated_tokens": 0, "total_tokens_written": 26177585, "total_tokens_skipped": 30, "percentiles": {"0th": 100, "10th": 249, "20th": 384, "30th": 527, "40th": 689, "50th": 842, "60th": 1025, "70th": 1287, "80th": 1729, "90th": 2740, "95th": 4113, "99th": 8190, "100th": 8191}}
\ No newline at end of file
diff --git a/train/fineweb2-sampled-decay-v2/heb_Hebr_train-sampled/batch_0200-tokenized-chunked-8192-512-32-backfill-nodups/token_decile.json b/train/fineweb2-sampled-decay-v2/heb_Hebr_train-sampled/batch_0200-tokenized-chunked-8192-512-32-backfill-nodups/token_decile.json
new file mode 100644
index 0000000000000000000000000000000000000000..63d603e6187a58b8cb53741671d92a518dcd5b7c
--- /dev/null
+++ b/train/fineweb2-sampled-decay-v2/heb_Hebr_train-sampled/batch_0200-tokenized-chunked-8192-512-32-backfill-nodups/token_decile.json
@@ -0,0 +1 @@
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diff --git a/train/fineweb2-sampled-decay-v2/heb_Hebr_train-sampled/batch_0277-tokenized-chunked-8192-512-32-backfill-nodups/index.json b/train/fineweb2-sampled-decay-v2/heb_Hebr_train-sampled/batch_0277-tokenized-chunked-8192-512-32-backfill-nodups/index.json
new file mode 100644
index 0000000000000000000000000000000000000000..447e290546dfd7f756ccbfa8905941f0c899163a
--- /dev/null
+++ b/train/fineweb2-sampled-decay-v2/heb_Hebr_train-sampled/batch_0277-tokenized-chunked-8192-512-32-backfill-nodups/index.json
@@ -0,0 +1 @@
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\ No newline at end of file
diff --git a/train/fineweb2-sampled-decay-v2/heb_Hebr_train-sampled/batch_0277-tokenized-chunked-8192-512-32-backfill-nodups/stats.json b/train/fineweb2-sampled-decay-v2/heb_Hebr_train-sampled/batch_0277-tokenized-chunked-8192-512-32-backfill-nodups/stats.json
new file mode 100644
index 0000000000000000000000000000000000000000..83ea3bf8ecd2376584507666b703a2e4981e6b10
--- /dev/null
+++ b/train/fineweb2-sampled-decay-v2/heb_Hebr_train-sampled/batch_0277-tokenized-chunked-8192-512-32-backfill-nodups/stats.json
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\ No newline at end of file
diff --git a/train/fineweb2-sampled-decay-v2/heb_Hebr_train-sampled/batch_0277-tokenized-chunked-8192-512-32-backfill-nodups/token_decile.json b/train/fineweb2-sampled-decay-v2/heb_Hebr_train-sampled/batch_0277-tokenized-chunked-8192-512-32-backfill-nodups/token_decile.json
new file mode 100644
index 0000000000000000000000000000000000000000..cce9ea77d3bd6e7cc71fccd52f185568bf0597a5
--- /dev/null
+++ b/train/fineweb2-sampled-decay-v2/heb_Hebr_train-sampled/batch_0277-tokenized-chunked-8192-512-32-backfill-nodups/token_decile.json
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diff --git a/train/fineweb2-sampled-decay-v2/heb_Hebr_train-sampled/batch_0295-tokenized-chunked-8192-512-32-backfill-nodups/index.json b/train/fineweb2-sampled-decay-v2/heb_Hebr_train-sampled/batch_0295-tokenized-chunked-8192-512-32-backfill-nodups/index.json
new file mode 100644
index 0000000000000000000000000000000000000000..e67dcf8cca9751d899d4d55a8371a3cf2b0fe546
--- /dev/null
+++ b/train/fineweb2-sampled-decay-v2/heb_Hebr_train-sampled/batch_0295-tokenized-chunked-8192-512-32-backfill-nodups/index.json
@@ -0,0 +1 @@
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\ No newline at end of file
diff --git a/train/fineweb2-sampled-decay-v2/heb_Hebr_train-sampled/batch_0295-tokenized-chunked-8192-512-32-backfill-nodups/stats.json b/train/fineweb2-sampled-decay-v2/heb_Hebr_train-sampled/batch_0295-tokenized-chunked-8192-512-32-backfill-nodups/stats.json
new file mode 100644
index 0000000000000000000000000000000000000000..b4c7cd27dbce7926181ab1f9899a77c8d8d54cb2
--- /dev/null
+++ b/train/fineweb2-sampled-decay-v2/heb_Hebr_train-sampled/batch_0295-tokenized-chunked-8192-512-32-backfill-nodups/stats.json
@@ -0,0 +1 @@
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\ No newline at end of file
diff --git a/train/fineweb2-sampled-decay-v2/heb_Hebr_train-sampled/batch_0295-tokenized-chunked-8192-512-32-backfill-nodups/token_decile.json b/train/fineweb2-sampled-decay-v2/heb_Hebr_train-sampled/batch_0295-tokenized-chunked-8192-512-32-backfill-nodups/token_decile.json
new file mode 100644
index 0000000000000000000000000000000000000000..53cd42b45070081a00a74ef34227fed9447ce563
--- /dev/null
+++ b/train/fineweb2-sampled-decay-v2/heb_Hebr_train-sampled/batch_0295-tokenized-chunked-8192-512-32-backfill-nodups/token_decile.json
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diff --git a/train/fineweb2-sampled-decay-v2/heb_Hebr_train-sampled/batch_0358-tokenized-chunked-8192-512-32-backfill-nodups/index.json b/train/fineweb2-sampled-decay-v2/heb_Hebr_train-sampled/batch_0358-tokenized-chunked-8192-512-32-backfill-nodups/index.json
new file mode 100644
index 0000000000000000000000000000000000000000..964df78f7cf37cebe36e09f240fd6f52d794be1c
--- /dev/null
+++ b/train/fineweb2-sampled-decay-v2/heb_Hebr_train-sampled/batch_0358-tokenized-chunked-8192-512-32-backfill-nodups/index.json
@@ -0,0 +1 @@
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\ No newline at end of file
diff --git a/train/fineweb2-sampled-decay-v2/heb_Hebr_train-sampled/batch_0358-tokenized-chunked-8192-512-32-backfill-nodups/stats.json b/train/fineweb2-sampled-decay-v2/heb_Hebr_train-sampled/batch_0358-tokenized-chunked-8192-512-32-backfill-nodups/stats.json
new file mode 100644
index 0000000000000000000000000000000000000000..32b12dc6f13ecbd956f3a8a4f85a1014d0d49ca5
--- /dev/null
+++ b/train/fineweb2-sampled-decay-v2/heb_Hebr_train-sampled/batch_0358-tokenized-chunked-8192-512-32-backfill-nodups/stats.json
@@ -0,0 +1 @@
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\ No newline at end of file
diff --git a/train/fineweb2-sampled-decay-v2/heb_Hebr_train-sampled/batch_0358-tokenized-chunked-8192-512-32-backfill-nodups/token_decile.json b/train/fineweb2-sampled-decay-v2/heb_Hebr_train-sampled/batch_0358-tokenized-chunked-8192-512-32-backfill-nodups/token_decile.json
new file mode 100644
index 0000000000000000000000000000000000000000..09924ed5fda53f1044bafa52ac11f61aa2ef57df
--- /dev/null
+++ b/train/fineweb2-sampled-decay-v2/heb_Hebr_train-sampled/batch_0358-tokenized-chunked-8192-512-32-backfill-nodups/token_decile.json
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\ No newline at end of file
diff --git a/train/fineweb2-sampled-decay-v2/heb_Hebr_train-sampled/batch_0378-tokenized-chunked-8192-512-32-backfill-nodups/index.json b/train/fineweb2-sampled-decay-v2/heb_Hebr_train-sampled/batch_0378-tokenized-chunked-8192-512-32-backfill-nodups/index.json
new file mode 100644
index 0000000000000000000000000000000000000000..98682c60cc4e7c08af662c6d9c248bab079ecdca
--- /dev/null
+++ b/train/fineweb2-sampled-decay-v2/heb_Hebr_train-sampled/batch_0378-tokenized-chunked-8192-512-32-backfill-nodups/index.json
@@ -0,0 +1 @@
+{"shards": [{"column_encodings": ["str", "ndarray:uint32"], "column_names": ["id", "input_ids"], "column_sizes": [null, null], "compression": "zstd", "format": "mds", "hashes": [], "raw_data": {"basename": "shard.00000.mds", "bytes": 67083527, "hashes": {}}, "samples": 12528, "size_limit": 67108864, "version": 2, "zip_data": {"basename": "shard.00000.mds.zstd", "bytes": 13080993, "hashes": {}}}, {"column_encodings": ["str", "ndarray:uint32"], "column_names": ["id", "input_ids"], "column_sizes": [null, null], "compression": "zstd", "format": "mds", "hashes": [], "raw_data": {"basename": "shard.00001.mds", "bytes": 46987705, "hashes": {}}, "samples": 7921, "size_limit": 67108864, "version": 2, "zip_data": {"basename": "shard.00001.mds.zstd", "bytes": 8598053, "hashes": {}}}], "version": 2}
\ No newline at end of file
diff --git a/train/fineweb2-sampled-decay-v2/heb_Hebr_train-sampled/batch_0378-tokenized-chunked-8192-512-32-backfill-nodups/stats.json b/train/fineweb2-sampled-decay-v2/heb_Hebr_train-sampled/batch_0378-tokenized-chunked-8192-512-32-backfill-nodups/stats.json
new file mode 100644
index 0000000000000000000000000000000000000000..ead68122a95ccd93ccc5435685b92f31829a20e8
--- /dev/null
+++ b/train/fineweb2-sampled-decay-v2/heb_Hebr_train-sampled/batch_0378-tokenized-chunked-8192-512-32-backfill-nodups/stats.json
@@ -0,0 +1 @@
+{"total_duplicated_tokens": 0, "total_tokens_written": 28191097, "total_tokens_skipped": 90, "percentiles": {"0th": 99, "10th": 238, "20th": 376, "30th": 533, "40th": 708, "50th": 881, "60th": 1094, "70th": 1378, "80th": 1886, "90th": 2953, "95th": 4687, "99th": 8190, "100th": 8191}}
\ No newline at end of file
diff --git a/train/fineweb2-sampled-decay-v2/heb_Hebr_train-sampled/batch_0378-tokenized-chunked-8192-512-32-backfill-nodups/token_decile.json b/train/fineweb2-sampled-decay-v2/heb_Hebr_train-sampled/batch_0378-tokenized-chunked-8192-512-32-backfill-nodups/token_decile.json
new file mode 100644
index 0000000000000000000000000000000000000000..6af210c77cd18045e9e29de966085f7572c5846f
--- /dev/null
+++ b/train/fineweb2-sampled-decay-v2/heb_Hebr_train-sampled/batch_0378-tokenized-chunked-8192-512-32-backfill-nodups/token_decile.json
@@ -0,0 +1 @@
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diff --git a/train/fineweb2-sampled-decay-v2/heb_Hebr_train-sampled/batch_0392-tokenized-chunked-8192-512-32-backfill-nodups/index.json b/train/fineweb2-sampled-decay-v2/heb_Hebr_train-sampled/batch_0392-tokenized-chunked-8192-512-32-backfill-nodups/index.json
new file mode 100644
index 0000000000000000000000000000000000000000..1513cbdff097a0367d50374b9c0a7e1b58780f4a
--- /dev/null
+++ b/train/fineweb2-sampled-decay-v2/heb_Hebr_train-sampled/batch_0392-tokenized-chunked-8192-512-32-backfill-nodups/index.json
@@ -0,0 +1 @@
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\ No newline at end of file
diff --git a/train/fineweb2-sampled-decay-v2/heb_Hebr_train-sampled/batch_0392-tokenized-chunked-8192-512-32-backfill-nodups/stats.json b/train/fineweb2-sampled-decay-v2/heb_Hebr_train-sampled/batch_0392-tokenized-chunked-8192-512-32-backfill-nodups/stats.json
new file mode 100644
index 0000000000000000000000000000000000000000..870a8699132b4fadeede81c14a68ead1e61be4ba
--- /dev/null
+++ b/train/fineweb2-sampled-decay-v2/heb_Hebr_train-sampled/batch_0392-tokenized-chunked-8192-512-32-backfill-nodups/stats.json
@@ -0,0 +1 @@
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\ No newline at end of file
diff --git a/train/fineweb2-sampled-decay-v2/heb_Hebr_train-sampled/batch_0392-tokenized-chunked-8192-512-32-backfill-nodups/token_decile.json b/train/fineweb2-sampled-decay-v2/heb_Hebr_train-sampled/batch_0392-tokenized-chunked-8192-512-32-backfill-nodups/token_decile.json
new file mode 100644
index 0000000000000000000000000000000000000000..22ade4a069c77d4e85425eadf283170da0f410a7
--- /dev/null
+++ b/train/fineweb2-sampled-decay-v2/heb_Hebr_train-sampled/batch_0392-tokenized-chunked-8192-512-32-backfill-nodups/token_decile.json
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diff --git a/train/fineweb2-sampled-decay-v2/heb_Hebr_train-sampled/batch_0396-tokenized-chunked-8192-512-32-backfill-nodups/index.json b/train/fineweb2-sampled-decay-v2/heb_Hebr_train-sampled/batch_0396-tokenized-chunked-8192-512-32-backfill-nodups/index.json
new file mode 100644
index 0000000000000000000000000000000000000000..a104256c43d6f5c307604b3727e4be1142888092
--- /dev/null
+++ b/train/fineweb2-sampled-decay-v2/heb_Hebr_train-sampled/batch_0396-tokenized-chunked-8192-512-32-backfill-nodups/index.json
@@ -0,0 +1 @@
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\ No newline at end of file
diff --git a/train/fineweb2-sampled-decay-v2/heb_Hebr_train-sampled/batch_0396-tokenized-chunked-8192-512-32-backfill-nodups/stats.json b/train/fineweb2-sampled-decay-v2/heb_Hebr_train-sampled/batch_0396-tokenized-chunked-8192-512-32-backfill-nodups/stats.json
new file mode 100644
index 0000000000000000000000000000000000000000..6d7246579ed195420164c7ad05fd4ca82479d23d
--- /dev/null
+++ b/train/fineweb2-sampled-decay-v2/heb_Hebr_train-sampled/batch_0396-tokenized-chunked-8192-512-32-backfill-nodups/stats.json
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\ No newline at end of file
diff --git a/train/fineweb2-sampled-decay-v2/heb_Hebr_train-sampled/batch_0396-tokenized-chunked-8192-512-32-backfill-nodups/token_decile.json b/train/fineweb2-sampled-decay-v2/heb_Hebr_train-sampled/batch_0396-tokenized-chunked-8192-512-32-backfill-nodups/token_decile.json
new file mode 100644
index 0000000000000000000000000000000000000000..91345c7d2af738d66b41f437be9fce3238e658a6
--- /dev/null
+++ b/train/fineweb2-sampled-decay-v2/heb_Hebr_train-sampled/batch_0396-tokenized-chunked-8192-512-32-backfill-nodups/token_decile.json
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diff --git a/train/fineweb2-sampled-decay-v2/heb_Hebr_train-sampled/batch_0404-tokenized-chunked-8192-512-32-backfill-nodups/index.json b/train/fineweb2-sampled-decay-v2/heb_Hebr_train-sampled/batch_0404-tokenized-chunked-8192-512-32-backfill-nodups/index.json
new file mode 100644
index 0000000000000000000000000000000000000000..2a9561e6ec7c4422437f28036d7cc31fce329c15
--- /dev/null
+++ b/train/fineweb2-sampled-decay-v2/heb_Hebr_train-sampled/batch_0404-tokenized-chunked-8192-512-32-backfill-nodups/index.json
@@ -0,0 +1 @@
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\ No newline at end of file
diff --git a/train/fineweb2-sampled-decay-v2/heb_Hebr_train-sampled/batch_0404-tokenized-chunked-8192-512-32-backfill-nodups/stats.json b/train/fineweb2-sampled-decay-v2/heb_Hebr_train-sampled/batch_0404-tokenized-chunked-8192-512-32-backfill-nodups/stats.json
new file mode 100644
index 0000000000000000000000000000000000000000..5fc696e97ee61aa85f239f493e2b37bbb880187a
--- /dev/null
+++ b/train/fineweb2-sampled-decay-v2/heb_Hebr_train-sampled/batch_0404-tokenized-chunked-8192-512-32-backfill-nodups/stats.json
@@ -0,0 +1 @@
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\ No newline at end of file
diff --git a/train/fineweb2-sampled-decay-v2/heb_Hebr_train-sampled/batch_0404-tokenized-chunked-8192-512-32-backfill-nodups/token_decile.json b/train/fineweb2-sampled-decay-v2/heb_Hebr_train-sampled/batch_0404-tokenized-chunked-8192-512-32-backfill-nodups/token_decile.json
new file mode 100644
index 0000000000000000000000000000000000000000..8fbec92ec95de1e4c064ec65e5837fabcdf1acca
--- /dev/null
+++ b/train/fineweb2-sampled-decay-v2/heb_Hebr_train-sampled/batch_0404-tokenized-chunked-8192-512-32-backfill-nodups/token_decile.json
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\ No newline at end of file
diff --git a/train/fineweb2-sampled-decay-v2/heb_Hebr_train-sampled/batch_0442-tokenized-chunked-8192-512-32-backfill-nodups/index.json b/train/fineweb2-sampled-decay-v2/heb_Hebr_train-sampled/batch_0442-tokenized-chunked-8192-512-32-backfill-nodups/index.json
new file mode 100644
index 0000000000000000000000000000000000000000..9cbe6e578de8b76abe0d355b6393cba84dd89871
--- /dev/null
+++ b/train/fineweb2-sampled-decay-v2/heb_Hebr_train-sampled/batch_0442-tokenized-chunked-8192-512-32-backfill-nodups/index.json
@@ -0,0 +1 @@
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\ No newline at end of file
diff --git a/train/fineweb2-sampled-decay-v2/heb_Hebr_train-sampled/batch_0442-tokenized-chunked-8192-512-32-backfill-nodups/stats.json b/train/fineweb2-sampled-decay-v2/heb_Hebr_train-sampled/batch_0442-tokenized-chunked-8192-512-32-backfill-nodups/stats.json
new file mode 100644
index 0000000000000000000000000000000000000000..9624827153e6ba8544806b4dff31a5db990192a7
--- /dev/null
+++ b/train/fineweb2-sampled-decay-v2/heb_Hebr_train-sampled/batch_0442-tokenized-chunked-8192-512-32-backfill-nodups/stats.json
@@ -0,0 +1 @@
+{"total_duplicated_tokens": 0, "total_tokens_written": 25061133, "total_tokens_skipped": 126, "percentiles": {"0th": 98, "10th": 227, "20th": 354, "30th": 513, "40th": 671, "50th": 825, "60th": 1000, "70th": 1246, "80th": 1673, "90th": 2566, "95th": 3880, "99th": 8190, "100th": 8191}}
\ No newline at end of file
diff --git a/train/fineweb2-sampled-decay-v2/heb_Hebr_train-sampled/batch_0442-tokenized-chunked-8192-512-32-backfill-nodups/token_decile.json b/train/fineweb2-sampled-decay-v2/heb_Hebr_train-sampled/batch_0442-tokenized-chunked-8192-512-32-backfill-nodups/token_decile.json
new file mode 100644
index 0000000000000000000000000000000000000000..8121d930f3d058fd8ec7f0eca342b83e675ba042
--- /dev/null
+++ b/train/fineweb2-sampled-decay-v2/heb_Hebr_train-sampled/batch_0442-tokenized-chunked-8192-512-32-backfill-nodups/token_decile.json
@@ -0,0 +1 @@
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diff --git a/train/fineweb2-sampled-decay-v2/heb_Hebr_train-sampled/batch_0514-tokenized-chunked-8192-512-32-backfill-nodups/index.json b/train/fineweb2-sampled-decay-v2/heb_Hebr_train-sampled/batch_0514-tokenized-chunked-8192-512-32-backfill-nodups/index.json
new file mode 100644
index 0000000000000000000000000000000000000000..943054650a5a082a3d793791460300161a52af3f
--- /dev/null
+++ b/train/fineweb2-sampled-decay-v2/heb_Hebr_train-sampled/batch_0514-tokenized-chunked-8192-512-32-backfill-nodups/index.json
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\ No newline at end of file
diff --git a/train/fineweb2-sampled-decay-v2/heb_Hebr_train-sampled/batch_0514-tokenized-chunked-8192-512-32-backfill-nodups/stats.json b/train/fineweb2-sampled-decay-v2/heb_Hebr_train-sampled/batch_0514-tokenized-chunked-8192-512-32-backfill-nodups/stats.json
new file mode 100644
index 0000000000000000000000000000000000000000..80d40b5649625135a1e7f0fada63c415f127e599
--- /dev/null
+++ b/train/fineweb2-sampled-decay-v2/heb_Hebr_train-sampled/batch_0514-tokenized-chunked-8192-512-32-backfill-nodups/stats.json
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\ No newline at end of file
diff --git a/train/fineweb2-sampled-decay-v2/heb_Hebr_train-sampled/batch_0514-tokenized-chunked-8192-512-32-backfill-nodups/token_decile.json b/train/fineweb2-sampled-decay-v2/heb_Hebr_train-sampled/batch_0514-tokenized-chunked-8192-512-32-backfill-nodups/token_decile.json
new file mode 100644
index 0000000000000000000000000000000000000000..23140c6ae93fc1a1f4f08fad6a956aab687df430
--- /dev/null
+++ b/train/fineweb2-sampled-decay-v2/heb_Hebr_train-sampled/batch_0514-tokenized-chunked-8192-512-32-backfill-nodups/token_decile.json
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\ No newline at end of file
diff --git a/train/fineweb2-sampled-decay-v2/heb_Hebr_train-sampled/batch_0555-tokenized-chunked-8192-512-32-backfill-nodups/index.json b/train/fineweb2-sampled-decay-v2/heb_Hebr_train-sampled/batch_0555-tokenized-chunked-8192-512-32-backfill-nodups/index.json
new file mode 100644
index 0000000000000000000000000000000000000000..00ced8667b7345deeb6a43e62434f53b306650b7
--- /dev/null
+++ b/train/fineweb2-sampled-decay-v2/heb_Hebr_train-sampled/batch_0555-tokenized-chunked-8192-512-32-backfill-nodups/index.json
@@ -0,0 +1 @@
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\ No newline at end of file
diff --git a/train/fineweb2-sampled-decay-v2/heb_Hebr_train-sampled/batch_0555-tokenized-chunked-8192-512-32-backfill-nodups/stats.json b/train/fineweb2-sampled-decay-v2/heb_Hebr_train-sampled/batch_0555-tokenized-chunked-8192-512-32-backfill-nodups/stats.json
new file mode 100644
index 0000000000000000000000000000000000000000..f725cc09cf2d84d66dd2d996b47f4b4fa346b0b7
--- /dev/null
+++ b/train/fineweb2-sampled-decay-v2/heb_Hebr_train-sampled/batch_0555-tokenized-chunked-8192-512-32-backfill-nodups/stats.json
@@ -0,0 +1 @@
+{"total_duplicated_tokens": 0, "total_tokens_written": 26375378, "total_tokens_skipped": 81, "percentiles": {"0th": 91, "10th": 230, "20th": 368, "30th": 532, "40th": 686, "50th": 858, "60th": 1059, "70th": 1325, "80th": 1764, "90th": 2684, "95th": 4107, "99th": 8190, "100th": 8191}}
\ No newline at end of file
diff --git a/train/fineweb2-sampled-decay-v2/heb_Hebr_train-sampled/batch_0555-tokenized-chunked-8192-512-32-backfill-nodups/token_decile.json b/train/fineweb2-sampled-decay-v2/heb_Hebr_train-sampled/batch_0555-tokenized-chunked-8192-512-32-backfill-nodups/token_decile.json
new file mode 100644
index 0000000000000000000000000000000000000000..772374aff7e36fc8e671df23a18728cb0ecf5f77
--- /dev/null
+++ b/train/fineweb2-sampled-decay-v2/heb_Hebr_train-sampled/batch_0555-tokenized-chunked-8192-512-32-backfill-nodups/token_decile.json
@@ -0,0 +1 @@
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diff --git a/train/fineweb2-sampled-decay-v2/heb_Hebr_train-sampled/batch_0596-tokenized-chunked-8192-512-32-backfill-nodups/index.json b/train/fineweb2-sampled-decay-v2/heb_Hebr_train-sampled/batch_0596-tokenized-chunked-8192-512-32-backfill-nodups/index.json
new file mode 100644
index 0000000000000000000000000000000000000000..45406bcb2bc0b49aeb1bda27778ff940a202adf6
--- /dev/null
+++ b/train/fineweb2-sampled-decay-v2/heb_Hebr_train-sampled/batch_0596-tokenized-chunked-8192-512-32-backfill-nodups/index.json
@@ -0,0 +1 @@
+{"shards": [{"column_encodings": ["str", "ndarray:uint32"], "column_names": ["id", "input_ids"], "column_sizes": [null, null], "compression": "zstd", "format": "mds", "hashes": [], "raw_data": {"basename": "shard.00000.mds", "bytes": 67105250, "hashes": {}}, "samples": 13458, "size_limit": 67108864, "version": 2, "zip_data": {"basename": "shard.00000.mds.zstd", "bytes": 13334777, "hashes": {}}}, {"column_encodings": ["str", "ndarray:uint32"], "column_names": ["id", "input_ids"], "column_sizes": [null, null], "compression": "zstd", "format": "mds", "hashes": [], "raw_data": {"basename": "shard.00001.mds", "bytes": 39509294, "hashes": {}}, "samples": 6887, "size_limit": 67108864, "version": 2, "zip_data": {"basename": "shard.00001.mds.zstd", "bytes": 8343238, "hashes": {}}}], "version": 2}
\ No newline at end of file
diff --git a/train/fineweb2-sampled-decay-v2/heb_Hebr_train-sampled/batch_0596-tokenized-chunked-8192-512-32-backfill-nodups/stats.json b/train/fineweb2-sampled-decay-v2/heb_Hebr_train-sampled/batch_0596-tokenized-chunked-8192-512-32-backfill-nodups/stats.json
new file mode 100644
index 0000000000000000000000000000000000000000..e644cca66bcadc5a140410882c7cdef30f8cf0ba
--- /dev/null
+++ b/train/fineweb2-sampled-decay-v2/heb_Hebr_train-sampled/batch_0596-tokenized-chunked-8192-512-32-backfill-nodups/stats.json
@@ -0,0 +1 @@
+{"total_duplicated_tokens": 0, "total_tokens_written": 26328639, "total_tokens_skipped": 28, "percentiles": {"0th": 89, "10th": 227, "20th": 364, "30th": 522, "40th": 686, "50th": 861, "60th": 1059, "70th": 1339, "80th": 1771, "90th": 2659, "95th": 4061, "99th": 8190, "100th": 8191}}
\ No newline at end of file
diff --git a/train/fineweb2-sampled-decay-v2/heb_Hebr_train-sampled/batch_0596-tokenized-chunked-8192-512-32-backfill-nodups/token_decile.json b/train/fineweb2-sampled-decay-v2/heb_Hebr_train-sampled/batch_0596-tokenized-chunked-8192-512-32-backfill-nodups/token_decile.json
new file mode 100644
index 0000000000000000000000000000000000000000..4bb11c7262793e22dba23c21de31f9ef15641b7c
--- /dev/null
+++ b/train/fineweb2-sampled-decay-v2/heb_Hebr_train-sampled/batch_0596-tokenized-chunked-8192-512-32-backfill-nodups/token_decile.json
@@ -0,0 +1 @@
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diff --git a/train/fineweb2-sampled-decay-v2/heb_Hebr_train-sampled/batch_0648-tokenized-chunked-8192-512-32-backfill-nodups/index.json b/train/fineweb2-sampled-decay-v2/heb_Hebr_train-sampled/batch_0648-tokenized-chunked-8192-512-32-backfill-nodups/index.json
new file mode 100644
index 0000000000000000000000000000000000000000..b98f774f7963d180fb5b656d74a5a7ae54bdabd4
--- /dev/null
+++ b/train/fineweb2-sampled-decay-v2/heb_Hebr_train-sampled/batch_0648-tokenized-chunked-8192-512-32-backfill-nodups/index.json
@@ -0,0 +1 @@
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\ No newline at end of file
diff --git a/train/fineweb2-sampled-decay-v2/heb_Hebr_train-sampled/batch_0648-tokenized-chunked-8192-512-32-backfill-nodups/stats.json b/train/fineweb2-sampled-decay-v2/heb_Hebr_train-sampled/batch_0648-tokenized-chunked-8192-512-32-backfill-nodups/stats.json
new file mode 100644
index 0000000000000000000000000000000000000000..a35c36775626a2e83d4011022f6db329e8830388
--- /dev/null
+++ b/train/fineweb2-sampled-decay-v2/heb_Hebr_train-sampled/batch_0648-tokenized-chunked-8192-512-32-backfill-nodups/stats.json
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\ No newline at end of file
diff --git a/train/fineweb2-sampled-decay-v2/heb_Hebr_train-sampled/batch_0648-tokenized-chunked-8192-512-32-backfill-nodups/token_decile.json b/train/fineweb2-sampled-decay-v2/heb_Hebr_train-sampled/batch_0648-tokenized-chunked-8192-512-32-backfill-nodups/token_decile.json
new file mode 100644
index 0000000000000000000000000000000000000000..ea76c663104c6d6dfc26680db7bf278f2e3719e9
--- /dev/null
+++ b/train/fineweb2-sampled-decay-v2/heb_Hebr_train-sampled/batch_0648-tokenized-chunked-8192-512-32-backfill-nodups/token_decile.json
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2473, 2474, 2475, 2479, 2480, 2481, 2485, 2486, 2487, 2488, 2489, 2490, 2491, 2492, 2493, 2494, 2495, 2497, 2499, 2500, 2501, 2502, 2505, 2506, 2507, 2508, 2509, 2510, 2511, 2513, 2514, 2515, 2516, 2517, 2520, 2521, 2524, 2525, 2526, 2527, 2528, 2529, 2530, 2532, 2534, 2535, 2536, 2537, 2538, 2539, 2540, 2541, 2542, 2543, 2544, 2545, 2546, 2547, 2548, 2549, 2550, 2553, 2554, 2556, 2557, 2558, 2559, 2560, 2561, 2562, 2563, 2564, 2565, 2566, 2567, 2568, 2569, 2571, 2572, 2573, 2574, 2575, 2576, 2578, 2580, 2581, 2582, 2583, 2585, 2586, 2589, 2590, 2594, 2595, 2596, 2597, 2598, 2605, 2606, 2607, 2608, 2609, 2611, 2612, 2614, 2615, 2616, 2617, 2618, 2620, 2621, 2622, 2623, 2624, 2628, 2629, 2630, 2631, 2632, 2633, 2634, 2635, 2636, 2638, 2640, 2641, 2645, 2646, 2650, 2652, 2653, 2654, 2655, 2656, 2661, 2662, 2663, 2664, 2666, 2667, 2669, 2670, 2672, 2673, 2674, 2676, 2677, 2678, 2680, 2681, 2682, 2687, 2688, 2690, 2691, 2692, 2693, 2694, 2695, 2697, 2698, 2699, 2700, 2704, 2705, 2706, 2707, 2708, 2709, 2710, 2711, 2712, 2715, 2716, 2718, 2719, 2721, 2722, 2724, 2728, 2729, 2733, 2734, 2736, 2737, 2738, 2739, 2740, 2741, 2745, 2747, 2749, 2750, 2752, 2753, 2754, 2756, 2757, 2758, 2759, 2760, 2761, 2762, 2765, 2772, 2773, 2775, 2776, 2777, 2779, 2780, 2781, 2782, 2783, 2784, 2785, 2787, 2788, 2789, 2790, 2793, 2794, 2795, 2797, 2798, 2801, 2802, 2803, 2804, 2805, 2806, 2807, 2808, 2809, 2810, 2812, 2813, 2814, 2815, 2816, 2819, 2821, 2822, 2823, 2824, 2825, 2826, 2827, 2830, 2831, 2834, 2835, 2836, 2837, 2841, 2842, 2843, 2844, 2845, 2846, 2849, 2850, 2851, 2852, 2853, 2854, 2855, 2856, 2857, 2859, 2860, 2861, 2862, 2863, 2864, 2865, 2866, 2867, 2868, 2871, 2872, 2873, 2874, 2875, 2876, 2877, 2878, 2879, 2880, 2881, 2885, 2886, 2887, 2888, 2889, 2890, 2892, 2893, 2894, 2895, 2896, 2897, 2898, 2899, 2900, 2902, 2903, 2904, 2905, 2907, 2908, 2909, 2910, 2911, 2914, 2915, 2916, 2917, 2918, 2919, 2920, 2921, 2922, 2923, 2924, 2925, 2926, 2927, 2929, 2932, 2933, 2934, 2939, 2940, 2942, 2943, 2944, 2945, 2946, 2947, 2948, 2951, 2952, 2953, 2954, 2955, 2956, 2958, 2959, 2961, 2965, 2969, 2970, 2971, 2972, 2973, 2975, 2976, 2977, 2978, 2979, 2981, 2982, 2983, 2988, 2989, 2992, 2993, 2994, 2995, 2996, 2997, 2998, 3000, 3001, 3003, 3005, 3006, 3007, 3017, 3018, 3019, 3020, 3022, 3023, 3024, 3025, 3027, 3028, 3030, 3031, 3032, 3033, 3039, 3040, 3046, 3047, 3048, 3049, 3050, 3051, 3052, 3055, 3056, 3057, 3058, 3059, 3061, 3062, 3064, 3065, 3066, 3069, 3070, 3072, 3073, 3075, 3076, 3077, 3079, 3081, 3084, 3085, 3086, 3087, 3088, 3090, 3091, 3095, 3096, 3098, 3100, 3106, 3107, 3108, 3109, 3110, 3111, 3112, 3116, 3117, 3118, 3119, 3120, 3121, 3122, 3124, 3125, 3126, 3127, 3128, 3129, 3130, 3131, 3132, 3133, 3134, 3135, 3136, 3137, 3138, 3143, 3145, 3146, 3147, 3149, 3150, 3151, 3152, 3153, 3156, 3157, 3158, 3159, 3162, 3163, 3164, 3165, 3166, 3167, 3168, 3169, 3170, 3171, 3173, 3175, 3177, 3178, 3183, 3184, 3185, 3186, 3187, 3189, 3190, 3192, 3193, 3194, 3195, 3197, 3198, 3199, 3202, 3203, 3204, 3205, 3206, 3207, 3214, 3215, 3216, 3217, 3218, 3219, 3220, 3221, 3225, 3226, 3228, 3229, 3230, 3232, 3233, 3235, 3236, 3237, 3238, 3239, 3240, 3241, 3242, 3245, 3246, 3247, 3248, 3249, 3251, 3254, 3255, 3256, 3257, 3258, 3259, 3260, 3261, 3262, 3263, 3264, 3265, 3266, 3268, 3272, 3273, 3274, 3275, 3276, 3277, 3278, 3279, 3280, 3282, 3284, 3285, 3287, 3290, 3292, 3295, 3296, 3297, 3301, 3303, 3304, 3307, 3308, 3309, 3317, 3320, 3321, 3326, 3330, 3332, 3333, 3335, 3338, 3339, 3340, 3342, 3343, 3344, 3345, 3346, 3347, 3348, 3349, 3350, 3351, 3353, 3354, 3358, 3361, 3362, 3364, 3365, 3366, 3367, 3368, 3369, 3371, 3372, 3373, 3375, 3378, 3379, 3380, 3381, 3382, 3383, 3384, 3385, 3386, 3391, 3392, 3393, 3394, 3395, 3396, 3397, 3398, 3399, 3400, 3401, 3402, 3404, 3405, 3408, 3409, 3410, 3411, 3413, 3414, 3415, 3416, 3419, 3420, 3422, 3423, 3424, 3425, 3426, 3428, 3429, 3430, 3431, 3434, 3439, 3440, 3441, 3442, 3443, 3444, 3445, 3446, 3448, 3449, 3453, 3454, 3455, 3456, 3461, 3462, 3463, 3464, 3465, 3466, 3467, 3470, 3471, 3472, 3473, 3475, 3476, 3477, 3478, 3479, 3480, 3482, 3483, 3484, 3485, 3486, 3488, 3492, 3494, 3495, 3497, 3498, 3499, 3500, 3502, 3503, 3506, 3507, 3508, 3510, 3512, 3513, 3514, 3515, 3516, 3518, 3519, 3522, 3524, 3525, 3526, 3528, 3529, 3530, 3531, 3532, 3533, 3535, 3536, 3537, 3538, 3542, 3545, 3546, 3547, 3551, 3553, 3555, 3556, 3559, 3561, 3562, 3563, 3564, 3565, 3566, 3567, 3569, 3572, 3573, 3574, 3575, 3576, 3577, 3581, 3583, 3584, 3585, 3586, 3587, 3588, 3589, 3590, 3594, 3596, 3597, 3599, 3600, 3601, 3604, 3605, 3606, 3607, 3611, 3612, 3613, 3615, 3617, 3618, 3619, 3620, 3621, 3624, 3625, 3626, 3627, 3628, 3630, 3631, 3632, 3634, 3635, 3636, 3640, 3641, 3644, 3645, 3647, 3648, 3649, 3650, 3651, 3653, 3654, 3656, 3658, 3662, 3663, 3664, 3665, 3668, 3669, 3678, 3679, 3680, 3683, 3685, 3686, 3688, 3689, 3690, 3692, 3693, 3694, 3695, 3696, 3697, 3698, 3699, 3700, 3701, 3703, 3704, 3705, 3706, 3707, 3709, 3713, 3714, 3715, 3716, 3717, 3719, 3720, 3723, 3724, 3726, 3727, 3728, 3729, 3730, 3731, 3732, 3733, 3734, 3735, 3738, 3739, 3741, 3742, 3745, 3746, 3747, 3748, 3754, 3755, 3757, 3758, 3759, 3761, 3762, 3763, 3764, 3765, 3766, 3767, 3768, 3769, 3771, 3772, 3773, 3776, 3777, 3778, 3781, 3782, 3783, 3784, 3785, 3786, 3787, 3788, 3789, 3791, 3792, 3793, 3798, 3799, 3800, 3802, 3803, 3805, 3807, 3808, 3809, 3814, 3817, 3818, 3819, 3823, 3824, 3825, 3826, 3827, 3833, 3834, 3835, 3836, 3837, 3841, 3842, 3843, 3845, 3846, 3847, 3848, 3849, 3850, 3851, 3853, 3855, 3856, 3857, 3860, 3863, 3866, 3870, 3871, 3872, 3873, 3874, 3881, 3882, 3883, 3884, 3886, 3887, 3888, 3889, 3890, 3891, 3894, 3898, 3899, 3900, 3901, 3907, 3909, 3914, 3915, 3916, 3917, 3918, 3919, 3920, 3921, 3922, 3923, 3924, 3925, 3926, 3927, 3928, 3930, 3932, 3933, 3934, 3938, 3939, 3943, 3944, 3945, 3946, 3950, 3952, 3953, 3954, 3955, 3956, 3957, 3959, 3961, 3963, 3964, 3965, 3966, 3967, 3968, 3969, 3970, 3971, 3972, 3973, 3975, 3976, 3977, 3978, 3980, 3982, 3983, 3987, 3988, 3990, 3991, 3992, 3993, 3994, 3995, 3996, 4000, 4001, 4002, 4003, 4004, 4005, 4006, 4007, 4009, 4010, 4011, 4012, 4013, 4014, 4015, 4016, 4017, 4024, 4026, 4027, 4030, 4031, 4033, 4036, 4037, 4039, 4043, 4044, 4049, 4050, 4052, 4054, 4057, 4058, 4061, 4062, 4063, 4064, 4065, 4066, 4067, 4069, 4070, 4071, 4072, 4074, 4078, 4079, 4080, 4081, 4084, 4085, 4086, 4087, 4092, 4093, 4097, 4098, 4103, 4104, 4109, 4111, 4112, 4113, 4114, 4115, 4116, 4119, 4120, 4121, 4122, 4123, 4124, 4125, 4126, 4128, 4129, 4131, 4132, 4133, 4134, 4138, 4140, 4143, 4147, 4148, 4149, 4152, 4153, 4154, 4155, 4156, 4157, 4158, 4159, 4160, 4161, 4162, 4163, 4164, 4165, 4170, 4171, 4172, 4173, 4177, 4179, 4182, 4183, 4187, 4188, 4189, 4192, 4193, 4194, 4198, 4199, 4201, 4202, 4203, 4204, 4205, 4206, 4207, 4208, 4209, 4213, 4214, 4215, 4216, 4217, 4218, 4221, 4222, 4223, 4224, 4225, 4226, 4227, 4231, 4232, 4234, 4235, 4236, 4237, 4242, 4243, 4244, 4245, 4246, 4247, 4248, 4249, 4250, 4255, 4256, 4257, 4258, 4260, 4261, 4262, 4263, 4264, 4265, 4268, 4269, 4270, 4271, 4272, 4276, 4277, 4278, 4279, 4280, 4281, 4289, 4290, 4291, 4292, 4295, 4298, 4299, 4300, 4301, 4305, 4306, 4310, 4311, 4314, 4319, 4323, 4324, 4325, 4327, 4334, 4335, 4336, 4337, 4338, 4340, 4342, 4343, 4345, 4346, 4352, 4353, 4355, 4356, 4357, 4358, 4359, 4360, 4361, 4362, 4363, 4364, 4365, 4367, 4368, 4369, 4372, 4373, 4374, 4375, 4376, 4378, 4379, 4380, 4383, 4384, 4385, 4388, 4390, 4391, 4393, 4395, 4396, 4399, 4401, 4402, 4403, 4411, 4415, 4418, 4420, 4421, 4422, 4423, 4424, 4425, 4426, 4428, 4429, 4430, 4431, 4432, 4436, 4440, 4441, 4442, 4443, 4446, 4447, 4448, 4449, 4451, 4455, 4468, 4470, 4471, 4472, 4476, 4477, 4480, 4481, 4482, 4484, 4485, 4489, 4497, 4498, 4499, 4500, 4503, 4504, 4505, 4506, 4507, 4508, 4509, 4510, 4511, 4512, 4513, 4515, 4517, 4518, 4521, 4522, 4527, 4528, 4529, 4530, 4533, 4534, 4535, 4536, 4538, 4539, 4541, 4545, 4546, 4547, 4548, 4549, 4551, 4553, 4556, 4559, 4560, 4561, 4564, 4565, 4566, 4569, 4570, 4571, 4572, 4573, 4574, 4577, 4579, 4580, 4581, 4582, 4583, 4584, 4586, 4587, 4588, 4589, 4591, 4597, 4598, 4599, 4600, 4601, 4602, 4603, 4605, 4606, 4607, 4611, 4614, 4615, 4616, 4617, 4618, 4619, 4620, 4622, 4625, 4626, 4627, 4631, 4635, 4636, 4638, 4639, 4640, 4643, 4644, 4645, 4646, 4650, 4651, 4652, 4653, 4654, 4656, 4657, 4660, 4661, 4662, 4666, 4667, 4668, 4670, 4671, 4672, 4673, 4674, 4675, 4676, 4679, 4680, 4682, 4684, 4685, 4686, 4687, 4688, 4689, 4690, 4691, 4692, 4694, 4695, 4697, 4698, 4699, 4700, 4701, 4702, 4703, 4704, 4705, 4707, 4708, 4709, 4710, 4712, 4716, 4717, 4720, 4722, 4723, 4725, 4726, 4730, 4731, 4732, 4733, 4734, 4735, 4736, 4737, 4740, 4741, 4744, 4745, 4746, 4748, 4750, 4751, 4752, 4755, 4756, 4757, 4758, 4760, 4761, 4762, 4763, 4764, 4765, 4776, 4777, 4778, 4780, 4782, 4783, 4784, 4785, 4788, 4791, 4792, 4793, 4795, 4796, 4797, 4798, 4799, 4803, 4804, 4805, 4806, 4807, 4808, 4811, 4812, 4813, 4814, 4815, 4816, 4817, 4820, 4821, 4822, 4824, 4830, 4831, 4832, 4833, 4834, 4835, 4838, 4840, 4846, 4847, 4848, 4849, 4850, 4851, 4852, 4856, 4857, 4859, 4860, 4865, 4866, 4867, 4870, 4871, 4872, 4873, 4874, 4875, 4876, 4878, 4880, 4881, 4882, 4883, 4884, 4885, 4886, 4887, 4888, 4889, 4891, 4892, 4893, 4904, 4906, 4907, 4908, 4912, 4913, 4914, 4915, 4916, 4918, 4919, 4920, 4921, 4926, 4927, 4929, 4930, 4931, 4932, 4933, 4937, 4940, 4943, 4944, 4945, 4946, 4947, 4948, 4950, 4951, 4952, 4953, 4955, 4956, 4957, 4958, 4959, 4964, 4965, 4966, 4970, 4971, 4972, 4980, 4981, 4989, 4991, 4992, 4993, 4994, 4996, 5000, 5004, 5005, 5008, 5009, 5011, 5014, 5015, 5017, 5018, 5019, 5020, 5021, 5022, 5023, 5024, 5025, 5028, 5029, 5030, 5031, 5036, 5037, 5038, 5039, 5040, 5041, 5043, 5044, 5045, 5046, 5052, 5053, 5054, 5055, 5059, 5060, 5062, 5063, 5064, 5065, 5068, 5069, 5070, 5071, 5072, 5075, 5076, 5077, 5078, 5079, 5081, 5082, 5083, 5084, 5087, 5088, 5089, 5097, 5098, 5099, 5100, 5101, 5102, 5103, 5106, 5107, 5108, 5109, 5110, 5111, 5113, 5120, 5121, 5124, 5125, 5126, 5127, 5128, 5132, 5133, 5142, 5148, 5150, 5152, 5153, 5154, 5160, 5163, 5164, 5165, 5166, 5169, 5170, 5172, 5173, 5174, 5175, 5176, 5177, 5178, 5180, 5182, 5184, 5185, 5188, 5189, 5190, 5191, 5192, 5193, 5195, 5197, 5198, 5200, 5201, 5202, 5203, 5204, 5206, 5207, 5208, 5215, 5217, 5220, 5221, 5222, 5223, 5225, 5226, 5227, 5228, 5229, 5232, 5233, 5234, 5235, 5236, 5237, 5242, 5244, 5245, 5246, 5247, 5248, 5249, 5251, 5253, 5254, 5255, 5256, 5257, 5258, 5259, 5260, 5266, 5267, 5268, 5271, 5272, 5273, 5274, 5275, 5276, 5277, 5278, 5282, 5283, 5288, 5289, 5290, 5293, 5299, 5300, 5301, 5302, 5303, 5305, 5306, 5307, 5308, 5309, 5314, 5315, 5316, 5317, 5320, 5321, 5323, 5324, 5325, 5326, 5327, 5329, 5330, 5331, 5334, 5335, 5338, 5342, 5345, 5346, 5348, 5349, 5350, 5351, 5355, 5356, 5357, 5358, 5359, 5360, 5364, 5365, 5367, 5370, 5371, 5375, 5377, 5378, 5380, 5381, 5382, 5387, 5391, 5392, 5393, 5394, 5395, 5396, 5397, 5398, 5401, 5402, 5403, 5407, 5410, 5413, 5414, 5416, 5417, 5418, 5419, 5420, 5423, 5424, 5426, 5427, 5428, 5432, 5433, 5434, 5435, 5437, 5438, 5442, 5443, 5444, 5449, 5450, 5452, 5453, 5454, 5455, 5456, 5458, 5459, 5460, 5463, 5464, 5465, 5467, 5471, 5472, 5476, 5478, 5479, 5480, 5482, 5484, 5485, 5486, 5487, 5488, 5489, 5492, 5495, 5496, 5497, 5499, 5501, 5504, 5507, 5508, 5511, 5514, 5517, 5518, 5519, 5521, 5522, 5523, 5526, 5528, 5530, 5531, 5533, 5534, 5536, 5537, 5538, 5539, 5544, 5545, 5546, 5547, 5551, 5556, 5558, 5562, 5563, 5564, 5567, 5568, 5569, 5572, 5573, 5574, 5575, 5577, 5578, 5581, 5582, 5583, 5584, 5586, 5587, 5588, 5589, 5592, 5593, 5594, 5595, 5596, 5597, 5598, 5602, 5603, 5604, 5605, 5607, 5608, 5609, 5611, 5613, 5615, 5616, 5617, 5619, 5620, 5621, 5623, 5624, 5625, 5626, 5627, 5629, 5630, 5631, 5633, 5634, 5635, 5640, 5641, 5642, 5645, 5648, 5649, 5650, 5651, 5653, 5654, 5657, 5658, 5659, 5660, 5661, 5663, 5665, 5667, 5668, 5669, 5670, 5675, 5676, 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\ No newline at end of file
diff --git a/train/fineweb2-sampled-decay-v2/heb_Hebr_train-sampled/batch_0695-tokenized-chunked-8192-512-32-backfill-nodups/index.json b/train/fineweb2-sampled-decay-v2/heb_Hebr_train-sampled/batch_0695-tokenized-chunked-8192-512-32-backfill-nodups/index.json
new file mode 100644
index 0000000000000000000000000000000000000000..16e0701bfa420cc6c540dcc841d1e6025acfa0a0
--- /dev/null
+++ b/train/fineweb2-sampled-decay-v2/heb_Hebr_train-sampled/batch_0695-tokenized-chunked-8192-512-32-backfill-nodups/index.json
@@ -0,0 +1 @@
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\ No newline at end of file
diff --git a/train/fineweb2-sampled-decay-v2/heb_Hebr_train-sampled/batch_0695-tokenized-chunked-8192-512-32-backfill-nodups/stats.json b/train/fineweb2-sampled-decay-v2/heb_Hebr_train-sampled/batch_0695-tokenized-chunked-8192-512-32-backfill-nodups/stats.json
new file mode 100644
index 0000000000000000000000000000000000000000..88df852669998bbcc0986cb35b6d2fa018ca6b87
--- /dev/null
+++ b/train/fineweb2-sampled-decay-v2/heb_Hebr_train-sampled/batch_0695-tokenized-chunked-8192-512-32-backfill-nodups/stats.json
@@ -0,0 +1 @@
+{"total_duplicated_tokens": 0, "total_tokens_written": 25133115, "total_tokens_skipped": 10, "percentiles": {"0th": 96, "10th": 215, "20th": 323, "30th": 455, "40th": 602, "50th": 764, "60th": 961, "70th": 1224, "80th": 1625, "90th": 2636, "95th": 4085, "99th": 8190, "100th": 8191}}
\ No newline at end of file
diff --git a/train/fineweb2-sampled-decay-v2/heb_Hebr_train-sampled/batch_0695-tokenized-chunked-8192-512-32-backfill-nodups/token_decile.json b/train/fineweb2-sampled-decay-v2/heb_Hebr_train-sampled/batch_0695-tokenized-chunked-8192-512-32-backfill-nodups/token_decile.json
new file mode 100644
index 0000000000000000000000000000000000000000..1951beefad5b90ccc9bb4f54a0b04d18e4ebaf71
--- /dev/null
+++ b/train/fineweb2-sampled-decay-v2/heb_Hebr_train-sampled/batch_0695-tokenized-chunked-8192-512-32-backfill-nodups/token_decile.json
@@ -0,0 +1 @@
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diff --git a/train/fineweb2-sampled-decay-v2/heb_Hebr_train-sampled/batch_0752-tokenized-chunked-8192-512-32-backfill-nodups/index.json b/train/fineweb2-sampled-decay-v2/heb_Hebr_train-sampled/batch_0752-tokenized-chunked-8192-512-32-backfill-nodups/index.json
new file mode 100644
index 0000000000000000000000000000000000000000..0afa01d108ccfa37017ebd243eab08034c8b66ef
--- /dev/null
+++ b/train/fineweb2-sampled-decay-v2/heb_Hebr_train-sampled/batch_0752-tokenized-chunked-8192-512-32-backfill-nodups/index.json
@@ -0,0 +1 @@
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\ No newline at end of file
diff --git a/train/fineweb2-sampled-decay-v2/heb_Hebr_train-sampled/batch_0752-tokenized-chunked-8192-512-32-backfill-nodups/stats.json b/train/fineweb2-sampled-decay-v2/heb_Hebr_train-sampled/batch_0752-tokenized-chunked-8192-512-32-backfill-nodups/stats.json
new file mode 100644
index 0000000000000000000000000000000000000000..bc5ebbe023333260ff77b09d6ef3e500acb85bf1
--- /dev/null
+++ b/train/fineweb2-sampled-decay-v2/heb_Hebr_train-sampled/batch_0752-tokenized-chunked-8192-512-32-backfill-nodups/stats.json
@@ -0,0 +1 @@
+{"total_duplicated_tokens": 0, "total_tokens_written": 24012894, "total_tokens_skipped": 19, "percentiles": {"0th": 99, "10th": 222, "20th": 341, "30th": 484, "40th": 630, "50th": 783, "60th": 964, "70th": 1197, "80th": 1548, "90th": 2409, "95th": 3576, "99th": 8190, "100th": 8191}}
\ No newline at end of file
diff --git a/train/fineweb2-sampled-decay-v2/heb_Hebr_train-sampled/batch_0752-tokenized-chunked-8192-512-32-backfill-nodups/token_decile.json b/train/fineweb2-sampled-decay-v2/heb_Hebr_train-sampled/batch_0752-tokenized-chunked-8192-512-32-backfill-nodups/token_decile.json
new file mode 100644
index 0000000000000000000000000000000000000000..d71848d866f2c6f73cd1721c2d166629130492c5
--- /dev/null
+++ b/train/fineweb2-sampled-decay-v2/heb_Hebr_train-sampled/batch_0752-tokenized-chunked-8192-512-32-backfill-nodups/token_decile.json
@@ -0,0 +1 @@
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\ No newline at end of file
diff --git a/train/fineweb2-sampled-decay-v2/heb_Hebr_train-sampled/batch_0767-tokenized-chunked-8192-512-32-backfill-nodups/token_decile.json b/train/fineweb2-sampled-decay-v2/heb_Hebr_train-sampled/batch_0767-tokenized-chunked-8192-512-32-backfill-nodups/token_decile.json
new file mode 100644
index 0000000000000000000000000000000000000000..b1e563a720f7b34e8c0952e644b92813d8da37e7
--- /dev/null
+++ b/train/fineweb2-sampled-decay-v2/heb_Hebr_train-sampled/batch_0767-tokenized-chunked-8192-512-32-backfill-nodups/token_decile.json
@@ -0,0 +1 @@
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\ No newline at end of file
diff --git a/train/fineweb2-sampled-decay-v2/heb_Hebr_train-sampled/batch_0785-tokenized-chunked-8192-512-32-backfill-nodups/index.json b/train/fineweb2-sampled-decay-v2/heb_Hebr_train-sampled/batch_0785-tokenized-chunked-8192-512-32-backfill-nodups/index.json
new file mode 100644
index 0000000000000000000000000000000000000000..2540ded36f68956b34bfe8c1ec0cab05fe3a9253
--- /dev/null
+++ b/train/fineweb2-sampled-decay-v2/heb_Hebr_train-sampled/batch_0785-tokenized-chunked-8192-512-32-backfill-nodups/index.json
@@ -0,0 +1 @@
+{"shards": [{"column_encodings": ["str", "ndarray:uint32"], "column_names": ["id", "input_ids"], "column_sizes": [null, null], "compression": "zstd", "format": "mds", "hashes": [], "raw_data": {"basename": "shard.00000.mds", "bytes": 67103859, "hashes": {}}, "samples": 13839, "size_limit": 67108864, "version": 2, "zip_data": {"basename": "shard.00000.mds.zstd", "bytes": 17179066, "hashes": {}}}, {"column_encodings": ["str", "ndarray:uint32"], "column_names": ["id", "input_ids"], "column_sizes": [null, null], "compression": "zstd", "format": "mds", "hashes": [], "raw_data": {"basename": "shard.00001.mds", "bytes": 32199557, "hashes": {}}, "samples": 6466, "size_limit": 67108864, "version": 2, "zip_data": {"basename": "shard.00001.mds.zstd", "bytes": 8478494, "hashes": {}}}], "version": 2}
\ No newline at end of file
diff --git a/train/fineweb2-sampled-decay-v2/heb_Hebr_train-sampled/batch_0785-tokenized-chunked-8192-512-32-backfill-nodups/shard.00001.mds b/train/fineweb2-sampled-decay-v2/heb_Hebr_train-sampled/batch_0785-tokenized-chunked-8192-512-32-backfill-nodups/shard.00001.mds
new file mode 100644
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diff --git a/train/fineweb2-sampled-decay-v2/heb_Hebr_train-sampled/batch_0817-tokenized-chunked-8192-512-32-backfill-nodups/index.json b/train/fineweb2-sampled-decay-v2/heb_Hebr_train-sampled/batch_0817-tokenized-chunked-8192-512-32-backfill-nodups/index.json
new file mode 100644
index 0000000000000000000000000000000000000000..49bcd80b1363aa0bd372dbc7d58f022ae04ce639
--- /dev/null
+++ b/train/fineweb2-sampled-decay-v2/heb_Hebr_train-sampled/batch_0817-tokenized-chunked-8192-512-32-backfill-nodups/index.json
@@ -0,0 +1 @@
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\ No newline at end of file
diff --git a/train/fineweb2-sampled-decay-v2/heb_Hebr_train-sampled/batch_0817-tokenized-chunked-8192-512-32-backfill-nodups/stats.json b/train/fineweb2-sampled-decay-v2/heb_Hebr_train-sampled/batch_0817-tokenized-chunked-8192-512-32-backfill-nodups/stats.json
new file mode 100644
index 0000000000000000000000000000000000000000..174d630e1af1a661446d34c294a522a163ed626f
--- /dev/null
+++ b/train/fineweb2-sampled-decay-v2/heb_Hebr_train-sampled/batch_0817-tokenized-chunked-8192-512-32-backfill-nodups/stats.json
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\ No newline at end of file
diff --git a/train/fineweb2-sampled-decay-v2/heb_Hebr_train-sampled/batch_0817-tokenized-chunked-8192-512-32-backfill-nodups/token_decile.json b/train/fineweb2-sampled-decay-v2/heb_Hebr_train-sampled/batch_0817-tokenized-chunked-8192-512-32-backfill-nodups/token_decile.json
new file mode 100644
index 0000000000000000000000000000000000000000..8facc3845573422e76739ec6b461ca519662c7b9
--- /dev/null
+++ b/train/fineweb2-sampled-decay-v2/heb_Hebr_train-sampled/batch_0817-tokenized-chunked-8192-512-32-backfill-nodups/token_decile.json
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diff --git a/train/fineweb2-sampled-decay-v2/heb_Hebr_train-sampled/index.json b/train/fineweb2-sampled-decay-v2/heb_Hebr_train-sampled/index.json
new file mode 100644
index 0000000000000000000000000000000000000000..310d1e1487406428dc0ec7e986aaec4cb150c06c
--- /dev/null
+++ b/train/fineweb2-sampled-decay-v2/heb_Hebr_train-sampled/index.json
@@ -0,0 +1 @@
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diff --git a/train/fineweb2-sampled-decay-v2/heb_Hebr_train-sampled/num_tokens.json b/train/fineweb2-sampled-decay-v2/heb_Hebr_train-sampled/num_tokens.json
new file mode 100644
index 0000000000000000000000000000000000000000..152fdf2921be47f2fd0e955342c5fa86db16e2c9
--- /dev/null
+++ b/train/fineweb2-sampled-decay-v2/heb_Hebr_train-sampled/num_tokens.json
@@ -0,0 +1,3 @@
+{
+  "num_tokens": 834067731
+}
\ No newline at end of file