update

MFDC-checkpoints/voc/split2/3shot_ExAU_seed0-53.9/config.yaml

@@ -0,0 +1,346 @@
+COUNTERFACTUAL:
+  COUNTER_NUMBER: 3
+  ERASE_METHOD: random
+  ERASE_RATE: 0.05
+  ERASE_THRESHOLD: 0.8
+  OPERATOR: true
+  START_ITER: 20
+  VISUALIZATION: false
+CUDNN_BENCHMARK: false
+DATALOADER:
+  ASPECT_RATIO_GROUPING: true
+  FILTER_EMPTY_ANNOTATIONS: true
+  NUM_WORKERS: 4
+  REPEAT_THRESHOLD: 0.0
+  SAMPLER_TRAIN: TrainingSampler
+DATASETS:
+  PRECOMPUTED_PROPOSAL_TOPK_TEST: 1000
+  PRECOMPUTED_PROPOSAL_TOPK_TRAIN: 2000
+  PROPOSAL_FILES_TEST: []
+  PROPOSAL_FILES_TRAIN: []
+  TEST:
+  - voc_2007_test_all2
+  TRAIN:
+  - removevoc_2007_trainval_all2_3shot_seed0
+  TWO_STREAM: true
+GLOBAL:
+  HACK: 1.0
+INPUT:
+  CROP:
+    ENABLED: false
+    SIZE:
+    - 0.9
+    - 0.9
+    TYPE: relative_range
+  FORMAT: BGR
+  MASK_FORMAT: polygon
+  MAX_SIZE_TEST: 1333
+  MAX_SIZE_TRAIN: 1333
+  MIN_SIZE_TEST: 800
+  MIN_SIZE_TRAIN:
+  - 480
+  - 512
+  - 544
+  - 576
+  - 608
+  - 640
+  - 672
+  - 704
+  - 736
+  - 768
+  - 800
+  MIN_SIZE_TRAIN_SAMPLING: choice
+  RANDOM_FLIP: horizontal
+KGC:
+  COEF: 0.1
+  CONTAINER: 2
+  FEATURE_DIM: 128
+  KNOWLEDGE_MATRIX: KnowledgeMatrix/vision_relationship/split2/cluster_5_replace_gt.npy
+  SHOTS: 3
+  TAU: 0.2
+MODEL:
+  ANCHOR_GENERATOR:
+    ANGLES:
+    - - -90
+      - 0
+      - 90
+    ASPECT_RATIOS:
+    - - 0.5
+      - 1.0
+      - 2.0
+    NAME: DefaultAnchorGenerator
+    OFFSET: 0.0
+    SIZES:
+    - - 32
+      - 64
+      - 128
+      - 256
+      - 512
+  BACKBONE:
+    FREEZE: false
+    FREEZE_AT: 3
+    NAME: build_resnet_backbone
+  DEVICE: cuda
+  FPN:
+    FUSE_TYPE: sum
+    IN_FEATURES: []
+    NORM: ''
+    OUT_CHANNELS: 256
+  KEYPOINT_ON: false
+  LOAD_PROPOSALS: false
+  MASK_ON: false
+  META_ARCHITECTURE: GeneralizedRCNN
+  PANOPTIC_FPN:
+    COMBINE:
+      ENABLED: true
+      INSTANCES_CONFIDENCE_THRESH: 0.5
+      OVERLAP_THRESH: 0.5
+      STUFF_AREA_LIMIT: 4096
+    INSTANCE_LOSS_WEIGHT: 1.0
+  PIXEL_MEAN:
+  - 103.53
+  - 116.28
+  - 123.675
+  PIXEL_STD:
+  - 1.0
+  - 1.0
+  - 1.0
+  PROPOSAL_GENERATOR:
+    MIN_SIZE: 0
+    NAME: RPN
+  RESNETS:
+    DEFORM_MODULATED: false
+    DEFORM_NUM_GROUPS: 1
+    DEFORM_ON_PER_STAGE:
+    - false
+    - false
+    - false
+    - false
+    DEPTH: 101
+    NORM: FrozenBN
+    NUM_GROUPS: 1
+    OUT_FEATURES:
+    - res4
+    RES2_OUT_CHANNELS: 256
+    RES5_DILATION: 1
+    STEM_OUT_CHANNELS: 64
+    STRIDE_IN_1X1: true
+    WIDTH_PER_GROUP: 64
+  RETINANET:
+    BBOX_REG_LOSS_TYPE: smooth_l1
+    BBOX_REG_WEIGHTS: &id002
+    - 1.0
+    - 1.0
+    - 1.0
+    - 1.0
+    FOCAL_LOSS_ALPHA: 0.25
+    FOCAL_LOSS_GAMMA: 2.0
+    IN_FEATURES:
+    - p3
+    - p4
+    - p5
+    - p6
+    - p7
+    IOU_LABELS:
+    - 0
+    - -1
+    - 1
+    IOU_THRESHOLDS:
+    - 0.4
+    - 0.5
+    NMS_THRESH_TEST: 0.5
+    NORM: ''
+    NUM_CLASSES: 80
+    NUM_CONVS: 4
+    PRIOR_PROB: 0.01
+    SCORE_THRESH_TEST: 0.05
+    SMOOTH_L1_LOSS_BETA: 0.1
+    TOPK_CANDIDATES_TEST: 1000
+  ROI_BOX_CASCADE_HEAD:
+    BBOX_REG_WEIGHTS:
+    - &id001
+      - 10.0
+      - 10.0
+      - 5.0
+      - 5.0
+    - - 20.0
+      - 20.0
+      - 10.0
+      - 10.0
+    - - 30.0
+      - 30.0
+      - 15.0
+      - 15.0
+    IOUS:
+    - 0.5
+    - 0.6
+    - 0.7
+  ROI_BOX_HEAD:
+    BBOX_REG_LOSS_TYPE: smooth_l1
+    BBOX_REG_LOSS_WEIGHT: 1.0
+    BBOX_REG_WEIGHTS: *id001
+    CLS_AGNOSTIC_BBOX_REG: false
+    CONV_DIM: 256
+    FC_DIM: 1024
+    NAME: ''
+    NORM: ''
+    NUM_CONV: 0
+    NUM_FC: 0
+    POOLER_RESOLUTION: 7
+    POOLER_SAMPLING_RATIO: 0
+    POOLER_TYPE: ROIAlignV2
+    SMOOTH_L1_BETA: 0.0
+    TRAIN_ON_PRED_BOXES: false
+  ROI_HEADS:
+    AUGMENTATION: true
+    BACKWARD_SCALE: 0.001
+    BATCH_SIZE_PER_IMAGE: 512
+    CLS_DROPOUT: true
+    DROPOUT_RATIO: 0.8
+    ENABLE_DECOUPLE: true
+    FREEZE_FEAT: true
+    IN_FEATURES:
+    - res4
+    IOU_LABELS:
+    - 0
+    - 1
+    IOU_THRESHOLDS:
+    - 0.5
+    MEMORY: true
+    NAME: CommonalityROIHeadsKnowledgeGuidedCL
+    NMS_THRESH_TEST: 0.5
+    NUM_CLASSES: 20
+    OUTPUT_LAYER: DoubleFastRCNNOutputLayers
+    POSITIVE_FRACTION: 0.25
+    PROPOSAL_APPEND_GT: true
+    QUEUE_LEN: 2048
+    SCORE_THRESH_TEST: 0.05
+    SEMANTIC: true
+    WARMUP_DISTILL: 200
+  ROI_KEYPOINT_HEAD:
+    CONV_DIMS:
+    - 512
+    - 512
+    - 512
+    - 512
+    - 512
+    - 512
+    - 512
+    - 512
+    LOSS_WEIGHT: 1.0
+    MIN_KEYPOINTS_PER_IMAGE: 1
+    NAME: KRCNNConvDeconvUpsampleHead
+    NORMALIZE_LOSS_BY_VISIBLE_KEYPOINTS: true
+    NUM_KEYPOINTS: 17
+    POOLER_RESOLUTION: 14
+    POOLER_SAMPLING_RATIO: 0
+    POOLER_TYPE: ROIAlignV2
+  ROI_MASK_HEAD:
+    CLS_AGNOSTIC_MASK: false
+    CONV_DIM: 256
+    NAME: MaskRCNNConvUpsampleHead
+    NORM: ''
+    NUM_CONV: 0
+    POOLER_RESOLUTION: 14
+    POOLER_SAMPLING_RATIO: 0
+    POOLER_TYPE: ROIAlignV2
+  RPN:
+    BACKWARD_SCALE: 0.0
+    BATCH_SIZE_PER_IMAGE: 256
+    BBOX_REG_LOSS_TYPE: smooth_l1
+    BBOX_REG_LOSS_WEIGHT: 1.0
+    BBOX_REG_WEIGHTS: *id002
+    BOUNDARY_THRESH: -1
+    ENABLE_DECOUPLE: true
+    FREEZE: false
+    HEAD_NAME: StandardRPNHead
+    IN_FEATURES:
+    - res4
+    IOU_LABELS:
+    - 0
+    - -1
+    - 1
+    IOU_THRESHOLDS:
+    - 0.3
+    - 0.7
+    LOSS_WEIGHT: 1.0
+    NMS_THRESH: 0.7
+    POSITIVE_FRACTION: 0.5
+    POST_NMS_TOPK_TEST: 1000
+    POST_NMS_TOPK_TRAIN: 2000
+    PRE_NMS_TOPK_TEST: 6000
+    PRE_NMS_TOPK_TRAIN: 12000
+    SMOOTH_L1_BETA: 0.0
+  SEM_SEG_HEAD:
+    COMMON_STRIDE: 4
+    CONVS_DIM: 128
+    IGNORE_VALUE: 255
+    IN_FEATURES:
+    - p2
+    - p3
+    - p4
+    - p5
+    LOSS_WEIGHT: 1.0
+    NAME: SemSegFPNHead
+    NORM: GN
+    NUM_CLASSES: 54
+  WEIGHTS: checkpoints/voc/base2/model_reset_surgery.pth
+MUTE_HEADER: true
+OUTPUT_DIR: checkpoints/voc/split2/3shot_ExAU_seed0
+SEED: -1
+SOLVER:
+  AMP:
+    ENABLED: false
+  BASE_LR: 0.005
+  BIAS_LR_FACTOR: 1.0
+  CHECKPOINT_PERIOD: 100
+  CLIP_GRADIENTS:
+    CLIP_TYPE: value
+    CLIP_VALUE: 1.0
+    ENABLED: false
+    NORM_TYPE: 2.0
+  GAMMA: 0.1
+  IMS_PER_BATCH: 8
+  LR_SCHEDULER_NAME: WarmupMultiStepLR
+  MAX_ITER: 2400
+  MOMENTUM: 0.9
+  NESTEROV: false
+  REFERENCE_WORLD_SIZE: 0
+  STEPS:
+  - 1000
+  WARMUP_FACTOR: 0.001
+  WARMUP_ITERS: 0
+  WARMUP_METHOD: linear
+  WEIGHT_DECAY: 5.0e-05
+  WEIGHT_DECAY_BIAS: 0.0001
+  WEIGHT_DECAY_NORM: 0.0
+TEST:
+  AUG:
+    ENABLED: false
+    FLIP: true
+    MAX_SIZE: 4000
+    MIN_SIZES:
+    - 400
+    - 500
+    - 600
+    - 700
+    - 800
+    - 900
+    - 1000
+    - 1100
+    - 1200
+  DETECTIONS_PER_IMAGE: 100
+  EVAL_PERIOD: 100
+  EXPECTED_RESULTS: []
+  KEYPOINT_OKS_SIGMAS: []
+  PCB_ALPHA: 0.5
+  PCB_ENABLE: true
+  PCB_LOWER: 0.05
+  PCB_MODELPATH: ImageNetPretrained/torchvision/resnet101-5d3b4d8f.pth
+  PCB_MODELTYPE: resnet
+  PCB_UPPER: 1.0
+  PRECISE_BN:
+    ENABLED: false
+    NUM_ITER: 200
+VERSION: 2
+VIS_PERIOD: 0

MFDC-checkpoints/voc/split2/3shot_ExAU_seed0-53.9/events.out.tfevents.1703532225.cry-Precision-5820-Tower.1842600.0

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MFDC-checkpoints/voc/split2/3shot_ExAU_seed0-53.9/inference/res_final.json

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MFDC-checkpoints/voc/split2/3shot_ExAU_seed0-53.9/last_checkpoint

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MFDC-checkpoints/voc/split2/3shot_ExAU_seed0-53.9/metrics.json

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MFDC-checkpoints/voc/split2/3shot_ExAU_seed0-53.9/model_0000999.pth

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:e898819b853c784a9c3c01663d5ec7a0719779dddff803289048d4016ed7a548
+size 1126440298

MFDC-checkpoints/voc/split2/5shot_ExAU_seed0-55.2/config.yaml

@@ -0,0 +1,346 @@
+COUNTERFACTUAL:
+  COUNTER_NUMBER: 3
+  ERASE_METHOD: random
+  ERASE_RATE: 0.05
+  ERASE_THRESHOLD: 0.8
+  OPERATOR: true
+  START_ITER: 20
+  VISUALIZATION: false
+CUDNN_BENCHMARK: false
+DATALOADER:
+  ASPECT_RATIO_GROUPING: true
+  FILTER_EMPTY_ANNOTATIONS: true
+  NUM_WORKERS: 4
+  REPEAT_THRESHOLD: 0.0
+  SAMPLER_TRAIN: TrainingSampler
+DATASETS:
+  PRECOMPUTED_PROPOSAL_TOPK_TEST: 1000
+  PRECOMPUTED_PROPOSAL_TOPK_TRAIN: 2000
+  PROPOSAL_FILES_TEST: []
+  PROPOSAL_FILES_TRAIN: []
+  TEST:
+  - voc_2007_test_all2
+  TRAIN:
+  - removevoc_2007_trainval_all2_5shot_seed0
+  TWO_STREAM: true
+GLOBAL:
+  HACK: 1.0
+INPUT:
+  CROP:
+    ENABLED: false
+    SIZE:
+    - 0.9
+    - 0.9
+    TYPE: relative_range
+  FORMAT: BGR
+  MASK_FORMAT: polygon
+  MAX_SIZE_TEST: 1333
+  MAX_SIZE_TRAIN: 1333
+  MIN_SIZE_TEST: 800
+  MIN_SIZE_TRAIN:
+  - 480
+  - 512
+  - 544
+  - 576
+  - 608
+  - 640
+  - 672
+  - 704
+  - 736
+  - 768
+  - 800
+  MIN_SIZE_TRAIN_SAMPLING: choice
+  RANDOM_FLIP: horizontal
+KGC:
+  COEF: 0.1
+  CONTAINER: 2
+  FEATURE_DIM: 128
+  KNOWLEDGE_MATRIX: KnowledgeMatrix/vision_relationship/split2/cluster_5_replace_gt.npy
+  SHOTS: 5
+  TAU: 0.2
+MODEL:
+  ANCHOR_GENERATOR:
+    ANGLES:
+    - - -90
+      - 0
+      - 90
+    ASPECT_RATIOS:
+    - - 0.5
+      - 1.0
+      - 2.0
+    NAME: DefaultAnchorGenerator
+    OFFSET: 0.0
+    SIZES:
+    - - 32
+      - 64
+      - 128
+      - 256
+      - 512
+  BACKBONE:
+    FREEZE: false
+    FREEZE_AT: 3
+    NAME: build_resnet_backbone
+  DEVICE: cuda
+  FPN:
+    FUSE_TYPE: sum
+    IN_FEATURES: []
+    NORM: ''
+    OUT_CHANNELS: 256
+  KEYPOINT_ON: false
+  LOAD_PROPOSALS: false
+  MASK_ON: false
+  META_ARCHITECTURE: GeneralizedRCNN
+  PANOPTIC_FPN:
+    COMBINE:
+      ENABLED: true
+      INSTANCES_CONFIDENCE_THRESH: 0.5
+      OVERLAP_THRESH: 0.5
+      STUFF_AREA_LIMIT: 4096
+    INSTANCE_LOSS_WEIGHT: 1.0
+  PIXEL_MEAN:
+  - 103.53
+  - 116.28
+  - 123.675
+  PIXEL_STD:
+  - 1.0
+  - 1.0
+  - 1.0
+  PROPOSAL_GENERATOR:
+    MIN_SIZE: 0
+    NAME: RPN
+  RESNETS:
+    DEFORM_MODULATED: false
+    DEFORM_NUM_GROUPS: 1
+    DEFORM_ON_PER_STAGE:
+    - false
+    - false
+    - false
+    - false
+    DEPTH: 101
+    NORM: FrozenBN
+    NUM_GROUPS: 1
+    OUT_FEATURES:
+    - res4
+    RES2_OUT_CHANNELS: 256
+    RES5_DILATION: 1
+    STEM_OUT_CHANNELS: 64
+    STRIDE_IN_1X1: true
+    WIDTH_PER_GROUP: 64
+  RETINANET:
+    BBOX_REG_LOSS_TYPE: smooth_l1
+    BBOX_REG_WEIGHTS: &id002
+    - 1.0
+    - 1.0
+    - 1.0
+    - 1.0
+    FOCAL_LOSS_ALPHA: 0.25
+    FOCAL_LOSS_GAMMA: 2.0
+    IN_FEATURES:
+    - p3
+    - p4
+    - p5
+    - p6
+    - p7
+    IOU_LABELS:
+    - 0
+    - -1
+    - 1
+    IOU_THRESHOLDS:
+    - 0.4
+    - 0.5
+    NMS_THRESH_TEST: 0.5
+    NORM: ''
+    NUM_CLASSES: 80
+    NUM_CONVS: 4
+    PRIOR_PROB: 0.01
+    SCORE_THRESH_TEST: 0.05
+    SMOOTH_L1_LOSS_BETA: 0.1
+    TOPK_CANDIDATES_TEST: 1000
+  ROI_BOX_CASCADE_HEAD:
+    BBOX_REG_WEIGHTS:
+    - &id001
+      - 10.0
+      - 10.0
+      - 5.0
+      - 5.0
+    - - 20.0
+      - 20.0
+      - 10.0
+      - 10.0
+    - - 30.0
+      - 30.0
+      - 15.0
+      - 15.0
+    IOUS:
+    - 0.5
+    - 0.6
+    - 0.7
+  ROI_BOX_HEAD:
+    BBOX_REG_LOSS_TYPE: smooth_l1
+    BBOX_REG_LOSS_WEIGHT: 1.0
+    BBOX_REG_WEIGHTS: *id001
+    CLS_AGNOSTIC_BBOX_REG: false
+    CONV_DIM: 256
+    FC_DIM: 1024
+    NAME: ''
+    NORM: ''
+    NUM_CONV: 0
+    NUM_FC: 0
+    POOLER_RESOLUTION: 7
+    POOLER_SAMPLING_RATIO: 0
+    POOLER_TYPE: ROIAlignV2
+    SMOOTH_L1_BETA: 0.0
+    TRAIN_ON_PRED_BOXES: false
+  ROI_HEADS:
+    AUGMENTATION: false
+    BACKWARD_SCALE: 0.001
+    BATCH_SIZE_PER_IMAGE: 512
+    CLS_DROPOUT: true
+    DROPOUT_RATIO: 0.8
+    ENABLE_DECOUPLE: true
+    FREEZE_FEAT: true
+    IN_FEATURES:
+    - res4
+    IOU_LABELS:
+    - 0
+    - 1
+    IOU_THRESHOLDS:
+    - 0.5
+    MEMORY: true
+    NAME: CommonalityROIHeadsKnowledgeGuidedCL
+    NMS_THRESH_TEST: 0.5
+    NUM_CLASSES: 20
+    OUTPUT_LAYER: DoubleFastRCNNOutputLayers
+    POSITIVE_FRACTION: 0.25
+    PROPOSAL_APPEND_GT: true
+    QUEUE_LEN: 2048
+    SCORE_THRESH_TEST: 0.05
+    SEMANTIC: true
+    WARMUP_DISTILL: 200
+  ROI_KEYPOINT_HEAD:
+    CONV_DIMS:
+    - 512
+    - 512
+    - 512
+    - 512
+    - 512
+    - 512
+    - 512
+    - 512
+    LOSS_WEIGHT: 1.0
+    MIN_KEYPOINTS_PER_IMAGE: 1
+    NAME: KRCNNConvDeconvUpsampleHead
+    NORMALIZE_LOSS_BY_VISIBLE_KEYPOINTS: true
+    NUM_KEYPOINTS: 17
+    POOLER_RESOLUTION: 14
+    POOLER_SAMPLING_RATIO: 0
+    POOLER_TYPE: ROIAlignV2
+  ROI_MASK_HEAD:
+    CLS_AGNOSTIC_MASK: false
+    CONV_DIM: 256
+    NAME: MaskRCNNConvUpsampleHead
+    NORM: ''
+    NUM_CONV: 0
+    POOLER_RESOLUTION: 14
+    POOLER_SAMPLING_RATIO: 0
+    POOLER_TYPE: ROIAlignV2
+  RPN:
+    BACKWARD_SCALE: 0.0
+    BATCH_SIZE_PER_IMAGE: 256
+    BBOX_REG_LOSS_TYPE: smooth_l1
+    BBOX_REG_LOSS_WEIGHT: 1.0
+    BBOX_REG_WEIGHTS: *id002
+    BOUNDARY_THRESH: -1
+    ENABLE_DECOUPLE: true
+    FREEZE: false
+    HEAD_NAME: StandardRPNHead
+    IN_FEATURES:
+    - res4
+    IOU_LABELS:
+    - 0
+    - -1
+    - 1
+    IOU_THRESHOLDS:
+    - 0.3
+    - 0.7
+    LOSS_WEIGHT: 1.0
+    NMS_THRESH: 0.7
+    POSITIVE_FRACTION: 0.5
+    POST_NMS_TOPK_TEST: 1000
+    POST_NMS_TOPK_TRAIN: 2000
+    PRE_NMS_TOPK_TEST: 6000
+    PRE_NMS_TOPK_TRAIN: 12000
+    SMOOTH_L1_BETA: 0.0
+  SEM_SEG_HEAD:
+    COMMON_STRIDE: 4
+    CONVS_DIM: 128
+    IGNORE_VALUE: 255
+    IN_FEATURES:
+    - p2
+    - p3
+    - p4
+    - p5
+    LOSS_WEIGHT: 1.0
+    NAME: SemSegFPNHead
+    NORM: GN
+    NUM_CLASSES: 54
+  WEIGHTS: checkpoints/voc/base2/model_reset_surgery.pth
+MUTE_HEADER: true
+OUTPUT_DIR: checkpoints/voc/split2/5shot_ExAU_seed0
+SEED: -1
+SOLVER:
+  AMP:
+    ENABLED: false
+  BASE_LR: 0.005
+  BIAS_LR_FACTOR: 1.0
+  CHECKPOINT_PERIOD: 200
+  CLIP_GRADIENTS:
+    CLIP_TYPE: value
+    CLIP_VALUE: 1.0
+    ENABLED: false
+    NORM_TYPE: 2.0
+  GAMMA: 0.1
+  IMS_PER_BATCH: 8
+  LR_SCHEDULER_NAME: WarmupMultiStepLR
+  MAX_ITER: 3600
+  MOMENTUM: 0.9
+  NESTEROV: false
+  REFERENCE_WORLD_SIZE: 0
+  STEPS:
+  - 1200
+  WARMUP_FACTOR: 0.001
+  WARMUP_ITERS: 0
+  WARMUP_METHOD: linear
+  WEIGHT_DECAY: 5.0e-05
+  WEIGHT_DECAY_BIAS: 0.0001
+  WEIGHT_DECAY_NORM: 0.0
+TEST:
+  AUG:
+    ENABLED: false
+    FLIP: true
+    MAX_SIZE: 4000
+    MIN_SIZES:
+    - 400
+    - 500
+    - 600
+    - 700
+    - 800
+    - 900
+    - 1000
+    - 1100
+    - 1200
+  DETECTIONS_PER_IMAGE: 100
+  EVAL_PERIOD: 200
+  EXPECTED_RESULTS: []
+  KEYPOINT_OKS_SIGMAS: []
+  PCB_ALPHA: 0.5
+  PCB_ENABLE: true
+  PCB_LOWER: 0.05
+  PCB_MODELPATH: ImageNetPretrained/torchvision/resnet101-5d3b4d8f.pth
+  PCB_MODELTYPE: resnet
+  PCB_UPPER: 1.0
+  PRECISE_BN:
+    ENABLED: false
+    NUM_ITER: 200
+VERSION: 2
+VIS_PERIOD: 0

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