Add DSU-Net first-break-picking results

first_break_picking/first_break_pick_dsu_net_geomseg_seed42/checkpoints/best.pt

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+size 24027306

first_break_picking/first_break_pick_dsu_net_geomseg_seed42/config.yaml

@@ -0,0 +1,126 @@
+experiment:
+  name: first_break_pick_dsu_net_geomseg_seed42
+  output_dir: /home/dataset-local/code/seismic-benchmark-code-main/result/first_break_picking
+  seed: 42
+  device: cuda:0
+data:
+  root: /home/dataset-local/dataset/first_break_picking/segy_with_masks
+  data_dir: data
+  label_dir: label
+  files:
+  - Brunswick_valid.sgy
+  - /home/dataset-local/dataset/first_break_picking/excluded_dongbei/Dongbei.segy
+  - Halfmile_valid.sgy
+  - Lalor_valid.sgy
+  label_path_overrides:
+  - data_path: /home/dataset-local/dataset/first_break_picking/excluded_dongbei/Dongbei.segy
+    label_path: /home/dataset-local/dataset/first_break_picking/excluded_dongbei/Dongbei_mask.segy
+  label_threshold: 0.5
+  prediction_threshold: 0.5
+  validate_labels: true
+  label_check_traces: 2048
+  max_patches_per_split: null
+  gather_segment:
+    enabled: true
+    line_id_header: INLINE_3D
+    infer_line_from_geometry: true
+    distance_floor: 1000.0
+    median_multiplier: 5.0
+  split:
+    train: 0.8
+    val: 0.1
+    test: 0.1
+    shuffle_ffids: true
+  patch:
+    trace: 128
+    time: 512
+    trace_stride: 64
+    time_stride: 256
+  loader:
+    batch_size: 64
+    num_workers: 4
+    pin_memory: true
+preprocess:
+  normalize_mode: max_abs
+  normalize_scope: gather
+  clip_percentile: 99.5
+  normalize_eps: 1.0e-06
+model:
+  type: dsu_net
+  params:
+    in_channels: 1
+    out_channels: 1
+    channels:
+    - 32
+    - 64
+    - 128
+    - 256
+    kernel_size: 3
+    extension_scope: 4.0
+    pad_multiple: 8
+loss:
+  type: bce_dice
+  params:
+    bce_weight: 0.5
+    dice_weight: 0.5
+    smooth: 1.0
+    pos_weight: null
+metrics:
+- name: dice
+  params:
+    threshold: 0.5
+- name: iou
+  params:
+    threshold: 0.5
+- name: f1
+  params:
+    threshold: 0.5
+- name: HitRate1px
+  params:
+    threshold: 0.5
+- name: HitRate3px
+  params:
+    threshold: 0.5
+- name: HitRate5px
+  params:
+    threshold: 0.5
+- name: HitRate7px
+  params:
+    threshold: 0.5
+- name: HitRate9px
+  params:
+    threshold: 0.5
+- name: MeanAbsoluteError
+  params:
+    threshold: 0.5
+- name: RootMeanSquaredError
+  params:
+    threshold: 0.5
+- name: MeanBiasError
+  params:
+    threshold: 0.5
+- name: GatherCoverage
+  params:
+    threshold: 0.5
+optim:
+  type: adamw
+  params:
+    lr: 0.0001
+    weight_decay: 1.0e-05
+scheduler:
+  type: cosine
+  params:
+    min_lr: 1.0e-06
+train:
+  epochs: 20
+  grad_clip: 1.0
+  progress_bar: true
+  log_step: false
+  log_interval: 20
+  eval_interval: 1
+  ckpt_interval: 1
+  vis_interval: 1
+  resume: null
+log:
+  log_dir: logs
+  plot_interval: 1

first_break_picking/first_break_pick_dsu_net_geomseg_seed43/checkpoints/best.pt

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+version https://git-lfs.github.com/spec/v1
+oid sha256:3e87fe4d4b520e73243493eaeefd92027aaa61fe135007ae5ce492f7315c8a9a
+size 24027306

first_break_picking/first_break_pick_dsu_net_geomseg_seed43/config.yaml

@@ -0,0 +1,126 @@
+experiment:
+  name: first_break_pick_dsu_net_geomseg_seed43
+  output_dir: /home/dataset-local/code/seismic-benchmark-code-main/result/first_break_picking
+  seed: 43
+  device: cuda:0
+data:
+  root: /home/dataset-local/dataset/first_break_picking/segy_with_masks
+  data_dir: data
+  label_dir: label
+  files:
+  - Brunswick_valid.sgy
+  - /home/dataset-local/dataset/first_break_picking/excluded_dongbei/Dongbei.segy
+  - Halfmile_valid.sgy
+  - Lalor_valid.sgy
+  label_path_overrides:
+  - data_path: /home/dataset-local/dataset/first_break_picking/excluded_dongbei/Dongbei.segy
+    label_path: /home/dataset-local/dataset/first_break_picking/excluded_dongbei/Dongbei_mask.segy
+  label_threshold: 0.5
+  prediction_threshold: 0.5
+  validate_labels: true
+  label_check_traces: 2048
+  max_patches_per_split: null
+  gather_segment:
+    enabled: true
+    line_id_header: INLINE_3D
+    infer_line_from_geometry: true
+    distance_floor: 1000.0
+    median_multiplier: 5.0
+  split:
+    train: 0.8
+    val: 0.1
+    test: 0.1
+    shuffle_ffids: true
+  patch:
+    trace: 128
+    time: 512
+    trace_stride: 64
+    time_stride: 256
+  loader:
+    batch_size: 64
+    num_workers: 1
+    pin_memory: true
+preprocess:
+  normalize_mode: max_abs
+  normalize_scope: gather
+  clip_percentile: 99.5
+  normalize_eps: 1.0e-06
+model:
+  type: dsu_net
+  params:
+    in_channels: 1
+    out_channels: 1
+    channels:
+    - 32
+    - 64
+    - 128
+    - 256
+    kernel_size: 3
+    extension_scope: 4.0
+    pad_multiple: 8
+loss:
+  type: bce_dice
+  params:
+    bce_weight: 0.5
+    dice_weight: 0.5
+    smooth: 1.0
+    pos_weight: null
+metrics:
+- name: dice
+  params:
+    threshold: 0.5
+- name: iou
+  params:
+    threshold: 0.5
+- name: f1
+  params:
+    threshold: 0.5
+- name: HitRate1px
+  params:
+    threshold: 0.5
+- name: HitRate3px
+  params:
+    threshold: 0.5
+- name: HitRate5px
+  params:
+    threshold: 0.5
+- name: HitRate7px
+  params:
+    threshold: 0.5
+- name: HitRate9px
+  params:
+    threshold: 0.5
+- name: MeanAbsoluteError
+  params:
+    threshold: 0.5
+- name: RootMeanSquaredError
+  params:
+    threshold: 0.5
+- name: MeanBiasError
+  params:
+    threshold: 0.5
+- name: GatherCoverage
+  params:
+    threshold: 0.5
+optim:
+  type: adamw
+  params:
+    lr: 0.0001
+    weight_decay: 1.0e-05
+scheduler:
+  type: cosine
+  params:
+    min_lr: 1.0e-06
+train:
+  epochs: 20
+  grad_clip: 1.0
+  progress_bar: true
+  log_step: false
+  log_interval: 20
+  eval_interval: 1
+  ckpt_interval: 1
+  vis_interval: 1
+  resume: null
+log:
+  log_dir: logs
+  plot_interval: 1

first_break_picking/first_break_pick_dsu_net_geomseg_seed44/checkpoints/best.pt

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+version https://git-lfs.github.com/spec/v1
+oid sha256:1fdbbd680340accae5732889da658f5168c06354ea712e7863900bc56308e8ce
+size 24027306

first_break_picking/first_break_pick_dsu_net_geomseg_seed44/config.yaml

@@ -0,0 +1,126 @@
+experiment:
+  name: first_break_pick_dsu_net_geomseg_seed44
+  output_dir: /home/dataset-local/code/seismic-benchmark-code-main/result/first_break_picking
+  seed: 44
+  device: cuda:0
+data:
+  root: /home/dataset-local/dataset/first_break_picking/segy_with_masks
+  data_dir: data
+  label_dir: label
+  files:
+  - Brunswick_valid.sgy
+  - /home/dataset-local/dataset/first_break_picking/excluded_dongbei/Dongbei.segy
+  - Halfmile_valid.sgy
+  - Lalor_valid.sgy
+  label_path_overrides:
+  - data_path: /home/dataset-local/dataset/first_break_picking/excluded_dongbei/Dongbei.segy
+    label_path: /home/dataset-local/dataset/first_break_picking/excluded_dongbei/Dongbei_mask.segy
+  label_threshold: 0.5
+  prediction_threshold: 0.5
+  validate_labels: true
+  label_check_traces: 2048
+  max_patches_per_split: null
+  gather_segment:
+    enabled: true
+    line_id_header: INLINE_3D
+    infer_line_from_geometry: true
+    distance_floor: 1000.0
+    median_multiplier: 5.0
+  split:
+    train: 0.8
+    val: 0.1
+    test: 0.1
+    shuffle_ffids: true
+  patch:
+    trace: 128
+    time: 512
+    trace_stride: 64
+    time_stride: 256
+  loader:
+    batch_size: 64
+    num_workers: 4
+    pin_memory: true
+preprocess:
+  normalize_mode: max_abs
+  normalize_scope: gather
+  clip_percentile: 99.5
+  normalize_eps: 1.0e-06
+model:
+  type: dsu_net
+  params:
+    in_channels: 1
+    out_channels: 1
+    channels:
+    - 32
+    - 64
+    - 128
+    - 256
+    kernel_size: 3
+    extension_scope: 4.0
+    pad_multiple: 8
+loss:
+  type: bce_dice
+  params:
+    bce_weight: 0.5
+    dice_weight: 0.5
+    smooth: 1.0
+    pos_weight: null
+metrics:
+- name: dice
+  params:
+    threshold: 0.5
+- name: iou
+  params:
+    threshold: 0.5
+- name: f1
+  params:
+    threshold: 0.5
+- name: HitRate1px
+  params:
+    threshold: 0.5
+- name: HitRate3px
+  params:
+    threshold: 0.5
+- name: HitRate5px
+  params:
+    threshold: 0.5
+- name: HitRate7px
+  params:
+    threshold: 0.5
+- name: HitRate9px
+  params:
+    threshold: 0.5
+- name: MeanAbsoluteError
+  params:
+    threshold: 0.5
+- name: RootMeanSquaredError
+  params:
+    threshold: 0.5
+- name: MeanBiasError
+  params:
+    threshold: 0.5
+- name: GatherCoverage
+  params:
+    threshold: 0.5
+optim:
+  type: adamw
+  params:
+    lr: 0.0001
+    weight_decay: 1.0e-05
+scheduler:
+  type: cosine
+  params:
+    min_lr: 1.0e-06
+train:
+  epochs: 20
+  grad_clip: 1.0
+  progress_bar: true
+  log_step: false
+  log_interval: 20
+  eval_interval: 1
+  ckpt_interval: 1
+  vis_interval: 1
+  resume: null
+log:
+  log_dir: logs
+  plot_interval: 1

first_break_picking_single_dataset_grouped/by_dataset/brunswick_valid/dsu_net/seed42/checkpoints/best.pt

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+version https://git-lfs.github.com/spec/v1
+oid sha256:15517374e44ccf5e3edfb58760f3a1bb870600f8c913fb60a9c8f8b13b819d06
+size 24026922

first_break_picking_single_dataset_grouped/by_dataset/brunswick_valid/dsu_net/seed42/config.yaml

@@ -0,0 +1,120 @@
+experiment:
+  name: first_break_pick_dsu_net_brunswick_valid_geomseg_seed42
+  output_dir: /home/dataset-local/code/seismic-benchmark-code-main/result/first_break_picking_single_dataset
+  seed: 42
+  device: cuda:0
+data:
+  root: /home/dataset-local/dataset/first_break_picking/segy_with_masks
+  data_dir: data
+  label_dir: label
+  files:
+  - Brunswick_valid.sgy
+  label_threshold: 0.5
+  prediction_threshold: 0.5
+  validate_labels: true
+  label_check_traces: 2048
+  max_patches_per_split: null
+  gather_segment:
+    enabled: true
+    line_id_header: INLINE_3D
+    infer_line_from_geometry: true
+    distance_floor: 1000.0
+    median_multiplier: 5.0
+  split:
+    train: 0.8
+    val: 0.1
+    test: 0.1
+    shuffle_ffids: true
+  patch:
+    trace: 128
+    time: 512
+    trace_stride: 64
+    time_stride: 256
+  loader:
+    batch_size: 64
+    num_workers: 1
+    pin_memory: true
+preprocess:
+  normalize_mode: max_abs
+  normalize_scope: gather
+  clip_percentile: 99.5
+  normalize_eps: 1.0e-06
+model:
+  type: dsu_net
+  params:
+    in_channels: 1
+    out_channels: 1
+    channels:
+    - 32
+    - 64
+    - 128
+    - 256
+    kernel_size: 3
+    extension_scope: 4.0
+    pad_multiple: 8
+loss:
+  type: bce_dice
+  params:
+    bce_weight: 0.5
+    dice_weight: 0.5
+    smooth: 1.0
+    pos_weight: null
+metrics:
+- name: dice
+  params:
+    threshold: 0.5
+- name: iou
+  params:
+    threshold: 0.5
+- name: f1
+  params:
+    threshold: 0.5
+- name: HitRate1px
+  params:
+    threshold: 0.5
+- name: HitRate3px
+  params:
+    threshold: 0.5
+- name: HitRate5px
+  params:
+    threshold: 0.5
+- name: HitRate7px
+  params:
+    threshold: 0.5
+- name: HitRate9px
+  params:
+    threshold: 0.5
+- name: MeanAbsoluteError
+  params:
+    threshold: 0.5
+- name: RootMeanSquaredError
+  params:
+    threshold: 0.5
+- name: MeanBiasError
+  params:
+    threshold: 0.5
+- name: GatherCoverage
+  params:
+    threshold: 0.5
+optim:
+  type: adamw
+  params:
+    lr: 0.0001
+    weight_decay: 1.0e-05
+scheduler:
+  type: cosine
+  params:
+    min_lr: 1.0e-06
+train:
+  epochs: 20
+  grad_clip: 1.0
+  progress_bar: true
+  log_step: false
+  log_interval: 20
+  eval_interval: 1
+  ckpt_interval: 1
+  vis_interval: 1
+  resume: null
+log:
+  log_dir: logs
+  plot_interval: 1

first_break_picking_single_dataset_grouped/by_dataset/brunswick_valid/dsu_net/seed43/checkpoints/best.pt

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+version https://git-lfs.github.com/spec/v1
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+size 24026922

first_break_picking_single_dataset_grouped/by_dataset/brunswick_valid/dsu_net/seed43/config.yaml

@@ -0,0 +1,120 @@
+experiment:
+  name: first_break_pick_dsu_net_brunswick_valid_geomseg_seed43
+  output_dir: /home/dataset-local/code/seismic-benchmark-code-main/result/first_break_picking_single_dataset
+  seed: 43
+  device: cuda:0
+data:
+  root: /home/dataset-local/dataset/first_break_picking/segy_with_masks
+  data_dir: data
+  label_dir: label
+  files:
+  - Brunswick_valid.sgy
+  label_threshold: 0.5
+  prediction_threshold: 0.5
+  validate_labels: true
+  label_check_traces: 2048
+  max_patches_per_split: null
+  gather_segment:
+    enabled: true
+    line_id_header: INLINE_3D
+    infer_line_from_geometry: true
+    distance_floor: 1000.0
+    median_multiplier: 5.0
+  split:
+    train: 0.8
+    val: 0.1
+    test: 0.1
+    shuffle_ffids: true
+  patch:
+    trace: 128
+    time: 512
+    trace_stride: 64
+    time_stride: 256
+  loader:
+    batch_size: 64
+    num_workers: 1
+    pin_memory: true
+preprocess:
+  normalize_mode: max_abs
+  normalize_scope: gather
+  clip_percentile: 99.5
+  normalize_eps: 1.0e-06
+model:
+  type: dsu_net
+  params:
+    in_channels: 1
+    out_channels: 1
+    channels:
+    - 32
+    - 64
+    - 128
+    - 256
+    kernel_size: 3
+    extension_scope: 4.0
+    pad_multiple: 8
+loss:
+  type: bce_dice
+  params:
+    bce_weight: 0.5
+    dice_weight: 0.5
+    smooth: 1.0
+    pos_weight: null
+metrics:
+- name: dice
+  params:
+    threshold: 0.5
+- name: iou
+  params:
+    threshold: 0.5
+- name: f1
+  params:
+    threshold: 0.5
+- name: HitRate1px
+  params:
+    threshold: 0.5
+- name: HitRate3px
+  params:
+    threshold: 0.5
+- name: HitRate5px
+  params:
+    threshold: 0.5
+- name: HitRate7px
+  params:
+    threshold: 0.5
+- name: HitRate9px
+  params:
+    threshold: 0.5
+- name: MeanAbsoluteError
+  params:
+    threshold: 0.5
+- name: RootMeanSquaredError
+  params:
+    threshold: 0.5
+- name: MeanBiasError
+  params:
+    threshold: 0.5
+- name: GatherCoverage
+  params:
+    threshold: 0.5
+optim:
+  type: adamw
+  params:
+    lr: 0.0001
+    weight_decay: 1.0e-05
+scheduler:
+  type: cosine
+  params:
+    min_lr: 1.0e-06
+train:
+  epochs: 20
+  grad_clip: 1.0
+  progress_bar: true
+  log_step: false
+  log_interval: 20
+  eval_interval: 1
+  ckpt_interval: 1
+  vis_interval: 1
+  resume: null
+log:
+  log_dir: logs
+  plot_interval: 1

first_break_picking_single_dataset_grouped/by_dataset/brunswick_valid/dsu_net/seed44/checkpoints/best.pt

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+size 24026922

first_break_picking_single_dataset_grouped/by_dataset/brunswick_valid/dsu_net/seed44/config.yaml

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+experiment:
+  name: first_break_pick_dsu_net_brunswick_valid_geomseg_seed44
+  output_dir: /home/dataset-local/code/seismic-benchmark-code-main/result/first_break_picking_single_dataset
+  seed: 44
+  device: cuda:0
+data:
+  root: /home/dataset-local/dataset/first_break_picking/segy_with_masks
+  data_dir: data
+  label_dir: label
+  files:
+  - Brunswick_valid.sgy
+  label_threshold: 0.5
+  prediction_threshold: 0.5
+  validate_labels: true
+  label_check_traces: 2048
+  max_patches_per_split: null
+  gather_segment:
+    enabled: true
+    line_id_header: INLINE_3D
+    infer_line_from_geometry: true
+    distance_floor: 1000.0
+    median_multiplier: 5.0
+  split:
+    train: 0.8
+    val: 0.1
+    test: 0.1
+    shuffle_ffids: true
+  patch:
+    trace: 128
+    time: 512
+    trace_stride: 64
+    time_stride: 256
+  loader:
+    batch_size: 64
+    num_workers: 1
+    pin_memory: true
+preprocess:
+  normalize_mode: max_abs
+  normalize_scope: gather
+  clip_percentile: 99.5
+  normalize_eps: 1.0e-06
+model:
+  type: dsu_net
+  params:
+    in_channels: 1
+    out_channels: 1
+    channels:
+    - 32
+    - 64
+    - 128
+    - 256
+    kernel_size: 3
+    extension_scope: 4.0
+    pad_multiple: 8
+loss:
+  type: bce_dice
+  params:
+    bce_weight: 0.5
+    dice_weight: 0.5
+    smooth: 1.0
+    pos_weight: null
+metrics:
+- name: dice
+  params:
+    threshold: 0.5
+- name: iou
+  params:
+    threshold: 0.5
+- name: f1
+  params:
+    threshold: 0.5
+- name: HitRate1px
+  params:
+    threshold: 0.5
+- name: HitRate3px
+  params:
+    threshold: 0.5
+- name: HitRate5px
+  params:
+    threshold: 0.5
+- name: HitRate7px
+  params:
+    threshold: 0.5
+- name: HitRate9px
+  params:
+    threshold: 0.5
+- name: MeanAbsoluteError
+  params:
+    threshold: 0.5
+- name: RootMeanSquaredError
+  params:
+    threshold: 0.5
+- name: MeanBiasError
+  params:
+    threshold: 0.5
+- name: GatherCoverage
+  params:
+    threshold: 0.5
+optim:
+  type: adamw
+  params:
+    lr: 0.0001
+    weight_decay: 1.0e-05
+scheduler:
+  type: cosine
+  params:
+    min_lr: 1.0e-06
+train:
+  epochs: 20
+  grad_clip: 1.0
+  progress_bar: true
+  log_step: false
+  log_interval: 20
+  eval_interval: 1
+  ckpt_interval: 1
+  vis_interval: 1
+  resume: null
+log:
+  log_dir: logs
+  plot_interval: 1

first_break_picking_single_dataset_grouped/by_dataset/dongbei/dsu_net/seed42/checkpoints/best.pt

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+size 24026858

first_break_picking_single_dataset_grouped/by_dataset/dongbei/dsu_net/seed42/config.yaml

@@ -0,0 +1,120 @@
+experiment:
+  name: first_break_pick_dsu_net_dongbei_geomseg_seed42
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+- name: MeanBiasError
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first_break_picking_single_dataset_grouped/by_dataset/lalor_valid/dsu_net/seed43/checkpoints/best.pt

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+size 24026922

first_break_picking_single_dataset_grouped/by_dataset/lalor_valid/dsu_net/seed43/config.yaml

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+experiment:
+  name: first_break_pick_dsu_net_lalor_valid_geomseg_seed43
+  output_dir: /home/dataset-local/code/seismic-benchmark-code-main/result/first_break_picking_single_dataset
+  seed: 43
+  device: cuda:0
+data:
+  root: /home/dataset-local/dataset/first_break_picking/segy_with_masks
+  data_dir: data
+  label_dir: label
+  files:
+  - Lalor_valid.sgy
+  label_threshold: 0.5
+  prediction_threshold: 0.5
+  validate_labels: true
+  label_check_traces: 2048
+  max_patches_per_split: null
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+    line_id_header: INLINE_3D
+    infer_line_from_geometry: true
+    distance_floor: 1000.0
+    median_multiplier: 5.0
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+    val: 0.1
+    test: 0.1
+    shuffle_ffids: true
+  patch:
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+    time: 512
+    trace_stride: 64
+    time_stride: 256
+  loader:
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+    num_workers: 1
+    pin_memory: true
+preprocess:
+  normalize_mode: max_abs
+  normalize_scope: gather
+  clip_percentile: 99.5
+  normalize_eps: 1.0e-06
+model:
+  type: dsu_net
+  params:
+    in_channels: 1
+    out_channels: 1
+    channels:
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+    - 64
+    - 128
+    - 256
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+    extension_scope: 4.0
+    pad_multiple: 8
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+    dice_weight: 0.5
+    smooth: 1.0
+    pos_weight: null
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+- name: dice
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+- name: iou
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+- name: f1
+  params:
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+- name: HitRate1px
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+- name: HitRate3px
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+- name: HitRate5px
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+- name: HitRate7px
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+- name: HitRate9px
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+- name: RootMeanSquaredError
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+- name: MeanBiasError
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+- name: GatherCoverage
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+  progress_bar: true
+  log_step: false
+  log_interval: 20
+  eval_interval: 1
+  ckpt_interval: 1
+  vis_interval: 1
+  resume: null
+log:
+  log_dir: logs
+  plot_interval: 1

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first_break_picking_single_dataset_grouped/by_dataset/lalor_valid/dsu_net/seed44/config.yaml

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+experiment:
+  name: first_break_pick_dsu_net_lalor_valid_geomseg_seed44
+  output_dir: /home/dataset-local/code/seismic-benchmark-code-main/result/first_break_picking_single_dataset
+  seed: 44
+  device: cuda:0
+data:
+  root: /home/dataset-local/dataset/first_break_picking/segy_with_masks
+  data_dir: data
+  label_dir: label
+  files:
+  - Lalor_valid.sgy
+  label_threshold: 0.5
+  prediction_threshold: 0.5
+  validate_labels: true
+  label_check_traces: 2048
+  max_patches_per_split: null
+  gather_segment:
+    enabled: true
+    line_id_header: INLINE_3D
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+    distance_floor: 1000.0
+    median_multiplier: 5.0
+  split:
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+    time: 512
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+    pin_memory: true
+preprocess:
+  normalize_mode: max_abs
+  normalize_scope: gather
+  clip_percentile: 99.5
+  normalize_eps: 1.0e-06
+model:
+  type: dsu_net
+  params:
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+    out_channels: 1
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+    - 64
+    - 128
+    - 256
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+    extension_scope: 4.0
+    pad_multiple: 8
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+    smooth: 1.0
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+- name: iou
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+- name: f1
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+- name: HitRate9px
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+- name: MeanAbsoluteError
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+- name: RootMeanSquaredError
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+- name: MeanBiasError
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+- name: GatherCoverage
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