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models/sagan/seed43/config.yaml

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+experiment:
+  name: denoise_sagan_base0706_seed43
+  output_dir: /data/shared/benchmark/multiples/results
+  seed: 43
+  device: cuda:0
+data:
+  segy_pair:
+    input_path: /data/shared/benchmark/multiples/noisy/total_nodw.sgy
+    target_path: /data/shared/benchmark/multiples/noise/multiples.sgy
+    traces_per_shot: 638
+    time_downsample: 1
+  shot_split:
+    train: 510
+    val: 64
+    test: 64
+  loader:
+    batch_size: 40
+    num_workers: 4
+    pin_memory: true
+preprocess:
+  normalize_mode: mean_std
+  normalize_scope: global
+  patch_time: 512
+  patch_trace: 256
+  patch_overlap: 0.5
+  max_shots: null
+model:
+  type: sagan
+  params:
+    in_channels: 1
+    out_channels: 1
+    base_channels: 64
+    norm: none
+    final_activation: identity
+loss:
+  type: mse
+  params:
+    reduction: mean
+metrics:
+- name: snr
+  params:
+    reduction: per_sample
+    min_signal_energy: 1.0e-08
+- name: psnr
+  params:
+    data_range: 1.0
+    reduction: per_sample
+- name: ssim
+  params:
+    data_range: 2.0
+    window_size: 11
+    sigma: 1.5
+- name: mae
+  params: {}
+- name: mse
+  params: {}
+- name: rmse
+  params:
+    reduction: per_sample
+optim:
+  type: adam
+  params:
+    lr: 0.001
+    betas:
+    - 0.9
+    - 0.999
+scheduler:
+  type: cosine
+  params:
+    min_lr: 1.0e-06
+train:
+  epochs: 200
+  grad_clip: 1.0
+  log_step: false
+  log_interval: 10
+  eval_interval: 1
+  ckpt_interval: 20
+  vis_interval: 5
+  resume: null
+log:
+  log_dir: logs
+  plot_interval: 5