kong tuning results (tune4_colab) (part 2)

checkpoints/tune4_colab/kong/optuna/trial_0027/model.pt

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checkpoints/tune4_colab/kong/optuna/trial_0027/preds_test.npz

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checkpoints/tune4_colab/kong/optuna/trial_0027/preds_val.npz

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checkpoints/tune4_colab/kong/optuna/trial_0028/config.yaml

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+seed: 42
+deterministic: false
+device: auto
+output_dir: /content/drive/MyDrive/seismic-ensemble-colab/results
+run_group: tune4_colab
+split:
+  strategy: temporal
+  val_fraction: 0.15
+  test_fraction: 0.15
+  group_by_event: true
+  time_field: origin_time
+  cache: splits/split_indices.json
+loader:
+  batch_size: 256
+  num_workers: 2
+  pin_memory: true
+  persistent_workers: true
+  prefetch_factor: 4
+  imbalance: class_weight
+  max_per_class: null
+  in_memory: true
+training:
+  max_epochs: 60
+  optimizer: adamw
+  lr: 0.00015196587646529615
+  weight_decay: 1.883520641442141e-05
+  scheduler: cosine
+  warmup_epochs: 2
+  grad_clip: 1.0
+  amp: true
+  early_stopping:
+    monitor: val_macro_f1
+    patience: 10
+    min_delta: 0.0005
+  checkpoint:
+    monitor: val_macro_f1
+    mode: max
+    save_last: true
+optuna:
+  enabled: false
+  n_trials: 40
+  timeout_s: null
+  direction: maximize
+  metric: val_macro_f1
+  storage: /content/drive/MyDrive/seismic-ensemble-colab/results/optuna/seismic_kong.db
+  study_name: null
+  pruner: median
+  sampler: tpe
+  watchdog_grace_s: 600
+  watchdog_stall_s: 3600
+overfit:
+  samples_per_class: 2
+  max_steps: 400
+  lr: 0.01
+  success_acc: 0.9
+data:
+  root: /content/DATA
+  unified_h5: /content/DATA/UNIFIED/unified_dataset.hdf5
+  unified_meta: /content/DATA/UNIFIED/unified_metadata.csv
+  processed_h5: /content/DATA/processed/seismic_processed_dataset.h5
+  processed_meta: /content/DATA/processed/processed_metadata.csv
+  window_samples: 1200
+  sampling_rate: 20
+  channels: 1
+  feature_cache: /content/DATA/processed/features.parquet
+  spectrogram:
+    n_fft: 128
+    hop_length: 90
+    power: 2.0
+    log: true
+    fmin: 0.5
+    fmax: 9.5
+model:
+  name: kong
+  kind: torch
+  input_kind: waveform_physics
+  params:
+    root_filters: 64
+    kernel_size: 3
+    pool_size: 4
+    n_conv_layers: 2
+    clip_filters: 256
+    cnn_dropout: 0.45137777720652866
+    waveform_embed_dim: 128
+    physics_hidden: 128
+    head_hidden: 100
+    head_dropout: 0.35236063721185334
+    activation: relu
+physics_features:
+- hf_lf_energy_ratio
+- dominant_frequency
+- spectral_centroid
+- spectral_flux
+_meta:
+  model: kong
+  overrides:
+  - optuna.storage=/content/drive/MyDrive/seismic-ensemble-colab/results/optuna/seismic_kong.db
+  - output_dir=/content/drive/MyDrive/seismic-ensemble-colab/results
+  - loader.num_workers=2
+  - loader.in_memory=true

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checkpoints/tune4_colab/kong/optuna/trial_0028/meta.json

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+output_dir: /content/drive/MyDrive/seismic-ensemble-colab/results
+run_group: tune4_colab
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+  metric: val_macro_f1
+  storage: /content/drive/MyDrive/seismic-ensemble-colab/results/optuna/seismic_kong.db
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+  unified_h5: /content/DATA/UNIFIED/unified_dataset.hdf5
+  unified_meta: /content/DATA/UNIFIED/unified_metadata.csv
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+_meta:
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+  overrides:
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+  - output_dir=/content/drive/MyDrive/seismic-ensemble-colab/results
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checkpoints/tune4_colab/kong/optuna/trial_0029/meta.json

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checkpoints/tune4_colab/kong/optuna/trial_0029/metrics.json

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checkpoints/tune4_colab/kong/optuna/trial_0030/config.yaml

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+seed: 42
+deterministic: false
+device: auto
+output_dir: /content/drive/MyDrive/seismic-ensemble-colab/results
+run_group: tune4_colab
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+  direction: maximize
+  metric: val_macro_f1
+  storage: /content/drive/MyDrive/seismic-ensemble-colab/results/optuna/seismic_kong.db
+  study_name: null
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+  unified_h5: /content/DATA/UNIFIED/unified_dataset.hdf5
+  unified_meta: /content/DATA/UNIFIED/unified_metadata.csv
+  processed_h5: /content/DATA/processed/seismic_processed_dataset.h5
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+    log: true
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+  name: kong
+  kind: torch
+  input_kind: waveform_physics
+  params:
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+    pool_size: 4
+    n_conv_layers: 3
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+- dominant_frequency
+- spectral_centroid
+- spectral_flux
+_meta:
+  model: kong
+  overrides:
+  - optuna.storage=/content/drive/MyDrive/seismic-ensemble-colab/results/optuna/seismic_kong.db
+  - output_dir=/content/drive/MyDrive/seismic-ensemble-colab/results
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+  val_fraction: 0.15
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+  group_by_event: true
+  time_field: origin_time
+  cache: splits/split_indices.json
+loader:
+  batch_size: 256
+  num_workers: 2
+  pin_memory: true
+  persistent_workers: true
+  prefetch_factor: 4
+  imbalance: class_weight
+  max_per_class: null
+  in_memory: true
+training:
+  max_epochs: 60
+  optimizer: adamw
+  lr: 0.00013992587069116402
+  weight_decay: 0.0002811872094182997
+  scheduler: cosine
+  warmup_epochs: 2
+  grad_clip: 1.0
+  amp: true
+  early_stopping:
+    monitor: val_macro_f1
+    patience: 10
+    min_delta: 0.0005
+  checkpoint:
+    monitor: val_macro_f1
+    mode: max
+    save_last: true
+optuna:
+  enabled: false
+  n_trials: 40
+  timeout_s: null
+  direction: maximize
+  metric: val_macro_f1
+  storage: /content/drive/MyDrive/seismic-ensemble-colab/results/optuna/seismic_kong.db
+  study_name: null
+  pruner: median
+  sampler: tpe
+  watchdog_grace_s: 600
+  watchdog_stall_s: 3600
+overfit:
+  samples_per_class: 2
+  max_steps: 400
+  lr: 0.01
+  success_acc: 0.9
+data:
+  root: /content/DATA
+  unified_h5: /content/DATA/UNIFIED/unified_dataset.hdf5
+  unified_meta: /content/DATA/UNIFIED/unified_metadata.csv
+  processed_h5: /content/DATA/processed/seismic_processed_dataset.h5
+  processed_meta: /content/DATA/processed/processed_metadata.csv
+  window_samples: 1200
+  sampling_rate: 20
+  channels: 1
+  feature_cache: /content/DATA/processed/features.parquet
+  spectrogram:
+    n_fft: 128
+    hop_length: 90
+    power: 2.0
+    log: true
+    fmin: 0.5
+    fmax: 9.5
+model:
+  name: kong
+  kind: torch
+  input_kind: waveform_physics
+  params:
+    root_filters: 96
+    kernel_size: 3
+    pool_size: 4
+    n_conv_layers: 2
+    clip_filters: 256
+    cnn_dropout: 0.36738901466096086
+    waveform_embed_dim: 128
+    physics_hidden: 128
+    head_hidden: 100
+    head_dropout: 0.45349518721886556
+    activation: relu
+physics_features:
+- hf_lf_energy_ratio
+- dominant_frequency
+- spectral_centroid
+- spectral_flux
+_meta:
+  model: kong
+  overrides:
+  - optuna.storage=/content/drive/MyDrive/seismic-ensemble-colab/results/optuna/seismic_kong.db
+  - output_dir=/content/drive/MyDrive/seismic-ensemble-colab/results
+  - loader.num_workers=2
+  - loader.in_memory=true

checkpoints/tune4_colab/kong/optuna/trial_0031/history.csv

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+  - output_dir=/content/drive/MyDrive/seismic-ensemble-colab/results
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checkpoints/tune4_colab/kong/optuna/trial_0032/meta.json

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+}

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checkpoints/tune4_colab/kong/optuna/trial_0033/config.yaml

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+seed: 42
+deterministic: false
+device: auto
+output_dir: /content/drive/MyDrive/seismic-ensemble-colab/results
+run_group: tune4_colab
+split:
+  strategy: temporal
+  val_fraction: 0.15
+  test_fraction: 0.15
+  group_by_event: true
+  time_field: origin_time
+  cache: splits/split_indices.json
+loader:
+  batch_size: 256
+  num_workers: 2
+  pin_memory: true
+  persistent_workers: true
+  prefetch_factor: 4
+  imbalance: class_weight
+  max_per_class: null
+  in_memory: true
+training:
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+  optimizer: adamw
+  lr: 0.0002158614962327721
+  weight_decay: 3.157685307483823e-06
+  scheduler: cosine
+  warmup_epochs: 2
+  grad_clip: 1.0
+  amp: true
+  early_stopping:
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+    patience: 10
+    min_delta: 0.0005
+  checkpoint:
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+    mode: max
+    save_last: true
+optuna:
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+  n_trials: 40
+  timeout_s: null
+  direction: maximize
+  metric: val_macro_f1
+  storage: /content/drive/MyDrive/seismic-ensemble-colab/results/optuna/seismic_kong.db
+  study_name: null
+  pruner: median
+  sampler: tpe
+  watchdog_grace_s: 600
+  watchdog_stall_s: 3600
+overfit:
+  samples_per_class: 2
+  max_steps: 400
+  lr: 0.01
+  success_acc: 0.9
+data:
+  root: /content/DATA
+  unified_h5: /content/DATA/UNIFIED/unified_dataset.hdf5
+  unified_meta: /content/DATA/UNIFIED/unified_metadata.csv
+  processed_h5: /content/DATA/processed/seismic_processed_dataset.h5
+  processed_meta: /content/DATA/processed/processed_metadata.csv
+  window_samples: 1200
+  sampling_rate: 20
+  channels: 1
+  feature_cache: /content/DATA/processed/features.parquet
+  spectrogram:
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+    hop_length: 90
+    power: 2.0
+    log: true
+    fmin: 0.5
+    fmax: 9.5
+model:
+  name: kong
+  kind: torch
+  input_kind: waveform_physics
+  params:
+    root_filters: 64
+    kernel_size: 3
+    pool_size: 4
+    n_conv_layers: 2
+    clip_filters: 256
+    cnn_dropout: 0.45517539058649614
+    waveform_embed_dim: 128
+    physics_hidden: 128
+    head_hidden: 100
+    head_dropout: 0.5450795112178979
+    activation: relu
+physics_features:
+- hf_lf_energy_ratio
+- dominant_frequency
+- spectral_centroid
+- spectral_flux
+_meta:
+  model: kong
+  overrides:
+  - optuna.storage=/content/drive/MyDrive/seismic-ensemble-colab/results/optuna/seismic_kong.db
+  - output_dir=/content/drive/MyDrive/seismic-ensemble-colab/results
+  - loader.num_workers=2
+  - loader.in_memory=true