Upload config.json
Browse files- config.json +100 -0
config.json
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{
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"audio": {
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"max_len": 1920000,
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"max_time": 120,
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"normalize": true,
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"random_sampling": true,
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"sample_rate": 16000,
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"skip_time": false
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},
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"augment": {
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"freq_mask_param": 8,
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"mixup_alpha": 2.5,
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"mixup_p": 0.5,
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"n_freq_masks": 1,
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"n_time_masks": 2,
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"time_freq_mask_p": 0.5,
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"time_mask_param": 8
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},
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"dataset": {
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"test_dataframe": "test.csv",
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"train_dataframe": "train.csv",
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"valid_dataframe": "valid.csv"
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},
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"environment": {
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"mixed_precision": true,
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"num_workers": 2,
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"seed": 42
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},
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"experiment_name": "spectttra_beta-t=120",
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"logger": {
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"primary_metric": "f1",
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"project": "sonics"
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},
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"loss": {
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"label_smoothing": 0.02,
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"name": "BCEWithLogitsLoss"
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},
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"melspec": {
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"f_max": 8000,
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"f_min": 20,
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"hop_length": 512,
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"n_fft": 2048,
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"n_mels": 128,
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"norm": "mean_std",
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"power": 2,
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"top_db": 80,
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"win_length": 2048
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},
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"model": {
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"attn_drop_rate": 0.1,
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"embed_dim": 384,
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"f_clip": 3,
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"input_shape": [
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128,
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3744
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],
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"mlp_ratio": 2.67,
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"name": "SpecTTTra",
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"num_heads": 6,
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"num_layers": 12,
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"pe_learnable": true,
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"pos_drop_rate": 0.1,
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"pre_norm": true,
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"proj_drop_rate": 0.0,
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"resume": null,
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"t_clip": 5,
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"use_init_weights": false
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},
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"num_classes": 1,
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"optimizer": {
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"clip_grad_norm": 5.0,
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"grad_accum_steps": 1,
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"momentum": 0.9,
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"opt": "adamw",
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"opt_betas": [
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0.9,
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0.999
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],
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"opt_eps": 1e-08,
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"weight_decay": 0.05
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},
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"scheduler": {
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"decay_rate": 0.1,
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"lr": 0.0008,
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"lr_base": 0.001,
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"lr_base_scale": "linear",
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"lr_base_size": 256,
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"min_lr": 0.0,
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"sched": "cosine",
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"warmup_epochs": 5,
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"warmup_lr": 1e-06
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},
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"training": {
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"batch_size": 128,
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"epochs": 50
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},
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"validation": {
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"batch_size": 128
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}
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}
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