MADB_model_v1 / clap_com /runtime_config.json
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{
"CSV_PATH": "/mnt/bn/musicevalbigai/wav44100/dataset_raw/MADB_mean/song_avg_scores.csv",
"EMB_DIR": "/mnt/bn/musicevalbigai/extractor/clap/output/musiceval_pretrained/12/",
"SAVE_DIR": "/mnt/bn/musicevalbigai/nips2026/train/result/clap/7_s2_12/",
"SHARED_INIT_PT": "",
"TARGET_COLUMNS": [
"avg_overall_score",
"avg_melody_perception",
"avg_melody_emotion",
"avg_rhythm_perception",
"avg_structure_perception",
"avg_performance_and_singing_mood",
"avg_performance_skill"
],
"ID_COL": "id",
"DEVICE": "cuda",
"SEED": 5,
"BATCH_SIZE": 64,
"NUM_WORKERS": 2,
"EPOCHS": 200,
"LR": 0.0001,
"WEIGHT_DECAY": 0.0,
"VALID_RATIO": 0.2,
"USE_AMP": false,
"MODEL_KWARGS": {
"input_dim": 512,
"hidden_dims": 64,
"mlp_hidden_dims": [
64,
16
],
"seq_len": 8,
"nhead": 8,
"num_layers": 4,
"dim_feedforward": 256,
"dropout": 0.1,
"out_dim": 1
},
"loss": {
"use_mask": false,
"use_pearson_loss": true,
"pearson_loss_weight": 0.5,
"train_formula": "mse + pearson_weight * (1 - pearson)"
},
"selection_metric": {
"type": "per_dimension_best_only",
"composite_formula": {
"mse": 1.0,
"1_minus_pearson": 0.33,
"1_minus_spearman": 0.33,
"1_minus_kendall": 0.33
}
}
}