| { | |
| "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 | |
| } | |
| } | |
| } |