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| { | |
| "klass": "demucs.htdemucs.HTDemucs", | |
| "args": "[]", | |
| "kwargs": "{\"sources\": [\"drums\", \"bass\", \"other\", \"vocals\"], \"audio_channels\": 2, \"samplerate\": 44100, \"segment\": {\"_type\": \"fraction\", \"numerator\": 39, \"denominator\": 5}, \"channels\": 48, \"channels_time\": null, \"growth\": 2, \"nfft\": 4096, \"wiener_iters\": 0, \"end_iters\": 0, \"wiener_residual\": false, \"cac\": true, \"depth\": 4, \"rewrite\": true, \"multi_freqs\": [], \"multi_freqs_depth\": 3, \"freq_emb\": 0.2, \"emb_scale\": 10, \"emb_smooth\": true, \"kernel_size\": 8, \"stride\": 4, \"time_stride\": 2, \"context\": 1, \"context_enc\": 0, \"norm_starts\": 4, \"norm_groups\": 4, \"dconv_mode\": 3, \"dconv_depth\": 2, \"dconv_comp\": 8, \"dconv_init\": 0.001, \"bottom_channels\": 512, \"t_layers\": 5, \"t_hidden_scale\": 4.0, \"t_heads\": 8, \"t_dropout\": 0.02, \"t_layer_scale\": true, \"t_gelu\": true, \"t_emb\": \"sin\", \"t_max_positions\": 10000, \"t_max_period\": 10000.0, \"t_weight_pos_embed\": 1.0, \"t_cape_mean_normalize\": true, \"t_cape_augment\": true, \"t_cape_glob_loc_scale\": [5000.0, 1.0, 1.4], \"t_sin_random_shift\": 0, \"t_norm_in\": true, \"t_norm_in_group\": false, \"t_group_norm\": false, \"t_norm_first\": true, \"t_norm_out\": true, \"t_weight_decay\": 0.05, \"t_lr\": null, \"t_sparse_self_attn\": false, \"t_sparse_cross_attn\": false, \"t_mask_type\": \"diag\", \"t_mask_random_seed\": 42, \"t_sparse_attn_window\": 400, \"t_global_window\": 100, \"t_sparsity\": 0.95, \"t_auto_sparsity\": false, \"t_cross_first\": false, \"rescale\": 0.1}", | |
| "training_args": { | |
| "dummy": null, | |
| "dset": { | |
| "musdb": "/checkpoint/defossez/datasets/musdbhq", | |
| "musdb_samplerate": 44100, | |
| "wav": "/checkpoint/defossez/datasets/allstems_44/", | |
| "wav2": "/checkpoint/defossez/datasets/mmi44_goodclean", | |
| "segment": 10, | |
| "shift": 1, | |
| "train_valid": false, | |
| "full_cv": true, | |
| "samplerate": 44100, | |
| "channels": 2, | |
| "normalize": true, | |
| "metadata": "./metadata", | |
| "sources": [ | |
| "drums", | |
| "bass", | |
| "other", | |
| "vocals" | |
| ], | |
| "valid_samples": 100, | |
| "wav2_weight": null, | |
| "wav2_valid": true | |
| }, | |
| "test": { | |
| "save": false, | |
| "best": true, | |
| "workers": 2, | |
| "every": 20, | |
| "split": true, | |
| "shifts": 0, | |
| "overlap": 0.25, | |
| "sdr": true, | |
| "metric": "loss", | |
| "nonhq": null | |
| }, | |
| "epochs": 50, | |
| "batch_size": 8, | |
| "max_batches": 800, | |
| "optim": { | |
| "lr": 0.0001, | |
| "momentum": 0.9, | |
| "beta2": 0.999, | |
| "loss": "l1", | |
| "optim": "adamw", | |
| "weight_decay": 0, | |
| "clip_grad": 5 | |
| }, | |
| "seed": 42, | |
| "debug": false, | |
| "valid_apply": true, | |
| "flag": null, | |
| "save_every": null, | |
| "weights": [ | |
| 0, | |
| 0, | |
| 1, | |
| 0 | |
| ], | |
| "augment": { | |
| "shift_same": true, | |
| "repitch": { | |
| "proba": 0.2, | |
| "max_tempo": 12 | |
| }, | |
| "remix": { | |
| "proba": 0, | |
| "group_size": 4 | |
| }, | |
| "scale": { | |
| "proba": 0, | |
| "min": 0.25, | |
| "max": 1.25 | |
| }, | |
| "flip": true | |
| }, | |
| "continue_from": "955717e8", | |
| "continue_pretrained": null, | |
| "pretrained_repo": null, | |
| "continue_best": true, | |
| "continue_opt": false, | |
| "misc": { | |
| "num_workers": 10, | |
| "num_prints": 4, | |
| "show": false, | |
| "verbose": false | |
| }, | |
| "ema": { | |
| "epoch": [], | |
| "batch": [ | |
| 0.9995, | |
| 0.9999 | |
| ] | |
| }, | |
| "use_train_segment": true, | |
| "model_segment": null, | |
| "model": "htdemucs", | |
| "demucs": { | |
| "channels": 64, | |
| "growth": 2, | |
| "depth": 6, | |
| "rewrite": true, | |
| "lstm_layers": 0, | |
| "kernel_size": 8, | |
| "stride": 4, | |
| "context": 1, | |
| "gelu": true, | |
| "glu": true, | |
| "norm_groups": 4, | |
| "norm_starts": 4, | |
| "dconv_depth": 2, | |
| "dconv_mode": 1, | |
| "dconv_comp": 4, | |
| "dconv_attn": 4, | |
| "dconv_lstm": 4, | |
| "dconv_init": 0.0001, | |
| "resample": true, | |
| "normalize": false, | |
| "rescale": 0.1 | |
| }, | |
| "hdemucs": { | |
| "channels": 48, | |
| "channels_time": null, | |
| "growth": 2, | |
| "nfft": 4096, | |
| "wiener_iters": 0, | |
| "end_iters": 0, | |
| "wiener_residual": false, | |
| "cac": true, | |
| "depth": 6, | |
| "rewrite": true, | |
| "hybrid": true, | |
| "hybrid_old": false, | |
| "multi_freqs": [], | |
| "multi_freqs_depth": 3, | |
| "freq_emb": 0.2, | |
| "emb_scale": 10, | |
| "emb_smooth": true, | |
| "kernel_size": 8, | |
| "stride": 4, | |
| "time_stride": 2, | |
| "context": 1, | |
| "context_enc": 0, | |
| "norm_starts": 4, | |
| "norm_groups": 4, | |
| "dconv_mode": 1, | |
| "dconv_depth": 2, | |
| "dconv_comp": 4, | |
| "dconv_attn": 4, | |
| "dconv_lstm": 4, | |
| "dconv_init": 0.001, | |
| "rescale": 0.1 | |
| }, | |
| "htdemucs": { | |
| "channels": 48, | |
| "channels_time": null, | |
| "growth": 2, | |
| "nfft": 4096, | |
| "wiener_iters": 0, | |
| "end_iters": 0, | |
| "wiener_residual": false, | |
| "cac": true, | |
| "depth": 4, | |
| "rewrite": true, | |
| "multi_freqs": [], | |
| "multi_freqs_depth": 3, | |
| "freq_emb": 0.2, | |
| "emb_scale": 10, | |
| "emb_smooth": true, | |
| "kernel_size": 8, | |
| "stride": 4, | |
| "time_stride": 2, | |
| "context": 1, | |
| "context_enc": 0, | |
| "norm_starts": 4, | |
| "norm_groups": 4, | |
| "dconv_mode": 3, | |
| "dconv_depth": 2, | |
| "dconv_comp": 8, | |
| "dconv_init": 0.001, | |
| "bottom_channels": 512, | |
| "t_layers": 5, | |
| "t_hidden_scale": 4.0, | |
| "t_heads": 8, | |
| "t_dropout": 0.02, | |
| "t_layer_scale": true, | |
| "t_gelu": true, | |
| "t_emb": "sin", | |
| "t_max_positions": 10000, | |
| "t_max_period": 10000.0, | |
| "t_weight_pos_embed": 1.0, | |
| "t_cape_mean_normalize": true, | |
| "t_cape_augment": true, | |
| "t_cape_glob_loc_scale": [ | |
| 5000.0, | |
| 1.0, | |
| 1.4 | |
| ], | |
| "t_sin_random_shift": 0, | |
| "t_norm_in": true, | |
| "t_norm_in_group": false, | |
| "t_group_norm": false, | |
| "t_norm_first": true, | |
| "t_norm_out": true, | |
| "t_weight_decay": 0.05, | |
| "t_lr": null, | |
| "t_sparse_self_attn": false, | |
| "t_sparse_cross_attn": false, | |
| "t_mask_type": "diag", | |
| "t_mask_random_seed": 42, | |
| "t_sparse_attn_window": 400, | |
| "t_global_window": 100, | |
| "t_sparsity": 0.95, | |
| "t_auto_sparsity": false, | |
| "t_cross_first": false, | |
| "rescale": 0.1 | |
| }, | |
| "svd": { | |
| "penalty": 0, | |
| "min_size": 0.1, | |
| "dim": 1, | |
| "niters": 2, | |
| "powm": false, | |
| "proba": 1, | |
| "conv_only": false, | |
| "convtr": false, | |
| "bs": 1 | |
| }, | |
| "quant": { | |
| "diffq": null, | |
| "qat": null, | |
| "min_size": 0.2, | |
| "group_size": 8 | |
| }, | |
| "dora": { | |
| "dir": "outputs", | |
| "exclude": [ | |
| "misc.*", | |
| "slurm.*", | |
| "test.reval", | |
| "flag" | |
| ] | |
| }, | |
| "slurm": { | |
| "time": 4320, | |
| "constraint": "volta32gb", | |
| "setup": [ | |
| "module load cudnn/v8.4.1.50-cuda.11.6 NCCL/2.11.4-6-cuda.11.6 cuda/11.6" | |
| ] | |
| } | |
| }, | |
| "metrics": [ | |
| { | |
| "main": { | |
| "loss": 0.12592940032482147, | |
| "ms": 0.0, | |
| "nsdr": 7.727000713348389, | |
| "nsdr_bass": 8.049718856811523, | |
| "nsdr_drums": 8.1212797164917, | |
| "nsdr_other": 7.727000713348389, | |
| "nsdr_vocals": 8.013139724731445, | |
| "reco": 0.12592940032482147, | |
| "reco_bass": 0.13121698796749115, | |
| "reco_drums": 0.12236597388982773, | |
| "reco_other": 0.12592940032482147, | |
| "reco_vocals": 0.10550956428050995 | |
| }, | |
| "ema_batch_0": { | |
| "loss": 0.1247486099600792, | |
| "ms": 0.0, | |
| "nsdr": 7.798945426940918, | |
| "nsdr_bass": 8.221861839294434, | |
| "nsdr_drums": 8.242091178894043, | |
| "nsdr_other": 7.798945426940918, | |
| "nsdr_vocals": 8.161120414733887, | |
| "reco": 0.1247486099600792, | |
| "reco_bass": 0.12847518920898438, | |
| "reco_drums": 0.12056565284729004, | |
| "reco_other": 0.1247486099600792, | |
| "reco_vocals": 0.10392889380455017 | |
| }, | |
| "ema_batch_1": { | |
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| "ms": 0.0, | |
| "nsdr": 7.816592216491699, | |
| "nsdr_bass": 8.823752403259277, | |
| "nsdr_drums": 8.79676628112793, | |
| "nsdr_other": 7.816592216491699, | |
| "nsdr_vocals": 8.467183113098145, | |
| "reco": 0.12451048940420151, | |
| "reco_bass": 0.11904922127723694, | |
| "reco_drums": 0.1136612519621849, | |
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| "reco_vocals": 0.10050245374441147 | |
| }, | |
| "loss": 0.12451048940420151, | |
| "ms": 0.0, | |
| "nsdr": 7.816592216491699, | |
| "nsdr_bass": 8.823752403259277, | |
| "nsdr_drums": 8.79676628112793, | |
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| "bname": "ema_batch_1", | |
| "best": 0.12442848086357117 | |
| }, | |
| { | |
| "nsdr_drums": 7.716415356805922, | |
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| "nsdr_bass": 7.010061455359722, | |
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| "nsdr_other": 6.140593990816037, | |
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| "nsdr_vocals": 7.786545521035497, | |
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| "nsdr": 7.163404081004294, | |
| "nsdr_med": 7.6680873926340745, | |
| "sdr_drums": 7.621158049470051, | |
| "sdr_med_drums": 7.5910979788064274, | |
| "sdr_bass": 6.891626582384467, | |
| "sdr_med_bass": 8.027040436534891, | |
| "sdr_other": 5.88551644234907, | |
| "sdr_med_other": 6.294927693604351, | |
| "sdr_vocals": 6.391244913826571, | |
| "sdr_med_vocals": 7.827101321975676, | |
| "sdr": 6.69738649700754, | |
| "sdr_med": 7.4350418577303365, | |
| "sir_drums": 12.389451129732747, | |
| "sir_med_drums": 16.502254643462216, | |
| "sir_bass": 14.243431908686649, | |
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| "sir_other": 5.911115162590992, | |
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| "sir_vocals": 8.3569571107282, | |
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| "sir": 10.225238827934646, | |
| "sir_med": 12.511233069848315, | |
| "isr_drums": 9.483840022565328, | |
| "isr_med_drums": 9.719664447793257, | |
| "isr_bass": 4.761042561214654, | |
| "isr_med_bass": 6.658945503960653, | |
| "isr_other": 13.096834001040863, | |
| "isr_med_other": 13.08585323464818, | |
| "isr_vocals": 14.62814755070578, | |
| "isr_med_vocals": 14.52663447842696, | |
| "isr": 10.492466033881655, | |
| "isr_med": 10.997774416207262, | |
| "sar_drums": 8.040148539314487, | |
| "sar_med_drums": 7.786241619549971, | |
| "sar_bass": 6.364135526970028, | |
| "sar_med_bass": 5.840490809086118, | |
| "sar_other": 5.155545437584214, | |
| "sar_med_other": 4.709921007855735, | |
| "sar_vocals": 6.733780355863491, | |
| "sar_med_vocals": 6.842437031058775, | |
| "sar": 6.5734024649330545, | |
| "sar_med": 6.294772616887649 | |
| } | |
| ] | |
| } |