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Model: iic/InspireMusic-1.5B-Long Source: Original Platform
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164
wavtokenizer/config.yaml
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164
wavtokenizer/config.yaml
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# pytorch_lightning==1.8.6
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seed_everything: 3407
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trainer:
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logger:
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class_path: pytorch_lightning.loggers.TensorBoardLogger
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init_args:
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save_dir: ./result/
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name: lightning_logs
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version: null
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log_graph: false
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default_hp_metric: true
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prefix: ''
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sub_dir: null
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logdir: null
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comment: ''
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purge_step: null
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max_queue: 10
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flush_secs: 120
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filename_suffix: ''
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write_to_disk: true
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comet_config:
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disabled: true
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enable_checkpointing: true
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callbacks:
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- class_path: pytorch_lightning.callbacks.LearningRateMonitor
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init_args:
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logging_interval: null
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log_momentum: false
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- class_path: pytorch_lightning.callbacks.ModelSummary
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init_args:
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max_depth: 2
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- class_path: pytorch_lightning.callbacks.ModelCheckpoint
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init_args:
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dirpath: null
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filename: wavtokenizer_checkpoint_{epoch}_{step}_{val_loss:.4f}
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monitor: val_loss
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verbose: false
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save_last: true
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save_top_k: 10
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save_weights_only: false
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mode: min
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auto_insert_metric_name: true
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every_n_train_steps: 1000
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train_time_interval: null
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every_n_epochs: null
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save_on_train_epoch_end: null
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- class_path: inspiremusic.wavtokenizer.decoder.helpers.GradNormCallback
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default_root_dir: null
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gradient_clip_val: null
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gradient_clip_algorithm: null
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num_nodes: 1
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num_processes: null
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devices: -1
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gpus: null
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auto_select_gpus: false
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tpu_cores: null
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ipus: null
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enable_progress_bar: true
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overfit_batches: 0.0
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track_grad_norm: -1
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check_val_every_n_epoch: 1
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fast_dev_run: false
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accumulate_grad_batches: null
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max_epochs: null
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min_epochs: null
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max_steps: 20000000
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min_steps: null
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max_time: null
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limit_train_batches: null
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limit_val_batches: 100
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limit_test_batches: null
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limit_predict_batches: null
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val_check_interval: null
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log_every_n_steps: 1000
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accelerator: gpu
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strategy: ddp
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sync_batchnorm: false
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precision: 32
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enable_model_summary: true
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num_sanity_val_steps: 2
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resume_from_checkpoint: null
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profiler: null
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benchmark: null
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deterministic: null
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reload_dataloaders_every_n_epochs: 0
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auto_lr_find: false
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replace_sampler_ddp: true
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detect_anomaly: false
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auto_scale_batch_size: false
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plugins: null
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amp_backend: native
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amp_level: null
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move_metrics_to_cpu: false
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multiple_trainloader_mode: max_size_cycle
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inference_mode: true
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ckpt_path: null
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data:
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class_path: inspiremusic.wavtokenizer.decoder.dataset.VocosDataModule
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init_args:
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train_params:
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filelist_path: train.scp
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sampling_rate: 24000
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num_samples: 72000
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batch_size: 38
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num_workers: 8
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val_params:
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filelist_path: test.scp
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sampling_rate: 24000
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num_samples: 72000
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batch_size: 10
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num_workers: 8
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model:
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class_path: inspiremusic.wavtokenizer.decoder.experiment.WavTokenizer
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init_args:
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feature_extractor:
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class_path: inspiremusic.wavtokenizer.decoder.feature_extractors.EncodecFeatures
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init_args:
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encodec_model: encodec_24khz
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bandwidths:
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- 6.6
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- 6.6
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- 6.6
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- 6.6
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train_codebooks: true
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num_quantizers: 1
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dowmsamples:
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- 8
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- 5
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- 4
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- 2
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vq_bins: 4096
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vq_kmeans: 200
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backbone:
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class_path: inspiremusic.wavtokenizer.decoder.models.VocosBackbone
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init_args:
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input_channels: 512
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dim: 768
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intermediate_dim: 2304
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num_layers: 12
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layer_scale_init_value: null
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adanorm_num_embeddings: 4
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head:
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class_path: inspiremusic.wavtokenizer.decoder.heads.ISTFTHead
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init_args:
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dim: 768
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n_fft: 1280
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hop_length: 320
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padding: same
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resume_config: config.yaml
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resume_model: last.ckpt
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sample_rate: 24000
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initial_learning_rate: 0.0001
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num_warmup_steps: 0
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mel_loss_coeff: 45.0
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mrd_loss_coeff: 1.0
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pretrain_mel_steps: 0
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decay_mel_coeff: false
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evaluate_utmos: false
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evaluate_pesq: true
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evaluate_periodicty: true
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resume: true
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