Update model

README.md

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+---
+tags:
+- espnet
+- audio
+- codec
+language: multilingual
+datasets:
+- amuse
+license: cc-by-4.0
+---
+
+## ESPnet2 Codec model
+
+### `ftshijt/espnet_codec_soundstream_large_v1.3_category`
+
+This model was trained by ftshijt using amuse recipe in [espnet](https://github.com/espnet/espnet/).
+
+### Demo: How to use in ESPnet2
+
+Follow the [ESPnet installation instructions](https://espnet.github.io/espnet/installation.html)
+if you haven't done that already.
+
+```bash
+cd espnet
+git checkout 9baec3a7b10b784cb721849e19caed19e8ac45bc
+pip install -e .
+cd egs2/amuse/codec1
+./run.sh --skip_data_prep false --skip_train true --download_model ftshijt/espnet_codec_soundstream_large_v1.3_category
+```
+
+
+
+## Codec config
+
+<details><summary>expand</summary>
+
+```
+config: conf/train_soundstream4_large_v1.3.yaml
+print_config: false
+log_level: DEBUG
+drop_last_iter: false
+dry_run: false
+iterator_type: category_chunk
+valid_iterator_type: null
+output_dir: exp/codec_train_soundstream4_large_v1.3_raw_fs16000
+ngpu: 1
+seed: 777
+num_workers: 1
+num_att_plot: 0
+dist_backend: nccl
+dist_init_method: env://
+dist_world_size: 2
+dist_rank: 0
+local_rank: 0
+dist_master_addr: localhost
+dist_master_port: 44599
+dist_launcher: null
+multiprocessing_distributed: true
+unused_parameters: true
+sharded_ddp: false
+use_deepspeed: false
+deepspeed_config: null
+cudnn_enabled: true
+cudnn_benchmark: false
+cudnn_deterministic: false
+use_tf32: true
+collect_stats: false
+write_collected_feats: false
+max_epoch: 360
+patience: null
+val_scheduler_criterion:
+- valid
+- loss
+early_stopping_criterion:
+- valid
+- loss
+- min
+best_model_criterion:
+-   - valid
+    - mel_loss
+    - min
+-   - train
+    - mel_loss
+    - min
+-   - train
+    - total_count
+    - max
+keep_nbest_models: 5
+nbest_averaging_interval: 0
+grad_clip: -1
+grad_clip_type: 2.0
+grad_noise: false
+accum_grad: 1
+no_forward_run: false
+resume: true
+train_dtype: float32
+use_amp: false
+log_interval: 50
+use_matplotlib: true
+use_tensorboard: true
+create_graph_in_tensorboard: false
+use_wandb: false
+wandb_project: null
+wandb_id: null
+wandb_entity: null
+wandb_name: null
+wandb_model_log_interval: -1
+detect_anomaly: false
+use_adapter: false
+adapter: lora
+save_strategy: all
+adapter_conf: {}
+pretrain_path: null
+init_param: []
+ignore_init_mismatch: false
+freeze_param: []
+num_iters_per_epoch: 5000
+batch_size: 128
+valid_batch_size: null
+batch_bins: 1000000
+valid_batch_bins: null
+category_sample_size: 3
+train_shape_file:
+- exp/codec_stats_raw/train/audio_shape
+valid_shape_file:
+- exp/codec_stats_raw/valid/audio_shape
+batch_type: unsorted
+valid_batch_type: null
+fold_length:
+- 256000
+sort_in_batch: descending
+shuffle_within_batch: false
+sort_batch: descending
+multiple_iterator: false
+chunk_length: 32000
+chunk_shift_ratio: 0.5
+num_cache_chunks: 512
+chunk_excluded_key_prefixes: []
+chunk_default_fs: null
+chunk_max_abs_length: null
+chunk_discard_short_samples: true
+train_data_path_and_name_and_type:
+-   - dump/raw/owsm_all/wav.scp
+    - audio
+    - kaldi_ark
+valid_data_path_and_name_and_type:
+-   - dump/raw/dev-small/wav.scp
+    - audio
+    - kaldi_ark
+multi_task_dataset: false
+allow_variable_data_keys: false
+max_cache_size: 0.0
+max_cache_fd: 32
+allow_multi_rates: false
+valid_max_cache_size: null
+exclude_weight_decay: false
+exclude_weight_decay_conf: {}
+optim: adamw
+optim_conf:
+    lr: 0.0002
+    betas:
+    - 0.5
+    - 0.9
+    eps: 1.0e-09
+    weight_decay: 0.0
+scheduler: exponentiallr
+scheduler_conf:
+    gamma: 0.999875
+optim2: adamw
+optim2_conf:
+    lr: 0.0002
+    betas:
+    - 0.5
+    - 0.9
+    eps: 1.0e-09
+    weight_decay: 0.0
+scheduler2: exponentiallr
+scheduler2_conf:
+    gamma: 0.999875
+generator_first: true
+skip_discriminator_prob: 0.0
+model_conf: {}
+use_preprocessor: true
+codec: soundstream
+codec_conf:
+    sampling_rate: 16000
+    generator_params:
+        hidden_dim: 512
+        encdec_channels: 1
+        encdec_n_filters: 32
+        encdec_n_residual_layers: 3
+        encdec_ratios:
+        - 8
+        - 5
+        - 4
+        - 2
+        encdec_activation: ELU
+        encdec_activation_params:
+            alpha: 1.0
+        encdec_norm: weight_norm
+        encdec_kernel_size: 7
+        encdec_residual_kernel_size: 7
+        encdec_last_kernel_size: 7
+        encdec_dilation_base: 2
+        encdec_causal: false
+        encdec_pad_mode: reflect
+        encdec_true_skip: false
+        encdec_compress: 2
+        encdec_lstm: 2
+        decoder_trim_right_ratio: 1.0
+        decoder_final_activation: null
+        decoder_final_activation_params: null
+        quantizer_n_q: 32
+        quantizer_bins: 1024
+        quantizer_decay: 0.99
+        quantizer_kmeans_init: true
+        quantizer_kmeans_iters: 50
+        quantizer_threshold_ema_dead_code: 2
+        quantizer_target_bandwidth:
+        - 2
+        - 4
+        - 8
+        - 16
+        - 32
+        sample_rate: 16000
+    discriminator_params:
+        scales: 3
+        scale_downsample_pooling: AvgPool1d
+        scale_downsample_pooling_params:
+            kernel_size: 4
+            stride: 2
+            padding: 2
+        scale_discriminator_params:
+            in_channels: 1
+            out_channels: 1
+            kernel_sizes:
+            - 15
+            - 41
+            - 5
+            - 3
+            channels: 128
+            max_downsample_channels: 1024
+            max_groups: 16
+            bias: true
+            downsample_scales:
+            - 2
+            - 2
+            - 4
+            - 4
+            - 1
+            nonlinear_activation: LeakyReLU
+            nonlinear_activation_params:
+                negative_slope: 0.1
+        scale_follow_official_norm: false
+        complexstft_discriminator_params:
+            in_channels: 1
+            channels: 32
+            strides:
+            -   - 1
+                - 2
+            -   - 2
+                - 2
+            -   - 1
+                - 2
+            -   - 2
+                - 2
+            -   - 1
+                - 2
+            -   - 2
+                - 2
+            chan_mults:
+            - 1
+            - 2
+            - 4
+            - 4
+            - 8
+            - 8
+            n_fft: 1024
+            hop_length: 256
+            win_length: 1024
+            stft_normalized: false
+    generator_adv_loss_params:
+        average_by_discriminators: false
+        loss_type: mse
+    discriminator_adv_loss_params:
+        average_by_discriminators: false
+        loss_type: mse
+    use_feat_match_loss: true
+    feat_match_loss_params:
+        average_by_discriminators: false
+        average_by_layers: false
+        include_final_outputs: true
+    use_mel_loss: true
+    mel_loss_params:
+        range_start: 6
+        range_end: 11
+        window: hann
+        n_mels: 80
+        fmin: 0
+        fmax: null
+        log_base: null
+        fs: 16000
+    lambda_quantization: 1.0
+    lambda_commit: 1.0
+    lambda_reconstruct: 1.0
+    lambda_adv: 1.0
+    lambda_mel: 45.0
+    lambda_feat_match: 2.0
+    cache_generator_outputs: true
+required:
+- output_dir
+version: '202402'
+distributed: true
+```
+
+</details>
+
+
+
+### Citing ESPnet
+
+```BibTex
+@inproceedings{watanabe2018espnet,
+  author={Shinji Watanabe and Takaaki Hori and Shigeki Karita and Tomoki Hayashi and Jiro Nishitoba and Yuya Unno and Nelson Yalta and Jahn Heymann and Matthew Wiesner and Nanxin Chen and Adithya Renduchintala and Tsubasa Ochiai},
+  title={{ESPnet}: End-to-End Speech Processing Toolkit},
+  year={2018},
+  booktitle={Proceedings of Interspeech},
+  pages={2207--2211},
+  doi={10.21437/Interspeech.2018-1456},
+  url={http://dx.doi.org/10.21437/Interspeech.2018-1456}
+}
+
+
+
+
+
+
+```
+
+or arXiv:
+
+```bibtex
+@misc{watanabe2018espnet,
+  title={ESPnet: End-to-End Speech Processing Toolkit},
+  author={Shinji Watanabe and Takaaki Hori and Shigeki Karita and Tomoki Hayashi and Jiro Nishitoba and Yuya Unno and Nelson Yalta and Jahn Heymann and Matthew Wiesner and Nanxin Chen and Adithya Renduchintala and Tsubasa Ochiai},
+  year={2018},
+  eprint={1804.00015},
+  archivePrefix={arXiv},
+  primaryClass={cs.CL}
+}
+```

exp/codec_train_soundstream4_large_v1.3_raw_fs16000/233epoch.pth

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:3e9f0101e1d178eaa43e4fd5575c91c12e602b3acb93853fb75f09512214c7ab
+size 354547787

exp/codec_train_soundstream4_large_v1.3_raw_fs16000/config.yaml

@@ -0,0 +1,276 @@
+config: conf/train_soundstream4_large_v1.3.yaml
+print_config: false
+log_level: DEBUG
+drop_last_iter: false
+dry_run: false
+iterator_type: category_chunk
+valid_iterator_type: null
+output_dir: exp/codec_train_soundstream4_large_v1.3_raw_fs16000
+ngpu: 1
+seed: 777
+num_workers: 1
+num_att_plot: 0
+dist_backend: nccl
+dist_init_method: env://
+dist_world_size: 2
+dist_rank: 0
+local_rank: 0
+dist_master_addr: localhost
+dist_master_port: 44599
+dist_launcher: null
+multiprocessing_distributed: true
+unused_parameters: true
+sharded_ddp: false
+use_deepspeed: false
+deepspeed_config: null
+cudnn_enabled: true
+cudnn_benchmark: false
+cudnn_deterministic: false
+use_tf32: true
+collect_stats: false
+write_collected_feats: false
+max_epoch: 360
+patience: null
+val_scheduler_criterion:
+- valid
+- loss
+early_stopping_criterion:
+- valid
+- loss
+- min
+best_model_criterion:
+-   - valid
+    - mel_loss
+    - min
+-   - train
+    - mel_loss
+    - min
+-   - train
+    - total_count
+    - max
+keep_nbest_models: 5
+nbest_averaging_interval: 0
+grad_clip: -1
+grad_clip_type: 2.0
+grad_noise: false
+accum_grad: 1
+no_forward_run: false
+resume: true
+train_dtype: float32
+use_amp: false
+log_interval: 50
+use_matplotlib: true
+use_tensorboard: true
+create_graph_in_tensorboard: false
+use_wandb: false
+wandb_project: null
+wandb_id: null
+wandb_entity: null
+wandb_name: null
+wandb_model_log_interval: -1
+detect_anomaly: false
+use_adapter: false
+adapter: lora
+save_strategy: all
+adapter_conf: {}
+pretrain_path: null
+init_param: []
+ignore_init_mismatch: false
+freeze_param: []
+num_iters_per_epoch: 5000
+batch_size: 128
+valid_batch_size: null
+batch_bins: 1000000
+valid_batch_bins: null
+category_sample_size: 3
+train_shape_file:
+- exp/codec_stats_raw/train/audio_shape
+valid_shape_file:
+- exp/codec_stats_raw/valid/audio_shape
+batch_type: unsorted
+valid_batch_type: null
+fold_length:
+- 256000
+sort_in_batch: descending
+shuffle_within_batch: false
+sort_batch: descending
+multiple_iterator: false
+chunk_length: 32000
+chunk_shift_ratio: 0.5
+num_cache_chunks: 512
+chunk_excluded_key_prefixes: []
+chunk_default_fs: null
+chunk_max_abs_length: null
+chunk_discard_short_samples: true
+train_data_path_and_name_and_type:
+-   - dump/raw/owsm_all/wav.scp
+    - audio
+    - kaldi_ark
+valid_data_path_and_name_and_type:
+-   - dump/raw/dev-small/wav.scp
+    - audio
+    - kaldi_ark
+multi_task_dataset: false
+allow_variable_data_keys: false
+max_cache_size: 0.0
+max_cache_fd: 32
+allow_multi_rates: false
+valid_max_cache_size: null
+exclude_weight_decay: false
+exclude_weight_decay_conf: {}
+optim: adamw
+optim_conf:
+    lr: 0.0002
+    betas:
+    - 0.5
+    - 0.9
+    eps: 1.0e-09
+    weight_decay: 0.0
+scheduler: exponentiallr
+scheduler_conf:
+    gamma: 0.999875
+optim2: adamw
+optim2_conf:
+    lr: 0.0002
+    betas:
+    - 0.5
+    - 0.9
+    eps: 1.0e-09
+    weight_decay: 0.0
+scheduler2: exponentiallr
+scheduler2_conf:
+    gamma: 0.999875
+generator_first: true
+skip_discriminator_prob: 0.0
+model_conf: {}
+use_preprocessor: true
+codec: soundstream
+codec_conf:
+    sampling_rate: 16000
+    generator_params:
+        hidden_dim: 512
+        encdec_channels: 1
+        encdec_n_filters: 32
+        encdec_n_residual_layers: 3
+        encdec_ratios:
+        - 8
+        - 5
+        - 4
+        - 2
+        encdec_activation: ELU
+        encdec_activation_params:
+            alpha: 1.0
+        encdec_norm: weight_norm
+        encdec_kernel_size: 7
+        encdec_residual_kernel_size: 7
+        encdec_last_kernel_size: 7
+        encdec_dilation_base: 2
+        encdec_causal: false
+        encdec_pad_mode: reflect
+        encdec_true_skip: false
+        encdec_compress: 2
+        encdec_lstm: 2
+        decoder_trim_right_ratio: 1.0
+        decoder_final_activation: null
+        decoder_final_activation_params: null
+        quantizer_n_q: 32
+        quantizer_bins: 1024
+        quantizer_decay: 0.99
+        quantizer_kmeans_init: true
+        quantizer_kmeans_iters: 50
+        quantizer_threshold_ema_dead_code: 2
+        quantizer_target_bandwidth:
+        - 2
+        - 4
+        - 8
+        - 16
+        - 32
+        sample_rate: 16000
+    discriminator_params:
+        scales: 3
+        scale_downsample_pooling: AvgPool1d
+        scale_downsample_pooling_params:
+            kernel_size: 4
+            stride: 2
+            padding: 2
+        scale_discriminator_params:
+            in_channels: 1
+            out_channels: 1
+            kernel_sizes:
+            - 15
+            - 41
+            - 5
+            - 3
+            channels: 128
+            max_downsample_channels: 1024
+            max_groups: 16
+            bias: true
+            downsample_scales:
+            - 2
+            - 2
+            - 4
+            - 4
+            - 1
+            nonlinear_activation: LeakyReLU
+            nonlinear_activation_params:
+                negative_slope: 0.1
+        scale_follow_official_norm: false
+        complexstft_discriminator_params:
+            in_channels: 1
+            channels: 32
+            strides:
+            -   - 1
+                - 2
+            -   - 2
+                - 2
+            -   - 1
+                - 2
+            -   - 2
+                - 2
+            -   - 1
+                - 2
+            -   - 2
+                - 2
+            chan_mults:
+            - 1
+            - 2
+            - 4
+            - 4
+            - 8
+            - 8
+            n_fft: 1024
+            hop_length: 256
+            win_length: 1024
+            stft_normalized: false
+    generator_adv_loss_params:
+        average_by_discriminators: false
+        loss_type: mse
+    discriminator_adv_loss_params:
+        average_by_discriminators: false
+        loss_type: mse
+    use_feat_match_loss: true
+    feat_match_loss_params:
+        average_by_discriminators: false
+        average_by_layers: false
+        include_final_outputs: true
+    use_mel_loss: true
+    mel_loss_params:
+        range_start: 6
+        range_end: 11
+        window: hann
+        n_mels: 80
+        fmin: 0
+        fmax: null
+        log_base: null
+        fs: 16000
+    lambda_quantization: 1.0
+    lambda_commit: 1.0
+    lambda_reconstruct: 1.0
+    lambda_adv: 1.0
+    lambda_mel: 45.0
+    lambda_feat_match: 2.0
+    cache_generator_outputs: true
+required:
+- output_dir
+version: '202402'
+distributed: true

meta.yaml

@@ -0,0 +1,8 @@
+espnet: '202402'
+files:
+  model_file: exp/codec_train_soundstream4_large_v1.3_raw_fs16000/233epoch.pth
+python: 3.10.13 | packaged by conda-forge | (main, Dec 23 2023, 15:26:55) [GCC 12.3.0]
+timestamp: 1729618641.121627
+torch: 2.5.0.dev20240825+cu124
+yaml_files:
+  train_config: exp/codec_train_soundstream4_large_v1.3_raw_fs16000/config.yaml