202406210928
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- .dockerignore +18 -0
- .gitignore +33 -0
- Dockerfile +23 -0
- README.md +3 -3
- bert/deberta-v2-large-japanese-char-wwm/.gitattributes +34 -0
- bert/deberta-v2-large-japanese-char-wwm/README.md +89 -0
- bert/deberta-v2-large-japanese-char-wwm/config.json +37 -0
- bert/deberta-v2-large-japanese-char-wwm/pytorch_model.bin +3 -0
- bert/deberta-v2-large-japanese-char-wwm/special_tokens_map.json +7 -0
- bert/deberta-v2-large-japanese-char-wwm/tokenizer_config.json +19 -0
- bert/deberta-v2-large-japanese-char-wwm/vocab.txt +0 -0
- config.py +307 -0
- configs/config.json +73 -0
- configs/config_jp_extra.json +80 -0
- configs/default_paths.yml +8 -0
- configs/paths.yml +8 -0
- default_config.yml +70 -0
- initialize.py +147 -0
- model_assets/.gitignore +2 -0
- model_assets/タルト/config.json +118 -0
- model_assets/タルト/style_vectors.npy +3 -0
- model_assets/タルト/tart_e100_s2100.safetensors +3 -0
- model_assets/タルト/tart_e48_s1000.safetensors +3 -0
- model_assets/タルト/tart_e96_s2000.safetensors +3 -0
- model_assets/ティラミス/config.json +122 -0
- model_assets/ティラミス/style_vectors.npy +3 -0
- model_assets/ティラミス/tiramisu_e100_s2700.safetensors +3 -0
- model_assets/ティラミス/tiramisu_e38_s1000.safetensors +3 -0
- model_assets/ティラミス/tiramisu_e75_s2000.safetensors +3 -0
- requirements.txt +25 -0
- server_editor.py +450 -0
- static/404.html +1 -0
- static/_next/static/chunks/154-fb54c66a309416b5.js +14 -0
- static/_next/static/chunks/23-c6362522adba14e9.js +0 -0
- static/_next/static/chunks/257-eff74de43c26e044.js +0 -0
- static/_next/static/chunks/450-e98783cfbe10f77f.js +23 -0
- static/_next/static/chunks/app/_not-found/page-88e5ec60d72eb81e.js +1 -0
- static/_next/static/chunks/app/layout-003f3f0c2945f2e7.js +1 -0
- static/_next/static/chunks/app/page-08720ec85a230405.js +1 -0
- static/_next/static/chunks/fd9d1056-90960e0a7e77703c.js +0 -0
- static/_next/static/chunks/framework-aec844d2ccbe7592.js +0 -0
- static/_next/static/chunks/main-app-af2733a7da866e1d.js +1 -0
- static/_next/static/chunks/main-d1b731f16418ba10.js +0 -0
- static/_next/static/chunks/pages/_app-6a626577ffa902a4.js +1 -0
- static/_next/static/chunks/pages/_error-1be831200e60c5c0.js +1 -0
- static/_next/static/chunks/polyfills-78c92fac7aa8fdd8.js +1 -0
- static/_next/static/chunks/webpack-ef267f3d2baed886.js +1 -0
- static/_next/static/css/c745b8e5e8f4c069.css +5 -0
- static/_next/static/css/caddefc280ca628b.css +1 -0
- static/_next/static/media/010a274bb88558a2-s.woff2 +0 -0
.dockerignore
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# Dockerfile.deploy用の.dockerignore
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# 日本語のJP-Extraのエディター稼働のみに必要なファイルを指定する
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*
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!/style_bert_vits2/
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!/bert/deberta-v2-large-japanese-char-wwm/
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!/configs/
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!/dict_data/default.csv
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!/model_assets/
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!/static/
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!/config.py
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!/default_config.yml
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!/initialize.py
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!/requirements.txt
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!/server_editor.py
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venv/
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.ipynb_checkpoints/
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/*.yml
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# /bert/*/*.bin
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/bert/*/*.h5
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/bert/*/*.model
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/bert/*/*.safetensors
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/bert/*/*.msgpack
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*.csv
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safetensors.ipynb
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*.wav
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# pyopenjtalk's dictionary
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*.dic
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Dockerfile
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# Hugging face spaces (CPU) でエディタ (server_editor.py) のデプロイ用
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# See https://huggingface.co/docs/hub/spaces-sdks-docker-first-demo
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FROM python:3.10
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RUN useradd -m -u 1000 user
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USER user
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ENV HOME=/home/user \
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PATH=/home/user/.local/bin:$PATH
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WORKDIR $HOME/app
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RUN pip install --no-cache-dir --upgrade pip
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COPY --chown=user . $HOME/app
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RUN pip install --no-cache-dir -r $HOME/app/requirements.txt
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# 必要に応じて制限を変更してください
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CMD ["python", "server_editor.py", "--line_length", "50", "--line_count", "3", "--skip_static_files", "--skip_default_models", "--port", "7860"]
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README.md
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---
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title:
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colorFrom: gray
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colorTo:
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sdk: docker
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pinned: false
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title: Chino TTS
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emoji: ☕🐰🎤
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colorFrom: gray
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colorTo: yellow
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sdk: docker
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pinned: false
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---
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bert/deberta-v2-large-japanese-char-wwm/.gitattributes
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*.7z filter=lfs diff=lfs merge=lfs -text
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*.model filter=lfs diff=lfs merge=lfs -text
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*.msgpack filter=lfs diff=lfs merge=lfs -text
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*.npy filter=lfs diff=lfs merge=lfs -text
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*.npz filter=lfs diff=lfs merge=lfs -text
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*.onnx filter=lfs diff=lfs merge=lfs -text
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*.ot filter=lfs diff=lfs merge=lfs -text
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*.parquet filter=lfs diff=lfs merge=lfs -text
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*.pb filter=lfs diff=lfs merge=lfs -text
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*.pickle filter=lfs diff=lfs merge=lfs -text
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*.pkl filter=lfs diff=lfs merge=lfs -text
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*.pt filter=lfs diff=lfs merge=lfs -text
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*.pth filter=lfs diff=lfs merge=lfs -text
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*.rar filter=lfs diff=lfs merge=lfs -text
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*.safetensors filter=lfs diff=lfs merge=lfs -text
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saved_model/**/* filter=lfs diff=lfs merge=lfs -text
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*.tgz filter=lfs diff=lfs merge=lfs -text
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*tfevents* filter=lfs diff=lfs merge=lfs -text
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bert/deberta-v2-large-japanese-char-wwm/README.md
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---
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language: ja
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license: cc-by-sa-4.0
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library_name: transformers
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tags:
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- deberta
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- deberta-v2
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- fill-mask
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- character
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- wwm
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datasets:
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- wikipedia
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- cc100
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- oscar
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metrics:
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- accuracy
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mask_token: "[MASK]"
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widget:
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- text: "京都大学で自然言語処理を[MASK][MASK]する。"
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---
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# Model Card for Japanese character-level DeBERTa V2 large
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## Model description
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This is a Japanese DeBERTa V2 large model pre-trained on Japanese Wikipedia, the Japanese portion of CC-100, and the Japanese portion of OSCAR.
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This model is trained with character-level tokenization and whole word masking.
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## How to use
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You can use this model for masked language modeling as follows:
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```python
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from transformers import AutoTokenizer, AutoModelForMaskedLM
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tokenizer = AutoTokenizer.from_pretrained('ku-nlp/deberta-v2-large-japanese-char-wwm')
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model = AutoModelForMaskedLM.from_pretrained('ku-nlp/deberta-v2-large-japanese-char-wwm')
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sentence = '京都大学で自然言語処理を[MASK][MASK]する。'
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encoding = tokenizer(sentence, return_tensors='pt')
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...
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```
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You can also fine-tune this model on downstream tasks.
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## Tokenization
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There is no need to tokenize texts in advance, and you can give raw texts to the tokenizer.
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The texts are tokenized into character-level tokens by [sentencepiece](https://github.com/google/sentencepiece).
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## Training data
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We used the following corpora for pre-training:
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- Japanese Wikipedia (as of 20221020, 3.2GB, 27M sentences, 1.3M documents)
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- Japanese portion of CC-100 (85GB, 619M sentences, 66M documents)
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- Japanese portion of OSCAR (54GB, 326M sentences, 25M documents)
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Note that we filtered out documents annotated with "header", "footer", or "noisy" tags in OSCAR.
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Also note that Japanese Wikipedia was duplicated 10 times to make the total size of the corpus comparable to that of CC-100 and OSCAR. As a result, the total size of the training data is 171GB.
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## Training procedure
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We first segmented texts in the corpora into words using [Juman++ 2.0.0-rc3](https://github.com/ku-nlp/jumanpp/releases/tag/v2.0.0-rc3) for whole word masking.
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Then, we built a sentencepiece model with 22,012 tokens including all characters that appear in the training corpus.
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We tokenized raw corpora into character-level subwords using the sentencepiece model and trained the Japanese DeBERTa model using [transformers](https://github.com/huggingface/transformers) library.
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The training took 26 days using 16 NVIDIA A100-SXM4-40GB GPUs.
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The following hyperparameters were used during pre-training:
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- learning_rate: 1e-4
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- per_device_train_batch_size: 26
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- distributed_type: multi-GPU
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- num_devices: 16
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- gradient_accumulation_steps: 8
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- total_train_batch_size: 3,328
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- max_seq_length: 512
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- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-06
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- lr_scheduler_type: linear schedule with warmup (lr = 0 at 300k steps)
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- training_steps: 260,000
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- warmup_steps: 10,000
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The accuracy of the trained model on the masked language modeling task was 0.795.
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The evaluation set consists of 5,000 randomly sampled documents from each of the training corpora.
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## Acknowledgments
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This work was supported by Joint Usage/Research Center for Interdisciplinary Large-scale Information Infrastructures (JHPCN) through General Collaboration Project no. jh221004, "Developing a Platform for Constructing and Sharing of Large-Scale Japanese Language Models".
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For training models, we used the mdx: a platform for the data-driven future.
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bert/deberta-v2-large-japanese-char-wwm/config.json
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{
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"architectures": [
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"DebertaV2ForMaskedLM"
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],
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"attention_head_size": 64,
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"attention_probs_dropout_prob": 0.1,
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"conv_act": "gelu",
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"conv_kernel_size": 3,
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"hidden_act": "gelu",
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"hidden_dropout_prob": 0.1,
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"hidden_size": 1024,
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"initializer_range": 0.02,
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"intermediate_size": 4096,
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"layer_norm_eps": 1e-07,
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"max_position_embeddings": 512,
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"max_relative_positions": -1,
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"model_type": "deberta-v2",
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"norm_rel_ebd": "layer_norm",
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"num_attention_heads": 16,
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"num_hidden_layers": 24,
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"pad_token_id": 0,
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"pooler_dropout": 0,
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"pooler_hidden_act": "gelu",
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"pooler_hidden_size": 1024,
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"pos_att_type": [
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"p2c",
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"c2p"
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],
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"position_biased_input": false,
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"position_buckets": 256,
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"relative_attention": true,
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"share_att_key": true,
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"torch_dtype": "float16",
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"transformers_version": "4.25.1",
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"type_vocab_size": 0,
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"vocab_size": 22012
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}
|
bert/deberta-v2-large-japanese-char-wwm/pytorch_model.bin
ADDED
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
1 |
+
version https://git-lfs.github.com/spec/v1
|
2 |
+
oid sha256:bf0dab8ad87bd7c22e85ec71e04f2240804fda6d33196157d6b5923af6ea1201
|
3 |
+
size 1318456639
|
bert/deberta-v2-large-japanese-char-wwm/special_tokens_map.json
ADDED
@@ -0,0 +1,7 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
1 |
+
{
|
2 |
+
"cls_token": "[CLS]",
|
3 |
+
"mask_token": "[MASK]",
|
4 |
+
"pad_token": "[PAD]",
|
5 |
+
"sep_token": "[SEP]",
|
6 |
+
"unk_token": "[UNK]"
|
7 |
+
}
|
bert/deberta-v2-large-japanese-char-wwm/tokenizer_config.json
ADDED
@@ -0,0 +1,19 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
1 |
+
{
|
2 |
+
"cls_token": "[CLS]",
|
3 |
+
"do_lower_case": false,
|
4 |
+
"do_subword_tokenize": true,
|
5 |
+
"do_word_tokenize": true,
|
6 |
+
"jumanpp_kwargs": null,
|
7 |
+
"mask_token": "[MASK]",
|
8 |
+
"mecab_kwargs": null,
|
9 |
+
"model_max_length": 1000000000000000019884624838656,
|
10 |
+
"never_split": null,
|
11 |
+
"pad_token": "[PAD]",
|
12 |
+
"sep_token": "[SEP]",
|
13 |
+
"special_tokens_map_file": null,
|
14 |
+
"subword_tokenizer_type": "character",
|
15 |
+
"sudachi_kwargs": null,
|
16 |
+
"tokenizer_class": "BertJapaneseTokenizer",
|
17 |
+
"unk_token": "[UNK]",
|
18 |
+
"word_tokenizer_type": "basic"
|
19 |
+
}
|
bert/deberta-v2-large-japanese-char-wwm/vocab.txt
ADDED
The diff for this file is too large to render.
See raw diff
|
|
config.py
ADDED
@@ -0,0 +1,307 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
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|
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|
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|
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|
|
|
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|
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|
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|
|
|
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|
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|
|
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|
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|
|
|
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|
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|
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|
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|
|
|
|
|
|
|
|
|
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|
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|
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|
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|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
1 |
+
"""
|
2 |
+
@Desc: 全局配置文件读取
|
3 |
+
"""
|
4 |
+
|
5 |
+
import shutil
|
6 |
+
from pathlib import Path
|
7 |
+
from typing import Any
|
8 |
+
|
9 |
+
import torch
|
10 |
+
import yaml
|
11 |
+
|
12 |
+
from style_bert_vits2.logging import logger
|
13 |
+
|
14 |
+
|
15 |
+
class PathConfig:
|
16 |
+
def __init__(self, dataset_root: str, assets_root: str):
|
17 |
+
self.dataset_root = Path(dataset_root)
|
18 |
+
self.assets_root = Path(assets_root)
|
19 |
+
|
20 |
+
|
21 |
+
# If not cuda available, set possible devices to cpu
|
22 |
+
cuda_available = torch.cuda.is_available()
|
23 |
+
|
24 |
+
|
25 |
+
class Resample_config:
|
26 |
+
"""重采样配置"""
|
27 |
+
|
28 |
+
def __init__(self, in_dir: str, out_dir: str, sampling_rate: int = 44100):
|
29 |
+
self.sampling_rate = sampling_rate # 目标采样率
|
30 |
+
self.in_dir = Path(in_dir) # 待处理音频目录路径
|
31 |
+
self.out_dir = Path(out_dir) # 重采样输出路径
|
32 |
+
|
33 |
+
@classmethod
|
34 |
+
def from_dict(cls, dataset_path: Path, data: dict[str, Any]):
|
35 |
+
"""从字典中生成实例"""
|
36 |
+
|
37 |
+
# 不检查路径是否有效,此逻辑在resample.py中处理
|
38 |
+
data["in_dir"] = dataset_path / data["in_dir"]
|
39 |
+
data["out_dir"] = dataset_path / data["out_dir"]
|
40 |
+
|
41 |
+
return cls(**data)
|
42 |
+
|
43 |
+
|
44 |
+
class Preprocess_text_config:
|
45 |
+
"""数据预处理配置"""
|
46 |
+
|
47 |
+
def __init__(
|
48 |
+
self,
|
49 |
+
transcription_path: str,
|
50 |
+
cleaned_path: str,
|
51 |
+
train_path: str,
|
52 |
+
val_path: str,
|
53 |
+
config_path: str,
|
54 |
+
val_per_lang: int = 5,
|
55 |
+
max_val_total: int = 10000,
|
56 |
+
clean: bool = True,
|
57 |
+
):
|
58 |
+
self.transcription_path = Path(transcription_path)
|
59 |
+
self.train_path = Path(train_path)
|
60 |
+
if cleaned_path == "" or cleaned_path is None:
|
61 |
+
self.cleaned_path = self.transcription_path.with_name(
|
62 |
+
self.transcription_path.name + ".cleaned"
|
63 |
+
)
|
64 |
+
else:
|
65 |
+
self.cleaned_path = Path(cleaned_path)
|
66 |
+
self.val_path = Path(val_path)
|
67 |
+
self.config_path = Path(config_path)
|
68 |
+
self.val_per_lang = val_per_lang
|
69 |
+
self.max_val_total = max_val_total
|
70 |
+
self.clean = clean
|
71 |
+
|
72 |
+
@classmethod
|
73 |
+
def from_dict(cls, dataset_path: Path, data: dict[str, Any]):
|
74 |
+
"""从字典中生成实例"""
|
75 |
+
|
76 |
+
data["transcription_path"] = dataset_path / data["transcription_path"]
|
77 |
+
if data["cleaned_path"] == "" or data["cleaned_path"] is None:
|
78 |
+
data["cleaned_path"] = ""
|
79 |
+
else:
|
80 |
+
data["cleaned_path"] = dataset_path / data["cleaned_path"]
|
81 |
+
data["train_path"] = dataset_path / data["train_path"]
|
82 |
+
data["val_path"] = dataset_path / data["val_path"]
|
83 |
+
data["config_path"] = dataset_path / data["config_path"]
|
84 |
+
|
85 |
+
return cls(**data)
|
86 |
+
|
87 |
+
|
88 |
+
class Bert_gen_config:
|
89 |
+
"""bert_gen 配置"""
|
90 |
+
|
91 |
+
def __init__(
|
92 |
+
self,
|
93 |
+
config_path: str,
|
94 |
+
num_processes: int = 1,
|
95 |
+
device: str = "cuda",
|
96 |
+
use_multi_device: bool = False,
|
97 |
+
):
|
98 |
+
self.config_path = Path(config_path)
|
99 |
+
self.num_processes = num_processes
|
100 |
+
if not cuda_available:
|
101 |
+
device = "cpu"
|
102 |
+
self.device = device
|
103 |
+
self.use_multi_device = use_multi_device
|
104 |
+
|
105 |
+
@classmethod
|
106 |
+
def from_dict(cls, dataset_path: Path, data: dict[str, Any]):
|
107 |
+
data["config_path"] = dataset_path / data["config_path"]
|
108 |
+
|
109 |
+
return cls(**data)
|
110 |
+
|
111 |
+
|
112 |
+
class Style_gen_config:
|
113 |
+
"""style_gen 配置"""
|
114 |
+
|
115 |
+
def __init__(
|
116 |
+
self,
|
117 |
+
config_path: str,
|
118 |
+
num_processes: int = 4,
|
119 |
+
device: str = "cuda",
|
120 |
+
):
|
121 |
+
self.config_path = Path(config_path)
|
122 |
+
self.num_processes = num_processes
|
123 |
+
if not cuda_available:
|
124 |
+
device = "cpu"
|
125 |
+
self.device = device
|
126 |
+
|
127 |
+
@classmethod
|
128 |
+
def from_dict(cls, dataset_path: Path, data: dict[str, Any]):
|
129 |
+
data["config_path"] = dataset_path / data["config_path"]
|
130 |
+
|
131 |
+
return cls(**data)
|
132 |
+
|
133 |
+
|
134 |
+
class Train_ms_config:
|
135 |
+
"""训练配置"""
|
136 |
+
|
137 |
+
def __init__(
|
138 |
+
self,
|
139 |
+
config_path: str,
|
140 |
+
env: dict[str, Any],
|
141 |
+
# base: Dict[str, any],
|
142 |
+
model_dir: str,
|
143 |
+
num_workers: int,
|
144 |
+
spec_cache: bool,
|
145 |
+
keep_ckpts: int,
|
146 |
+
):
|
147 |
+
self.env = env # 需要加载的环境变量
|
148 |
+
# self.base = base # 底模配置
|
149 |
+
self.model_dir = Path(
|
150 |
+
model_dir
|
151 |
+
) # 训练模型存储目录,该路径为相对于dataset_path的路径,而非项目根目录
|
152 |
+
self.config_path = Path(config_path) # 配置文件路径
|
153 |
+
self.num_workers = num_workers # worker数量
|
154 |
+
self.spec_cache = spec_cache # 是否启用spec缓存
|
155 |
+
self.keep_ckpts = keep_ckpts # ckpt数量
|
156 |
+
|
157 |
+
@classmethod
|
158 |
+
def from_dict(cls, dataset_path: Path, data: dict[str, Any]):
|
159 |
+
# data["model"] = os.path.join(dataset_path, data["model"])
|
160 |
+
data["config_path"] = dataset_path / data["config_path"]
|
161 |
+
|
162 |
+
return cls(**data)
|
163 |
+
|
164 |
+
|
165 |
+
class Webui_config:
|
166 |
+
"""webui 配置 (for webui.py, not supported now)"""
|
167 |
+
|
168 |
+
def __init__(
|
169 |
+
self,
|
170 |
+
device: str,
|
171 |
+
model: str,
|
172 |
+
config_path: str,
|
173 |
+
language_identification_library: str,
|
174 |
+
port: int = 7860,
|
175 |
+
share: bool = False,
|
176 |
+
debug: bool = False,
|
177 |
+
):
|
178 |
+
if not cuda_available:
|
179 |
+
device = "cpu"
|
180 |
+
self.device = device
|
181 |
+
self.model = Path(model)
|
182 |
+
self.config_path = Path(config_path)
|
183 |
+
self.port: int = port
|
184 |
+
self.share: bool = share
|
185 |
+
self.debug: bool = debug
|
186 |
+
self.language_identification_library: str = language_identification_library
|
187 |
+
|
188 |
+
@classmethod
|
189 |
+
def from_dict(cls, dataset_path: Path, data: dict[str, Any]):
|
190 |
+
data["config_path"] = dataset_path / data["config_path"]
|
191 |
+
data["model"] = dataset_path / data["model"]
|
192 |
+
return cls(**data)
|
193 |
+
|
194 |
+
|
195 |
+
class Server_config:
|
196 |
+
def __init__(
|
197 |
+
self,
|
198 |
+
port: int = 5000,
|
199 |
+
device: str = "cuda",
|
200 |
+
limit: int = 100,
|
201 |
+
language: str = "JP",
|
202 |
+
origins: list[str] = ["*"],
|
203 |
+
):
|
204 |
+
self.port: int = port
|
205 |
+
if not cuda_available:
|
206 |
+
device = "cpu"
|
207 |
+
self.device: str = device
|
208 |
+
self.language: str = language
|
209 |
+
self.limit: int = limit
|
210 |
+
self.origins: list[str] = origins
|
211 |
+
|
212 |
+
@classmethod
|
213 |
+
def from_dict(cls, data: dict[str, Any]):
|
214 |
+
return cls(**data)
|
215 |
+
|
216 |
+
|
217 |
+
class Translate_config:
|
218 |
+
"""翻译api配置"""
|
219 |
+
|
220 |
+
def __init__(self, app_key: str, secret_key: str):
|
221 |
+
self.app_key = app_key
|
222 |
+
self.secret_key = secret_key
|
223 |
+
|
224 |
+
@classmethod
|
225 |
+
def from_dict(cls, data: dict[str, Any]):
|
226 |
+
return cls(**data)
|
227 |
+
|
228 |
+
|
229 |
+
class Config:
|
230 |
+
def __init__(self, config_path: str, path_config: PathConfig):
|
231 |
+
if not Path(config_path).exists():
|
232 |
+
shutil.copy(src="default_config.yml", dst=config_path)
|
233 |
+
logger.info(
|
234 |
+
f"A configuration file {config_path} has been generated based on the default configuration file default_config.yml."
|
235 |
+
)
|
236 |
+
logger.info(
|
237 |
+
"Please do not modify default_config.yml. Instead, modify config.yml."
|
238 |
+
)
|
239 |
+
# sys.exit(0)
|
240 |
+
with open(config_path, encoding="utf-8") as file:
|
241 |
+
yaml_config: dict[str, Any] = yaml.safe_load(file.read())
|
242 |
+
model_name: str = yaml_config["model_name"]
|
243 |
+
self.model_name: str = model_name
|
244 |
+
if "dataset_path" in yaml_config:
|
245 |
+
dataset_path = Path(yaml_config["dataset_path"])
|
246 |
+
else:
|
247 |
+
dataset_path = path_config.dataset_root / model_name
|
248 |
+
self.dataset_path = dataset_path
|
249 |
+
self.dataset_root = path_config.dataset_root
|
250 |
+
self.assets_root = path_config.assets_root
|
251 |
+
self.out_dir = self.assets_root / model_name
|
252 |
+
self.resample_config: Resample_config = Resample_config.from_dict(
|
253 |
+
dataset_path, yaml_config["resample"]
|
254 |
+
)
|
255 |
+
self.preprocess_text_config: Preprocess_text_config = (
|
256 |
+
Preprocess_text_config.from_dict(
|
257 |
+
dataset_path, yaml_config["preprocess_text"]
|
258 |
+
)
|
259 |
+
)
|
260 |
+
self.bert_gen_config: Bert_gen_config = Bert_gen_config.from_dict(
|
261 |
+
dataset_path, yaml_config["bert_gen"]
|
262 |
+
)
|
263 |
+
self.style_gen_config: Style_gen_config = Style_gen_config.from_dict(
|
264 |
+
dataset_path, yaml_config["style_gen"]
|
265 |
+
)
|
266 |
+
self.train_ms_config: Train_ms_config = Train_ms_config.from_dict(
|
267 |
+
dataset_path, yaml_config["train_ms"]
|
268 |
+
)
|
269 |
+
self.webui_config: Webui_config = Webui_config.from_dict(
|
270 |
+
dataset_path, yaml_config["webui"]
|
271 |
+
)
|
272 |
+
self.server_config: Server_config = Server_config.from_dict(
|
273 |
+
yaml_config["server"]
|
274 |
+
)
|
275 |
+
# self.translate_config: Translate_config = Translate_config.from_dict(
|
276 |
+
# yaml_config["translate"]
|
277 |
+
# )
|
278 |
+
|
279 |
+
|
280 |
+
# Load and initialize the configuration
|
281 |
+
|
282 |
+
|
283 |
+
def get_path_config() -> PathConfig:
|
284 |
+
path_config_path = Path("configs/paths.yml")
|
285 |
+
if not path_config_path.exists():
|
286 |
+
shutil.copy(src="configs/default_paths.yml", dst=path_config_path)
|
287 |
+
logger.info(
|
288 |
+
f"A configuration file {path_config_path} has been generated based on the default configuration file default_paths.yml."
|
289 |
+
)
|
290 |
+
logger.info(
|
291 |
+
"Please do not modify configs/default_paths.yml. Instead, modify configs/paths.yml."
|
292 |
+
)
|
293 |
+
with open(path_config_path, encoding="utf-8") as file:
|
294 |
+
path_config_dict: dict[str, str] = yaml.safe_load(file.read())
|
295 |
+
return PathConfig(**path_config_dict)
|
296 |
+
|
297 |
+
|
298 |
+
def get_config() -> Config:
|
299 |
+
path_config = get_path_config()
|
300 |
+
try:
|
301 |
+
config = Config("config.yml", path_config)
|
302 |
+
except (TypeError, KeyError):
|
303 |
+
logger.warning("Old config.yml found. Replace it with default_config.yml.")
|
304 |
+
shutil.copy(src="default_config.yml", dst="config.yml")
|
305 |
+
config = Config("config.yml", path_config)
|
306 |
+
|
307 |
+
return config
|
configs/config.json
ADDED
@@ -0,0 +1,73 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
1 |
+
{
|
2 |
+
"model_name": "Dummy",
|
3 |
+
"train": {
|
4 |
+
"log_interval": 200,
|
5 |
+
"eval_interval": 1000,
|
6 |
+
"seed": 42,
|
7 |
+
"epochs": 1000,
|
8 |
+
"learning_rate": 0.0002,
|
9 |
+
"betas": [0.8, 0.99],
|
10 |
+
"eps": 1e-9,
|
11 |
+
"batch_size": 2,
|
12 |
+
"bf16_run": false,
|
13 |
+
"lr_decay": 0.99995,
|
14 |
+
"segment_size": 16384,
|
15 |
+
"init_lr_ratio": 1,
|
16 |
+
"warmup_epochs": 0,
|
17 |
+
"c_mel": 45,
|
18 |
+
"c_kl": 1.0,
|
19 |
+
"skip_optimizer": false,
|
20 |
+
"freeze_ZH_bert": false,
|
21 |
+
"freeze_JP_bert": false,
|
22 |
+
"freeze_EN_bert": false,
|
23 |
+
"freeze_style": false,
|
24 |
+
"freeze_encoder": false
|
25 |
+
},
|
26 |
+
"data": {
|
27 |
+
"use_jp_extra": false,
|
28 |
+
"training_files": "Data/Dummy/train.list",
|
29 |
+
"validation_files": "Data/Dummy/val.list",
|
30 |
+
"max_wav_value": 32768.0,
|
31 |
+
"sampling_rate": 44100,
|
32 |
+
"filter_length": 2048,
|
33 |
+
"hop_length": 512,
|
34 |
+
"win_length": 2048,
|
35 |
+
"n_mel_channels": 128,
|
36 |
+
"mel_fmin": 0.0,
|
37 |
+
"mel_fmax": null,
|
38 |
+
"add_blank": true,
|
39 |
+
"n_speakers": 1,
|
40 |
+
"cleaned_text": true,
|
41 |
+
"num_styles": 1,
|
42 |
+
"style2id": {
|
43 |
+
"Neutral": 0
|
44 |
+
}
|
45 |
+
},
|
46 |
+
"model": {
|
47 |
+
"use_spk_conditioned_encoder": true,
|
48 |
+
"use_noise_scaled_mas": true,
|
49 |
+
"use_mel_posterior_encoder": false,
|
50 |
+
"use_duration_discriminator": true,
|
51 |
+
"inter_channels": 192,
|
52 |
+
"hidden_channels": 192,
|
53 |
+
"filter_channels": 768,
|
54 |
+
"n_heads": 2,
|
55 |
+
"n_layers": 6,
|
56 |
+
"kernel_size": 3,
|
57 |
+
"p_dropout": 0.1,
|
58 |
+
"resblock": "1",
|
59 |
+
"resblock_kernel_sizes": [3, 7, 11],
|
60 |
+
"resblock_dilation_sizes": [
|
61 |
+
[1, 3, 5],
|
62 |
+
[1, 3, 5],
|
63 |
+
[1, 3, 5]
|
64 |
+
],
|
65 |
+
"upsample_rates": [8, 8, 2, 2, 2],
|
66 |
+
"upsample_initial_channel": 512,
|
67 |
+
"upsample_kernel_sizes": [16, 16, 8, 2, 2],
|
68 |
+
"n_layers_q": 3,
|
69 |
+
"use_spectral_norm": false,
|
70 |
+
"gin_channels": 256
|
71 |
+
},
|
72 |
+
"version": "2.5.0"
|
73 |
+
}
|
configs/config_jp_extra.json
ADDED
@@ -0,0 +1,80 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
1 |
+
{
|
2 |
+
"model_name": "Dummy",
|
3 |
+
"train": {
|
4 |
+
"log_interval": 200,
|
5 |
+
"eval_interval": 1000,
|
6 |
+
"seed": 42,
|
7 |
+
"epochs": 1000,
|
8 |
+
"learning_rate": 0.0001,
|
9 |
+
"betas": [0.8, 0.99],
|
10 |
+
"eps": 1e-9,
|
11 |
+
"batch_size": 2,
|
12 |
+
"bf16_run": false,
|
13 |
+
"fp16_run": false,
|
14 |
+
"lr_decay": 0.99996,
|
15 |
+
"segment_size": 16384,
|
16 |
+
"init_lr_ratio": 1,
|
17 |
+
"warmup_epochs": 0,
|
18 |
+
"c_mel": 45,
|
19 |
+
"c_kl": 1.0,
|
20 |
+
"c_commit": 100,
|
21 |
+
"skip_optimizer": false,
|
22 |
+
"freeze_ZH_bert": false,
|
23 |
+
"freeze_JP_bert": false,
|
24 |
+
"freeze_EN_bert": false,
|
25 |
+
"freeze_emo": false,
|
26 |
+
"freeze_style": false,
|
27 |
+
"freeze_decoder": false
|
28 |
+
},
|
29 |
+
"data": {
|
30 |
+
"use_jp_extra": true,
|
31 |
+
"training_files": "Data/Dummy/train.list",
|
32 |
+
"validation_files": "Data/Dummy/val.list",
|
33 |
+
"max_wav_value": 32768.0,
|
34 |
+
"sampling_rate": 44100,
|
35 |
+
"filter_length": 2048,
|
36 |
+
"hop_length": 512,
|
37 |
+
"win_length": 2048,
|
38 |
+
"n_mel_channels": 128,
|
39 |
+
"mel_fmin": 0.0,
|
40 |
+
"mel_fmax": null,
|
41 |
+
"add_blank": true,
|
42 |
+
"n_speakers": 512,
|
43 |
+
"cleaned_text": true
|
44 |
+
},
|
45 |
+
"model": {
|
46 |
+
"use_spk_conditioned_encoder": true,
|
47 |
+
"use_noise_scaled_mas": true,
|
48 |
+
"use_mel_posterior_encoder": false,
|
49 |
+
"use_duration_discriminator": false,
|
50 |
+
"use_wavlm_discriminator": true,
|
51 |
+
"inter_channels": 192,
|
52 |
+
"hidden_channels": 192,
|
53 |
+
"filter_channels": 768,
|
54 |
+
"n_heads": 2,
|
55 |
+
"n_layers": 6,
|
56 |
+
"kernel_size": 3,
|
57 |
+
"p_dropout": 0.1,
|
58 |
+
"resblock": "1",
|
59 |
+
"resblock_kernel_sizes": [3, 7, 11],
|
60 |
+
"resblock_dilation_sizes": [
|
61 |
+
[1, 3, 5],
|
62 |
+
[1, 3, 5],
|
63 |
+
[1, 3, 5]
|
64 |
+
],
|
65 |
+
"upsample_rates": [8, 8, 2, 2, 2],
|
66 |
+
"upsample_initial_channel": 512,
|
67 |
+
"upsample_kernel_sizes": [16, 16, 8, 2, 2],
|
68 |
+
"n_layers_q": 3,
|
69 |
+
"use_spectral_norm": false,
|
70 |
+
"gin_channels": 512,
|
71 |
+
"slm": {
|
72 |
+
"model": "./slm/wavlm-base-plus",
|
73 |
+
"sr": 16000,
|
74 |
+
"hidden": 768,
|
75 |
+
"nlayers": 13,
|
76 |
+
"initial_channel": 64
|
77 |
+
}
|
78 |
+
},
|
79 |
+
"version": "2.5.0-JP-Extra"
|
80 |
+
}
|
configs/default_paths.yml
ADDED
@@ -0,0 +1,8 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
1 |
+
# Root directory of the training dataset.
|
2 |
+
# The training dataset of {model_name} should be placed in {dataset_root}/{model_name}.
|
3 |
+
dataset_root: Data
|
4 |
+
|
5 |
+
# Root directory of the model assets (for inference).
|
6 |
+
# In training, the model assets will be saved to {assets_root}/{model_name},
|
7 |
+
# and in inference, we load all the models from {assets_root}.
|
8 |
+
assets_root: model_assets
|
configs/paths.yml
ADDED
@@ -0,0 +1,8 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
1 |
+
# Root directory of the training dataset.
|
2 |
+
# The training dataset of {model_name} should be placed in {dataset_root}/{model_name}.
|
3 |
+
dataset_root: Data
|
4 |
+
|
5 |
+
# Root directory of the model assets (for inference).
|
6 |
+
# In training, the model assets will be saved to {assets_root}/{model_name},
|
7 |
+
# and in inference, we load all the models from {assets_root}.
|
8 |
+
assets_root: model_assets
|
default_config.yml
ADDED
@@ -0,0 +1,70 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
1 |
+
model_name: "model_name"
|
2 |
+
|
3 |
+
# If you want to use a specific dataset path, uncomment the following line.
|
4 |
+
# Otherwise, the dataset path is `{dataset_root}/{model_name}`.
|
5 |
+
|
6 |
+
# dataset_path: "your/dataset/path"
|
7 |
+
|
8 |
+
resample:
|
9 |
+
sampling_rate: 44100
|
10 |
+
in_dir: "raw"
|
11 |
+
out_dir: "wavs"
|
12 |
+
|
13 |
+
preprocess_text:
|
14 |
+
transcription_path: "esd.list"
|
15 |
+
cleaned_path: ""
|
16 |
+
train_path: "train.list"
|
17 |
+
val_path: "val.list"
|
18 |
+
config_path: "config.json"
|
19 |
+
val_per_lang: 0
|
20 |
+
max_val_total: 12
|
21 |
+
clean: true
|
22 |
+
|
23 |
+
bert_gen:
|
24 |
+
config_path: "config.json"
|
25 |
+
num_processes: 1
|
26 |
+
device: "cuda"
|
27 |
+
use_multi_device: false
|
28 |
+
|
29 |
+
style_gen:
|
30 |
+
config_path: "config.json"
|
31 |
+
num_processes: 4
|
32 |
+
device: "cuda"
|
33 |
+
|
34 |
+
train_ms:
|
35 |
+
env:
|
36 |
+
MASTER_ADDR: "localhost"
|
37 |
+
MASTER_PORT: 10086
|
38 |
+
WORLD_SIZE: 1
|
39 |
+
LOCAL_RANK: 0
|
40 |
+
RANK: 0
|
41 |
+
model_dir: "models" # The directory to save the model (for training), relative to `{dataset_root}/{model_name}`.
|
42 |
+
config_path: "config.json"
|
43 |
+
num_workers: 16
|
44 |
+
spec_cache: True
|
45 |
+
keep_ckpts: 1 # Set this to 0 to keep all checkpoints
|
46 |
+
|
47 |
+
webui: # For `webui.py`, which is not supported yet in Style-Bert-VITS2.
|
48 |
+
# 推理设备
|
49 |
+
device: "cuda"
|
50 |
+
# 模型路径
|
51 |
+
model: "models/G_8000.pth"
|
52 |
+
# 配置文件路径
|
53 |
+
config_path: "config.json"
|
54 |
+
# 端口号
|
55 |
+
port: 7860
|
56 |
+
# 是否公开部署,对外网开放
|
57 |
+
share: false
|
58 |
+
# 是否开启debug模式
|
59 |
+
debug: false
|
60 |
+
# 语种识别库,可选langid, fastlid
|
61 |
+
language_identification_library: "langid"
|
62 |
+
|
63 |
+
# server_fastapi's config
|
64 |
+
server:
|
65 |
+
port: 5000
|
66 |
+
device: "cuda"
|
67 |
+
language: "JP"
|
68 |
+
limit: 100
|
69 |
+
origins:
|
70 |
+
- "*"
|
initialize.py
ADDED
@@ -0,0 +1,147 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
1 |
+
import argparse
|
2 |
+
import json
|
3 |
+
import shutil
|
4 |
+
from pathlib import Path
|
5 |
+
|
6 |
+
import yaml
|
7 |
+
from huggingface_hub import hf_hub_download
|
8 |
+
|
9 |
+
from style_bert_vits2.logging import logger
|
10 |
+
|
11 |
+
|
12 |
+
def download_bert_models():
|
13 |
+
with open("bert/bert_models.json", encoding="utf-8") as fp:
|
14 |
+
models = json.load(fp)
|
15 |
+
for k, v in models.items():
|
16 |
+
local_path = Path("bert").joinpath(k)
|
17 |
+
for file in v["files"]:
|
18 |
+
if not Path(local_path).joinpath(file).exists():
|
19 |
+
logger.info(f"Downloading {k} {file}")
|
20 |
+
hf_hub_download(v["repo_id"], file, local_dir=local_path)
|
21 |
+
|
22 |
+
|
23 |
+
def download_slm_model():
|
24 |
+
local_path = Path("slm/wavlm-base-plus/")
|
25 |
+
file = "pytorch_model.bin"
|
26 |
+
if not Path(local_path).joinpath(file).exists():
|
27 |
+
logger.info(f"Downloading wavlm-base-plus {file}")
|
28 |
+
hf_hub_download("microsoft/wavlm-base-plus", file, local_dir=local_path)
|
29 |
+
|
30 |
+
|
31 |
+
def download_pretrained_models():
|
32 |
+
files = ["G_0.safetensors", "D_0.safetensors", "DUR_0.safetensors"]
|
33 |
+
local_path = Path("pretrained")
|
34 |
+
for file in files:
|
35 |
+
if not Path(local_path).joinpath(file).exists():
|
36 |
+
logger.info(f"Downloading pretrained {file}")
|
37 |
+
hf_hub_download(
|
38 |
+
"litagin/Style-Bert-VITS2-1.0-base", file, local_dir=local_path
|
39 |
+
)
|
40 |
+
|
41 |
+
|
42 |
+
def download_jp_extra_pretrained_models():
|
43 |
+
files = ["G_0.safetensors", "D_0.safetensors", "WD_0.safetensors"]
|
44 |
+
local_path = Path("pretrained_jp_extra")
|
45 |
+
for file in files:
|
46 |
+
if not Path(local_path).joinpath(file).exists():
|
47 |
+
logger.info(f"Downloading JP-Extra pretrained {file}")
|
48 |
+
hf_hub_download(
|
49 |
+
"litagin/Style-Bert-VITS2-2.0-base-JP-Extra", file, local_dir=local_path
|
50 |
+
)
|
51 |
+
|
52 |
+
|
53 |
+
def download_default_models():
|
54 |
+
files = [
|
55 |
+
"jvnv-F1-jp/config.json",
|
56 |
+
"jvnv-F1-jp/jvnv-F1-jp_e160_s14000.safetensors",
|
57 |
+
"jvnv-F1-jp/style_vectors.npy",
|
58 |
+
"jvnv-F2-jp/config.json",
|
59 |
+
"jvnv-F2-jp/jvnv-F2_e166_s20000.safetensors",
|
60 |
+
"jvnv-F2-jp/style_vectors.npy",
|
61 |
+
"jvnv-M1-jp/config.json",
|
62 |
+
"jvnv-M1-jp/jvnv-M1-jp_e158_s14000.safetensors",
|
63 |
+
"jvnv-M1-jp/style_vectors.npy",
|
64 |
+
"jvnv-M2-jp/config.json",
|
65 |
+
"jvnv-M2-jp/jvnv-M2-jp_e159_s17000.safetensors",
|
66 |
+
"jvnv-M2-jp/style_vectors.npy",
|
67 |
+
]
|
68 |
+
for file in files:
|
69 |
+
if not Path(f"model_assets/{file}").exists():
|
70 |
+
logger.info(f"Downloading {file}")
|
71 |
+
hf_hub_download(
|
72 |
+
"litagin/style_bert_vits2_jvnv",
|
73 |
+
file,
|
74 |
+
local_dir="model_assets",
|
75 |
+
)
|
76 |
+
additional_files = {
|
77 |
+
"litagin/sbv2_koharune_ami": [
|
78 |
+
"koharune-ami/config.json",
|
79 |
+
"koharune-ami/style_vectors.npy",
|
80 |
+
"koharune-ami/koharune-ami.safetensors",
|
81 |
+
],
|
82 |
+
"litagin/sbv2_amitaro": [
|
83 |
+
"amitaro/config.json",
|
84 |
+
"amitaro/style_vectors.npy",
|
85 |
+
"amitaro/amitaro.safetensors",
|
86 |
+
],
|
87 |
+
}
|
88 |
+
for repo_id, files in additional_files.items():
|
89 |
+
for file in files:
|
90 |
+
if not Path(f"model_assets/{file}").exists():
|
91 |
+
logger.info(f"Downloading {file}")
|
92 |
+
hf_hub_download(
|
93 |
+
repo_id,
|
94 |
+
file,
|
95 |
+
local_dir="model_assets",
|
96 |
+
)
|
97 |
+
|
98 |
+
|
99 |
+
def main():
|
100 |
+
parser = argparse.ArgumentParser()
|
101 |
+
parser.add_argument("--skip_default_models", action="store_true")
|
102 |
+
parser.add_argument("--only_infer", action="store_true")
|
103 |
+
parser.add_argument(
|
104 |
+
"--dataset_root",
|
105 |
+
type=str,
|
106 |
+
help="Dataset root path (default: Data)",
|
107 |
+
default=None,
|
108 |
+
)
|
109 |
+
parser.add_argument(
|
110 |
+
"--assets_root",
|
111 |
+
type=str,
|
112 |
+
help="Assets root path (default: model_assets)",
|
113 |
+
default=None,
|
114 |
+
)
|
115 |
+
args = parser.parse_args()
|
116 |
+
|
117 |
+
download_bert_models()
|
118 |
+
|
119 |
+
if not args.skip_default_models:
|
120 |
+
download_default_models()
|
121 |
+
if not args.only_infer:
|
122 |
+
download_slm_model()
|
123 |
+
download_pretrained_models()
|
124 |
+
download_jp_extra_pretrained_models()
|
125 |
+
|
126 |
+
# If configs/paths.yml not exists, create it
|
127 |
+
default_paths_yml = Path("configs/default_paths.yml")
|
128 |
+
paths_yml = Path("configs/paths.yml")
|
129 |
+
if not paths_yml.exists():
|
130 |
+
shutil.copy(default_paths_yml, paths_yml)
|
131 |
+
|
132 |
+
if args.dataset_root is None and args.assets_root is None:
|
133 |
+
return
|
134 |
+
|
135 |
+
# Change default paths if necessary
|
136 |
+
with open(paths_yml, encoding="utf-8") as f:
|
137 |
+
yml_data = yaml.safe_load(f)
|
138 |
+
if args.assets_root is not None:
|
139 |
+
yml_data["assets_root"] = args.assets_root
|
140 |
+
if args.dataset_root is not None:
|
141 |
+
yml_data["dataset_root"] = args.dataset_root
|
142 |
+
with open(paths_yml, "w", encoding="utf-8") as f:
|
143 |
+
yaml.dump(yml_data, f, allow_unicode=True)
|
144 |
+
|
145 |
+
|
146 |
+
if __name__ == "__main__":
|
147 |
+
main()
|
model_assets/.gitignore
ADDED
@@ -0,0 +1,2 @@
|
|
|
|
|
|
|
1 |
+
# *
|
2 |
+
!.gitignore
|
model_assets/タルト/config.json
ADDED
@@ -0,0 +1,118 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
1 |
+
{
|
2 |
+
"model_name": "tart",
|
3 |
+
"train": {
|
4 |
+
"log_interval": 200,
|
5 |
+
"eval_interval": 1000,
|
6 |
+
"seed": 42,
|
7 |
+
"epochs": 100,
|
8 |
+
"learning_rate": 0.0001,
|
9 |
+
"betas": [
|
10 |
+
0.8,
|
11 |
+
0.99
|
12 |
+
],
|
13 |
+
"eps": 1e-09,
|
14 |
+
"batch_size": 4,
|
15 |
+
"bf16_run": false,
|
16 |
+
"fp16_run": false,
|
17 |
+
"lr_decay": 0.99996,
|
18 |
+
"segment_size": 16384,
|
19 |
+
"init_lr_ratio": 1,
|
20 |
+
"warmup_epochs": 0,
|
21 |
+
"c_mel": 45,
|
22 |
+
"c_kl": 1.0,
|
23 |
+
"c_commit": 100,
|
24 |
+
"skip_optimizer": false,
|
25 |
+
"freeze_ZH_bert": false,
|
26 |
+
"freeze_JP_bert": false,
|
27 |
+
"freeze_EN_bert": false,
|
28 |
+
"freeze_emo": false,
|
29 |
+
"freeze_style": false,
|
30 |
+
"freeze_decoder": false
|
31 |
+
},
|
32 |
+
"data": {
|
33 |
+
"use_jp_extra": true,
|
34 |
+
"training_files": "/content/drive/MyDrive/Style-Bert-VITS2/Data/tart/train.list",
|
35 |
+
"validation_files": "/content/drive/MyDrive/Style-Bert-VITS2/Data/tart/val.list",
|
36 |
+
"max_wav_value": 32768.0,
|
37 |
+
"sampling_rate": 44100,
|
38 |
+
"filter_length": 2048,
|
39 |
+
"hop_length": 512,
|
40 |
+
"win_length": 2048,
|
41 |
+
"n_mel_channels": 128,
|
42 |
+
"mel_fmin": 0.0,
|
43 |
+
"mel_fmax": null,
|
44 |
+
"add_blank": true,
|
45 |
+
"n_speakers": 1,
|
46 |
+
"cleaned_text": true,
|
47 |
+
"spk2id": {
|
48 |
+
"tart": 0
|
49 |
+
},
|
50 |
+
"num_styles": 1,
|
51 |
+
"style2id": {
|
52 |
+
"Neutral": 0
|
53 |
+
}
|
54 |
+
},
|
55 |
+
"model": {
|
56 |
+
"use_spk_conditioned_encoder": true,
|
57 |
+
"use_noise_scaled_mas": true,
|
58 |
+
"use_mel_posterior_encoder": false,
|
59 |
+
"use_duration_discriminator": false,
|
60 |
+
"use_wavlm_discriminator": true,
|
61 |
+
"inter_channels": 192,
|
62 |
+
"hidden_channels": 192,
|
63 |
+
"filter_channels": 768,
|
64 |
+
"n_heads": 2,
|
65 |
+
"n_layers": 6,
|
66 |
+
"kernel_size": 3,
|
67 |
+
"p_dropout": 0.1,
|
68 |
+
"resblock": "1",
|
69 |
+
"resblock_kernel_sizes": [
|
70 |
+
3,
|
71 |
+
7,
|
72 |
+
11
|
73 |
+
],
|
74 |
+
"resblock_dilation_sizes": [
|
75 |
+
[
|
76 |
+
1,
|
77 |
+
3,
|
78 |
+
5
|
79 |
+
],
|
80 |
+
[
|
81 |
+
1,
|
82 |
+
3,
|
83 |
+
5
|
84 |
+
],
|
85 |
+
[
|
86 |
+
1,
|
87 |
+
3,
|
88 |
+
5
|
89 |
+
]
|
90 |
+
],
|
91 |
+
"upsample_rates": [
|
92 |
+
8,
|
93 |
+
8,
|
94 |
+
2,
|
95 |
+
2,
|
96 |
+
2
|
97 |
+
],
|
98 |
+
"upsample_initial_channel": 512,
|
99 |
+
"upsample_kernel_sizes": [
|
100 |
+
16,
|
101 |
+
16,
|
102 |
+
8,
|
103 |
+
2,
|
104 |
+
2
|
105 |
+
],
|
106 |
+
"n_layers_q": 3,
|
107 |
+
"use_spectral_norm": false,
|
108 |
+
"gin_channels": 512,
|
109 |
+
"slm": {
|
110 |
+
"model": "./slm/wavlm-base-plus",
|
111 |
+
"sr": 16000,
|
112 |
+
"hidden": 768,
|
113 |
+
"nlayers": 13,
|
114 |
+
"initial_channel": 64
|
115 |
+
}
|
116 |
+
},
|
117 |
+
"version": "2.4.1-JP-Extra"
|
118 |
+
}
|
model_assets/タルト/style_vectors.npy
ADDED
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
1 |
+
version https://git-lfs.github.com/spec/v1
|
2 |
+
oid sha256:a99fa9de1781563ffd546451f26b4907acbb8c475a8a4fa4d71e6476e2b0d398
|
3 |
+
size 1152
|
model_assets/タルト/tart_e100_s2100.safetensors
ADDED
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
1 |
+
version https://git-lfs.github.com/spec/v1
|
2 |
+
oid sha256:aa4c7963268de235712de1c52a9c953322221ec52ee26bb5d5c259a8982b90f2
|
3 |
+
size 251150980
|
model_assets/タルト/tart_e48_s1000.safetensors
ADDED
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
1 |
+
version https://git-lfs.github.com/spec/v1
|
2 |
+
oid sha256:9bf14e912a454e7831c69f3acd97fe9dcc350c1d79a48df57e34f6ad5893aa1b
|
3 |
+
size 251150980
|
model_assets/タルト/tart_e96_s2000.safetensors
ADDED
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
1 |
+
version https://git-lfs.github.com/spec/v1
|
2 |
+
oid sha256:c7227bbbaf520b2c7aa1fd08254189dac050defb44afe4ea24f7d972c8cf2d24
|
3 |
+
size 251150980
|
model_assets/ティラミス/config.json
ADDED
@@ -0,0 +1,122 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
1 |
+
{
|
2 |
+
"train": {
|
3 |
+
"log_interval": 200,
|
4 |
+
"eval_interval": 1000,
|
5 |
+
"seed": 42,
|
6 |
+
"epochs": 100,
|
7 |
+
"learning_rate": 0.0001,
|
8 |
+
"betas": [
|
9 |
+
0.8,
|
10 |
+
0.99
|
11 |
+
],
|
12 |
+
"eps": 1e-09,
|
13 |
+
"batch_size": 4,
|
14 |
+
"bf16_run": false,
|
15 |
+
"fp16_run": false,
|
16 |
+
"lr_decay": 0.99996,
|
17 |
+
"segment_size": 16384,
|
18 |
+
"init_lr_ratio": 1,
|
19 |
+
"warmup_epochs": 0,
|
20 |
+
"c_mel": 45,
|
21 |
+
"c_kl": 1.0,
|
22 |
+
"c_commit": 100,
|
23 |
+
"skip_optimizer": false,
|
24 |
+
"freeze_ZH_bert": false,
|
25 |
+
"freeze_JP_bert": false,
|
26 |
+
"freeze_EN_bert": false,
|
27 |
+
"freeze_emo": false,
|
28 |
+
"freeze_style": false,
|
29 |
+
"freeze_decoder": false
|
30 |
+
},
|
31 |
+
"data": {
|
32 |
+
"use_jp_extra": true,
|
33 |
+
"training_files": "/content/drive/MyDrive/Style-Bert-VITS2/Data/tiramisu/train.list",
|
34 |
+
"validation_files": "/content/drive/MyDrive/Style-Bert-VITS2/Data/tiramisu/val.list",
|
35 |
+
"max_wav_value": 32768.0,
|
36 |
+
"sampling_rate": 44100,
|
37 |
+
"filter_length": 2048,
|
38 |
+
"hop_length": 512,
|
39 |
+
"win_length": 2048,
|
40 |
+
"n_mel_channels": 128,
|
41 |
+
"mel_fmin": 0.0,
|
42 |
+
"mel_fmax": null,
|
43 |
+
"add_blank": true,
|
44 |
+
"n_speakers": 1,
|
45 |
+
"cleaned_text": true,
|
46 |
+
"spk2id": {
|
47 |
+
"tiramisu": 0
|
48 |
+
},
|
49 |
+
"num_styles": 5,
|
50 |
+
"style2id": {
|
51 |
+
"Neutral": 0,
|
52 |
+
"問いかけ": 1,
|
53 |
+
"困惑": 2,
|
54 |
+
"明るい": 3,
|
55 |
+
"落着き": 4
|
56 |
+
}
|
57 |
+
},
|
58 |
+
"model": {
|
59 |
+
"use_spk_conditioned_encoder": true,
|
60 |
+
"use_noise_scaled_mas": true,
|
61 |
+
"use_mel_posterior_encoder": false,
|
62 |
+
"use_duration_discriminator": false,
|
63 |
+
"use_wavlm_discriminator": true,
|
64 |
+
"inter_channels": 192,
|
65 |
+
"hidden_channels": 192,
|
66 |
+
"filter_channels": 768,
|
67 |
+
"n_heads": 2,
|
68 |
+
"n_layers": 6,
|
69 |
+
"kernel_size": 3,
|
70 |
+
"p_dropout": 0.1,
|
71 |
+
"resblock": "1",
|
72 |
+
"resblock_kernel_sizes": [
|
73 |
+
3,
|
74 |
+
7,
|
75 |
+
11
|
76 |
+
],
|
77 |
+
"resblock_dilation_sizes": [
|
78 |
+
[
|
79 |
+
1,
|
80 |
+
3,
|
81 |
+
5
|
82 |
+
],
|
83 |
+
[
|
84 |
+
1,
|
85 |
+
3,
|
86 |
+
5
|
87 |
+
],
|
88 |
+
[
|
89 |
+
1,
|
90 |
+
3,
|
91 |
+
5
|
92 |
+
]
|
93 |
+
],
|
94 |
+
"upsample_rates": [
|
95 |
+
8,
|
96 |
+
8,
|
97 |
+
2,
|
98 |
+
2,
|
99 |
+
2
|
100 |
+
],
|
101 |
+
"upsample_initial_channel": 512,
|
102 |
+
"upsample_kernel_sizes": [
|
103 |
+
16,
|
104 |
+
16,
|
105 |
+
8,
|
106 |
+
2,
|
107 |
+
2
|
108 |
+
],
|
109 |
+
"n_layers_q": 3,
|
110 |
+
"use_spectral_norm": false,
|
111 |
+
"gin_channels": 512,
|
112 |
+
"slm": {
|
113 |
+
"model": "./slm/wavlm-base-plus",
|
114 |
+
"sr": 16000,
|
115 |
+
"hidden": 768,
|
116 |
+
"nlayers": 13,
|
117 |
+
"initial_channel": 64
|
118 |
+
}
|
119 |
+
},
|
120 |
+
"version": "2.3.1-JP-Extra",
|
121 |
+
"model_name": "tiramisu"
|
122 |
+
}
|
model_assets/ティラミス/style_vectors.npy
ADDED
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
1 |
+
version https://git-lfs.github.com/spec/v1
|
2 |
+
oid sha256:c3b2daf20680066ed54888e8d52d8653d053b26d8d8b311976f47611ebed5a18
|
3 |
+
size 5248
|
model_assets/ティラミス/tiramisu_e100_s2700.safetensors
ADDED
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
1 |
+
version https://git-lfs.github.com/spec/v1
|
2 |
+
oid sha256:9071a122bed4d48e0bb5f1b217d1c8fed596481f8de457a614204ad081b84f5d
|
3 |
+
size 251150980
|
model_assets/ティラミス/tiramisu_e38_s1000.safetensors
ADDED
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
1 |
+
version https://git-lfs.github.com/spec/v1
|
2 |
+
oid sha256:0de3267b7edc2d512daa6dec5b98743ab9fe2bb3e4315c018ab0d1801299cdb8
|
3 |
+
size 251150980
|
model_assets/ティラミス/tiramisu_e75_s2000.safetensors
ADDED
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
1 |
+
version https://git-lfs.github.com/spec/v1
|
2 |
+
oid sha256:c8e9f3e3d6ec834b679e0b53f2abc16a28146ed0793272e972de5c107fd4cd95
|
3 |
+
size 251150980
|
requirements.txt
ADDED
@@ -0,0 +1,25 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
1 |
+
# cmudict
|
2 |
+
# cn2an
|
3 |
+
# faster-whisper==0.10.1
|
4 |
+
fastapi
|
5 |
+
# g2p_en
|
6 |
+
# GPUtil
|
7 |
+
# gradio
|
8 |
+
# jieba
|
9 |
+
# librosa==0.9.2
|
10 |
+
loguru
|
11 |
+
num2words
|
12 |
+
# protobuf==4.25
|
13 |
+
# psutil
|
14 |
+
# punctuators
|
15 |
+
pyannote.audio>=3.1.0
|
16 |
+
# pyloudnorm
|
17 |
+
pyopenjtalk-dict
|
18 |
+
# pypinyin
|
19 |
+
pyworld-prebuilt
|
20 |
+
# stable_ts
|
21 |
+
# tensorboard
|
22 |
+
torch
|
23 |
+
transformers
|
24 |
+
# umap-learn
|
25 |
+
numpy==1.26.4
|
server_editor.py
ADDED
@@ -0,0 +1,450 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
1 |
+
"""
|
2 |
+
Style-Bert-VITS2-Editor用のサーバー。
|
3 |
+
次のリポジトリ
|
4 |
+
https://github.com/litagin02/Style-Bert-VITS2-Editor
|
5 |
+
をビルドしてできあがったファイルをWebフォルダに入れて実行する。
|
6 |
+
|
7 |
+
TODO: リファクタリングやドキュメンテーションやAPI整理、辞書周りの改善などが必要。
|
8 |
+
"""
|
9 |
+
|
10 |
+
import argparse
|
11 |
+
import io
|
12 |
+
import shutil
|
13 |
+
import sys
|
14 |
+
import webbrowser
|
15 |
+
import zipfile
|
16 |
+
from datetime import datetime
|
17 |
+
from io import BytesIO
|
18 |
+
from pathlib import Path
|
19 |
+
from typing import Optional
|
20 |
+
|
21 |
+
import numpy as np
|
22 |
+
import requests
|
23 |
+
import torch
|
24 |
+
import uvicorn
|
25 |
+
from fastapi import APIRouter, FastAPI, HTTPException, status
|
26 |
+
from fastapi.middleware.cors import CORSMiddleware
|
27 |
+
from fastapi.responses import JSONResponse, Response
|
28 |
+
from fastapi.staticfiles import StaticFiles
|
29 |
+
from pydantic import BaseModel
|
30 |
+
from scipy.io import wavfile
|
31 |
+
|
32 |
+
from config import get_path_config
|
33 |
+
from initialize import download_default_models
|
34 |
+
from style_bert_vits2.constants import (
|
35 |
+
DEFAULT_ASSIST_TEXT_WEIGHT,
|
36 |
+
DEFAULT_NOISE,
|
37 |
+
DEFAULT_NOISEW,
|
38 |
+
DEFAULT_SDP_RATIO,
|
39 |
+
DEFAULT_STYLE,
|
40 |
+
DEFAULT_STYLE_WEIGHT,
|
41 |
+
VERSION,
|
42 |
+
Languages,
|
43 |
+
)
|
44 |
+
from style_bert_vits2.logging import logger
|
45 |
+
from style_bert_vits2.nlp import bert_models
|
46 |
+
from style_bert_vits2.nlp.japanese import pyopenjtalk_worker as pyopenjtalk
|
47 |
+
from style_bert_vits2.nlp.japanese.g2p_utils import g2kata_tone, kata_tone2phone_tone
|
48 |
+
from style_bert_vits2.nlp.japanese.normalizer import normalize_text
|
49 |
+
from style_bert_vits2.nlp.japanese.user_dict import (
|
50 |
+
apply_word,
|
51 |
+
delete_word,
|
52 |
+
read_dict,
|
53 |
+
rewrite_word,
|
54 |
+
update_dict,
|
55 |
+
)
|
56 |
+
from style_bert_vits2.tts_model import TTSModelHolder, TTSModelInfo
|
57 |
+
|
58 |
+
|
59 |
+
# ---フロントエンド部分に関する処理---
|
60 |
+
|
61 |
+
# エディターのビルドファイルを配置するディレクトリ
|
62 |
+
STATIC_DIR = Path("static")
|
63 |
+
# エディターの最新のビルドファイルのダウンロード日時を記録するファイル
|
64 |
+
LAST_DOWNLOAD_FILE = STATIC_DIR / "last_download.txt"
|
65 |
+
|
66 |
+
|
67 |
+
def download_static_files(user, repo, asset_name):
|
68 |
+
"""Style-Bert-VITS2エディターの最新のビルドzipをダウンロードして展開する。"""
|
69 |
+
|
70 |
+
logger.info("Checking for new release...")
|
71 |
+
latest_release = get_latest_release(user, repo)
|
72 |
+
if latest_release is None:
|
73 |
+
logger.warning(
|
74 |
+
"Failed to fetch the latest release. Proceeding without static files."
|
75 |
+
)
|
76 |
+
return
|
77 |
+
|
78 |
+
if not new_release_available(latest_release):
|
79 |
+
logger.info("No new release available. Proceeding with existing static files.")
|
80 |
+
return
|
81 |
+
|
82 |
+
logger.info("New release available. Downloading static files...")
|
83 |
+
asset_url = get_asset_url(latest_release, asset_name)
|
84 |
+
if asset_url:
|
85 |
+
if STATIC_DIR.exists():
|
86 |
+
shutil.rmtree(STATIC_DIR)
|
87 |
+
STATIC_DIR.mkdir(parents=True, exist_ok=True)
|
88 |
+
download_and_extract(asset_url, STATIC_DIR)
|
89 |
+
save_last_download(latest_release)
|
90 |
+
else:
|
91 |
+
logger.warning("Asset not found. Proceeding without static files.")
|
92 |
+
|
93 |
+
|
94 |
+
def get_latest_release(user, repo):
|
95 |
+
url = f"https://api.github.com/repos/{user}/{repo}/releases/latest"
|
96 |
+
try:
|
97 |
+
response = requests.get(url)
|
98 |
+
response.raise_for_status()
|
99 |
+
return response.json()
|
100 |
+
except requests.RequestException:
|
101 |
+
return None
|
102 |
+
|
103 |
+
|
104 |
+
def get_asset_url(release, asset_name):
|
105 |
+
for asset in release["assets"]:
|
106 |
+
if asset["name"] == asset_name:
|
107 |
+
return asset["browser_download_url"]
|
108 |
+
return None
|
109 |
+
|
110 |
+
|
111 |
+
def download_and_extract(url, extract_to: Path):
|
112 |
+
response = requests.get(url)
|
113 |
+
response.raise_for_status()
|
114 |
+
with zipfile.ZipFile(io.BytesIO(response.content)) as zip_ref:
|
115 |
+
zip_ref.extractall(extract_to)
|
116 |
+
|
117 |
+
# 展開先が1つのディレクトリだけの場合、その中身を直下に移動する
|
118 |
+
extracted_dirs = list(extract_to.iterdir())
|
119 |
+
if len(extracted_dirs) == 1 and extracted_dirs[0].is_dir():
|
120 |
+
for file in extracted_dirs[0].iterdir():
|
121 |
+
file.rename(extract_to / file.name)
|
122 |
+
extracted_dirs[0].rmdir()
|
123 |
+
|
124 |
+
# index.htmlが存在するかチェック
|
125 |
+
if not (extract_to / "index.html").exists():
|
126 |
+
logger.warning("index.html not found in the extracted files.")
|
127 |
+
|
128 |
+
|
129 |
+
def new_release_available(latest_release):
|
130 |
+
if LAST_DOWNLOAD_FILE.exists():
|
131 |
+
with open(LAST_DOWNLOAD_FILE) as file:
|
132 |
+
last_download_str = file.read().strip()
|
133 |
+
# 'Z'を除去して日時オブジェクトに変換
|
134 |
+
last_download_str = last_download_str.replace("Z", "+00:00")
|
135 |
+
last_download = datetime.fromisoformat(last_download_str)
|
136 |
+
return (
|
137 |
+
datetime.fromisoformat(
|
138 |
+
latest_release["published_at"].replace("Z", "+00:00")
|
139 |
+
)
|
140 |
+
> last_download
|
141 |
+
)
|
142 |
+
return True
|
143 |
+
|
144 |
+
|
145 |
+
def save_last_download(latest_release):
|
146 |
+
with open(LAST_DOWNLOAD_FILE, "w") as file:
|
147 |
+
file.write(latest_release["published_at"])
|
148 |
+
|
149 |
+
|
150 |
+
# ---フロントエンド部分に関する処理ここまで---
|
151 |
+
# 以降はAPIの設定
|
152 |
+
|
153 |
+
# pyopenjtalk_worker を起動
|
154 |
+
## pyopenjtalk_worker は TCP ソケットサーバーのため、ここで起動する
|
155 |
+
pyopenjtalk.initialize_worker()
|
156 |
+
|
157 |
+
# pyopenjtalk の辞書を更新
|
158 |
+
update_dict()
|
159 |
+
|
160 |
+
# 事前に BERT モデル/トークナイザーをロードしておく
|
161 |
+
## ここでロードしなくても必要になった際に自動ロードされるが、時間がかかるため事前にロードしておいた方が体験が良い
|
162 |
+
## server_editor.py は日本語にしか対応していないため、日本語の BERT モデル/トークナイザーのみロードする
|
163 |
+
bert_models.load_model(Languages.JP)
|
164 |
+
bert_models.load_tokenizer(Languages.JP)
|
165 |
+
|
166 |
+
|
167 |
+
class AudioResponse(Response):
|
168 |
+
media_type = "audio/wav"
|
169 |
+
|
170 |
+
|
171 |
+
origins = [
|
172 |
+
"http://localhost:3000",
|
173 |
+
"http://localhost:8000",
|
174 |
+
"http://127.0.0.1:3000",
|
175 |
+
"http://127.0.0.1:8000",
|
176 |
+
]
|
177 |
+
|
178 |
+
path_config = get_path_config()
|
179 |
+
parser = argparse.ArgumentParser()
|
180 |
+
parser.add_argument("--model_dir", type=str, default=path_config.assets_root)
|
181 |
+
parser.add_argument("--device", type=str, default="cuda")
|
182 |
+
parser.add_argument("--port", type=int, default=8000)
|
183 |
+
parser.add_argument("--inbrowser", action="store_true")
|
184 |
+
parser.add_argument("--line_length", type=int, default=None)
|
185 |
+
parser.add_argument("--line_count", type=int, default=None)
|
186 |
+
parser.add_argument("--skip_default_models", action="store_true")
|
187 |
+
parser.add_argument("--skip_static_files", action="store_true")
|
188 |
+
args = parser.parse_args()
|
189 |
+
device = args.device
|
190 |
+
if device == "cuda" and not torch.cuda.is_available():
|
191 |
+
device = "cpu"
|
192 |
+
model_dir = Path(args.model_dir)
|
193 |
+
port = int(args.port)
|
194 |
+
if not args.skip_default_models:
|
195 |
+
download_default_models()
|
196 |
+
skip_static_files = bool(args.skip_static_files)
|
197 |
+
|
198 |
+
model_holder = TTSModelHolder(model_dir, device)
|
199 |
+
if len(model_holder.model_names) == 0:
|
200 |
+
logger.error(f"Models not found in {model_dir}.")
|
201 |
+
sys.exit(1)
|
202 |
+
|
203 |
+
|
204 |
+
app = FastAPI()
|
205 |
+
|
206 |
+
|
207 |
+
app.add_middleware(
|
208 |
+
CORSMiddleware,
|
209 |
+
allow_origins=origins,
|
210 |
+
allow_credentials=True,
|
211 |
+
allow_methods=["*"],
|
212 |
+
allow_headers=["*"],
|
213 |
+
)
|
214 |
+
|
215 |
+
router = APIRouter()
|
216 |
+
|
217 |
+
|
218 |
+
@router.get("/version")
|
219 |
+
def version() -> str:
|
220 |
+
return VERSION
|
221 |
+
|
222 |
+
|
223 |
+
class MoraTone(BaseModel):
|
224 |
+
mora: str
|
225 |
+
tone: int
|
226 |
+
|
227 |
+
|
228 |
+
class TextRequest(BaseModel):
|
229 |
+
text: str
|
230 |
+
|
231 |
+
|
232 |
+
@router.post("/g2p")
|
233 |
+
async def read_item(item: TextRequest):
|
234 |
+
try:
|
235 |
+
# 最初に正規化しないと整合性がとれない
|
236 |
+
text = normalize_text(item.text)
|
237 |
+
kata_tone_list = g2kata_tone(text)
|
238 |
+
except Exception as e:
|
239 |
+
raise HTTPException(
|
240 |
+
status_code=400,
|
241 |
+
detail=f"Failed to convert {item.text} to katakana and tone, {e}",
|
242 |
+
)
|
243 |
+
return [MoraTone(mora=kata, tone=tone) for kata, tone in kata_tone_list]
|
244 |
+
|
245 |
+
|
246 |
+
@router.post("/normalize")
|
247 |
+
async def normalize(item: TextRequest):
|
248 |
+
return normalize_text(item.text)
|
249 |
+
|
250 |
+
|
251 |
+
@router.get("/models_info", response_model=list[TTSModelInfo])
|
252 |
+
def models_info():
|
253 |
+
return model_holder.models_info
|
254 |
+
|
255 |
+
|
256 |
+
class SynthesisRequest(BaseModel):
|
257 |
+
model: str
|
258 |
+
modelFile: str
|
259 |
+
text: str
|
260 |
+
moraToneList: list[MoraTone]
|
261 |
+
style: str = DEFAULT_STYLE
|
262 |
+
styleWeight: float = DEFAULT_STYLE_WEIGHT
|
263 |
+
assistText: str = ""
|
264 |
+
assistTextWeight: float = DEFAULT_ASSIST_TEXT_WEIGHT
|
265 |
+
speed: float = 1.0
|
266 |
+
noise: float = DEFAULT_NOISE
|
267 |
+
noisew: float = DEFAULT_NOISEW
|
268 |
+
sdpRatio: float = DEFAULT_SDP_RATIO
|
269 |
+
language: Languages = Languages.JP
|
270 |
+
silenceAfter: float = 0.5
|
271 |
+
pitchScale: float = 1.0
|
272 |
+
intonationScale: float = 1.0
|
273 |
+
speaker: Optional[str] = None
|
274 |
+
|
275 |
+
|
276 |
+
@router.post("/synthesis", response_class=AudioResponse)
|
277 |
+
def synthesis(request: SynthesisRequest):
|
278 |
+
if args.line_length is not None and len(request.text) > args.line_length:
|
279 |
+
raise HTTPException(
|
280 |
+
status_code=400,
|
281 |
+
detail=f"1行の文字数は{args.line_length}文字以下にしてください。",
|
282 |
+
)
|
283 |
+
try:
|
284 |
+
model = model_holder.get_model(
|
285 |
+
model_name=request.model, model_path_str=request.modelFile
|
286 |
+
)
|
287 |
+
except Exception as e:
|
288 |
+
logger.error(e)
|
289 |
+
raise HTTPException(
|
290 |
+
status_code=500,
|
291 |
+
detail=f"Failed to load model {request.model} from {request.modelFile}, {e}",
|
292 |
+
)
|
293 |
+
text = request.text
|
294 |
+
kata_tone_list = [
|
295 |
+
(mora_tone.mora, mora_tone.tone) for mora_tone in request.moraToneList
|
296 |
+
]
|
297 |
+
phone_tone = kata_tone2phone_tone(kata_tone_list)
|
298 |
+
tone = [t for _, t in phone_tone]
|
299 |
+
try:
|
300 |
+
sid = 0 if request.speaker is None else model.spk2id[request.speaker]
|
301 |
+
except KeyError:
|
302 |
+
raise HTTPException(
|
303 |
+
status_code=400,
|
304 |
+
detail=f"Speaker {request.speaker} not found in {model.spk2id}",
|
305 |
+
)
|
306 |
+
sr, audio = model.infer(
|
307 |
+
text=text,
|
308 |
+
language=request.language,
|
309 |
+
sdp_ratio=request.sdpRatio,
|
310 |
+
noise=request.noise,
|
311 |
+
noise_w=request.noisew,
|
312 |
+
length=1 / request.speed,
|
313 |
+
given_tone=tone,
|
314 |
+
style=request.style,
|
315 |
+
style_weight=request.styleWeight,
|
316 |
+
assist_text=request.assistText,
|
317 |
+
assist_text_weight=request.assistTextWeight,
|
318 |
+
use_assist_text=bool(request.assistText),
|
319 |
+
line_split=False,
|
320 |
+
pitch_scale=request.pitchScale,
|
321 |
+
intonation_scale=request.intonationScale,
|
322 |
+
speaker_id=sid,
|
323 |
+
)
|
324 |
+
|
325 |
+
with BytesIO() as wavContent:
|
326 |
+
wavfile.write(wavContent, sr, audio)
|
327 |
+
return Response(content=wavContent.getvalue(), media_type="audio/wav")
|
328 |
+
|
329 |
+
|
330 |
+
class MultiSynthesisRequest(BaseModel):
|
331 |
+
lines: list[SynthesisRequest]
|
332 |
+
|
333 |
+
|
334 |
+
@router.post("/multi_synthesis", response_class=AudioResponse)
|
335 |
+
def multi_synthesis(request: MultiSynthesisRequest):
|
336 |
+
lines = request.lines
|
337 |
+
if args.line_count is not None and len(lines) > args.line_count:
|
338 |
+
raise HTTPException(
|
339 |
+
status_code=400,
|
340 |
+
detail=f"行数は{args.line_count}行以下にしてください。",
|
341 |
+
)
|
342 |
+
audios = []
|
343 |
+
sr = None
|
344 |
+
for i, req in enumerate(lines):
|
345 |
+
if args.line_length is not None and len(req.text) > args.line_length:
|
346 |
+
raise HTTPException(
|
347 |
+
status_code=400,
|
348 |
+
detail=f"1行の文字数は{args.line_length}文字以下にしてください。",
|
349 |
+
)
|
350 |
+
try:
|
351 |
+
model = model_holder.get_model(
|
352 |
+
model_name=req.model, model_path_str=req.modelFile
|
353 |
+
)
|
354 |
+
except Exception as e:
|
355 |
+
logger.error(e)
|
356 |
+
raise HTTPException(
|
357 |
+
status_code=500,
|
358 |
+
detail=f"Failed to load model {req.model} from {req.modelFile}, {e}",
|
359 |
+
)
|
360 |
+
text = req.text
|
361 |
+
kata_tone_list = [
|
362 |
+
(mora_tone.mora, mora_tone.tone) for mora_tone in req.moraToneList
|
363 |
+
]
|
364 |
+
phone_tone = kata_tone2phone_tone(kata_tone_list)
|
365 |
+
tone = [t for _, t in phone_tone]
|
366 |
+
sr, audio = model.infer(
|
367 |
+
text=text,
|
368 |
+
language=req.language,
|
369 |
+
sdp_ratio=req.sdpRatio,
|
370 |
+
noise=req.noise,
|
371 |
+
noise_w=req.noisew,
|
372 |
+
length=1 / req.speed,
|
373 |
+
given_tone=tone,
|
374 |
+
style=req.style,
|
375 |
+
style_weight=req.styleWeight,
|
376 |
+
assist_text=req.assistText,
|
377 |
+
assist_text_weight=req.assistTextWeight,
|
378 |
+
use_assist_text=bool(req.assistText),
|
379 |
+
line_split=False,
|
380 |
+
pitch_scale=req.pitchScale,
|
381 |
+
intonation_scale=req.intonationScale,
|
382 |
+
)
|
383 |
+
audios.append(audio)
|
384 |
+
if i < len(lines) - 1:
|
385 |
+
silence = int(sr * req.silenceAfter)
|
386 |
+
audios.append(np.zeros(silence, dtype=np.int16))
|
387 |
+
audio = np.concatenate(audios)
|
388 |
+
|
389 |
+
with BytesIO() as wavContent:
|
390 |
+
wavfile.write(wavContent, sr, audio)
|
391 |
+
return Response(content=wavContent.getvalue(), media_type="audio/wav")
|
392 |
+
|
393 |
+
|
394 |
+
class UserDictWordRequest(BaseModel):
|
395 |
+
surface: str
|
396 |
+
pronunciation: str
|
397 |
+
accent_type: int # アクセント核位置(存在しない場合は0、1文字目は1)
|
398 |
+
priority: int = 5
|
399 |
+
|
400 |
+
|
401 |
+
@router.get("/user_dict")
|
402 |
+
def get_user_dict():
|
403 |
+
return read_dict()
|
404 |
+
|
405 |
+
|
406 |
+
@router.post("/user_dict_word")
|
407 |
+
def add_user_dict_word(request: UserDictWordRequest):
|
408 |
+
uuid = apply_word(
|
409 |
+
surface=request.surface,
|
410 |
+
pronunciation=request.pronunciation,
|
411 |
+
accent_type=request.accent_type,
|
412 |
+
priority=request.priority,
|
413 |
+
)
|
414 |
+
update_dict()
|
415 |
+
|
416 |
+
return JSONResponse(
|
417 |
+
status_code=status.HTTP_201_CREATED,
|
418 |
+
content={"uuid": uuid},
|
419 |
+
)
|
420 |
+
|
421 |
+
|
422 |
+
@router.put("/user_dict_word/{uuid}")
|
423 |
+
def update_user_dict_word(uuid: str, request: UserDictWordRequest):
|
424 |
+
rewrite_word(
|
425 |
+
word_uuid=uuid,
|
426 |
+
surface=request.surface,
|
427 |
+
pronunciation=request.pronunciation,
|
428 |
+
accent_type=request.accent_type,
|
429 |
+
priority=request.priority,
|
430 |
+
)
|
431 |
+
update_dict()
|
432 |
+
return JSONResponse(status_code=status.HTTP_200_OK, content={"uuid": uuid})
|
433 |
+
|
434 |
+
|
435 |
+
@router.delete("/user_dict_word/{uuid}")
|
436 |
+
def delete_user_dict_word(uuid: str):
|
437 |
+
delete_word(uuid)
|
438 |
+
update_dict()
|
439 |
+
return JSONResponse(status_code=status.HTTP_200_OK, content={"uuid": uuid})
|
440 |
+
|
441 |
+
|
442 |
+
app.include_router(router, prefix="/api")
|
443 |
+
|
444 |
+
if __name__ == "__main__":
|
445 |
+
if not skip_static_files:
|
446 |
+
download_static_files("litagin02", "Style-Bert-VITS2-Editor", "out.zip")
|
447 |
+
app.mount("/", StaticFiles(directory=STATIC_DIR, html=True), name="static")
|
448 |
+
if args.inbrowser:
|
449 |
+
webbrowser.open(f"http://localhost:{port}")
|
450 |
+
uvicorn.run(app, host="0.0.0.0", port=port)
|
static/404.html
ADDED
@@ -0,0 +1 @@
|
|
|
|
|
1 |
+
<!DOCTYPE html><html lang="en"><head><meta charSet="utf-8"/><meta name="viewport" content="width=device-width, initial-scale=1"/><link rel="preload" href="/_next/static/media/5436164e6b2d4e5d-s.p.woff2" as="font" crossorigin="" type="font/woff2"/><link rel="preload" href="/_next/static/media/c9a5bc6a7c948fb0-s.p.woff2" as="font" crossorigin="" type="font/woff2"/><link rel="stylesheet" href="/_next/static/css/c745b8e5e8f4c069.css" data-precedence="next"/><link rel="stylesheet" href="/_next/static/css/caddefc280ca628b.css" data-precedence="next"/><link rel="preload" as="script" fetchPriority="low" href="/_next/static/chunks/webpack-ef267f3d2baed886.js"/><script src="/_next/static/chunks/fd9d1056-90960e0a7e77703c.js" async=""></script><script src="/_next/static/chunks/23-c6362522adba14e9.js" async=""></script><script src="/_next/static/chunks/main-app-af2733a7da866e1d.js" async=""></script><script src="/_next/static/chunks/154-fb54c66a309416b5.js" async=""></script><script src="/_next/static/chunks/450-e98783cfbe10f77f.js" async=""></script><script src="/_next/static/chunks/app/layout-003f3f0c2945f2e7.js" async=""></script><title>404: This page could not be found.</title><title>Style-Bert-VITS2 エディター</title><meta name="description" content="Style-Bert-VITS2の音声合成エディターです。"/><meta name="next-size-adjust"/><script src="/_next/static/chunks/polyfills-78c92fac7aa8fdd8.js" noModule=""></script></head><body class="__className_aaf875"><div style="font-family:system-ui,"Segoe UI",Roboto,Helvetica,Arial,sans-serif,"Apple Color Emoji","Segoe UI Emoji";height:100vh;text-align:center;display:flex;flex-direction:column;align-items:center;justify-content:center"><div><style>body{color:#000;background:#fff;margin:0}.next-error-h1{border-right:1px solid rgba(0,0,0,.3)}@media (prefers-color-scheme:dark){body{color:#fff;background:#000}.next-error-h1{border-right:1px solid rgba(255,255,255,.3)}}</style><h1 class="next-error-h1" style="display:inline-block;margin:0 20px 0 0;padding:0 23px 0 0;font-size:24px;font-weight:500;vertical-align:top;line-height:49px">404</h1><div style="display:inline-block"><h2 style="font-size:14px;font-weight:400;line-height:49px;margin:0">This page could not be found.</h2></div></div></div><script src="/_next/static/chunks/webpack-ef267f3d2baed886.js" 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2 |
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* @mui/styled-engine v5.15.9
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3 |
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*
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4 |
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* @license MIT
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6 |
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* LICENSE file in the root directory of this source tree.
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