diff --git a/.dockerignore b/.dockerignore new file mode 100644 index 0000000000000000000000000000000000000000..bf1b3a0378eee07e7e2d9a8480820a14bd5093da --- /dev/null +++ b/.dockerignore @@ -0,0 +1,18 @@ +# Dockerfile.deploy用の.dockerignore +# 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 + +* + +!/style_bert_vits2/ + +!/bert/deberta-v2-large-japanese-char-wwm/ +!/configs/ +!/dict_data/default.csv +!/model_assets/ +!/static/ + +!/config.py +!/default_config.yml +!/initialize.py +!/requirements.txt +!/server_editor.py diff --git a/.gitignore b/.gitignore new file mode 100644 index 0000000000000000000000000000000000000000..56e45a48a9347abee03acc8e604df779a1f991bc --- /dev/null +++ b/.gitignore @@ -0,0 +1,33 @@ +.vscode/ + +__pycache__/ +venv/ +.ipynb_checkpoints/ + +/*.yml +!/default_config.yml +# /bert/*/*.bin +/bert/*/*.h5 +/bert/*/*.model +/bert/*/*.safetensors +/bert/*/*.msgpack + +/pretrained/*.safetensors +/pretrained/*.pth + +/pretrained_jp_extra/*.safetensors +/pretrained_jp_extra/*.pth + +/slm/*/*.bin + +/scripts/test/ +*.zip +*.csv +*.bak +/mos_results/ + +safetensors.ipynb +*.wav + +# pyopenjtalk's dictionary +*.dic diff --git a/Dockerfile b/Dockerfile new file mode 100644 index 0000000000000000000000000000000000000000..368a79d101904bb1502107a502b6443a69b6e06a --- /dev/null +++ b/Dockerfile @@ -0,0 +1,23 @@ +# Hugging face spaces (CPU) でエディタ (server_editor.py) のデプロイ用 + +# See https://huggingface.co/docs/hub/spaces-sdks-docker-first-demo + +FROM python:3.10 + +RUN useradd -m -u 1000 user + +USER user + +ENV HOME=/home/user \ + PATH=/home/user/.local/bin:$PATH + +WORKDIR $HOME/app + +RUN pip install --no-cache-dir --upgrade pip + +COPY --chown=user . $HOME/app + +RUN pip install --no-cache-dir -r $HOME/app/requirements.txt + +# 必要に応じて制限を変更してください +CMD ["python", "server_editor.py", "--line_length", "50", "--line_count", "3", "--skip_static_files", "--skip_default_models", "--port", "7860"] diff --git a/README.md b/README.md index 3c9457b95e69b54b31a6cca7b07ab871a717b9c4..bde722a86dd464dc32c7ec7b5c26b50bb54b970d 100644 --- a/README.md +++ b/README.md @@ -1,8 +1,8 @@ --- -title: DolceTTS -emoji: 📈 +title: Chino TTS +emoji: ☕🐰🎤 colorFrom: gray -colorTo: indigo +colorTo: yellow sdk: docker pinned: false --- diff --git a/bert/deberta-v2-large-japanese-char-wwm/.gitattributes b/bert/deberta-v2-large-japanese-char-wwm/.gitattributes new file mode 100644 index 0000000000000000000000000000000000000000..c7d9f3332a950355d5a77d85000f05e6f45435ea --- /dev/null +++ b/bert/deberta-v2-large-japanese-char-wwm/.gitattributes @@ -0,0 +1,34 @@ +*.7z filter=lfs diff=lfs merge=lfs -text +*.arrow filter=lfs diff=lfs merge=lfs -text +*.bin filter=lfs diff=lfs merge=lfs -text +*.bz2 filter=lfs diff=lfs merge=lfs -text +*.ckpt filter=lfs diff=lfs merge=lfs -text +*.ftz filter=lfs diff=lfs merge=lfs -text +*.gz filter=lfs diff=lfs merge=lfs -text +*.h5 filter=lfs diff=lfs merge=lfs -text +*.joblib filter=lfs diff=lfs merge=lfs -text +*.lfs.* filter=lfs diff=lfs merge=lfs -text +*.mlmodel filter=lfs diff=lfs merge=lfs -text +*.model filter=lfs diff=lfs merge=lfs -text +*.msgpack filter=lfs diff=lfs merge=lfs -text +*.npy filter=lfs diff=lfs merge=lfs -text +*.npz filter=lfs diff=lfs merge=lfs -text +*.onnx filter=lfs diff=lfs merge=lfs -text +*.ot filter=lfs diff=lfs merge=lfs -text +*.parquet filter=lfs diff=lfs merge=lfs -text +*.pb filter=lfs diff=lfs merge=lfs -text +*.pickle filter=lfs diff=lfs merge=lfs -text +*.pkl filter=lfs diff=lfs merge=lfs -text +*.pt filter=lfs diff=lfs merge=lfs -text +*.pth filter=lfs diff=lfs merge=lfs -text +*.rar filter=lfs diff=lfs merge=lfs -text +*.safetensors filter=lfs diff=lfs merge=lfs -text +saved_model/**/* filter=lfs diff=lfs merge=lfs -text +*.tar.* filter=lfs diff=lfs merge=lfs -text +*.tflite filter=lfs diff=lfs merge=lfs -text +*.tgz filter=lfs diff=lfs merge=lfs -text +*.wasm filter=lfs diff=lfs merge=lfs -text +*.xz filter=lfs diff=lfs merge=lfs -text +*.zip filter=lfs diff=lfs merge=lfs -text +*.zst filter=lfs diff=lfs merge=lfs -text +*tfevents* filter=lfs diff=lfs merge=lfs -text diff --git a/bert/deberta-v2-large-japanese-char-wwm/README.md b/bert/deberta-v2-large-japanese-char-wwm/README.md new file mode 100644 index 0000000000000000000000000000000000000000..b7317110ce981c229ebd7b3b975545de5f35fa30 --- /dev/null +++ b/bert/deberta-v2-large-japanese-char-wwm/README.md @@ -0,0 +1,89 @@ +--- +language: ja +license: cc-by-sa-4.0 +library_name: transformers +tags: + - deberta + - deberta-v2 + - fill-mask + - character + - wwm +datasets: + - wikipedia + - cc100 + - oscar +metrics: + - accuracy +mask_token: "[MASK]" +widget: + - text: "京都大学で自然言語処理を[MASK][MASK]する。" +--- + +# Model Card for Japanese character-level DeBERTa V2 large + +## Model description + +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. +This model is trained with character-level tokenization and whole word masking. + +## How to use + +You can use this model for masked language modeling as follows: + +```python +from transformers import AutoTokenizer, AutoModelForMaskedLM +tokenizer = AutoTokenizer.from_pretrained('ku-nlp/deberta-v2-large-japanese-char-wwm') +model = AutoModelForMaskedLM.from_pretrained('ku-nlp/deberta-v2-large-japanese-char-wwm') + +sentence = '京都大学で自然言語処理を[MASK][MASK]する。' +encoding = tokenizer(sentence, return_tensors='pt') +... +``` + +You can also fine-tune this model on downstream tasks. + +## Tokenization + +There is no need to tokenize texts in advance, and you can give raw texts to the tokenizer. +The texts are tokenized into character-level tokens by [sentencepiece](https://github.com/google/sentencepiece). + +## Training data + +We used the following corpora for pre-training: + +- Japanese Wikipedia (as of 20221020, 3.2GB, 27M sentences, 1.3M documents) +- Japanese portion of CC-100 (85GB, 619M sentences, 66M documents) +- Japanese portion of OSCAR (54GB, 326M sentences, 25M documents) + +Note that we filtered out documents annotated with "header", "footer", or "noisy" tags in OSCAR. +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. + +## Training procedure + +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. +Then, we built a sentencepiece model with 22,012 tokens including all characters that appear in the training corpus. + +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. +The training took 26 days using 16 NVIDIA A100-SXM4-40GB GPUs. + +The following hyperparameters were used during pre-training: + +- learning_rate: 1e-4 +- per_device_train_batch_size: 26 +- distributed_type: multi-GPU +- num_devices: 16 +- gradient_accumulation_steps: 8 +- total_train_batch_size: 3,328 +- max_seq_length: 512 +- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-06 +- lr_scheduler_type: linear schedule with warmup (lr = 0 at 300k steps) +- training_steps: 260,000 +- warmup_steps: 10,000 + +The accuracy of the trained model on the masked language modeling task was 0.795. +The evaluation set consists of 5,000 randomly sampled documents from each of the training corpora. + +## Acknowledgments + +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". +For training models, we used the mdx: a platform for the data-driven future. diff --git a/bert/deberta-v2-large-japanese-char-wwm/config.json b/bert/deberta-v2-large-japanese-char-wwm/config.json new file mode 100644 index 0000000000000000000000000000000000000000..9fb6b0ac2ec49b6556e58b5ed9492eb33166714d --- /dev/null +++ b/bert/deberta-v2-large-japanese-char-wwm/config.json @@ -0,0 +1,37 @@ +{ + "architectures": [ + "DebertaV2ForMaskedLM" + ], + "attention_head_size": 64, + "attention_probs_dropout_prob": 0.1, + "conv_act": "gelu", + "conv_kernel_size": 3, + "hidden_act": "gelu", + "hidden_dropout_prob": 0.1, + "hidden_size": 1024, + "initializer_range": 0.02, + "intermediate_size": 4096, + "layer_norm_eps": 1e-07, + "max_position_embeddings": 512, + "max_relative_positions": -1, + "model_type": "deberta-v2", + "norm_rel_ebd": "layer_norm", + "num_attention_heads": 16, + "num_hidden_layers": 24, + "pad_token_id": 0, + "pooler_dropout": 0, + "pooler_hidden_act": "gelu", + "pooler_hidden_size": 1024, + "pos_att_type": [ + "p2c", + "c2p" + ], + "position_biased_input": false, + "position_buckets": 256, + "relative_attention": true, + "share_att_key": true, + "torch_dtype": "float16", + "transformers_version": "4.25.1", + "type_vocab_size": 0, + "vocab_size": 22012 +} diff --git a/bert/deberta-v2-large-japanese-char-wwm/pytorch_model.bin b/bert/deberta-v2-large-japanese-char-wwm/pytorch_model.bin new 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--git a/config.py b/config.py new file mode 100644 index 0000000000000000000000000000000000000000..a05cbd16e91bd209a09b17f46079c7507b63f7a6 --- /dev/null +++ b/config.py @@ -0,0 +1,307 @@ +""" +@Desc: 全局配置文件读取 +""" + +import shutil +from pathlib import Path +from typing import Any + +import torch +import yaml + +from style_bert_vits2.logging import logger + + +class PathConfig: + def __init__(self, dataset_root: str, assets_root: str): + self.dataset_root = Path(dataset_root) + self.assets_root = Path(assets_root) + + +# If not cuda available, set possible devices to cpu +cuda_available = torch.cuda.is_available() + + +class Resample_config: + """重采样配置""" + + def __init__(self, in_dir: str, out_dir: str, sampling_rate: int = 44100): + self.sampling_rate = sampling_rate # 目标采样率 + self.in_dir = Path(in_dir) # 待处理音频目录路径 + self.out_dir = Path(out_dir) # 重采样输出路径 + + @classmethod + def from_dict(cls, dataset_path: Path, data: dict[str, Any]): + """从字典中生成实例""" + + # 不检查路径是否有效,此逻辑在resample.py中处理 + data["in_dir"] = dataset_path / data["in_dir"] + data["out_dir"] = dataset_path / data["out_dir"] + + return cls(**data) + + +class Preprocess_text_config: + """数据预处理配置""" + + def __init__( + self, + transcription_path: str, + cleaned_path: str, + train_path: str, + val_path: str, + config_path: str, + val_per_lang: int = 5, + max_val_total: int = 10000, + clean: bool = True, + ): + self.transcription_path = Path(transcription_path) + self.train_path = Path(train_path) + if cleaned_path == "" or cleaned_path is None: + self.cleaned_path = self.transcription_path.with_name( + self.transcription_path.name + ".cleaned" + ) + else: + self.cleaned_path = Path(cleaned_path) + self.val_path = Path(val_path) + self.config_path = Path(config_path) + self.val_per_lang = val_per_lang + self.max_val_total = max_val_total + self.clean = clean + + @classmethod + def from_dict(cls, dataset_path: Path, data: dict[str, Any]): + """从字典中生成实例""" + + data["transcription_path"] = dataset_path / data["transcription_path"] + if data["cleaned_path"] == "" or data["cleaned_path"] is None: + data["cleaned_path"] = "" + else: + data["cleaned_path"] = dataset_path / data["cleaned_path"] + data["train_path"] = dataset_path / data["train_path"] + data["val_path"] = dataset_path / data["val_path"] + data["config_path"] = dataset_path / data["config_path"] + + return cls(**data) + + +class Bert_gen_config: + """bert_gen 配置""" + + def __init__( + self, + config_path: str, + num_processes: int = 1, + device: str = "cuda", + use_multi_device: bool = False, + ): + self.config_path = Path(config_path) + self.num_processes = num_processes + if not cuda_available: + device = "cpu" + self.device = device + self.use_multi_device = use_multi_device + + @classmethod + def from_dict(cls, dataset_path: Path, data: dict[str, Any]): + data["config_path"] = dataset_path / data["config_path"] + + return cls(**data) + + +class Style_gen_config: + """style_gen 配置""" + + def __init__( + self, + config_path: str, + num_processes: int = 4, + device: str = "cuda", + ): + self.config_path = Path(config_path) + self.num_processes = num_processes + if not cuda_available: + device = "cpu" + self.device = device + + @classmethod + def from_dict(cls, dataset_path: Path, data: dict[str, Any]): + data["config_path"] = dataset_path / data["config_path"] + + return cls(**data) + + +class Train_ms_config: + """训练配置""" + + def __init__( + self, + config_path: str, + env: dict[str, Any], + # base: Dict[str, any], + model_dir: str, + num_workers: int, + spec_cache: bool, + keep_ckpts: int, + ): + self.env = env # 需要加载的环境变量 + # self.base = base # 底模配置 + self.model_dir = Path( + model_dir + ) # 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 + self.config_path = Path(config_path) # 配置文件路径 + self.num_workers = num_workers # worker数量 + self.spec_cache = spec_cache # 是否启用spec缓存 + self.keep_ckpts = keep_ckpts # ckpt数量 + + @classmethod + def from_dict(cls, dataset_path: Path, data: dict[str, Any]): + # data["model"] = os.path.join(dataset_path, data["model"]) + data["config_path"] = dataset_path / data["config_path"] + + return cls(**data) + + +class Webui_config: + """webui 配置 (for webui.py, not supported now)""" + + def __init__( + self, + device: str, + model: str, + config_path: str, + language_identification_library: str, + port: int = 7860, + share: bool = False, + debug: bool = False, + ): + if not cuda_available: + device = "cpu" + self.device = device + self.model = Path(model) + self.config_path = Path(config_path) + self.port: int = port + self.share: bool = share + self.debug: bool = debug + self.language_identification_library: str = language_identification_library + + @classmethod + def from_dict(cls, dataset_path: Path, data: dict[str, Any]): + data["config_path"] = dataset_path / data["config_path"] + data["model"] = dataset_path / data["model"] + return cls(**data) + + +class Server_config: + def __init__( + self, + port: int = 5000, + device: str = "cuda", + limit: int = 100, + language: str = "JP", + origins: list[str] = ["*"], + ): + self.port: int = port + if not cuda_available: + device = "cpu" + self.device: str = device + self.language: str = language + self.limit: int = limit + self.origins: list[str] = origins + + @classmethod + def from_dict(cls, data: dict[str, Any]): + return cls(**data) + + +class Translate_config: + """翻译api配置""" + + def __init__(self, app_key: str, secret_key: str): + self.app_key = app_key + self.secret_key = secret_key + + @classmethod + def from_dict(cls, data: dict[str, Any]): + return cls(**data) + + +class Config: + def __init__(self, config_path: str, path_config: PathConfig): + if not Path(config_path).exists(): + shutil.copy(src="default_config.yml", dst=config_path) + logger.info( + f"A configuration file {config_path} has been generated based on the default configuration file default_config.yml." + ) + logger.info( + "Please do not modify default_config.yml. Instead, modify config.yml." + ) + # sys.exit(0) + with open(config_path, encoding="utf-8") as file: + yaml_config: dict[str, Any] = yaml.safe_load(file.read()) + model_name: str = yaml_config["model_name"] + self.model_name: str = model_name + if "dataset_path" in yaml_config: + dataset_path = Path(yaml_config["dataset_path"]) + else: + dataset_path = path_config.dataset_root / model_name + self.dataset_path = dataset_path + self.dataset_root = path_config.dataset_root + self.assets_root = path_config.assets_root + self.out_dir = self.assets_root / model_name + self.resample_config: Resample_config = Resample_config.from_dict( + dataset_path, yaml_config["resample"] + ) + self.preprocess_text_config: Preprocess_text_config = ( + Preprocess_text_config.from_dict( + dataset_path, yaml_config["preprocess_text"] + ) + ) + self.bert_gen_config: Bert_gen_config = Bert_gen_config.from_dict( + dataset_path, yaml_config["bert_gen"] + ) + self.style_gen_config: Style_gen_config = Style_gen_config.from_dict( + dataset_path, yaml_config["style_gen"] + ) + self.train_ms_config: Train_ms_config = Train_ms_config.from_dict( + dataset_path, yaml_config["train_ms"] + ) + self.webui_config: Webui_config = Webui_config.from_dict( + dataset_path, yaml_config["webui"] + ) + self.server_config: Server_config = Server_config.from_dict( + yaml_config["server"] + ) + # self.translate_config: Translate_config = Translate_config.from_dict( + # yaml_config["translate"] + # ) + + +# Load and initialize the configuration + + +def get_path_config() -> PathConfig: + path_config_path = Path("configs/paths.yml") + if not path_config_path.exists(): + shutil.copy(src="configs/default_paths.yml", dst=path_config_path) + logger.info( + f"A configuration file {path_config_path} has been generated based on the default configuration file default_paths.yml." + ) + logger.info( + "Please do not modify configs/default_paths.yml. Instead, modify configs/paths.yml." + ) + with open(path_config_path, encoding="utf-8") as file: + path_config_dict: dict[str, str] = yaml.safe_load(file.read()) + return PathConfig(**path_config_dict) + + +def get_config() -> Config: + path_config = get_path_config() + try: + config = Config("config.yml", path_config) + except (TypeError, KeyError): + logger.warning("Old config.yml found. Replace it with default_config.yml.") + shutil.copy(src="default_config.yml", dst="config.yml") + config = Config("config.yml", path_config) + + return config diff --git a/configs/config.json b/configs/config.json new file mode 100644 index 0000000000000000000000000000000000000000..75629e9ea99064dc237cc991508966b6057eb0bf --- /dev/null +++ b/configs/config.json @@ -0,0 +1,73 @@ +{ + "model_name": "Dummy", + "train": { + "log_interval": 200, + "eval_interval": 1000, + "seed": 42, + "epochs": 1000, + "learning_rate": 0.0002, + "betas": [0.8, 0.99], + "eps": 1e-9, + "batch_size": 2, + "bf16_run": false, + "lr_decay": 0.99995, + "segment_size": 16384, + "init_lr_ratio": 1, + "warmup_epochs": 0, + "c_mel": 45, + "c_kl": 1.0, + "skip_optimizer": false, + "freeze_ZH_bert": false, + "freeze_JP_bert": false, + "freeze_EN_bert": false, + "freeze_style": false, + "freeze_encoder": false + }, + "data": { + "use_jp_extra": false, + "training_files": "Data/Dummy/train.list", + "validation_files": "Data/Dummy/val.list", + "max_wav_value": 32768.0, + "sampling_rate": 44100, + "filter_length": 2048, + "hop_length": 512, + "win_length": 2048, + "n_mel_channels": 128, + "mel_fmin": 0.0, + "mel_fmax": null, + "add_blank": true, + "n_speakers": 1, + "cleaned_text": true, + "num_styles": 1, + "style2id": { + "Neutral": 0 + } + }, + "model": { + "use_spk_conditioned_encoder": true, + "use_noise_scaled_mas": true, + "use_mel_posterior_encoder": false, + "use_duration_discriminator": true, + "inter_channels": 192, + "hidden_channels": 192, + "filter_channels": 768, + "n_heads": 2, + "n_layers": 6, + "kernel_size": 3, + "p_dropout": 0.1, + "resblock": "1", + "resblock_kernel_sizes": [3, 7, 11], + "resblock_dilation_sizes": [ + [1, 3, 5], + [1, 3, 5], + [1, 3, 5] + ], + "upsample_rates": [8, 8, 2, 2, 2], + "upsample_initial_channel": 512, + "upsample_kernel_sizes": [16, 16, 8, 2, 2], + "n_layers_q": 3, + "use_spectral_norm": false, + "gin_channels": 256 + }, + "version": "2.5.0" +} diff --git a/configs/config_jp_extra.json b/configs/config_jp_extra.json new file mode 100644 index 0000000000000000000000000000000000000000..d7e135ad0cd8507346dec5d4487b3d396eff8dc5 --- /dev/null +++ b/configs/config_jp_extra.json @@ -0,0 +1,80 @@ +{ + "model_name": "Dummy", + "train": { + "log_interval": 200, + "eval_interval": 1000, + "seed": 42, + "epochs": 1000, + "learning_rate": 0.0001, + "betas": [0.8, 0.99], + "eps": 1e-9, + "batch_size": 2, + "bf16_run": false, + "fp16_run": false, + "lr_decay": 0.99996, + "segment_size": 16384, + "init_lr_ratio": 1, + "warmup_epochs": 0, + "c_mel": 45, + "c_kl": 1.0, + "c_commit": 100, + "skip_optimizer": false, + "freeze_ZH_bert": false, + "freeze_JP_bert": false, + "freeze_EN_bert": false, + "freeze_emo": false, + "freeze_style": false, + "freeze_decoder": false + }, + "data": { + "use_jp_extra": true, + "training_files": "Data/Dummy/train.list", + "validation_files": "Data/Dummy/val.list", + "max_wav_value": 32768.0, + "sampling_rate": 44100, + "filter_length": 2048, + "hop_length": 512, + "win_length": 2048, + "n_mel_channels": 128, + "mel_fmin": 0.0, + "mel_fmax": null, + "add_blank": true, + "n_speakers": 512, + "cleaned_text": true + }, + "model": { + "use_spk_conditioned_encoder": true, + "use_noise_scaled_mas": true, + "use_mel_posterior_encoder": false, + "use_duration_discriminator": false, + "use_wavlm_discriminator": true, + "inter_channels": 192, + "hidden_channels": 192, + "filter_channels": 768, + "n_heads": 2, + "n_layers": 6, + "kernel_size": 3, + "p_dropout": 0.1, + "resblock": "1", + "resblock_kernel_sizes": [3, 7, 11], + "resblock_dilation_sizes": [ + [1, 3, 5], + [1, 3, 5], + [1, 3, 5] + ], + "upsample_rates": [8, 8, 2, 2, 2], + "upsample_initial_channel": 512, + "upsample_kernel_sizes": [16, 16, 8, 2, 2], + "n_layers_q": 3, + "use_spectral_norm": false, + "gin_channels": 512, + "slm": { + "model": "./slm/wavlm-base-plus", + "sr": 16000, + "hidden": 768, + "nlayers": 13, + "initial_channel": 64 + } + }, + "version": "2.5.0-JP-Extra" +} diff --git a/configs/default_paths.yml b/configs/default_paths.yml new file mode 100644 index 0000000000000000000000000000000000000000..d743748f7f52d5c41f1487b53872143c2f010222 --- /dev/null +++ b/configs/default_paths.yml @@ -0,0 +1,8 @@ +# Root directory of the training dataset. +# The training dataset of {model_name} should be placed in {dataset_root}/{model_name}. +dataset_root: Data + +# Root directory of the model assets (for inference). +# In training, the model assets will be saved to {assets_root}/{model_name}, +# and in inference, we load all the models from {assets_root}. +assets_root: model_assets diff --git a/configs/paths.yml b/configs/paths.yml new file mode 100644 index 0000000000000000000000000000000000000000..d743748f7f52d5c41f1487b53872143c2f010222 --- /dev/null +++ b/configs/paths.yml @@ -0,0 +1,8 @@ +# Root directory of the training dataset. +# The training dataset of {model_name} should be placed in {dataset_root}/{model_name}. +dataset_root: Data + +# Root directory of the model assets (for inference). +# In training, the model assets will be saved to {assets_root}/{model_name}, +# and in inference, we load all the models from {assets_root}. +assets_root: model_assets diff --git a/default_config.yml b/default_config.yml new file mode 100644 index 0000000000000000000000000000000000000000..8ee8bb89623c960794cad8863a70ba71c0dbed28 --- /dev/null +++ b/default_config.yml @@ -0,0 +1,70 @@ +model_name: "model_name" + +# If you want to use a specific dataset path, uncomment the following line. +# Otherwise, the dataset path is `{dataset_root}/{model_name}`. + +# dataset_path: "your/dataset/path" + +resample: + sampling_rate: 44100 + in_dir: "raw" + out_dir: "wavs" + +preprocess_text: + transcription_path: "esd.list" + cleaned_path: "" + train_path: "train.list" + val_path: "val.list" + config_path: "config.json" + val_per_lang: 0 + max_val_total: 12 + clean: true + +bert_gen: + config_path: "config.json" + num_processes: 1 + device: "cuda" + use_multi_device: false + +style_gen: + config_path: "config.json" + num_processes: 4 + device: "cuda" + +train_ms: + env: + MASTER_ADDR: "localhost" + MASTER_PORT: 10086 + WORLD_SIZE: 1 + LOCAL_RANK: 0 + RANK: 0 + model_dir: "models" # The directory to save the model (for training), relative to `{dataset_root}/{model_name}`. + config_path: "config.json" + num_workers: 16 + spec_cache: True + keep_ckpts: 1 # Set this to 0 to keep all checkpoints + +webui: # For `webui.py`, which is not supported yet in Style-Bert-VITS2. + # 推理设备 + device: "cuda" + # 模型路径 + model: "models/G_8000.pth" + # 配置文件路径 + config_path: "config.json" + # 端口号 + port: 7860 + # 是否公开部署,对外网开放 + share: false + # 是否开启debug模式 + debug: false + # 语种识别库,可选langid, fastlid + language_identification_library: "langid" + +# server_fastapi's config +server: + port: 5000 + device: "cuda" + language: "JP" + limit: 100 + origins: + - "*" diff --git a/initialize.py b/initialize.py new file mode 100644 index 0000000000000000000000000000000000000000..267465e38d35f1da4ab4838ea7626aeef175fa1c --- /dev/null +++ b/initialize.py @@ -0,0 +1,147 @@ +import argparse +import json +import shutil +from pathlib import Path + +import yaml +from huggingface_hub import hf_hub_download + +from style_bert_vits2.logging import logger + + +def download_bert_models(): + with open("bert/bert_models.json", encoding="utf-8") as fp: + models = json.load(fp) + for k, v in models.items(): + local_path = Path("bert").joinpath(k) + for file in v["files"]: + if not Path(local_path).joinpath(file).exists(): + logger.info(f"Downloading {k} {file}") + hf_hub_download(v["repo_id"], file, local_dir=local_path) + + +def download_slm_model(): + local_path = Path("slm/wavlm-base-plus/") + file = "pytorch_model.bin" + if not Path(local_path).joinpath(file).exists(): + logger.info(f"Downloading wavlm-base-plus {file}") + hf_hub_download("microsoft/wavlm-base-plus", file, local_dir=local_path) + + +def download_pretrained_models(): + files = ["G_0.safetensors", "D_0.safetensors", "DUR_0.safetensors"] + local_path = Path("pretrained") + for file in files: + if not Path(local_path).joinpath(file).exists(): + logger.info(f"Downloading pretrained {file}") + hf_hub_download( + "litagin/Style-Bert-VITS2-1.0-base", file, local_dir=local_path + ) + + +def download_jp_extra_pretrained_models(): + files = ["G_0.safetensors", "D_0.safetensors", "WD_0.safetensors"] + local_path = Path("pretrained_jp_extra") + for file in files: + if not Path(local_path).joinpath(file).exists(): + logger.info(f"Downloading JP-Extra pretrained {file}") + hf_hub_download( + "litagin/Style-Bert-VITS2-2.0-base-JP-Extra", file, local_dir=local_path + ) + + +def download_default_models(): + files = [ + "jvnv-F1-jp/config.json", + "jvnv-F1-jp/jvnv-F1-jp_e160_s14000.safetensors", + "jvnv-F1-jp/style_vectors.npy", + "jvnv-F2-jp/config.json", + "jvnv-F2-jp/jvnv-F2_e166_s20000.safetensors", + "jvnv-F2-jp/style_vectors.npy", + "jvnv-M1-jp/config.json", + "jvnv-M1-jp/jvnv-M1-jp_e158_s14000.safetensors", + "jvnv-M1-jp/style_vectors.npy", + "jvnv-M2-jp/config.json", + "jvnv-M2-jp/jvnv-M2-jp_e159_s17000.safetensors", + "jvnv-M2-jp/style_vectors.npy", + ] + for file in files: + if not Path(f"model_assets/{file}").exists(): + logger.info(f"Downloading {file}") + hf_hub_download( + "litagin/style_bert_vits2_jvnv", + file, + local_dir="model_assets", + ) + additional_files = { + "litagin/sbv2_koharune_ami": [ + "koharune-ami/config.json", + "koharune-ami/style_vectors.npy", + "koharune-ami/koharune-ami.safetensors", + ], + "litagin/sbv2_amitaro": [ + "amitaro/config.json", + "amitaro/style_vectors.npy", + "amitaro/amitaro.safetensors", + ], + } + for repo_id, files in additional_files.items(): + for file in files: + if not Path(f"model_assets/{file}").exists(): + logger.info(f"Downloading {file}") + hf_hub_download( + repo_id, + file, + local_dir="model_assets", + ) + + +def main(): + parser = argparse.ArgumentParser() + parser.add_argument("--skip_default_models", action="store_true") + parser.add_argument("--only_infer", action="store_true") + parser.add_argument( + "--dataset_root", + type=str, + help="Dataset root path (default: Data)", + default=None, + ) + parser.add_argument( + "--assets_root", + type=str, + help="Assets root path (default: model_assets)", + default=None, + ) + args = parser.parse_args() + + download_bert_models() + + if not args.skip_default_models: + download_default_models() + if not args.only_infer: + download_slm_model() + download_pretrained_models() + download_jp_extra_pretrained_models() + + # If configs/paths.yml not exists, create it + default_paths_yml = Path("configs/default_paths.yml") + paths_yml = Path("configs/paths.yml") + if not paths_yml.exists(): + shutil.copy(default_paths_yml, paths_yml) + + if args.dataset_root is None and args.assets_root is None: + return + + # Change default paths if necessary + with open(paths_yml, encoding="utf-8") as f: + yml_data = yaml.safe_load(f) + if args.assets_root is not None: + yml_data["assets_root"] = args.assets_root + if args.dataset_root is not None: + yml_data["dataset_root"] = args.dataset_root + with open(paths_yml, "w", encoding="utf-8") as f: + yaml.dump(yml_data, f, allow_unicode=True) + + +if __name__ == "__main__": + main() diff --git a/model_assets/.gitignore b/model_assets/.gitignore new file mode 100644 index 0000000000000000000000000000000000000000..87512bec25cd2bac15b4c1df086dc04217e9c2bc --- /dev/null +++ b/model_assets/.gitignore @@ -0,0 +1,2 @@ +# * +!.gitignore \ No newline at end of file diff --git "a/model_assets/\343\202\277\343\203\253\343\203\210/config.json" "b/model_assets/\343\202\277\343\203\253\343\203\210/config.json" new file mode 100644 index 0000000000000000000000000000000000000000..4fd6a606632ef6a83216a8dd8f478e7738c4cc92 --- /dev/null +++ "b/model_assets/\343\202\277\343\203\253\343\203\210/config.json" @@ -0,0 +1,118 @@ +{ + "model_name": "tart", + "train": { + "log_interval": 200, + "eval_interval": 1000, + "seed": 42, + "epochs": 100, + "learning_rate": 0.0001, + "betas": [ + 0.8, + 0.99 + ], + "eps": 1e-09, + "batch_size": 4, + "bf16_run": false, + "fp16_run": false, + "lr_decay": 0.99996, + "segment_size": 16384, + "init_lr_ratio": 1, + "warmup_epochs": 0, + "c_mel": 45, + "c_kl": 1.0, + "c_commit": 100, + "skip_optimizer": false, + "freeze_ZH_bert": false, + "freeze_JP_bert": false, + "freeze_EN_bert": false, + "freeze_emo": false, + "freeze_style": false, + "freeze_decoder": false + }, + "data": { + "use_jp_extra": true, + "training_files": "/content/drive/MyDrive/Style-Bert-VITS2/Data/tart/train.list", + "validation_files": "/content/drive/MyDrive/Style-Bert-VITS2/Data/tart/val.list", + "max_wav_value": 32768.0, + "sampling_rate": 44100, + "filter_length": 2048, + "hop_length": 512, + "win_length": 2048, + "n_mel_channels": 128, + "mel_fmin": 0.0, + "mel_fmax": null, + "add_blank": true, + "n_speakers": 1, + "cleaned_text": true, + "spk2id": { + "tart": 0 + }, + "num_styles": 1, + "style2id": { + "Neutral": 0 + } + }, + "model": { + "use_spk_conditioned_encoder": true, + "use_noise_scaled_mas": true, + "use_mel_posterior_encoder": false, + "use_duration_discriminator": false, + "use_wavlm_discriminator": true, + "inter_channels": 192, + "hidden_channels": 192, + "filter_channels": 768, + "n_heads": 2, + "n_layers": 6, + "kernel_size": 3, + "p_dropout": 0.1, + "resblock": "1", + "resblock_kernel_sizes": [ + 3, + 7, + 11 + ], + "resblock_dilation_sizes": [ + [ + 1, + 3, + 5 + ], + [ + 1, + 3, + 5 + ], + [ + 1, + 3, + 5 + ] + ], + "upsample_rates": [ + 8, + 8, + 2, + 2, + 2 + ], + "upsample_initial_channel": 512, + "upsample_kernel_sizes": [ + 16, + 16, + 8, + 2, + 2 + ], + "n_layers_q": 3, + "use_spectral_norm": false, + "gin_channels": 512, + "slm": { + "model": "./slm/wavlm-base-plus", + "sr": 16000, + "hidden": 768, + "nlayers": 13, + "initial_channel": 64 + } + }, + "version": "2.4.1-JP-Extra" +} \ No newline at end of file diff --git "a/model_assets/\343\202\277\343\203\253\343\203\210/style_vectors.npy" "b/model_assets/\343\202\277\343\203\253\343\203\210/style_vectors.npy" new file mode 100644 index 0000000000000000000000000000000000000000..44ee903f3e268a6c8da7a65d9ec9b4ac4c135050 --- /dev/null +++ "b/model_assets/\343\202\277\343\203\253\343\203\210/style_vectors.npy" @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:a99fa9de1781563ffd546451f26b4907acbb8c475a8a4fa4d71e6476e2b0d398 +size 1152 diff --git "a/model_assets/\343\202\277\343\203\253\343\203\210/tart_e100_s2100.safetensors" "b/model_assets/\343\202\277\343\203\253\343\203\210/tart_e100_s2100.safetensors" new file mode 100644 index 0000000000000000000000000000000000000000..b78412a0347168f04f3e14ef9aabe99aa17ad966 --- /dev/null +++ "b/model_assets/\343\202\277\343\203\253\343\203\210/tart_e100_s2100.safetensors" @@ -0,0 +1,3 @@ +version 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"b/model_assets/\343\202\277\343\203\253\343\203\210/tart_e96_s2000.safetensors" @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:c7227bbbaf520b2c7aa1fd08254189dac050defb44afe4ea24f7d972c8cf2d24 +size 251150980 diff --git "a/model_assets/\343\203\206\343\202\243\343\203\251\343\203\237\343\202\271/config.json" "b/model_assets/\343\203\206\343\202\243\343\203\251\343\203\237\343\202\271/config.json" new file mode 100644 index 0000000000000000000000000000000000000000..bb68a57ab65581b8e3c418e5c380fd980cfcf15a --- /dev/null +++ "b/model_assets/\343\203\206\343\202\243\343\203\251\343\203\237\343\202\271/config.json" @@ -0,0 +1,122 @@ +{ + "train": { + "log_interval": 200, + "eval_interval": 1000, + "seed": 42, + "epochs": 100, + "learning_rate": 0.0001, + "betas": [ + 0.8, + 0.99 + ], + "eps": 1e-09, + "batch_size": 4, + "bf16_run": false, + "fp16_run": false, + "lr_decay": 0.99996, + "segment_size": 16384, + "init_lr_ratio": 1, + "warmup_epochs": 0, + "c_mel": 45, + 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"use_wavlm_discriminator": true, + "inter_channels": 192, + "hidden_channels": 192, + "filter_channels": 768, + "n_heads": 2, + "n_layers": 6, + "kernel_size": 3, + "p_dropout": 0.1, + "resblock": "1", + "resblock_kernel_sizes": [ + 3, + 7, + 11 + ], + "resblock_dilation_sizes": [ + [ + 1, + 3, + 5 + ], + [ + 1, + 3, + 5 + ], + [ + 1, + 3, + 5 + ] + ], + "upsample_rates": [ + 8, + 8, + 2, + 2, + 2 + ], + "upsample_initial_channel": 512, + "upsample_kernel_sizes": [ + 16, + 16, + 8, + 2, + 2 + ], + "n_layers_q": 3, + "use_spectral_norm": false, + "gin_channels": 512, + "slm": { + "model": "./slm/wavlm-base-plus", + "sr": 16000, + "hidden": 768, + "nlayers": 13, + "initial_channel": 64 + } + }, + "version": "2.3.1-JP-Extra", + "model_name": "tiramisu" +} \ No newline at end of file diff --git "a/model_assets/\343\203\206\343\202\243\343\203\251\343\203\237\343\202\271/style_vectors.npy" "b/model_assets/\343\203\206\343\202\243\343\203\251\343\203\237\343\202\271/style_vectors.npy" new 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"b/model_assets/\343\203\206\343\202\243\343\203\251\343\203\237\343\202\271/tiramisu_e75_s2000.safetensors" @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:c8e9f3e3d6ec834b679e0b53f2abc16a28146ed0793272e972de5c107fd4cd95 +size 251150980 diff --git a/requirements.txt b/requirements.txt new file mode 100644 index 0000000000000000000000000000000000000000..a96d285df6293fdaa0c97a9a33bddca0a50bf91e --- /dev/null +++ b/requirements.txt @@ -0,0 +1,25 @@ +# cmudict +# cn2an +# faster-whisper==0.10.1 +fastapi +# g2p_en +# GPUtil +# gradio +# jieba +# librosa==0.9.2 +loguru +num2words +# protobuf==4.25 +# psutil +# punctuators +pyannote.audio>=3.1.0 +# pyloudnorm +pyopenjtalk-dict +# pypinyin +pyworld-prebuilt +# stable_ts +# tensorboard +torch +transformers +# umap-learn +numpy==1.26.4 \ No newline at end of file diff --git a/server_editor.py b/server_editor.py new file mode 100644 index 0000000000000000000000000000000000000000..8caea47e503f8aa0a4b6afac4a3fac70686bd53c --- /dev/null +++ b/server_editor.py @@ -0,0 +1,450 @@ +""" +Style-Bert-VITS2-Editor用のサーバー。 +次のリポジトリ +https://github.com/litagin02/Style-Bert-VITS2-Editor +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。 + +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。 +""" + +import argparse +import io +import shutil +import sys +import webbrowser +import zipfile +from datetime import datetime +from io import BytesIO +from pathlib import Path +from typing import Optional + +import numpy as np +import requests +import torch +import uvicorn +from fastapi import APIRouter, FastAPI, HTTPException, status +from fastapi.middleware.cors import CORSMiddleware +from fastapi.responses import JSONResponse, Response +from fastapi.staticfiles import StaticFiles +from pydantic import BaseModel +from scipy.io import wavfile + +from config import get_path_config +from initialize import download_default_models +from style_bert_vits2.constants import ( + DEFAULT_ASSIST_TEXT_WEIGHT, + DEFAULT_NOISE, + DEFAULT_NOISEW, + DEFAULT_SDP_RATIO, + DEFAULT_STYLE, + DEFAULT_STYLE_WEIGHT, + VERSION, + Languages, +) +from style_bert_vits2.logging import logger +from style_bert_vits2.nlp import bert_models +from style_bert_vits2.nlp.japanese import pyopenjtalk_worker as pyopenjtalk +from style_bert_vits2.nlp.japanese.g2p_utils import g2kata_tone, kata_tone2phone_tone +from style_bert_vits2.nlp.japanese.normalizer import normalize_text +from style_bert_vits2.nlp.japanese.user_dict import ( + apply_word, + delete_word, + read_dict, + rewrite_word, + update_dict, +) +from style_bert_vits2.tts_model import TTSModelHolder, TTSModelInfo + + +# ---フロントエンド部分に関する処理--- + +# エディターのビルドファイルを配置するディレクトリ +STATIC_DIR = Path("static") +# 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 +LAST_DOWNLOAD_FILE = STATIC_DIR / "last_download.txt" + + +def download_static_files(user, repo, asset_name): + """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。""" + + logger.info("Checking for new release...") + latest_release = get_latest_release(user, repo) + if latest_release is None: + logger.warning( + "Failed to fetch the latest release. Proceeding without static files." + ) + return + + if not new_release_available(latest_release): + logger.info("No new release available. Proceeding with existing static files.") + return + + logger.info("New release available. Downloading static files...") + asset_url = get_asset_url(latest_release, asset_name) + if asset_url: + if STATIC_DIR.exists(): + shutil.rmtree(STATIC_DIR) + STATIC_DIR.mkdir(parents=True, exist_ok=True) + download_and_extract(asset_url, STATIC_DIR) + save_last_download(latest_release) + else: + logger.warning("Asset not found. Proceeding without static files.") + + +def get_latest_release(user, repo): + url = f"https://api.github.com/repos/{user}/{repo}/releases/latest" + try: + response = requests.get(url) + response.raise_for_status() + return response.json() + except requests.RequestException: + return None + + +def get_asset_url(release, asset_name): + for asset in release["assets"]: + if asset["name"] == asset_name: + return asset["browser_download_url"] + return None + + +def download_and_extract(url, extract_to: Path): + response = requests.get(url) + response.raise_for_status() + with zipfile.ZipFile(io.BytesIO(response.content)) as zip_ref: + zip_ref.extractall(extract_to) + + # 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 + extracted_dirs = list(extract_to.iterdir()) + if len(extracted_dirs) == 1 and extracted_dirs[0].is_dir(): + for file in extracted_dirs[0].iterdir(): + file.rename(extract_to / file.name) + extracted_dirs[0].rmdir() + + # index.htmlが存在するかチェック + if not (extract_to / "index.html").exists(): + logger.warning("index.html not found in the extracted files.") + + +def new_release_available(latest_release): + if LAST_DOWNLOAD_FILE.exists(): + with open(LAST_DOWNLOAD_FILE) as file: + last_download_str = file.read().strip() + # 'Z'を除去して日時オブジェクトに変換 + last_download_str = last_download_str.replace("Z", "+00:00") + last_download = datetime.fromisoformat(last_download_str) + return ( + datetime.fromisoformat( + latest_release["published_at"].replace("Z", "+00:00") + ) + > last_download + ) + return True + + +def save_last_download(latest_release): + with open(LAST_DOWNLOAD_FILE, "w") as file: + file.write(latest_release["published_at"]) + + +# ---フロントエンド部分に関する処理ここまで--- +# 以降はAPIの設定 + +# pyopenjtalk_worker を起動 +## pyopenjtalk_worker は TCP ソケットサーバーのため、ここで起動する +pyopenjtalk.initialize_worker() + +# pyopenjtalk の辞書を更新 +update_dict() + +# 事前に BERT モデル/トークナイザーをロードしておく +## 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 +## 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 +bert_models.load_model(Languages.JP) +bert_models.load_tokenizer(Languages.JP) + + +class AudioResponse(Response): + media_type = "audio/wav" + + +origins = [ + "http://localhost:3000", + "http://localhost:8000", + "http://127.0.0.1:3000", + "http://127.0.0.1:8000", +] + +path_config = get_path_config() +parser = argparse.ArgumentParser() +parser.add_argument("--model_dir", type=str, default=path_config.assets_root) +parser.add_argument("--device", type=str, default="cuda") +parser.add_argument("--port", type=int, default=8000) +parser.add_argument("--inbrowser", action="store_true") +parser.add_argument("--line_length", type=int, default=None) +parser.add_argument("--line_count", type=int, default=None) +parser.add_argument("--skip_default_models", action="store_true") +parser.add_argument("--skip_static_files", action="store_true") +args = parser.parse_args() +device = args.device +if device == "cuda" and not torch.cuda.is_available(): + device = "cpu" +model_dir = Path(args.model_dir) +port = int(args.port) +if not args.skip_default_models: + download_default_models() +skip_static_files = bool(args.skip_static_files) + +model_holder = TTSModelHolder(model_dir, device) +if len(model_holder.model_names) == 0: + logger.error(f"Models not found in {model_dir}.") + sys.exit(1) + + +app = FastAPI() + + +app.add_middleware( + CORSMiddleware, + allow_origins=origins, + allow_credentials=True, + allow_methods=["*"], + allow_headers=["*"], +) + +router = APIRouter() + + +@router.get("/version") +def version() -> str: + return VERSION + + +class MoraTone(BaseModel): + mora: str + tone: int + + +class TextRequest(BaseModel): + text: str + + +@router.post("/g2p") +async def read_item(item: TextRequest): + try: + # 最初に正規化しないと整合性がとれない + text = normalize_text(item.text) + kata_tone_list = g2kata_tone(text) + except Exception as e: + raise HTTPException( + status_code=400, + detail=f"Failed to convert {item.text} to katakana and tone, {e}", + ) + return [MoraTone(mora=kata, tone=tone) for kata, tone in kata_tone_list] + + +@router.post("/normalize") +async def normalize(item: TextRequest): + return normalize_text(item.text) + + +@router.get("/models_info", response_model=list[TTSModelInfo]) +def models_info(): + return model_holder.models_info + + +class SynthesisRequest(BaseModel): + model: str + modelFile: str + text: str + moraToneList: list[MoraTone] + style: str = DEFAULT_STYLE + styleWeight: float = DEFAULT_STYLE_WEIGHT + assistText: str = "" + assistTextWeight: float = DEFAULT_ASSIST_TEXT_WEIGHT + speed: float = 1.0 + noise: float = DEFAULT_NOISE + noisew: float = DEFAULT_NOISEW + sdpRatio: float = DEFAULT_SDP_RATIO + language: Languages = Languages.JP + silenceAfter: float = 0.5 + pitchScale: float = 1.0 + intonationScale: float = 1.0 + speaker: Optional[str] = None + + +@router.post("/synthesis", response_class=AudioResponse) +def synthesis(request: SynthesisRequest): + if args.line_length is not None and len(request.text) > args.line_length: + raise HTTPException( + status_code=400, + detail=f"1行の文字数は{args.line_length}文字以下にしてください。", + ) + try: + model = model_holder.get_model( + model_name=request.model, model_path_str=request.modelFile + ) + except Exception as e: + logger.error(e) + raise HTTPException( + status_code=500, + detail=f"Failed to load model {request.model} from {request.modelFile}, {e}", + ) + text = request.text + kata_tone_list = [ + (mora_tone.mora, mora_tone.tone) for mora_tone in request.moraToneList + ] + phone_tone = kata_tone2phone_tone(kata_tone_list) + tone = [t for _, t in phone_tone] + try: + sid = 0 if request.speaker is None else model.spk2id[request.speaker] + except KeyError: + raise HTTPException( + status_code=400, + detail=f"Speaker {request.speaker} not found in {model.spk2id}", + ) + sr, audio = model.infer( + text=text, + language=request.language, + sdp_ratio=request.sdpRatio, + noise=request.noise, + noise_w=request.noisew, + length=1 / request.speed, + given_tone=tone, + style=request.style, + style_weight=request.styleWeight, + assist_text=request.assistText, + assist_text_weight=request.assistTextWeight, + use_assist_text=bool(request.assistText), + line_split=False, + pitch_scale=request.pitchScale, + intonation_scale=request.intonationScale, + speaker_id=sid, + ) + + with BytesIO() as wavContent: + wavfile.write(wavContent, sr, audio) + return Response(content=wavContent.getvalue(), media_type="audio/wav") + + +class MultiSynthesisRequest(BaseModel): + lines: list[SynthesisRequest] + + +@router.post("/multi_synthesis", response_class=AudioResponse) +def multi_synthesis(request: MultiSynthesisRequest): + lines = request.lines + if args.line_count is not None and len(lines) > args.line_count: + raise HTTPException( + status_code=400, + detail=f"行数は{args.line_count}行以下にしてください。", + ) + audios = [] + sr = None + for i, req in enumerate(lines): + if args.line_length is not None and len(req.text) > args.line_length: + raise HTTPException( + status_code=400, + detail=f"1行の文字数は{args.line_length}文字以下にしてください。", + ) + try: + model = model_holder.get_model( + model_name=req.model, model_path_str=req.modelFile + ) + except Exception as e: + logger.error(e) + raise HTTPException( + status_code=500, + detail=f"Failed to load model {req.model} from {req.modelFile}, {e}", + ) + text = req.text + kata_tone_list = [ + (mora_tone.mora, mora_tone.tone) for mora_tone in req.moraToneList + ] + phone_tone = kata_tone2phone_tone(kata_tone_list) + tone = [t for _, t in phone_tone] + sr, audio = model.infer( + text=text, + language=req.language, + sdp_ratio=req.sdpRatio, + noise=req.noise, + noise_w=req.noisew, + length=1 / req.speed, + given_tone=tone, + style=req.style, + style_weight=req.styleWeight, + assist_text=req.assistText, + assist_text_weight=req.assistTextWeight, + use_assist_text=bool(req.assistText), + line_split=False, + pitch_scale=req.pitchScale, + intonation_scale=req.intonationScale, + ) + audios.append(audio) + if i < len(lines) - 1: + silence = int(sr * req.silenceAfter) + audios.append(np.zeros(silence, dtype=np.int16)) + audio = np.concatenate(audios) + + with BytesIO() as wavContent: + wavfile.write(wavContent, sr, audio) + return Response(content=wavContent.getvalue(), media_type="audio/wav") + + +class UserDictWordRequest(BaseModel): + surface: str + pronunciation: str + 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) + priority: int = 5 + + +@router.get("/user_dict") +def get_user_dict(): + return read_dict() + + +@router.post("/user_dict_word") +def add_user_dict_word(request: UserDictWordRequest): + uuid = apply_word( + surface=request.surface, + pronunciation=request.pronunciation, + accent_type=request.accent_type, + priority=request.priority, + ) + update_dict() + + return JSONResponse( + status_code=status.HTTP_201_CREATED, + content={"uuid": uuid}, + ) + + +@router.put("/user_dict_word/{uuid}") +def update_user_dict_word(uuid: str, request: UserDictWordRequest): + rewrite_word( + word_uuid=uuid, + surface=request.surface, + pronunciation=request.pronunciation, + accent_type=request.accent_type, + priority=request.priority, + ) + update_dict() + return JSONResponse(status_code=status.HTTP_200_OK, content={"uuid": uuid}) + + +@router.delete("/user_dict_word/{uuid}") +def delete_user_dict_word(uuid: str): + delete_word(uuid) + update_dict() + return JSONResponse(status_code=status.HTTP_200_OK, content={"uuid": uuid}) + + +app.include_router(router, prefix="/api") + +if __name__ == "__main__": + if not skip_static_files: + download_static_files("litagin02", "Style-Bert-VITS2-Editor", "out.zip") + app.mount("/", StaticFiles(directory=STATIC_DIR, html=True), name="static") + if args.inbrowser: + webbrowser.open(f"http://localhost:{port}") + uvicorn.run(app, host="0.0.0.0", port=port) diff --git a/static/404.html b/static/404.html new file mode 100644 index 0000000000000000000000000000000000000000..923048411ec5f5b82c7a6030e13c27328ca87472 --- /dev/null +++ b/static/404.html @@ -0,0 +1 @@ +404: This page could not be found.Style-Bert-VITS2 エディター

404

This page could not be found.

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