+
+
+
+# Bert-VITS2
+
+VITS2 Backbone with multilingual bert
+
+For quick guide, please refer to `webui_preprocess.py`.
+
+ç®ææçšè¯·åè§ `webui_preprocess.py`ã
+
+## 请泚æïŒæ¬é¡¹ç®æ žå¿æè·¯æ¥æºäº[anyvoiceai/MassTTS](https://github.com/anyvoiceai/MassTTS) äžäžªé垞奜çtts项ç®
+## MassTTSçæŒç€ºdemo䞺[aiçå³°å¥éè¯å³°å¥æ¬äºº,并æŸåäºåšéäžè§å€±èœçè
°å](https://www.bilibili.com/video/BV1w24y1c7z9)
+
+[//]: # (## æ¬é¡¹ç®äž[PlayVoice/vits_chinese](https://github.com/PlayVoice/vits_chinese) 没æä»»äœå
³ç³»)
+
+[//]: # ()
+[//]: # (æ¬ä»åºæ¥æºäºä¹åæåå享äºaiå³°å¥çè§é¢ïŒæ¬äººè¢«å
¶äžçæææè³ïŒåšèªå·±å°è¯MassTTS以ååç°fsåšé³èŽšæ¹é¢äžvitsæäžå®å·®è·ïŒå¹¶äžtrainingçpipelineæ¯vitsæŽå€æïŒå æ€æç
§å
¶æè·¯å°bert)
+
+## æççæ
è¡è
/åŒæè
/è°é¿/å士/sensei/çé人/åµåµé²/Våºåœåé
代ç èªå·±åŠä¹ åŠäœè®ç»ã
+
+### 䞥çŠå°æ€é¡¹ç®çšäºäžåè¿åãäžå人æ°å
±ååœå®ªæ³ãïŒãäžå人æ°å
±ååœåæ³ãïŒãäžå人æ°å
±ååœæ²»å®ç®¡çå€çœæ³ãåãäžå人æ°å
±ååœæ°æ³å
žãä¹çšéã
+### 䞥çŠçšäºä»»äœæ¿æ²»çžå
³çšéã
+#### Video:https://www.bilibili.com/video/BV1hp4y1K78E
+#### Demo:https://www.bilibili.com/video/BV1TF411k78w
+#### QQ GroupïŒ815818430
+## References
++ [anyvoiceai/MassTTS](https://github.com/anyvoiceai/MassTTS)
++ [jaywalnut310/vits](https://github.com/jaywalnut310/vits)
++ [p0p4k/vits2_pytorch](https://github.com/p0p4k/vits2_pytorch)
++ [svc-develop-team/so-vits-svc](https://github.com/svc-develop-team/so-vits-svc)
++ [PaddlePaddle/PaddleSpeech](https://github.com/PaddlePaddle/PaddleSpeech)
++ [emotional-vits](https://github.com/innnky/emotional-vits)
++ [fish-speech](https://github.com/fishaudio/fish-speech)
++ [Bert-VITS2-UI](https://github.com/jiangyuxiaoxiao/Bert-VITS2-UI)
+## æè°¢ææ莡ç®è
äœåºçåªå
+
+
+
+
+[//]: # (# æ¬é¡¹ç®ææ代ç åŒçšåå·²åæïŒbertéšå代ç æè·¯æ¥æºäº[AIå³°å¥](https://www.bilibili.com/video/BV1w24y1c7z9)ïŒäž[vits_chinese](https://github.com/PlayVoice/vits_chinese)æ ä»»äœå
³ç³»ã欢è¿åäœæ¥é
代ç ãåæ¶ïŒæ们ä¹å¯¹è¯¥åŒåè
ç[碰ç·ïŒä¹è³åŒçåŒåè
çè¡äžº](https://www.bilibili.com/read/cv27101514/)衚瀺区ç谎莣ã)
diff --git a/Style.bat b/Style.bat
new file mode 100644
index 0000000000000000000000000000000000000000..409cf9105b376d4526bc62c2c36d970f7b116533
--- /dev/null
+++ b/Style.bat
@@ -0,0 +1,12 @@
+chcp 65001 > NUL
+
+@echo off
+
+pushd %~dp0
+echo Running webui_style_vectors.py...
+venv\Scripts\python webui_style_vectors.py
+
+if %errorlevel% neq 0 ( pause & popd & exit /b %errorlevel% )
+
+popd
+pause
\ No newline at end of file
diff --git a/Train.bat b/Train.bat
new file mode 100644
index 0000000000000000000000000000000000000000..5a93d026fc2995233c193fc0b81e812d2c4f7601
--- /dev/null
+++ b/Train.bat
@@ -0,0 +1,13 @@
+chcp 65001 > NUL
+
+@echo off
+
+pushd %~dp0
+
+echo Running webui_train.py...
+venv\Scripts\python webui_train.py
+
+if %errorlevel% neq 0 ( pause & popd & exit /b %errorlevel% )
+
+popd
+pause
\ No newline at end of file
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diff --git a/__pycache__/modules.cpython-310.pyc b/__pycache__/modules.cpython-310.pyc
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diff --git a/app.py b/app.py
new file mode 100644
index 0000000000000000000000000000000000000000..f9ceb5edcca25732f54ef64050697c0747a91eef
--- /dev/null
+++ b/app.py
@@ -0,0 +1,475 @@
+import argparse
+import datetime
+import json
+import os
+import sys
+from typing import Optional
+
+import gradio as gr
+import torch
+import yaml
+
+from common.constants import (
+ DEFAULT_ASSIST_TEXT_WEIGHT,
+ DEFAULT_LENGTH,
+ DEFAULT_LINE_SPLIT,
+ DEFAULT_NOISE,
+ DEFAULT_NOISEW,
+ DEFAULT_SDP_RATIO,
+ DEFAULT_SPLIT_INTERVAL,
+ DEFAULT_STYLE,
+ DEFAULT_STYLE_WEIGHT,
+ GRADIO_THEME,
+ LATEST_VERSION,
+ Languages,
+)
+from common.log import logger
+from common.tts_model import ModelHolder
+from infer import InvalidToneError
+from text.japanese import g2kata_tone, kata_tone2phone_tone, text_normalize
+
+# Get path settings
+with open(os.path.join("configs", "paths.yml"), "r", encoding="utf-8") as f:
+ path_config: dict[str, str] = yaml.safe_load(f.read())
+ # dataset_root = path_config["dataset_root"]
+ assets_root = path_config["assets_root"]
+
+languages = [l.value for l in Languages]
+
+
+def tts_fn(
+ model_name,
+ model_path,
+ text,
+ language,
+ reference_audio_path,
+ sdp_ratio,
+ noise_scale,
+ noise_scale_w,
+ length_scale,
+ line_split,
+ split_interval,
+ assist_text,
+ assist_text_weight,
+ use_assist_text,
+ style,
+ style_weight,
+ kata_tone_json_str,
+ use_tone,
+ speaker,
+):
+ model_holder.load_model_gr(model_name, model_path)
+
+ wrong_tone_message = ""
+ kata_tone: Optional[list[tuple[str, int]]] = None
+ if use_tone and kata_tone_json_str != "":
+ if language != "JP":
+ logger.warning("Only Japanese is supported for tone generation.")
+ wrong_tone_message = "ã¢ã¯ã»ã³ãæå®ã¯çŸåšæ¥æ¬èªã®ã¿å¯Ÿå¿ããŠããŸãã"
+ if line_split:
+ logger.warning("Tone generation is not supported for line split.")
+ wrong_tone_message = (
+ "ã¢ã¯ã»ã³ãæå®ã¯æ¹è¡ã§åããŠçæã䜿ããªãå Žåã®ã¿å¯Ÿå¿ããŠããŸãã"
+ )
+ try:
+ kata_tone = []
+ json_data = json.loads(kata_tone_json_str)
+ # tupleã䜿ãããã«å€æ
+ for kana, tone in json_data:
+ assert isinstance(kana, str) and tone in (0, 1), f"{kana}, {tone}"
+ kata_tone.append((kana, tone))
+ except Exception as e:
+ logger.warning(f"Error occurred when parsing kana_tone_json: {e}")
+ wrong_tone_message = f"ã¢ã¯ã»ã³ãæå®ãäžæ£ã§ã: {e}"
+ kata_tone = None
+
+ # toneã¯å®éã«é³å£°åæã«ä»£å
¥ãããéã®ã¿not Noneã«ãªã
+ tone: Optional[list[int]] = None
+ if kata_tone is not None:
+ phone_tone = kata_tone2phone_tone(kata_tone)
+ tone = [t for _, t in phone_tone]
+
+ speaker_id = model_holder.current_model.spk2id[speaker]
+
+ start_time = datetime.datetime.now()
+
+ try:
+ sr, audio = model_holder.current_model.infer(
+ text=text,
+ language=language,
+ reference_audio_path=reference_audio_path,
+ sdp_ratio=sdp_ratio,
+ noise=noise_scale,
+ noisew=noise_scale_w,
+ length=length_scale,
+ line_split=line_split,
+ split_interval=split_interval,
+ assist_text=assist_text,
+ assist_text_weight=assist_text_weight,
+ use_assist_text=use_assist_text,
+ style=style,
+ style_weight=style_weight,
+ given_tone=tone,
+ sid=speaker_id,
+ )
+ except InvalidToneError as e:
+ logger.error(f"Tone error: {e}")
+ return f"Error: ã¢ã¯ã»ã³ãæå®ãäžæ£ã§ã:\n{e}", None, kata_tone_json_str
+ except ValueError as e:
+ logger.error(f"Value error: {e}")
+ return f"Error: {e}", None, kata_tone_json_str
+
+ end_time = datetime.datetime.now()
+ duration = (end_time - start_time).total_seconds()
+
+ if tone is None and language == "JP":
+ # ã¢ã¯ã»ã³ãæå®ã«äœ¿ããããã«ã¢ã¯ã»ã³ãæ
å ±ãè¿ã
+ norm_text = text_normalize(text)
+ kata_tone = g2kata_tone(norm_text)
+ kata_tone_json_str = json.dumps(kata_tone, ensure_ascii=False)
+ elif tone is None:
+ kata_tone_json_str = ""
+ message = f"Success, time: {duration} seconds."
+ if wrong_tone_message != "":
+ message = wrong_tone_message + "\n" + message
+ return message, (sr, audio), kata_tone_json_str
+
+
+initial_text = "ããã«ã¡ã¯ãåããŸããŠãããªãã®ååã¯ãªããŠããã®ïŒ"
+
+examples = [
+ [initial_text, "JP"],
+ [
+ """ããªãããããªããšèšããªããŠãç§ã¯ãšã£ãŠãå¬ããã
+ããªãããããªããšèšããªããŠãç§ã¯ãšã£ãŠãæã£ãŠãã
+ããªãããããªããšèšããªããŠãç§ã¯ãšã£ãŠãé©ããŠãã
+ããªãããããªããšèšããªããŠãç§ã¯ãšã£ãŠãèŸãã""",
+ "JP",
+ ],
+ [ # ChatGPTã«èããŠããã£ãåçœã»ãªã
+ """ç§ããã£ãšåããããªãã®ããšãèŠãŠããŸãããããªãã®ç¬é¡ãåªããã匷ãã«ãå¿æ¹ãããŠãããã§ãã
+åéãšããŠéããäžã§ãããªãã®ããšãã ãã ããšç¹å¥ãªååšã«ãªã£ãŠããã®ãããããŸããã
+ãã£ãšãç§ãããªãã®ããšã奜ãã§ãïŒãããããã°ãç§ãšä»ãåã£ãŠãããŸãããïŒ""",
+ "JP",
+ ],
+ [ # å€ç®æŒ±ç³ãåŸèŒ©ã¯ç«ã§ããã
+ """åŸèŒ©ã¯ç«ã§ãããååã¯ãŸã ç¡ãã
+ã©ãã§çããããšããšèŠåœãã€ãã¬ããªãã§ãèæãããããããæã§ãã£ãŒãã£ãŒæ³£ããŠããäºã ãã¯èšæ¶ããŠããã
+åŸèŒ©ã¯ããã§åããŠäººéãšãããã®ãèŠãããããããšã§èããšãããã¯æžçãšããã人éäžã§äžçªç°æªãªçš®æã§ãã£ãããã ã
+ãã®æžçãšããã®ã¯æã
æã
ãæãŸããŠç
®ãŠé£ããšãã話ã§ããã""",
+ "JP",
+ ],
+ [ # 梶äºåºæ¬¡éãæ¡ã®æš¹ã®äžã«ã¯ã
+ """æ¡ã®æš¹ã®äžã«ã¯å±äœãåãŸã£ãŠããïŒããã¯ä¿¡ããŠããããšãªãã ãã
+äœæ
ã£ãŠãæ¡ã®è±ããããªã«ãèŠäºã«å²ããªããŠä¿¡ããããªãããšãããªããã俺ã¯ãã®çŸãããä¿¡ããããªãã®ã§ããã®ã«ããã«ã¡äžå®ã ã£ãã
+ãããããŸããã£ãšããããšããæ¥ããæ¡ã®æš¹ã®äžã«ã¯å±äœãåãŸã£ãŠãããããã¯ä¿¡ããŠããããšã ã""",
+ "JP",
+ ],
+ [ # ChatGPTãšèãããææ
ãè¡šãã»ãªã
+ """ãã£ããŒïŒãã¹ãã§æºç¹åããïŒç§ãšã£ãŠãå¬ãããªïŒ
+ã©ãããŠç§ã®æèŠãç¡èŠããã®ïŒèš±ããªãïŒã ã«ã€ãïŒããããªããæ»ãã°ããã®ã«ã
+ãã¯ã¯ã¯ã£ïŒãã®æŒ«ç»ãã£ã¡ãç¬ãããèŠãŠãããããµãµãµããã¯ã¯ã
+ããªããããªããªã£ãŠãç§ã¯äžäººã«ãªã£ã¡ãã£ãŠãæ³£ãã¡ãããããªã»ã©æ²ããã""",
+ "JP",
+ ],
+ [ # äžã®äžå¯§èªããŒãžã§ã³
+ """ãããŸããïŒãã¹ãã§æºç¹åããŸãããïŒç§ãšã£ãŠãå¬ããã§ãïŒ
+ã©ãããŠç§ã®æèŠãç¡èŠãããã§ããïŒèš±ããŸããïŒã ã«ã€ããŸãïŒããããªããæ»ãã§ãã ããã
+ãã¯ã¯ã¯ã£ïŒãã®æŒ«ç»ãã£ã¡ãç¬ããŸããèŠãŠãã ããããããµãµãµããã¯ã¯ã
+ããªããããªããªã£ãŠãç§ã¯äžäººã«ãªã£ã¡ãã£ãŠãæ³£ãã¡ãããããªã»ã©æ²ããã§ãã""",
+ "JP",
+ ],
+ [ # ChatGPTã«èããŠããã£ãé³å£°åæã®èª¬ææç«
+ """é³å£°åæã¯ãæ©æ¢°åŠç¿ã掻çšããŠãããã¹ããã人ã®å£°ãåçŸããæè¡ã§ãããã®æè¡ã¯ãèšèªã®æ§é ã解æããããã«åºã¥ããŠé³å£°ãçæããŸãã
+ãã®åéã®ææ°ã®ç 究ææã䜿ããšãããèªç¶ã§è¡šçŸè±ããªé³å£°ã®çæãå¯èœã§ããã深局åŠç¿ã®å¿çšã«ãããææ
ãã¢ã¯ã»ã³ããå«ã声質ã®åŸ®åŠãªå€åãåçŸããããšãåºæ¥ãã""",
+ "JP",
+ ],
+ [
+ "Speech synthesis is the artificial production of human speech. A computer system used for this purpose is called a speech synthesizer, and can be implemented in software or hardware products.",
+ "EN",
+ ],
+ [
+ "è¯é³åææ¯äººå·¥å¶é 人类è¯é³ãçšäºæ€ç®çç计ç®æºç³»ç»ç§°äžºè¯é³åæåšïŒå¯ä»¥éè¿èœ¯ä»¶æ硬件产åå®ç°ã",
+ "ZH",
+ ],
+]
+
+initial_md = f"""
+# Style-Bert-VITS2 ver {LATEST_VERSION} é³å£°åæ
+
+泚æ: åæãããã[jvnvã®ã¢ãã«](https://huggingface.co/litagin/style_bert_vits2_jvnv)ã¯ã[JVNVã³ãŒãã¹ïŒèšèªé³å£°ãšéèšèªé³å£°ãæã€æ¥æ¬èªææ
é³å£°ã³ãŒãã¹ïŒ](https://sites.google.com/site/shinnosuketakamichi/research-topics/jvnv_corpus)ã§åŠç¿ãããã¢ãã«ã§ããã©ã€ã»ã³ã¹ã¯[CC BY-SA 4.0](https://creativecommons.org/licenses/by-sa/4.0/deed.ja)ã§ãã
+"""
+
+how_to_md = """
+äžã®ããã«`model_assets`ãã£ã¬ã¯ããªã®äžã«ã¢ãã«ãã¡ã€ã«ãã¡ã眮ããŠãã ããã
+```
+model_assets
+âââ your_model
+â âââ config.json
+â âââ your_model_file1.safetensors
+â âââ your_model_file2.safetensors
+â âââ ...
+â âââ style_vectors.npy
+âââ another_model
+ âââ ...
+```
+åã¢ãã«ã«ã¯ãã¡ã€ã«ãã¡ãå¿
èŠã§ãïŒ
+- `config.json`ïŒåŠç¿æã®èšå®ãã¡ã€ã«
+- `*.safetensors`ïŒåŠç¿æžã¿ã¢ãã«ãã¡ã€ã«ïŒ1ã€ä»¥äžãå¿
èŠãè€æ°å¯ïŒ
+- `style_vectors.npy`ïŒã¹ã¿ã€ã«ãã¯ãã«ãã¡ã€ã«
+
+äž2ã€ã¯`Train.bat`ã«ããåŠç¿ã§èªåçã«æ£ããäœçœ®ã«ä¿åãããŸãã`style_vectors.npy`ã¯`Style.bat`ãå®è¡ããŠæ瀺ã«åŸã£ãŠçæããŠãã ããã
+"""
+
+style_md = f"""
+- ããªã»ãããŸãã¯é³å£°ãã¡ã€ã«ããèªã¿äžãã®å£°é³ã»ææ
ã»ã¹ã¿ã€ã«ã®ãããªãã®ãå¶åŸ¡ã§ããŸãã
+- ããã©ã«ãã®{DEFAULT_STYLE}ã§ããååã«èªã¿äžããæã«å¿ããææ
ã§ææ
è±ãã«èªã¿äžããããŸãããã®ã¹ã¿ã€ã«å¶åŸ¡ã¯ããããéã¿ä»ãã§äžæžããããããªæãã§ãã
+- 匷ãã倧ãããããããšçºé³ãå€ã«ãªã£ãã声ã«ãªããªãã£ãããšåŽ©å£ããããšããããŸãã
+- ã©ã®ãããã«åŒ·ãããããã¯ã¢ãã«ãã¹ã¿ã€ã«ã«ãã£ãŠç°ãªãããã§ãã
+- é³å£°ãã¡ã€ã«ãå
¥åããå Žåã¯ãåŠç¿ããŒã¿ãšäŒŒã声é³ã®è©±è
ïŒç¹ã«åãæ§å¥ïŒã§ãªããšããå¹æãåºãªããããããŸããã
+"""
+
+
+def make_interactive():
+ return gr.update(interactive=True, value="é³å£°åæ")
+
+
+def make_non_interactive():
+ return gr.update(interactive=False, value="é³å£°åæïŒã¢ãã«ãããŒãããŠãã ããïŒ")
+
+
+def gr_util(item):
+ if item == "ããªã»ããããéžã¶":
+ return (gr.update(visible=True), gr.Audio(visible=False, value=None))
+ else:
+ return (gr.update(visible=False), gr.update(visible=True))
+
+
+if __name__ == "__main__":
+ parser = argparse.ArgumentParser()
+ parser.add_argument("--cpu", action="store_true", help="Use CPU instead of GPU")
+ parser.add_argument(
+ "--dir", "-d", type=str, help="Model directory", default=assets_root
+ )
+ parser.add_argument(
+ "--share", action="store_true", help="Share this app publicly", default=False
+ )
+ parser.add_argument(
+ "--server-name",
+ type=str,
+ default=None,
+ help="Server name for Gradio app",
+ )
+ parser.add_argument(
+ "--no-autolaunch",
+ action="store_true",
+ default=False,
+ help="Do not launch app automatically",
+ )
+ args = parser.parse_args()
+ model_dir = args.dir
+
+ if args.cpu:
+ device = "cpu"
+ else:
+ device = "cuda" if torch.cuda.is_available() else "cpu"
+
+ model_holder = ModelHolder(model_dir, device)
+
+ model_names = model_holder.model_names
+ if len(model_names) == 0:
+ logger.error(
+ f"ã¢ãã«ãèŠã€ãããŸããã§ããã{model_dir}ã«ã¢ãã«ã眮ããŠãã ããã"
+ )
+ sys.exit(1)
+ initial_id = 0
+ initial_pth_files = model_holder.model_files_dict[model_names[initial_id]]
+
+ with gr.Blocks(theme=GRADIO_THEME) as app:
+ gr.Markdown(initial_md)
+ with gr.Accordion(label="䜿ãæ¹", open=False):
+ gr.Markdown(how_to_md)
+ with gr.Row():
+ with gr.Column():
+ with gr.Row():
+ with gr.Column(scale=3):
+ model_name = gr.Dropdown(
+ label="ã¢ãã«äžèŠ§",
+ choices=model_names,
+ value=model_names[initial_id],
+ )
+ model_path = gr.Dropdown(
+ label="ã¢ãã«ãã¡ã€ã«",
+ choices=initial_pth_files,
+ value=initial_pth_files[0],
+ )
+ refresh_button = gr.Button("æŽæ°", scale=1, visible=True)
+ load_button = gr.Button("ããŒã", scale=1, variant="primary")
+ text_input = gr.TextArea(label="ããã¹ã", value=initial_text)
+
+ line_split = gr.Checkbox(
+ label="æ¹è¡ã§åããŠçæïŒåããã»ããææ
ãä¹ããŸãïŒ",
+ value=DEFAULT_LINE_SPLIT,
+ )
+ split_interval = gr.Slider(
+ minimum=0.0,
+ maximum=2,
+ value=DEFAULT_SPLIT_INTERVAL,
+ step=0.1,
+ label="æ¹è¡ããšã«æãç¡é³ã®é·ãïŒç§ïŒ",
+ )
+ line_split.change(
+ lambda x: (gr.Slider(visible=x)),
+ inputs=[line_split],
+ outputs=[split_interval],
+ )
+ tone = gr.Textbox(
+ label="ã¢ã¯ã»ã³ã調æŽïŒæ°å€ã¯ 0=äœ ã1=é« ã®ã¿ïŒ",
+ info="æ¹è¡ã§åããªãå Žåã®ã¿äœ¿ããŸããäžèœã§ã¯ãããŸããã",
+ )
+ use_tone = gr.Checkbox(label="ã¢ã¯ã»ã³ã調æŽã䜿ã", value=False)
+ use_tone.change(
+ lambda x: (gr.Checkbox(value=False) if x else gr.Checkbox()),
+ inputs=[use_tone],
+ outputs=[line_split],
+ )
+ language = gr.Dropdown(choices=languages, value="JP", label="Language")
+ speaker = gr.Dropdown(label="話è
")
+ with gr.Accordion(label="詳现èšå®", open=False):
+ sdp_ratio = gr.Slider(
+ minimum=0,
+ maximum=1,
+ value=DEFAULT_SDP_RATIO,
+ step=0.1,
+ label="SDP Ratio",
+ )
+ noise_scale = gr.Slider(
+ minimum=0.1,
+ maximum=2,
+ value=DEFAULT_NOISE,
+ step=0.1,
+ label="Noise",
+ )
+ noise_scale_w = gr.Slider(
+ minimum=0.1,
+ maximum=2,
+ value=DEFAULT_NOISEW,
+ step=0.1,
+ label="Noise_W",
+ )
+ length_scale = gr.Slider(
+ minimum=0.1,
+ maximum=2,
+ value=DEFAULT_LENGTH,
+ step=0.1,
+ label="Length",
+ )
+ use_assist_text = gr.Checkbox(
+ label="Assist textã䜿ã", value=False
+ )
+ assist_text = gr.Textbox(
+ label="Assist text",
+ placeholder="ã©ãããŠç§ã®æèŠãç¡èŠããã®ïŒèš±ããªããã ã«ã€ãïŒæ»ãã°ããã®ã«ã",
+ info="ãã®ããã¹ãã®èªã¿äžããšäŒŒã声é³ã»ææ
ã«ãªãããããªããŸãããã ææããã³ãçãç ç²ã«ãªãåŸåããããŸãã",
+ visible=False,
+ )
+ assist_text_weight = gr.Slider(
+ minimum=0,
+ maximum=1,
+ value=DEFAULT_ASSIST_TEXT_WEIGHT,
+ step=0.1,
+ label="Assist textã®åŒ·ã",
+ visible=False,
+ )
+ use_assist_text.change(
+ lambda x: (gr.Textbox(visible=x), gr.Slider(visible=x)),
+ inputs=[use_assist_text],
+ outputs=[assist_text, assist_text_weight],
+ )
+ with gr.Column():
+ with gr.Accordion("ã¹ã¿ã€ã«ã«ã€ããŠè©³çŽ°", open=False):
+ gr.Markdown(style_md)
+ style_mode = gr.Radio(
+ ["ããªã»ããããéžã¶", "é³å£°ãã¡ã€ã«ãå
¥å"],
+ label="ã¹ã¿ã€ã«ã®æå®æ¹æ³",
+ value="ããªã»ããããéžã¶",
+ )
+ style = gr.Dropdown(
+ label=f"ã¹ã¿ã€ã«ïŒ{DEFAULT_STYLE}ãå¹³åã¹ã¿ã€ã«ïŒ",
+ choices=["ã¢ãã«ãããŒãããŠãã ãã"],
+ value="ã¢ãã«ãããŒãããŠãã ãã",
+ )
+ style_weight = gr.Slider(
+ minimum=0,
+ maximum=50,
+ value=DEFAULT_STYLE_WEIGHT,
+ step=0.1,
+ label="ã¹ã¿ã€ã«ã®åŒ·ã",
+ )
+ ref_audio_path = gr.Audio(
+ label="åç
§é³å£°", type="filepath", visible=False
+ )
+ tts_button = gr.Button(
+ "é³å£°åæïŒã¢ãã«ãããŒãããŠãã ããïŒ",
+ variant="primary",
+ interactive=False,
+ )
+ text_output = gr.Textbox(label="æ
å ±")
+ audio_output = gr.Audio(label="çµæ")
+ with gr.Accordion("ããã¹ãäŸ", open=False):
+ gr.Examples(examples, inputs=[text_input, language])
+
+ tts_button.click(
+ tts_fn,
+ inputs=[
+ model_name,
+ model_path,
+ text_input,
+ language,
+ ref_audio_path,
+ sdp_ratio,
+ noise_scale,
+ noise_scale_w,
+ length_scale,
+ line_split,
+ split_interval,
+ assist_text,
+ assist_text_weight,
+ use_assist_text,
+ style,
+ style_weight,
+ tone,
+ use_tone,
+ speaker,
+ ],
+ outputs=[text_output, audio_output, tone],
+ )
+
+ model_name.change(
+ model_holder.update_model_files_gr,
+ inputs=[model_name],
+ outputs=[model_path],
+ )
+
+ model_path.change(make_non_interactive, outputs=[tts_button])
+
+ refresh_button.click(
+ model_holder.update_model_names_gr,
+ outputs=[model_name, model_path, tts_button],
+ )
+
+ load_button.click(
+ model_holder.load_model_gr,
+ inputs=[model_name, model_path],
+ outputs=[style, tts_button, speaker],
+ )
+
+ style_mode.change(
+ gr_util,
+ inputs=[style_mode],
+ outputs=[style, ref_audio_path],
+ )
+
+ app.launch(
+ inbrowser=not args.no_autolaunch, share=args.share, server_name=args.server_name
+ )
diff --git a/attentions.py b/attentions.py
new file mode 100644
index 0000000000000000000000000000000000000000..9a4bba9cbfe4443f839db598d97a239595a07269
--- /dev/null
+++ b/attentions.py
@@ -0,0 +1,462 @@
+import math
+import torch
+from torch import nn
+from torch.nn import functional as F
+
+import commons
+from common.log import logger as logging
+
+
+class LayerNorm(nn.Module):
+ def __init__(self, channels, eps=1e-5):
+ super().__init__()
+ self.channels = channels
+ self.eps = eps
+
+ self.gamma = nn.Parameter(torch.ones(channels))
+ self.beta = nn.Parameter(torch.zeros(channels))
+
+ def forward(self, x):
+ x = x.transpose(1, -1)
+ x = F.layer_norm(x, (self.channels,), self.gamma, self.beta, self.eps)
+ return x.transpose(1, -1)
+
+
+@torch.jit.script
+def fused_add_tanh_sigmoid_multiply(input_a, input_b, n_channels):
+ n_channels_int = n_channels[0]
+ in_act = input_a + input_b
+ t_act = torch.tanh(in_act[:, :n_channels_int, :])
+ s_act = torch.sigmoid(in_act[:, n_channels_int:, :])
+ acts = t_act * s_act
+ return acts
+
+
+class Encoder(nn.Module):
+ def __init__(
+ self,
+ hidden_channels,
+ filter_channels,
+ n_heads,
+ n_layers,
+ kernel_size=1,
+ p_dropout=0.0,
+ window_size=4,
+ isflow=True,
+ **kwargs
+ ):
+ super().__init__()
+ self.hidden_channels = hidden_channels
+ self.filter_channels = filter_channels
+ self.n_heads = n_heads
+ self.n_layers = n_layers
+ self.kernel_size = kernel_size
+ self.p_dropout = p_dropout
+ self.window_size = window_size
+ # if isflow:
+ # cond_layer = torch.nn.Conv1d(256, 2*hidden_channels*n_layers, 1)
+ # self.cond_pre = torch.nn.Conv1d(hidden_channels, 2*hidden_channels, 1)
+ # self.cond_layer = weight_norm(cond_layer, name='weight')
+ # self.gin_channels = 256
+ self.cond_layer_idx = self.n_layers
+ if "gin_channels" in kwargs:
+ self.gin_channels = kwargs["gin_channels"]
+ if self.gin_channels != 0:
+ self.spk_emb_linear = nn.Linear(self.gin_channels, self.hidden_channels)
+ # vits2 says 3rd block, so idx is 2 by default
+ self.cond_layer_idx = (
+ kwargs["cond_layer_idx"] if "cond_layer_idx" in kwargs else 2
+ )
+ # logging.debug(self.gin_channels, self.cond_layer_idx)
+ assert (
+ self.cond_layer_idx < self.n_layers
+ ), "cond_layer_idx should be less than n_layers"
+ self.drop = nn.Dropout(p_dropout)
+ self.attn_layers = nn.ModuleList()
+ self.norm_layers_1 = nn.ModuleList()
+ self.ffn_layers = nn.ModuleList()
+ self.norm_layers_2 = nn.ModuleList()
+ for i in range(self.n_layers):
+ self.attn_layers.append(
+ MultiHeadAttention(
+ hidden_channels,
+ hidden_channels,
+ n_heads,
+ p_dropout=p_dropout,
+ window_size=window_size,
+ )
+ )
+ self.norm_layers_1.append(LayerNorm(hidden_channels))
+ self.ffn_layers.append(
+ FFN(
+ hidden_channels,
+ hidden_channels,
+ filter_channels,
+ kernel_size,
+ p_dropout=p_dropout,
+ )
+ )
+ self.norm_layers_2.append(LayerNorm(hidden_channels))
+
+ def forward(self, x, x_mask, g=None):
+ attn_mask = x_mask.unsqueeze(2) * x_mask.unsqueeze(-1)
+ x = x * x_mask
+ for i in range(self.n_layers):
+ if i == self.cond_layer_idx and g is not None:
+ g = self.spk_emb_linear(g.transpose(1, 2))
+ g = g.transpose(1, 2)
+ x = x + g
+ x = x * x_mask
+ y = self.attn_layers[i](x, x, attn_mask)
+ y = self.drop(y)
+ x = self.norm_layers_1[i](x + y)
+
+ y = self.ffn_layers[i](x, x_mask)
+ y = self.drop(y)
+ x = self.norm_layers_2[i](x + y)
+ x = x * x_mask
+ return x
+
+
+class Decoder(nn.Module):
+ def __init__(
+ self,
+ hidden_channels,
+ filter_channels,
+ n_heads,
+ n_layers,
+ kernel_size=1,
+ p_dropout=0.0,
+ proximal_bias=False,
+ proximal_init=True,
+ **kwargs
+ ):
+ super().__init__()
+ self.hidden_channels = hidden_channels
+ self.filter_channels = filter_channels
+ self.n_heads = n_heads
+ self.n_layers = n_layers
+ self.kernel_size = kernel_size
+ self.p_dropout = p_dropout
+ self.proximal_bias = proximal_bias
+ self.proximal_init = proximal_init
+
+ self.drop = nn.Dropout(p_dropout)
+ self.self_attn_layers = nn.ModuleList()
+ self.norm_layers_0 = nn.ModuleList()
+ self.encdec_attn_layers = nn.ModuleList()
+ self.norm_layers_1 = nn.ModuleList()
+ self.ffn_layers = nn.ModuleList()
+ self.norm_layers_2 = nn.ModuleList()
+ for i in range(self.n_layers):
+ self.self_attn_layers.append(
+ MultiHeadAttention(
+ hidden_channels,
+ hidden_channels,
+ n_heads,
+ p_dropout=p_dropout,
+ proximal_bias=proximal_bias,
+ proximal_init=proximal_init,
+ )
+ )
+ self.norm_layers_0.append(LayerNorm(hidden_channels))
+ self.encdec_attn_layers.append(
+ MultiHeadAttention(
+ hidden_channels, hidden_channels, n_heads, p_dropout=p_dropout
+ )
+ )
+ self.norm_layers_1.append(LayerNorm(hidden_channels))
+ self.ffn_layers.append(
+ FFN(
+ hidden_channels,
+ hidden_channels,
+ filter_channels,
+ kernel_size,
+ p_dropout=p_dropout,
+ causal=True,
+ )
+ )
+ self.norm_layers_2.append(LayerNorm(hidden_channels))
+
+ def forward(self, x, x_mask, h, h_mask):
+ """
+ x: decoder input
+ h: encoder output
+ """
+ self_attn_mask = commons.subsequent_mask(x_mask.size(2)).to(
+ device=x.device, dtype=x.dtype
+ )
+ encdec_attn_mask = h_mask.unsqueeze(2) * x_mask.unsqueeze(-1)
+ x = x * x_mask
+ for i in range(self.n_layers):
+ y = self.self_attn_layers[i](x, x, self_attn_mask)
+ y = self.drop(y)
+ x = self.norm_layers_0[i](x + y)
+
+ y = self.encdec_attn_layers[i](x, h, encdec_attn_mask)
+ y = self.drop(y)
+ x = self.norm_layers_1[i](x + y)
+
+ y = self.ffn_layers[i](x, x_mask)
+ y = self.drop(y)
+ x = self.norm_layers_2[i](x + y)
+ x = x * x_mask
+ return x
+
+
+class MultiHeadAttention(nn.Module):
+ def __init__(
+ self,
+ channels,
+ out_channels,
+ n_heads,
+ p_dropout=0.0,
+ window_size=None,
+ heads_share=True,
+ block_length=None,
+ proximal_bias=False,
+ proximal_init=False,
+ ):
+ super().__init__()
+ assert channels % n_heads == 0
+
+ self.channels = channels
+ self.out_channels = out_channels
+ self.n_heads = n_heads
+ self.p_dropout = p_dropout
+ self.window_size = window_size
+ self.heads_share = heads_share
+ self.block_length = block_length
+ self.proximal_bias = proximal_bias
+ self.proximal_init = proximal_init
+ self.attn = None
+
+ self.k_channels = channels // n_heads
+ self.conv_q = nn.Conv1d(channels, channels, 1)
+ self.conv_k = nn.Conv1d(channels, channels, 1)
+ self.conv_v = nn.Conv1d(channels, channels, 1)
+ self.conv_o = nn.Conv1d(channels, out_channels, 1)
+ self.drop = nn.Dropout(p_dropout)
+
+ if window_size is not None:
+ n_heads_rel = 1 if heads_share else n_heads
+ rel_stddev = self.k_channels**-0.5
+ self.emb_rel_k = nn.Parameter(
+ torch.randn(n_heads_rel, window_size * 2 + 1, self.k_channels)
+ * rel_stddev
+ )
+ self.emb_rel_v = nn.Parameter(
+ torch.randn(n_heads_rel, window_size * 2 + 1, self.k_channels)
+ * rel_stddev
+ )
+
+ nn.init.xavier_uniform_(self.conv_q.weight)
+ nn.init.xavier_uniform_(self.conv_k.weight)
+ nn.init.xavier_uniform_(self.conv_v.weight)
+ if proximal_init:
+ with torch.no_grad():
+ self.conv_k.weight.copy_(self.conv_q.weight)
+ self.conv_k.bias.copy_(self.conv_q.bias)
+
+ def forward(self, x, c, attn_mask=None):
+ q = self.conv_q(x)
+ k = self.conv_k(c)
+ v = self.conv_v(c)
+
+ x, self.attn = self.attention(q, k, v, mask=attn_mask)
+
+ x = self.conv_o(x)
+ return x
+
+ def attention(self, query, key, value, mask=None):
+ # reshape [b, d, t] -> [b, n_h, t, d_k]
+ b, d, t_s, t_t = (*key.size(), query.size(2))
+ query = query.view(b, self.n_heads, self.k_channels, t_t).transpose(2, 3)
+ key = key.view(b, self.n_heads, self.k_channels, t_s).transpose(2, 3)
+ value = value.view(b, self.n_heads, self.k_channels, t_s).transpose(2, 3)
+
+ scores = torch.matmul(query / math.sqrt(self.k_channels), key.transpose(-2, -1))
+ if self.window_size is not None:
+ assert (
+ t_s == t_t
+ ), "Relative attention is only available for self-attention."
+ key_relative_embeddings = self._get_relative_embeddings(self.emb_rel_k, t_s)
+ rel_logits = self._matmul_with_relative_keys(
+ query / math.sqrt(self.k_channels), key_relative_embeddings
+ )
+ scores_local = self._relative_position_to_absolute_position(rel_logits)
+ scores = scores + scores_local
+ if self.proximal_bias:
+ assert t_s == t_t, "Proximal bias is only available for self-attention."
+ scores = scores + self._attention_bias_proximal(t_s).to(
+ device=scores.device, dtype=scores.dtype
+ )
+ if mask is not None:
+ scores = scores.masked_fill(mask == 0, -1e4)
+ if self.block_length is not None:
+ assert (
+ t_s == t_t
+ ), "Local attention is only available for self-attention."
+ block_mask = (
+ torch.ones_like(scores)
+ .triu(-self.block_length)
+ .tril(self.block_length)
+ )
+ scores = scores.masked_fill(block_mask == 0, -1e4)
+ p_attn = F.softmax(scores, dim=-1) # [b, n_h, t_t, t_s]
+ p_attn = self.drop(p_attn)
+ output = torch.matmul(p_attn, value)
+ if self.window_size is not None:
+ relative_weights = self._absolute_position_to_relative_position(p_attn)
+ value_relative_embeddings = self._get_relative_embeddings(
+ self.emb_rel_v, t_s
+ )
+ output = output + self._matmul_with_relative_values(
+ relative_weights, value_relative_embeddings
+ )
+ output = (
+ output.transpose(2, 3).contiguous().view(b, d, t_t)
+ ) # [b, n_h, t_t, d_k] -> [b, d, t_t]
+ return output, p_attn
+
+ def _matmul_with_relative_values(self, x, y):
+ """
+ x: [b, h, l, m]
+ y: [h or 1, m, d]
+ ret: [b, h, l, d]
+ """
+ ret = torch.matmul(x, y.unsqueeze(0))
+ return ret
+
+ def _matmul_with_relative_keys(self, x, y):
+ """
+ x: [b, h, l, d]
+ y: [h or 1, m, d]
+ ret: [b, h, l, m]
+ """
+ ret = torch.matmul(x, y.unsqueeze(0).transpose(-2, -1))
+ return ret
+
+ def _get_relative_embeddings(self, relative_embeddings, length):
+ 2 * self.window_size + 1
+ # Pad first before slice to avoid using cond ops.
+ pad_length = max(length - (self.window_size + 1), 0)
+ slice_start_position = max((self.window_size + 1) - length, 0)
+ slice_end_position = slice_start_position + 2 * length - 1
+ if pad_length > 0:
+ padded_relative_embeddings = F.pad(
+ relative_embeddings,
+ commons.convert_pad_shape([[0, 0], [pad_length, pad_length], [0, 0]]),
+ )
+ else:
+ padded_relative_embeddings = relative_embeddings
+ used_relative_embeddings = padded_relative_embeddings[
+ :, slice_start_position:slice_end_position
+ ]
+ return used_relative_embeddings
+
+ def _relative_position_to_absolute_position(self, x):
+ """
+ x: [b, h, l, 2*l-1]
+ ret: [b, h, l, l]
+ """
+ batch, heads, length, _ = x.size()
+ # Concat columns of pad to shift from relative to absolute indexing.
+ x = F.pad(x, commons.convert_pad_shape([[0, 0], [0, 0], [0, 0], [0, 1]]))
+
+ # Concat extra elements so to add up to shape (len+1, 2*len-1).
+ x_flat = x.view([batch, heads, length * 2 * length])
+ x_flat = F.pad(
+ x_flat, commons.convert_pad_shape([[0, 0], [0, 0], [0, length - 1]])
+ )
+
+ # Reshape and slice out the padded elements.
+ x_final = x_flat.view([batch, heads, length + 1, 2 * length - 1])[
+ :, :, :length, length - 1 :
+ ]
+ return x_final
+
+ def _absolute_position_to_relative_position(self, x):
+ """
+ x: [b, h, l, l]
+ ret: [b, h, l, 2*l-1]
+ """
+ batch, heads, length, _ = x.size()
+ # pad along column
+ x = F.pad(
+ x, commons.convert_pad_shape([[0, 0], [0, 0], [0, 0], [0, length - 1]])
+ )
+ x_flat = x.view([batch, heads, length**2 + length * (length - 1)])
+ # add 0's in the beginning that will skew the elements after reshape
+ x_flat = F.pad(x_flat, commons.convert_pad_shape([[0, 0], [0, 0], [length, 0]]))
+ x_final = x_flat.view([batch, heads, length, 2 * length])[:, :, :, 1:]
+ return x_final
+
+ def _attention_bias_proximal(self, length):
+ """Bias for self-attention to encourage attention to close positions.
+ Args:
+ length: an integer scalar.
+ Returns:
+ a Tensor with shape [1, 1, length, length]
+ """
+ r = torch.arange(length, dtype=torch.float32)
+ diff = torch.unsqueeze(r, 0) - torch.unsqueeze(r, 1)
+ return torch.unsqueeze(torch.unsqueeze(-torch.log1p(torch.abs(diff)), 0), 0)
+
+
+class FFN(nn.Module):
+ def __init__(
+ self,
+ in_channels,
+ out_channels,
+ filter_channels,
+ kernel_size,
+ p_dropout=0.0,
+ activation=None,
+ causal=False,
+ ):
+ super().__init__()
+ self.in_channels = in_channels
+ self.out_channels = out_channels
+ self.filter_channels = filter_channels
+ self.kernel_size = kernel_size
+ self.p_dropout = p_dropout
+ self.activation = activation
+ self.causal = causal
+
+ if causal:
+ self.padding = self._causal_padding
+ else:
+ self.padding = self._same_padding
+
+ self.conv_1 = nn.Conv1d(in_channels, filter_channels, kernel_size)
+ self.conv_2 = nn.Conv1d(filter_channels, out_channels, kernel_size)
+ self.drop = nn.Dropout(p_dropout)
+
+ def forward(self, x, x_mask):
+ x = self.conv_1(self.padding(x * x_mask))
+ if self.activation == "gelu":
+ x = x * torch.sigmoid(1.702 * x)
+ else:
+ x = torch.relu(x)
+ x = self.drop(x)
+ x = self.conv_2(self.padding(x * x_mask))
+ return x * x_mask
+
+ def _causal_padding(self, x):
+ if self.kernel_size == 1:
+ return x
+ pad_l = self.kernel_size - 1
+ pad_r = 0
+ padding = [[0, 0], [0, 0], [pad_l, pad_r]]
+ x = F.pad(x, commons.convert_pad_shape(padding))
+ return x
+
+ def _same_padding(self, x):
+ if self.kernel_size == 1:
+ return x
+ pad_l = (self.kernel_size - 1) // 2
+ pad_r = self.kernel_size // 2
+ padding = [[0, 0], [0, 0], [pad_l, pad_r]]
+ x = F.pad(x, commons.convert_pad_shape(padding))
+ return x
diff --git a/bert/bert_models.json b/bert/bert_models.json
new file mode 100644
index 0000000000000000000000000000000000000000..cd5906d116d51629aaf94a85cf3d2df7e8032941
--- /dev/null
+++ b/bert/bert_models.json
@@ -0,0 +1,14 @@
+{
+ "deberta-v2-large-japanese-char-wwm": {
+ "repo_id": "ku-nlp/deberta-v2-large-japanese-char-wwm",
+ "files": ["pytorch_model.bin"]
+ },
+ "chinese-roberta-wwm-ext-large": {
+ "repo_id": "hfl/chinese-roberta-wwm-ext-large",
+ "files": ["pytorch_model.bin"]
+ },
+ "deberta-v3-large": {
+ "repo_id": "microsoft/deberta-v3-large",
+ "files": ["spm.model", "pytorch_model.bin"]
+ }
+}
diff --git a/bert/chinese-roberta-wwm-ext-large/.gitattributes b/bert/chinese-roberta-wwm-ext-large/.gitattributes
new file mode 100644
index 0000000000000000000000000000000000000000..ae8c63daedbd4206d7d40126955d4e6ab1c80f8f
--- /dev/null
+++ b/bert/chinese-roberta-wwm-ext-large/.gitattributes
@@ -0,0 +1,9 @@
+*.bin.* filter=lfs diff=lfs merge=lfs -text
+*.lfs.* filter=lfs diff=lfs merge=lfs -text
+*.bin filter=lfs diff=lfs merge=lfs -text
+*.h5 filter=lfs diff=lfs merge=lfs -text
+*.tflite filter=lfs diff=lfs merge=lfs -text
+*.tar.gz filter=lfs diff=lfs merge=lfs -text
+*.ot filter=lfs diff=lfs merge=lfs -text
+*.onnx filter=lfs diff=lfs merge=lfs -text
+*.msgpack filter=lfs diff=lfs merge=lfs -text
diff --git a/bert/chinese-roberta-wwm-ext-large/README.md b/bert/chinese-roberta-wwm-ext-large/README.md
new file mode 100644
index 0000000000000000000000000000000000000000..ebc4b2e6fb6b95ddc5f678b4a7f829466799f2da
--- /dev/null
+++ b/bert/chinese-roberta-wwm-ext-large/README.md
@@ -0,0 +1,57 @@
+---
+language:
+- zh
+tags:
+- bert
+license: "apache-2.0"
+---
+
+# Please use 'Bert' related functions to load this model!
+
+## Chinese BERT with Whole Word Masking
+For further accelerating Chinese natural language processing, we provide **Chinese pre-trained BERT with Whole Word Masking**.
+
+**[Pre-Training with Whole Word Masking for Chinese BERT](https://arxiv.org/abs/1906.08101)**
+Yiming Cui, Wanxiang Che, Ting Liu, Bing Qin, Ziqing Yang, Shijin Wang, Guoping Hu
+
+This repository is developed based onïŒhttps://github.com/google-research/bert
+
+You may also interested in,
+- Chinese BERT series: https://github.com/ymcui/Chinese-BERT-wwm
+- Chinese MacBERT: https://github.com/ymcui/MacBERT
+- Chinese ELECTRA: https://github.com/ymcui/Chinese-ELECTRA
+- Chinese XLNet: https://github.com/ymcui/Chinese-XLNet
+- Knowledge Distillation Toolkit - TextBrewer: https://github.com/airaria/TextBrewer
+
+More resources by HFL: https://github.com/ymcui/HFL-Anthology
+
+## Citation
+If you find the technical report or resource is useful, please cite the following technical report in your paper.
+- Primary: https://arxiv.org/abs/2004.13922
+```
+@inproceedings{cui-etal-2020-revisiting,
+ title = "Revisiting Pre-Trained Models for {C}hinese Natural Language Processing",
+ author = "Cui, Yiming and
+ Che, Wanxiang and
+ Liu, Ting and
+ Qin, Bing and
+ Wang, Shijin and
+ Hu, Guoping",
+ booktitle = "Proceedings of the 2020 Conference on Empirical Methods in Natural Language Processing: Findings",
+ month = nov,
+ year = "2020",
+ address = "Online",
+ publisher = "Association for Computational Linguistics",
+ url = "https://www.aclweb.org/anthology/2020.findings-emnlp.58",
+ pages = "657--668",
+}
+```
+- Secondary: https://arxiv.org/abs/1906.08101
+```
+@article{chinese-bert-wwm,
+ title={Pre-Training with Whole Word Masking for Chinese BERT},
+ author={Cui, Yiming and Che, Wanxiang and Liu, Ting and Qin, Bing and Yang, Ziqing and Wang, Shijin and Hu, Guoping},
+ journal={arXiv preprint arXiv:1906.08101},
+ year={2019}
+ }
+```
diff --git a/bert/chinese-roberta-wwm-ext-large/added_tokens.json b/bert/chinese-roberta-wwm-ext-large/added_tokens.json
new file mode 100644
index 0000000000000000000000000000000000000000..0967ef424bce6791893e9a57bb952f80fd536e93
--- /dev/null
+++ b/bert/chinese-roberta-wwm-ext-large/added_tokens.json
@@ -0,0 +1 @@
+{}
diff --git a/bert/chinese-roberta-wwm-ext-large/config.json b/bert/chinese-roberta-wwm-ext-large/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..920741798717df58aa766c378de136df3053b609
--- /dev/null
+++ b/bert/chinese-roberta-wwm-ext-large/config.json
@@ -0,0 +1,28 @@
+{
+ "architectures": [
+ "BertForMaskedLM"
+ ],
+ "attention_probs_dropout_prob": 0.1,
+ "bos_token_id": 0,
+ "directionality": "bidi",
+ "eos_token_id": 2,
+ "hidden_act": "gelu",
+ "hidden_dropout_prob": 0.1,
+ "hidden_size": 1024,
+ "initializer_range": 0.02,
+ "intermediate_size": 4096,
+ "layer_norm_eps": 1e-12,
+ "max_position_embeddings": 512,
+ "model_type": "bert",
+ "num_attention_heads": 16,
+ "num_hidden_layers": 24,
+ "output_past": true,
+ "pad_token_id": 0,
+ "pooler_fc_size": 768,
+ "pooler_num_attention_heads": 12,
+ "pooler_num_fc_layers": 3,
+ "pooler_size_per_head": 128,
+ "pooler_type": "first_token_transform",
+ "type_vocab_size": 2,
+ "vocab_size": 21128
+}
diff --git a/bert/chinese-roberta-wwm-ext-large/pytorch_model.bin b/bert/chinese-roberta-wwm-ext-large/pytorch_model.bin
new file mode 100644
index 0000000000000000000000000000000000000000..c99146ee87b5041ce25adbe69bbcbb99b9d46ce2
--- /dev/null
+++ b/bert/chinese-roberta-wwm-ext-large/pytorch_model.bin
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:4ac62d49144d770c5ca9a5d1d3039c4995665a080febe63198189857c6bd11cd
+size 1306484351
diff --git a/bert/chinese-roberta-wwm-ext-large/special_tokens_map.json b/bert/chinese-roberta-wwm-ext-large/special_tokens_map.json
new file mode 100644
index 0000000000000000000000000000000000000000..dabcdf96f1835f951cdc98d9a7bdfe02d1f94507
--- /dev/null
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+{"unk_token": "[UNK]", "sep_token": "[SEP]", "pad_token": "[PAD]", "cls_token": "[CLS]", "mask_token": "[MASK]"}
diff --git a/bert/chinese-roberta-wwm-ext-large/tokenizer.json b/bert/chinese-roberta-wwm-ext-large/tokenizer.json
new file mode 100644
index 0000000000000000000000000000000000000000..9e77beb20869ea3b7850166fbc8cc7734662a017
--- /dev/null
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diff --git a/bert/chinese-roberta-wwm-ext-large/tokenizer_config.json b/bert/chinese-roberta-wwm-ext-large/tokenizer_config.json
new file mode 100644
index 0000000000000000000000000000000000000000..f1c72742be6da4503f2ecec8aef9bc1dc9775d17
--- /dev/null
+++ b/bert/chinese-roberta-wwm-ext-large/tokenizer_config.json
@@ -0,0 +1 @@
+{"init_inputs": []}
diff --git a/bert/chinese-roberta-wwm-ext-large/vocab.txt b/bert/chinese-roberta-wwm-ext-large/vocab.txt
new file mode 100644
index 0000000000000000000000000000000000000000..ca4f9781030019ab9b253c6dcb8c7878b6dc87a5
--- /dev/null
+++ b/bert/chinese-roberta-wwm-ext-large/vocab.txt
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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
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+---
+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éœå€§åŠã§èªç¶èšèªåŠçã[MASK][MASK]ããã"
+---
+
+# 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éœå€§åŠã§èªç¶èšèªåŠçã[MASK][MASK]ããã'
+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
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diff --git a/bert/deberta-v2-large-japanese-char-wwm/special_tokens_map.json b/bert/deberta-v2-large-japanese-char-wwm/special_tokens_map.json
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+{
+ "cls_token": "[CLS]",
+ "mask_token": "[MASK]",
+ "pad_token": "[PAD]",
+ "sep_token": "[SEP]",
+ "unk_token": "[UNK]"
+}
diff --git a/bert/deberta-v2-large-japanese-char-wwm/tokenizer_config.json b/bert/deberta-v2-large-japanese-char-wwm/tokenizer_config.json
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+{
+ "cls_token": "[CLS]",
+ "do_lower_case": false,
+ "do_subword_tokenize": true,
+ "do_word_tokenize": true,
+ "jumanpp_kwargs": null,
+ "mask_token": "[MASK]",
+ "mecab_kwargs": null,
+ "model_max_length": 1000000000000000019884624838656,
+ "never_split": null,
+ "pad_token": "[PAD]",
+ "sep_token": "[SEP]",
+ "special_tokens_map_file": null,
+ "subword_tokenizer_type": "character",
+ "sudachi_kwargs": null,
+ "tokenizer_class": "BertJapaneseTokenizer",
+ "unk_token": "[UNK]",
+ "word_tokenizer_type": "basic"
+}
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diff --git a/bert/deberta-v3-large/.gitattributes b/bert/deberta-v3-large/.gitattributes
new file mode 100644
index 0000000000000000000000000000000000000000..957b2579c6ef20995a09efd9a17f8fd90606f5ed
--- /dev/null
+++ b/bert/deberta-v3-large/.gitattributes
@@ -0,0 +1,27 @@
+*.7z filter=lfs diff=lfs merge=lfs -text
+*.arrow filter=lfs diff=lfs merge=lfs -text
+*.bin filter=lfs diff=lfs merge=lfs -text
+*.bin.* filter=lfs diff=lfs merge=lfs -text
+*.bz2 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
+*.model filter=lfs diff=lfs merge=lfs -text
+*.msgpack filter=lfs diff=lfs merge=lfs -text
+*.onnx filter=lfs diff=lfs merge=lfs -text
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+*.pt filter=lfs diff=lfs merge=lfs -text
+*.pth filter=lfs diff=lfs merge=lfs -text
+*.rar 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
+*.xz filter=lfs diff=lfs merge=lfs -text
+*.zip filter=lfs diff=lfs merge=lfs -text
+*.zstandard filter=lfs diff=lfs merge=lfs -text
+*tfevents* filter=lfs diff=lfs merge=lfs -text
diff --git a/bert/deberta-v3-large/README.md b/bert/deberta-v3-large/README.md
new file mode 100644
index 0000000000000000000000000000000000000000..e2ff251e2b40e3405e2dbc2e0687c0adcafe5305
--- /dev/null
+++ b/bert/deberta-v3-large/README.md
@@ -0,0 +1,93 @@
+---
+language: en
+tags:
+ - deberta
+ - deberta-v3
+ - fill-mask
+thumbnail: https://huggingface.co/front/thumbnails/microsoft.png
+license: mit
+---
+
+## DeBERTaV3: Improving DeBERTa using ELECTRA-Style Pre-Training with Gradient-Disentangled Embedding Sharing
+
+[DeBERTa](https://arxiv.org/abs/2006.03654) improves the BERT and RoBERTa models using disentangled attention and enhanced mask decoder. With those two improvements, DeBERTa out perform RoBERTa on a majority of NLU tasks with 80GB training data.
+
+In [DeBERTa V3](https://arxiv.org/abs/2111.09543), we further improved the efficiency of DeBERTa using ELECTRA-Style pre-training with Gradient Disentangled Embedding Sharing. Compared to DeBERTa, our V3 version significantly improves the model performance on downstream tasks. You can find more technique details about the new model from our [paper](https://arxiv.org/abs/2111.09543).
+
+Please check the [official repository](https://github.com/microsoft/DeBERTa) for more implementation details and updates.
+
+The DeBERTa V3 large model comes with 24 layers and a hidden size of 1024. It has 304M backbone parameters with a vocabulary containing 128K tokens which introduces 131M parameters in the Embedding layer. This model was trained using the 160GB data as DeBERTa V2.
+
+
+#### Fine-tuning on NLU tasks
+
+We present the dev results on SQuAD 2.0 and MNLI tasks.
+
+| Model |Vocabulary(K)|Backbone #Params(M)| SQuAD 2.0(F1/EM) | MNLI-m/mm(ACC)|
+|-------------------|----------|-------------------|-----------|----------|
+| RoBERTa-large |50 |304 | 89.4/86.5 | 90.2 |
+| XLNet-large |32 |- | 90.6/87.9 | 90.8 |
+| DeBERTa-large |50 |- | 90.7/88.0 | 91.3 |
+| **DeBERTa-v3-large**|128|304 | **91.5/89.0**| **91.8/91.9**|
+
+
+#### Fine-tuning with HF transformers
+
+```bash
+#!/bin/bash
+
+cd transformers/examples/pytorch/text-classification/
+
+pip install datasets
+export TASK_NAME=mnli
+
+output_dir="ds_results"
+
+num_gpus=8
+
+batch_size=8
+
+python -m torch.distributed.launch --nproc_per_node=${num_gpus} \
+ run_glue.py \
+ --model_name_or_path microsoft/deberta-v3-large \
+ --task_name $TASK_NAME \
+ --do_train \
+ --do_eval \
+ --evaluation_strategy steps \
+ --max_seq_length 256 \
+ --warmup_steps 50 \
+ --per_device_train_batch_size ${batch_size} \
+ --learning_rate 6e-6 \
+ --num_train_epochs 2 \
+ --output_dir $output_dir \
+ --overwrite_output_dir \
+ --logging_steps 1000 \
+ --logging_dir $output_dir
+
+```
+
+### Citation
+
+If you find DeBERTa useful for your work, please cite the following papers:
+
+``` latex
+@misc{he2021debertav3,
+ title={DeBERTaV3: Improving DeBERTa using ELECTRA-Style Pre-Training with Gradient-Disentangled Embedding Sharing},
+ author={Pengcheng He and Jianfeng Gao and Weizhu Chen},
+ year={2021},
+ eprint={2111.09543},
+ archivePrefix={arXiv},
+ primaryClass={cs.CL}
+}
+```
+
+``` latex
+@inproceedings{
+he2021deberta,
+title={DEBERTA: DECODING-ENHANCED BERT WITH DISENTANGLED ATTENTION},
+author={Pengcheng He and Xiaodong Liu and Jianfeng Gao and Weizhu Chen},
+booktitle={International Conference on Learning Representations},
+year={2021},
+url={https://openreview.net/forum?id=XPZIaotutsD}
+}
+```
diff --git a/bert/deberta-v3-large/config.json b/bert/deberta-v3-large/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..9d95ab0632a030f501c2e15336123041c556b8a7
--- /dev/null
+++ b/bert/deberta-v3-large/config.json
@@ -0,0 +1,22 @@
+{
+ "model_type": "deberta-v2",
+ "attention_probs_dropout_prob": 0.1,
+ "hidden_act": "gelu",
+ "hidden_dropout_prob": 0.1,
+ "hidden_size": 1024,
+ "initializer_range": 0.02,
+ "intermediate_size": 4096,
+ "max_position_embeddings": 512,
+ "relative_attention": true,
+ "position_buckets": 256,
+ "norm_rel_ebd": "layer_norm",
+ "share_att_key": true,
+ "pos_att_type": "p2c|c2p",
+ "layer_norm_eps": 1e-7,
+ "max_relative_positions": -1,
+ "position_biased_input": false,
+ "num_attention_heads": 16,
+ "num_hidden_layers": 24,
+ "type_vocab_size": 0,
+ "vocab_size": 128100
+}
diff --git a/bert/deberta-v3-large/generator_config.json b/bert/deberta-v3-large/generator_config.json
new file mode 100644
index 0000000000000000000000000000000000000000..97bd497a506de3bf306f52506fab62cdb954a262
--- /dev/null
+++ b/bert/deberta-v3-large/generator_config.json
@@ -0,0 +1,22 @@
+{
+ "model_type": "deberta-v2",
+ "attention_probs_dropout_prob": 0.1,
+ "hidden_act": "gelu",
+ "hidden_dropout_prob": 0.1,
+ "hidden_size": 1024,
+ "initializer_range": 0.02,
+ "intermediate_size": 4096,
+ "max_position_embeddings": 512,
+ "relative_attention": true,
+ "position_buckets": 256,
+ "norm_rel_ebd": "layer_norm",
+ "share_att_key": true,
+ "pos_att_type": "p2c|c2p",
+ "layer_norm_eps": 1e-7,
+ "max_relative_positions": -1,
+ "position_biased_input": false,
+ "num_attention_heads": 16,
+ "num_hidden_layers": 12,
+ "type_vocab_size": 0,
+ "vocab_size": 128100
+}
diff --git a/bert/deberta-v3-large/pytorch_model.bin b/bert/deberta-v3-large/pytorch_model.bin
new file mode 100644
index 0000000000000000000000000000000000000000..58c54570f69df07db5d2ec51a8bd4c9572be61d4
--- /dev/null
+++ b/bert/deberta-v3-large/pytorch_model.bin
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:dd5b5d93e2db101aaf281df0ea1216c07ad73620ff59c5b42dccac4bf2eef5b5
+size 873673253
diff --git a/bert/deberta-v3-large/spm.model b/bert/deberta-v3-large/spm.model
new file mode 100644
index 0000000000000000000000000000000000000000..b1b95e5b0fef33623979511f423eaeee465c46f0
--- /dev/null
+++ b/bert/deberta-v3-large/spm.model
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:c679fbf93643d19aab7ee10c0b99e460bdbc02fedf34b92b05af343b4af586fd
+size 2464616
diff --git a/bert/deberta-v3-large/tokenizer_config.json b/bert/deberta-v3-large/tokenizer_config.json
new file mode 100644
index 0000000000000000000000000000000000000000..acfd94e399c5659e4bed75f91b4ee24b111fc7a6
--- /dev/null
+++ b/bert/deberta-v3-large/tokenizer_config.json
@@ -0,0 +1,4 @@
+{
+ "do_lower_case": false,
+ "vocab_type": "spm"
+}
diff --git a/bert_gen.py b/bert_gen.py
new file mode 100644
index 0000000000000000000000000000000000000000..a5f7c258f3aa2fa5973baa58d73100a038146bad
--- /dev/null
+++ b/bert_gen.py
@@ -0,0 +1,85 @@
+import argparse
+from concurrent.futures import ThreadPoolExecutor
+
+import torch
+import torch.multiprocessing as mp
+from tqdm import tqdm
+
+import commons
+import utils
+from common.log import logger
+from common.stdout_wrapper import SAFE_STDOUT
+from config import config
+from text import cleaned_text_to_sequence, get_bert
+
+
+def process_line(x):
+ line, add_blank = x
+ device = config.bert_gen_config.device
+ if config.bert_gen_config.use_multi_device:
+ rank = mp.current_process()._identity
+ rank = rank[0] if len(rank) > 0 else 0
+ if torch.cuda.is_available():
+ gpu_id = rank % torch.cuda.device_count()
+ device = torch.device(f"cuda:{gpu_id}")
+ else:
+ device = torch.device("cpu")
+ wav_path, _, language_str, text, phones, tone, word2ph = line.strip().split("|")
+ phone = phones.split(" ")
+ tone = [int(i) for i in tone.split(" ")]
+ word2ph = [int(i) for i in word2ph.split(" ")]
+ word2ph = [i for i in word2ph]
+ phone, tone, language = cleaned_text_to_sequence(phone, tone, language_str)
+
+ if add_blank:
+ phone = commons.intersperse(phone, 0)
+ tone = commons.intersperse(tone, 0)
+ language = commons.intersperse(language, 0)
+ for i in range(len(word2ph)):
+ word2ph[i] = word2ph[i] * 2
+ word2ph[0] += 1
+
+ bert_path = wav_path.replace(".WAV", ".wav").replace(".wav", ".bert.pt")
+
+ try:
+ bert = torch.load(bert_path)
+ assert bert.shape[-1] == len(phone)
+ except Exception:
+ bert = get_bert(text, word2ph, language_str, device)
+ assert bert.shape[-1] == len(phone)
+ torch.save(bert, bert_path)
+
+
+preprocess_text_config = config.preprocess_text_config
+
+if __name__ == "__main__":
+ parser = argparse.ArgumentParser()
+ parser.add_argument(
+ "-c", "--config", type=str, default=config.bert_gen_config.config_path
+ )
+ parser.add_argument(
+ "--num_processes", type=int, default=config.bert_gen_config.num_processes
+ )
+ args, _ = parser.parse_known_args()
+ config_path = args.config
+ hps = utils.get_hparams_from_file(config_path)
+ lines = []
+ with open(hps.data.training_files, encoding="utf-8") as f:
+ lines.extend(f.readlines())
+
+ with open(hps.data.validation_files, encoding="utf-8") as f:
+ lines.extend(f.readlines())
+ add_blank = [hps.data.add_blank] * len(lines)
+
+ if len(lines) != 0:
+ num_processes = args.num_processes
+ with ThreadPoolExecutor(max_workers=num_processes) as executor:
+ _ = list(
+ tqdm(
+ executor.map(process_line, zip(lines, add_blank)),
+ total=len(lines),
+ file=SAFE_STDOUT,
+ )
+ )
+
+ logger.info(f"bert.pt is generated! total: {len(lines)} bert.pt files.")
diff --git a/clustering.ipynb b/clustering.ipynb
new file mode 100644
index 0000000000000000000000000000000000000000..12e728ef6b35c8fb62f7860eed62fe0d3080bdd0
--- /dev/null
+++ b/clustering.ipynb
@@ -0,0 +1,316 @@
+{
+ "cells": [
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "# ã¹ã¿ã€ã«ãã¯ãã«ããã£ãšè©³ããäœããã人åã\n",
+ "\n",
+ "JVNVã³ãŒãã¹ã®äŸã䜿ããªããã¯ã©ã¹ã¿ãªã³ã°ãããããããã£ããããŸãæ£è§£ã©ãã«ãããã¯ãã«ãäœããã人åãã§ãã\n",
+ "ãã£ãšãããã足ãããããããªã¹ã¿ã€ã«ãã¯ãã«ãäœã£ãŠéã¹ããšæããŸãã\n",
+ "ããçšåºŠæ
£ããŠãã人åãã§ãã\n",
+ "\n",
+ "JVNVã³ãŒãã¹ã®ããã«**ã¹ã¿ã€ã«ãæ¢ã«ãã¡ã€ã«åçã§åãããŠããå Žåã¯ãæåŸã®æ¹ã®ã»ã«ã䜿ãã°ãããå©çšããŠã¹ã¿ã€ã«ãäœãããšãã§ããŸãã**\n",
+ "\n",
+ "äŸã§ã¯[JVNVã³ãŒãã¹](https://sites.google.com/site/shinnosuketakamichi/research-topics/jvnv_corpus)ã®jvnv-M1ã䜿ããŸãã\n",
+ "\n",
+ "## ããããã¹ã¿ã€ã«ãã¯ãã«ãšã¯\n",
+ "[ãã®è©±è
èå¥ã¢ãã«](https://huggingface.co/pyannote/wespeaker-voxceleb-resnet34-LM)ã䜿ã£ãŠçæãããã1ã€ã®é³å£°ãã¡ã€ã«ã«ã€ã256次å
ã®ãã¯ãã«ã§ãã話è
èå¥çšã®ãã®ã§ãããææ
ã声é³ã®ç¹åŸŽãå«ãŸããŠããã®ã§ãã¹ã¿ã€ã«ãã¯ãã«ãšããŠäœ¿ããŸãã\n",
+ "\n",
+ "ãã®Style-Bert-VITS2ã§ã¯ããã®256次å
ã®ãã¯ãã«ããšã³ã³ãŒãã«æ³šå
¥ããŠåŠç¿ããŠããã®ã§ãæšè«æã«ãã®ãã¯ãã«ãå
¥ããŠãããå¿
èŠããããŸããããææ
ã匷ãè¡šããŠãããšæããããã¯ãã«ãå
¥ãããšããã®ææ
ã匷ãè¡šçŸããé³å£°ãçæãããããšããä»çµã¿ã§ãã\n",
+ "\n",
+ "ããšããšã話è
èå¥çšãªã®ã§ãããã®ææ
ã¯ãã®ãã¯ãã«ãã®ãããªæ®éçãªã¹ã¿ã€ã«ãã¯ãã«ã¯äœ¿ããŸããããªã®ã§ãã®ããã«ããã¡ãã¡ããŒã¿ã»ããããšã«ãã¯ãã«ãäœãå¿
èŠããããŸãã\n",
+ "\n",
+ "## ã¢ãã«ã䜿ãããã«å¿
èŠãªãã®\n",
+ "- `model_assets/{model_name}/model_name.safetensors`: åŠç¿ã®çµæåºåãããã¢ãã«ãã¡ã€ã«ãããã¯èªåçã«ãã®å Žæã«çœ®ãããã¹ã¿ã€ã«ãã¯ãã«ãšã¯å
šãç¬ç«ã\n",
+ "- `model_assets/{model_name}/style_vectors.npy`: ã¹ã¿ã€ã«ãã¯ãã«ã®numpyãã¡ã€ã«ããã¯ãã«ãããã€ããããã\n",
+ "- `model_assets/{model_name}/config.json`: ã¢ãã«ã®èšå®ãã¡ã€ã«ïŒåŠç¿åæºåã§èªåçã«çæãããã¯ãïŒãããã®ä»¥äžã®é
ç®ãèšå®ã\n",
+ "```json\n",
+ "{\n",
+ " \"data\": {\n",
+ " \"num_styles\": 4, // ã¹ã¿ã€ã«ãã¯ãã«ã®æ°\n",
+ " \"style2id\": { // ã¹ã¿ã€ã«ãã¯ãã«ã®ååãšidã®å¯Ÿå¿\n",
+ " \"Neutral\": 0,\n",
+ " \"Angry\": 1,\n",
+ " \"Happy\": 2,\n",
+ " \"Sad\": 3\n",
+ " }\n",
+ " }\n",
+ "}\n",
+ "```\n",
+ "ããã§idã¯0ããå§ãŸãæŽæ°ã§ãã¹ã¿ã€ã«ãã¯ãã«ã®numpyãã¡ã€ã«ã®äœçªç®ã®ãã¯ãã«ããæå®ããŸããæåã®Neutralã¯å«ããã»ããããããã§ãWebUIãäžã§ã¯å
šã¹ã¿ã€ã«ãã¯ãã«ã®å¹³åãå
¥ããŠããŸãã"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 1,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "import os\n",
+ "import numpy as np\n",
+ "\n",
+ "wav_dir = \"Data/jvnv-M1/wavs\"\n",
+ "\n",
+ "embs = []\n",
+ "names= []\n",
+ "for file in os.listdir(wav_dir):\n",
+ " if file.endswith(\".npy\"):\n",
+ " xvec = np.load(os.path.join(wav_dir, file))\n",
+ " embs.append(np.expand_dims(xvec, axis=0))\n",
+ " names.append(file)\n",
+ "\n",
+ "x = np.concatenate(embs, axis=0)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 2,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ "