diff --git a/.gitignore b/.gitignore
new file mode 100644
index 0000000000000000000000000000000000000000..5803b48c8c30fbeb7ade63153bf4257e769a7a91
--- /dev/null
+++ b/.gitignore
@@ -0,0 +1,184 @@
+# Byte-compiled / optimized / DLL files
+__pycache__/
+*.py[cod]
+*$py.class
+
+# C extensions
+*.so
+
+# Distribution / packaging
+.Python
+build/
+develop-eggs/
+dist/
+downloads/
+eggs/
+.eggs/
+lib/
+lib64/
+parts/
+sdist/
+var/
+wheels/
+share/python-wheels/
+*.egg-info/
+.installed.cfg
+*.egg
+MANIFEST
+
+# PyInstaller
+# Usually these files are written by a python script from a template
+# before PyInstaller builds the exe, so as to inject date/other infos into it.
+*.manifest
+*.spec
+
+# Installer logs
+pip-log.txt
+pip-delete-this-directory.txt
+
+# Unit test / coverage reports
+htmlcov/
+.tox/
+.nox/
+.coverage
+.coverage.*
+.cache
+nosetests.xml
+coverage.xml
+*.cover
+*.py,cover
+.hypothesis/
+.pytest_cache/
+cover/
+
+# Translations
+*.mo
+*.pot
+
+# Django stuff:
+*.log
+local_settings.py
+db.sqlite3
+db.sqlite3-journal
+
+# Flask stuff:
+instance/
+.webassets-cache
+
+# Scrapy stuff:
+.scrapy
+
+# Sphinx documentation
+docs/_build/
+
+# PyBuilder
+.pybuilder/
+target/
+
+# Jupyter Notebook
+.ipynb_checkpoints
+
+# IPython
+profile_default/
+ipython_config.py
+
+# pyenv
+# For a library or package, you might want to ignore these files since the code is
+# intended to run in multiple environments; otherwise, check them in:
+# .python-version
+
+# pipenv
+# According to pypa/pipenv#598, it is recommended to include Pipfile.lock in version control.
+# However, in case of collaboration, if having platform-specific dependencies or dependencies
+# having no cross-platform support, pipenv may install dependencies that don't work, or not
+# install all needed dependencies.
+#Pipfile.lock
+
+# poetry
+# Similar to Pipfile.lock, it is generally recommended to include poetry.lock in version control.
+# This is especially recommended for binary packages to ensure reproducibility, and is more
+# commonly ignored for libraries.
+# https://python-poetry.org/docs/basic-usage/#commit-your-poetrylock-file-to-version-control
+#poetry.lock
+
+# pdm
+# Similar to Pipfile.lock, it is generally recommended to include pdm.lock in version control.
+#pdm.lock
+# pdm stores project-wide configurations in .pdm.toml, but it is recommended to not include it
+# in version control.
+# https://pdm.fming.dev/#use-with-ide
+.pdm.toml
+
+# PEP 582; used by e.g. github.com/David-OConnor/pyflow and github.com/pdm-project/pdm
+__pypackages__/
+
+# Celery stuff
+celerybeat-schedule
+celerybeat.pid
+
+# SageMath parsed files
+*.sage.py
+
+# Environments
+.env
+.venv
+env/
+venv/
+ENV/
+env.bak/
+venv.bak/
+
+# Spyder project settings
+.spyderproject
+.spyproject
+
+# Rope project settings
+.ropeproject
+
+# mkdocs documentation
+/site
+
+# mypy
+.mypy_cache/
+.dmypy.json
+dmypy.json
+
+# Pyre type checker
+.pyre/
+
+# pytype static type analyzer
+.pytype/
+
+# Cython debug symbols
+cython_debug/
+
+# PyCharm
+# JetBrains specific template is maintained in a separate JetBrains.gitignore that can
+# be found at https://github.com/github/gitignore/blob/main/Global/JetBrains.gitignore
+# and can be added to the global gitignore or merged into this file. For a more nuclear
+# option (not recommended) you can uncomment the following to ignore the entire idea folder.
+#.idea/
+
+.DS_Store
+/models
+/logs
+
+filelists/*
+!/filelists/esd.list
+!/default_config.yml
+/Web/
+/emotional/*/*.bin
+/slm/*/*.bin
+/bert/*/*.bin
+/bert/*/*.h5
+/bert/*/*.model
+/bert/*/*.safetensors
+/bert/*/*.msgpack
+asr_transcript.py
+extract_list.py
+dataset
+Model
+raw/
+logs/
+/onnx
+/.vs
diff --git a/.gitmodules b/.gitmodules
new file mode 100644
index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391
diff --git a/LICENSE b/LICENSE
new file mode 100644
index 0000000000000000000000000000000000000000..0ad25db4bd1d86c452db3f9602ccdbe172438f52
--- /dev/null
+++ b/LICENSE
@@ -0,0 +1,661 @@
+ GNU AFFERO GENERAL PUBLIC LICENSE
+ Version 3, 19 November 2007
+
+ Copyright (C) 2007 Free Software Foundation, Inc.
+ Everyone is permitted to copy and distribute verbatim copies
+ of this license document, but changing it is not allowed.
+
+ Preamble
+
+ The GNU Affero General Public License is a free, copyleft license for
+software and other kinds of works, specifically designed to ensure
+cooperation with the community in the case of network server software.
+
+ The licenses for most software and other practical works are designed
+to take away your freedom to share and change the works. By contrast,
+our General Public Licenses are intended to guarantee your freedom to
+share and change all versions of a program--to make sure it remains free
+software for all its users.
+
+ When we speak of free software, we are referring to freedom, not
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+have the freedom to distribute copies of free software (and charge for
+them if you wish), that you receive source code or can get it if you
+want it, that you can change the software or use pieces of it in new
+free programs, and that you know you can do these things.
+
+ Developers that use our General Public Licenses protect your rights
+with two steps: (1) assert copyright on the software, and (2) offer
+you this License which gives you legal permission to copy, distribute
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+
+ A secondary benefit of defending all users' freedom is that
+improvements made in alternate versions of the program, if they
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+ The GNU Affero General Public License is designed specifically to
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+provide the source code of the modified version running there to the
+users of that server. Therefore, public use of a modified version, on
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+code of the modified version.
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+ An older license, called the Affero General Public License and
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+released a new version of the Affero GPL which permits relicensing under
+this license.
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+
+ Nothing in this License shall be construed as excluding or limiting
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+
+ 12. No Surrender of Others' Freedom.
+
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+ 13. Remote Network Interaction; Use with the GNU General Public License.
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+SUCH DAMAGES.
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+ 17. Interpretation of Sections 15 and 16.
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+reviewing courts shall apply local law that most closely approximates
+an absolute waiver of all civil liability in connection with the
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+
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+
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+
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+ Copyright (C)
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+ (at your option) any later version.
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+ but WITHOUT ANY WARRANTY; without even the implied warranty of
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+
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+.
diff --git a/app.py b/app.py
new file mode 100644
index 0000000000000000000000000000000000000000..59677595cdf289229827147be52651e45d316037
--- /dev/null
+++ b/app.py
@@ -0,0 +1,560 @@
+# flake8: noqa: E402
+import os
+import logging
+import re_matching
+from tools.sentence import split_by_language
+
+logging.getLogger("numba").setLevel(logging.WARNING)
+logging.getLogger("markdown_it").setLevel(logging.WARNING)
+logging.getLogger("urllib3").setLevel(logging.WARNING)
+logging.getLogger("matplotlib").setLevel(logging.WARNING)
+
+logging.basicConfig(
+ level=logging.INFO, format="| %(name)s | %(levelname)s | %(message)s"
+)
+
+logger = logging.getLogger(__name__)
+
+import torch
+import utils
+from infer import infer, latest_version, get_net_g, infer_multilang
+import gradio as gr
+import webbrowser
+import numpy as np
+from config import config
+from tools.translate import translate
+import librosa
+
+net_g = None
+
+device = config.webui_config.device
+if device == "mps":
+ os.environ["PYTORCH_ENABLE_MPS_FALLBACK"] = "1"
+
+
+def generate_audio(
+ slices,
+ sdp_ratio,
+ noise_scale,
+ noise_scale_w,
+ length_scale,
+ speaker,
+ language,
+ reference_audio,
+ emotion,
+ style_text,
+ style_weight,
+ skip_start=False,
+ skip_end=False,
+):
+ audio_list = []
+ # silence = np.zeros(hps.data.sampling_rate // 2, dtype=np.int16)
+ with torch.no_grad():
+ for idx, piece in enumerate(slices):
+ skip_start = idx != 0
+ skip_end = idx != len(slices) - 1
+ audio = infer(
+ piece,
+ reference_audio=reference_audio,
+ emotion=emotion,
+ sdp_ratio=sdp_ratio,
+ noise_scale=noise_scale,
+ noise_scale_w=noise_scale_w,
+ length_scale=length_scale,
+ sid=speaker,
+ language=language,
+ hps=hps,
+ net_g=net_g,
+ device=device,
+ skip_start=skip_start,
+ skip_end=skip_end,
+ style_text=style_text,
+ style_weight=style_weight,
+ )
+ audio16bit = gr.processing_utils.convert_to_16_bit_wav(audio)
+ audio_list.append(audio16bit)
+ return audio_list
+
+
+def generate_audio_multilang(
+ slices,
+ sdp_ratio,
+ noise_scale,
+ noise_scale_w,
+ length_scale,
+ speaker,
+ language,
+ reference_audio,
+ emotion,
+ skip_start=False,
+ skip_end=False,
+):
+ audio_list = []
+ # silence = np.zeros(hps.data.sampling_rate // 2, dtype=np.int16)
+ with torch.no_grad():
+ for idx, piece in enumerate(slices):
+ skip_start = idx != 0
+ skip_end = idx != len(slices) - 1
+ audio = infer_multilang(
+ piece,
+ reference_audio=reference_audio,
+ emotion=emotion,
+ sdp_ratio=sdp_ratio,
+ noise_scale=noise_scale,
+ noise_scale_w=noise_scale_w,
+ length_scale=length_scale,
+ sid=speaker,
+ language=language[idx],
+ hps=hps,
+ net_g=net_g,
+ device=device,
+ skip_start=skip_start,
+ skip_end=skip_end,
+ )
+ audio16bit = gr.processing_utils.convert_to_16_bit_wav(audio)
+ audio_list.append(audio16bit)
+ return audio_list
+
+
+def tts_split(
+ text: str,
+ speaker,
+ sdp_ratio,
+ noise_scale,
+ noise_scale_w,
+ length_scale,
+ language,
+ cut_by_sent,
+ interval_between_para,
+ interval_between_sent,
+ reference_audio,
+ emotion,
+ style_text,
+ style_weight,
+):
+ while text.find("\n\n") != -1:
+ text = text.replace("\n\n", "\n")
+ text = text.replace("|", "")
+ para_list = re_matching.cut_para(text)
+ para_list = [p for p in para_list if p != ""]
+ audio_list = []
+ for p in para_list:
+ if not cut_by_sent:
+ audio_list += process_text(
+ p,
+ speaker,
+ sdp_ratio,
+ noise_scale,
+ noise_scale_w,
+ length_scale,
+ language,
+ reference_audio,
+ emotion,
+ style_text,
+ style_weight,
+ )
+ silence = np.zeros((int)(44100 * interval_between_para), dtype=np.int16)
+ audio_list.append(silence)
+ else:
+ audio_list_sent = []
+ sent_list = re_matching.cut_sent(p)
+ sent_list = [s for s in sent_list if s != ""]
+ for s in sent_list:
+ audio_list_sent += process_text(
+ s,
+ speaker,
+ sdp_ratio,
+ noise_scale,
+ noise_scale_w,
+ length_scale,
+ language,
+ reference_audio,
+ emotion,
+ style_text,
+ style_weight,
+ )
+ silence = np.zeros((int)(44100 * interval_between_sent))
+ audio_list_sent.append(silence)
+ if (interval_between_para - interval_between_sent) > 0:
+ silence = np.zeros(
+ (int)(44100 * (interval_between_para - interval_between_sent))
+ )
+ audio_list_sent.append(silence)
+ audio16bit = gr.processing_utils.convert_to_16_bit_wav(
+ np.concatenate(audio_list_sent)
+ ) # 对完整句子做音量归一
+ audio_list.append(audio16bit)
+ audio_concat = np.concatenate(audio_list)
+ return ("Success", (hps.data.sampling_rate, audio_concat))
+
+
+def process_mix(slice):
+ _speaker = slice.pop()
+ _text, _lang = [], []
+ for lang, content in slice:
+ content = content.split("|")
+ content = [part for part in content if part != ""]
+ if len(content) == 0:
+ continue
+ if len(_text) == 0:
+ _text = [[part] for part in content]
+ _lang = [[lang] for part in content]
+ else:
+ _text[-1].append(content[0])
+ _lang[-1].append(lang)
+ if len(content) > 1:
+ _text += [[part] for part in content[1:]]
+ _lang += [[lang] for part in content[1:]]
+ return _text, _lang, _speaker
+
+
+def process_auto(text):
+ _text, _lang = [], []
+ for slice in text.split("|"):
+ if slice == "":
+ continue
+ temp_text, temp_lang = [], []
+ sentences_list = split_by_language(slice, target_languages=["zh", "ja", "en"])
+ for sentence, lang in sentences_list:
+ if sentence == "":
+ continue
+ temp_text.append(sentence)
+ temp_lang.append(lang.upper())
+ _text.append(temp_text)
+ _lang.append(temp_lang)
+ return _text, _lang
+
+
+def process_text(
+ text: str,
+ speaker,
+ sdp_ratio,
+ noise_scale,
+ noise_scale_w,
+ length_scale,
+ language,
+ reference_audio,
+ emotion,
+ style_text=None,
+ style_weight=0,
+):
+ audio_list = []
+ if language == "mix":
+ bool_valid, str_valid = re_matching.validate_text(text)
+ if not bool_valid:
+ return str_valid, (
+ hps.data.sampling_rate,
+ np.concatenate([np.zeros(hps.data.sampling_rate // 2)]),
+ )
+ for slice in re_matching.text_matching(text):
+ _text, _lang, _speaker = process_mix(slice)
+ if _speaker is None:
+ continue
+ print(f"Text: {_text}\nLang: {_lang}")
+ audio_list.extend(
+ generate_audio_multilang(
+ _text,
+ sdp_ratio,
+ noise_scale,
+ noise_scale_w,
+ length_scale,
+ _speaker,
+ _lang,
+ reference_audio,
+ emotion,
+ )
+ )
+ elif language.lower() == "auto":
+ _text, _lang = process_auto(text)
+ print(f"Text: {_text}\nLang: {_lang}")
+ audio_list.extend(
+ generate_audio_multilang(
+ _text,
+ sdp_ratio,
+ noise_scale,
+ noise_scale_w,
+ length_scale,
+ speaker,
+ _lang,
+ reference_audio,
+ emotion,
+ )
+ )
+ else:
+ audio_list.extend(
+ generate_audio(
+ text.split("|"),
+ sdp_ratio,
+ noise_scale,
+ noise_scale_w,
+ length_scale,
+ speaker,
+ language,
+ reference_audio,
+ emotion,
+ style_text,
+ style_weight,
+ )
+ )
+ return audio_list
+
+
+def tts_fn(
+ text: str,
+ speaker,
+ sdp_ratio,
+ noise_scale,
+ noise_scale_w,
+ length_scale,
+ language,
+ reference_audio,
+ emotion,
+ prompt_mode,
+ style_text=None,
+ style_weight=0,
+):
+ if style_text == "":
+ style_text = None
+ if prompt_mode == "Audio prompt":
+ if reference_audio == None:
+ return ("Invalid audio prompt", None)
+ else:
+ reference_audio = load_audio(reference_audio)[1]
+ else:
+ reference_audio = None
+
+ audio_list = process_text(
+ text,
+ speaker,
+ sdp_ratio,
+ noise_scale,
+ noise_scale_w,
+ length_scale,
+ language,
+ reference_audio,
+ emotion,
+ style_text,
+ style_weight,
+ )
+
+ audio_concat = np.concatenate(audio_list)
+ return "Success", (hps.data.sampling_rate, audio_concat)
+
+
+def format_utils(text, speaker):
+ _text, _lang = process_auto(text)
+ res = f"[{speaker}]"
+ for lang_s, content_s in zip(_lang, _text):
+ for lang, content in zip(lang_s, content_s):
+ res += f"<{lang.lower()}>{content}"
+ res += "|"
+ return "mix", res[:-1]
+
+
+def load_audio(path):
+ audio, sr = librosa.load(path, 48000)
+ # audio = librosa.resample(audio, 44100, 48000)
+ return sr, audio
+
+
+def gr_util(item):
+ if item == "Text prompt":
+ return {"visible": True, "__type__": "update"}, {
+ "visible": False,
+ "__type__": "update",
+ }
+ else:
+ return {"visible": False, "__type__": "update"}, {
+ "visible": True,
+ "__type__": "update",
+ }
+
+
+if __name__ == "__main__":
+ if config.webui_config.debug:
+ logger.info("Enable DEBUG-LEVEL log")
+ logging.basicConfig(level=logging.DEBUG)
+ hps = utils.get_hparams_from_file(config.webui_config.config_path)
+ # 若config.json中未指定版本则默认为最新版本
+ version = hps.version if hasattr(hps, "version") else latest_version
+ net_g = get_net_g(
+ model_path=config.webui_config.model, version=version, device=device, hps=hps
+ )
+ speaker_ids = hps.data.spk2id
+ speakers = list(speaker_ids.keys())
+ languages = ["ZH", "JP", "EN", "mix", "auto"]
+ with gr.Blocks() as app:
+ with gr.Row():
+ with gr.Column():
+ text = gr.TextArea(
+ label="输入文本内容",
+ placeholder="""
+ 如果你选择语言为\'mix\',必须按照格式输入,否则报错:
+ 格式举例(zh是中文,jp是日语,不区分大小写;说话人举例:gongzi):
+ [说话人1]你好,こんにちは! こんにちは,世界。
+ [说话人2]你好吗?元気ですか?
+ [说话人3]谢谢。どういたしまして。
+ ...
+ 另外,所有的语言选项都可以用'|'分割长段实现分句生成。
+ """,
+ value="光合作用係指植物以光作為能源,將二氧化碳同水,轉化成為葡萄糖同氧氣嘅過程。植物會利用大氣中嘅二氧化碳,泥土中吸返嚟嘅水,加埋自己本身有嘅葉綠素,利用太陽光供給嘅能量,製造成糖分。好多粒糖聚埋一齊就會變成澱粉,植物會以澱粉嘅形式嚟儲存過多嘅萄葡糖。除咗糖粉之外,氧氣係光合作用嘅副產品(亦有佢係新陳代謝廢物嘅講法),呢啲氧氣會被釋放出大氣,維持大氣中氧氣嘅含量。光合作用除咗係自養生物嘅食物來源,重係呢個世界上其中一個非常重要嘅生物化學作用,因為全地球嘅生物都依賴佢所製造出嚟嘅氧氣同糖份嚟生存。好多綠色嘅生物,好似藻類,高級植物,某啲細菌,都會做光合作用。\n",
+ )
+ trans = gr.Button("中翻日", variant="primary")
+ slicer = gr.Button("快速切分", variant="primary")
+ formatter = gr.Button("检测语言,并整理为 MIX 格式", variant="primary")
+ speaker = gr.Dropdown(
+ choices=speakers, value=speakers[0], label="Speaker"
+ )
+ _ = gr.Markdown(
+ value="提示模式(Prompt mode):可选文字提示或音频提示,用于生成文字或音频指定风格的声音。\n",
+ visible=False,
+ )
+ prompt_mode = gr.Radio(
+ ["Text prompt", "Audio prompt"],
+ label="Prompt Mode",
+ value="Text prompt",
+ visible=False,
+ )
+ text_prompt = gr.Textbox(
+ label="Text prompt",
+ placeholder="用文字描述生成风格。如:Happy",
+ value="Happy",
+ visible=False,
+ )
+ audio_prompt = gr.Audio(
+ label="Audio prompt", type="filepath", visible=False
+ )
+ sdp_ratio = gr.Slider(
+ minimum=0, maximum=1, value=0.5, step=0.1, label="SDP Ratio"
+ )
+ noise_scale = gr.Slider(
+ minimum=0.1, maximum=2, value=0.6, step=0.1, label="Noise"
+ )
+ noise_scale_w = gr.Slider(
+ minimum=0.1, maximum=2, value=0.9, step=0.1, label="Noise_W"
+ )
+ length_scale = gr.Slider(
+ minimum=0.1, maximum=2, value=1.05, step=0.1, label="Length"
+ )
+ language = gr.Dropdown(
+ choices=languages, value=languages[0], label="Language"
+ )
+ btn = gr.Button("生成音频!", variant="primary")
+ with gr.Column():
+ with gr.Accordion("融合文本语义", open=False):
+ gr.Markdown(
+ value="使用辅助文本的语意来辅助生成对话(语言保持与主文本相同)\n\n"
+ "**注意**:不要使用**指令式文本**(如:开心),要使用**带有强烈情感的文本**(如:我好快乐!!!)\n\n"
+ "效果较不明确,留空即为不使用该功能"
+ )
+ style_text = gr.Textbox(label="辅助文本")
+ style_weight = gr.Slider(
+ minimum=0,
+ maximum=1,
+ value=0.7,
+ step=0.1,
+ label="Weight",
+ info="主文本和辅助文本的bert混合比率,0表示仅主文本,1表示仅辅助文本",
+ )
+ with gr.Row():
+ with gr.Column():
+ interval_between_sent = gr.Slider(
+ minimum=0,
+ maximum=5,
+ value=0.2,
+ step=0.1,
+ label="句间停顿(秒),勾选按句切分才生效",
+ )
+ interval_between_para = gr.Slider(
+ minimum=0,
+ maximum=10,
+ value=1,
+ step=0.1,
+ label="段间停顿(秒),需要大于句间停顿才有效",
+ )
+ opt_cut_by_sent = gr.Checkbox(
+ label="按句切分 在按段落切分的基础上再按句子切分文本"
+ )
+ slicer = gr.Button("切分生成", variant="primary")
+ text_output = gr.Textbox(label="状态信息")
+ audio_output = gr.Audio(
+ label="输出音频",
+ value="https://github.com/Naozumi520/Bert-VITS2-Yue/raw/master/sample.wav",
+ )
+ # explain_image = gr.Image(
+ # label="参数解释信息",
+ # show_label=True,
+ # show_share_button=False,
+ # show_download_button=False,
+ # value=os.path.abspath("./img/参数说明.png"),
+ # )
+ btn.click(
+ tts_fn,
+ inputs=[
+ text,
+ speaker,
+ sdp_ratio,
+ noise_scale,
+ noise_scale_w,
+ length_scale,
+ language,
+ audio_prompt,
+ text_prompt,
+ prompt_mode,
+ style_text,
+ style_weight,
+ ],
+ outputs=[text_output, audio_output],
+ )
+
+ trans.click(
+ translate,
+ inputs=[text],
+ outputs=[text],
+ )
+ slicer.click(
+ tts_split,
+ inputs=[
+ text,
+ speaker,
+ sdp_ratio,
+ noise_scale,
+ noise_scale_w,
+ length_scale,
+ language,
+ opt_cut_by_sent,
+ interval_between_para,
+ interval_between_sent,
+ audio_prompt,
+ text_prompt,
+ style_text,
+ style_weight,
+ ],
+ outputs=[text_output, audio_output],
+ )
+
+ prompt_mode.change(
+ lambda x: gr_util(x),
+ inputs=[prompt_mode],
+ outputs=[text_prompt, audio_prompt],
+ )
+
+ audio_prompt.upload(
+ lambda x: load_audio(x),
+ inputs=[audio_prompt],
+ outputs=[audio_prompt],
+ )
+
+ formatter.click(
+ format_utils,
+ inputs=[text, speaker],
+ outputs=[language, text],
+ )
+
+ print("推理页面已开启!")
+ webbrowser.open(f"http://127.0.0.1:{config.webui_config.port}")
+ app.launch(
+ share=config.webui_config.share,
+ server_name="0.0.0.0",
+ server_port=config.webui_config.port,
+ )
diff --git a/attentions.py b/attentions.py
new file mode 100644
index 0000000000000000000000000000000000000000..3ba2407267ecd425d2095a6428015b5b4ebc0bda
--- /dev/null
+++ b/attentions.py
@@ -0,0 +1,464 @@
+import math
+import torch
+from torch import nn
+from torch.nn import functional as F
+
+import commons
+import logging
+
+logger = logging.getLogger(__name__)
+
+
+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_gen.py b/bert_gen.py
new file mode 100644
index 0000000000000000000000000000000000000000..96f6899927793323a4f05721b533f7d588e9671d
--- /dev/null
+++ b/bert_gen.py
@@ -0,0 +1,93 @@
+import torch
+from multiprocessing import Pool
+import commons
+import utils
+from tqdm import tqdm
+from text import check_bert_models, cleaned_text_to_sequence, get_bert
+import argparse
+import torch.multiprocessing as mp
+from config import config
+
+
+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[0] == 2048
+ except Exception:
+ try:
+ bert = get_bert(text, word2ph, language_str, device)
+ assert bert.shape[-1] == len(phone)
+ torch.save(bert, bert_path)
+ except Exception as e:
+ print(f"Error: {text=}")
+ print(f"Error: {phone=}")
+ print(f"Error: {tone=}")
+ print(f"Error: {word2ph=}")
+ print(f"Error: {language_str=}")
+ print(f"Error: {device=}")
+ print(f"Error: {add_blank=}")
+ print(line.strip().split("|"))
+
+ raise e
+
+
+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)
+ check_bert_models()
+ 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 Pool(processes=num_processes) as pool:
+ for _ in tqdm(
+ pool.imap_unordered(process_line, zip(lines, add_blank)),
+ total=len(lines),
+ ):
+ # 这里是缩进的代码块,表示循环体
+ pass # 使用pass语句作为占位符
+
+ print(f"bert生成完毕!, 共有{len(lines)}个bert.pt生成!")
diff --git a/commons.py b/commons.py
new file mode 100644
index 0000000000000000000000000000000000000000..7af7f66cb35b035a2487e0bd0738894943e41915
--- /dev/null
+++ b/commons.py
@@ -0,0 +1,158 @@
+import math
+import torch
+from torch.nn import functional as F
+
+
+def init_weights(m, mean=0.0, std=0.01):
+ classname = m.__class__.__name__
+ if classname.find("Conv") != -1:
+ m.weight.data.normal_(mean, std)
+
+
+def get_padding(kernel_size, dilation=1):
+ return int((kernel_size * dilation - dilation) / 2)
+
+
+def convert_pad_shape(pad_shape):
+ layer = pad_shape[::-1]
+ pad_shape = [item for sublist in layer for item in sublist]
+ return pad_shape
+
+
+def intersperse(lst, item):
+ result = [item] * (len(lst) * 2 + 1)
+ result[1::2] = lst
+ return result
+
+
+def kl_divergence(m_p, logs_p, m_q, logs_q):
+ """KL(P||Q)"""
+ kl = (logs_q - logs_p) - 0.5
+ kl += (
+ 0.5 * (torch.exp(2.0 * logs_p) + ((m_p - m_q) ** 2)) * torch.exp(-2.0 * logs_q)
+ )
+ return kl
+
+
+def rand_gumbel(shape):
+ """Sample from the Gumbel distribution, protect from overflows."""
+ uniform_samples = torch.rand(shape) * 0.99998 + 0.00001
+ return -torch.log(-torch.log(uniform_samples))
+
+
+def rand_gumbel_like(x):
+ g = rand_gumbel(x.size()).to(dtype=x.dtype, device=x.device)
+ return g
+
+
+def slice_segments(x, ids_str, segment_size=4):
+ gather_indices = ids_str.view(x.size(0), 1, 1).repeat(
+ 1, x.size(1), 1
+ ) + torch.arange(segment_size, device=x.device)
+ return torch.gather(x, 2, gather_indices)
+
+
+def rand_slice_segments(x, x_lengths=None, segment_size=4):
+ b, d, t = x.size()
+ if x_lengths is None:
+ x_lengths = t
+ ids_str_max = torch.clamp(x_lengths - segment_size + 1, min=0)
+ ids_str = (torch.rand([b], device=x.device) * ids_str_max).to(dtype=torch.long)
+ ret = slice_segments(x, ids_str, segment_size)
+ return ret, ids_str
+
+
+def get_timing_signal_1d(length, channels, min_timescale=1.0, max_timescale=1.0e4):
+ position = torch.arange(length, dtype=torch.float)
+ num_timescales = channels // 2
+ log_timescale_increment = math.log(float(max_timescale) / float(min_timescale)) / (
+ num_timescales - 1
+ )
+ inv_timescales = min_timescale * torch.exp(
+ torch.arange(num_timescales, dtype=torch.float) * -log_timescale_increment
+ )
+ scaled_time = position.unsqueeze(0) * inv_timescales.unsqueeze(1)
+ signal = torch.cat([torch.sin(scaled_time), torch.cos(scaled_time)], 0)
+ signal = F.pad(signal, [0, 0, 0, channels % 2])
+ signal = signal.view(1, channels, length)
+ return signal
+
+
+def add_timing_signal_1d(x, min_timescale=1.0, max_timescale=1.0e4):
+ b, channels, length = x.size()
+ signal = get_timing_signal_1d(length, channels, min_timescale, max_timescale)
+ return x + signal.to(dtype=x.dtype, device=x.device)
+
+
+def cat_timing_signal_1d(x, min_timescale=1.0, max_timescale=1.0e4, axis=1):
+ b, channels, length = x.size()
+ signal = get_timing_signal_1d(length, channels, min_timescale, max_timescale)
+ return torch.cat([x, signal.to(dtype=x.dtype, device=x.device)], axis)
+
+
+def subsequent_mask(length):
+ mask = torch.tril(torch.ones(length, length)).unsqueeze(0).unsqueeze(0)
+ return mask
+
+
+@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
+
+
+def convert_pad_shape(pad_shape):
+ layer = pad_shape[::-1]
+ pad_shape = [item for sublist in layer for item in sublist]
+ return pad_shape
+
+
+def shift_1d(x):
+ x = F.pad(x, convert_pad_shape([[0, 0], [0, 0], [1, 0]]))[:, :, :-1]
+ return x
+
+
+def sequence_mask(length, max_length=None):
+ if max_length is None:
+ max_length = length.max()
+ x = torch.arange(max_length, dtype=length.dtype, device=length.device)
+ return x.unsqueeze(0) < length.unsqueeze(1)
+
+
+def generate_path(duration, mask):
+ """
+ duration: [b, 1, t_x]
+ mask: [b, 1, t_y, t_x]
+ """
+
+ b, _, t_y, t_x = mask.shape
+ cum_duration = torch.cumsum(duration, -1)
+
+ cum_duration_flat = cum_duration.view(b * t_x)
+ path = sequence_mask(cum_duration_flat, t_y).to(mask.dtype)
+ path = path.view(b, t_x, t_y)
+ path = path - F.pad(path, convert_pad_shape([[0, 0], [1, 0], [0, 0]]))[:, :-1]
+ path = path.unsqueeze(1).transpose(2, 3) * mask
+ return path
+
+
+def clip_grad_value_(parameters, clip_value, norm_type=2):
+ if isinstance(parameters, torch.Tensor):
+ parameters = [parameters]
+ parameters = list(filter(lambda p: p.grad is not None, parameters))
+ norm_type = float(norm_type)
+ if clip_value is not None:
+ clip_value = float(clip_value)
+
+ total_norm = 0
+ for p in parameters:
+ param_norm = p.grad.data.norm(norm_type)
+ total_norm += param_norm.item() ** norm_type
+ if clip_value is not None:
+ p.grad.data.clamp_(min=-clip_value, max=clip_value)
+ total_norm = total_norm ** (1.0 / norm_type)
+ return total_norm
diff --git a/compress_model.py b/compress_model.py
new file mode 100644
index 0000000000000000000000000000000000000000..901490c2bf5476e8950b8361551caad720ace5fa
--- /dev/null
+++ b/compress_model.py
@@ -0,0 +1,89 @@
+from collections import OrderedDict
+from text.symbols import symbols
+import torch
+
+from tools.log import logger
+import utils
+from models import SynthesizerTrn
+import os
+
+
+def copyStateDict(state_dict):
+ if list(state_dict.keys())[0].startswith("module"):
+ start_idx = 1
+ else:
+ start_idx = 0
+ new_state_dict = OrderedDict()
+ for k, v in state_dict.items():
+ name = ",".join(k.split(".")[start_idx:])
+ new_state_dict[name] = v
+ return new_state_dict
+
+
+def removeOptimizer(config: str, input_model: str, ishalf: bool, output_model: str):
+ hps = utils.get_hparams_from_file(config)
+
+ net_g = SynthesizerTrn(
+ len(symbols),
+ hps.data.filter_length // 2 + 1,
+ hps.train.segment_size // hps.data.hop_length,
+ n_speakers=hps.data.n_speakers,
+ **hps.model,
+ )
+
+ optim_g = torch.optim.AdamW(
+ net_g.parameters(),
+ hps.train.learning_rate,
+ betas=hps.train.betas,
+ eps=hps.train.eps,
+ )
+
+ state_dict_g = torch.load(input_model, map_location="cpu")
+ new_dict_g = copyStateDict(state_dict_g)
+ keys = []
+ for k, v in new_dict_g["model"].items():
+ if "enc_q" in k:
+ continue # noqa: E701
+ keys.append(k)
+
+ new_dict_g = (
+ {k: new_dict_g["model"][k].half() for k in keys}
+ if ishalf
+ else {k: new_dict_g["model"][k] for k in keys}
+ )
+
+ torch.save(
+ {
+ "model": new_dict_g,
+ "iteration": 0,
+ "optimizer": optim_g.state_dict(),
+ "learning_rate": 0.0001,
+ },
+ output_model,
+ )
+
+
+if __name__ == "__main__":
+ import argparse
+
+ parser = argparse.ArgumentParser()
+ parser.add_argument("-c", "--config", type=str, default="configs/config.json")
+ parser.add_argument("-i", "--input", type=str)
+ parser.add_argument("-o", "--output", type=str, default=None)
+ parser.add_argument(
+ "-hf", "--half", action="store_true", default=False, help="Save as FP16"
+ )
+
+ args = parser.parse_args()
+
+ output = args.output
+
+ if output is None:
+ import os.path
+
+ filename, ext = os.path.splitext(args.input)
+ half = "_half" if args.half else ""
+ output = filename + "_release" + half + ext
+
+ removeOptimizer(args.config, args.input, args.half, output)
+ logger.info(f"压缩模型成功, 输出模型: {os.path.abspath(output)}")
diff --git a/config.py b/config.py
new file mode 100644
index 0000000000000000000000000000000000000000..09fef335972178e99b03dab41caf3648b44192f1
--- /dev/null
+++ b/config.py
@@ -0,0 +1,261 @@
+"""
+@Desc: 全局配置文件读取
+"""
+
+import argparse
+import yaml
+from typing import Dict, List
+import os
+import shutil
+import sys
+
+
+class Resample_config:
+ """重采样配置"""
+
+ def __init__(self, in_dir: str, out_dir: str, sampling_rate: int = 44100):
+ self.sampling_rate: int = sampling_rate # 目标采样率
+ self.in_dir: str = in_dir # 待处理音频目录路径
+ self.out_dir: str = out_dir # 重采样输出路径
+
+ @classmethod
+ def from_dict(cls, dataset_path: str, 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"] = os.path.join(dataset_path, data["in_dir"])
+ data["out_dir"] = os.path.join(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: str = (
+ transcription_path # 原始文本文件路径,文本格式应为{wav_path}|{speaker_name}|{language}|{text}。
+ )
+ self.cleaned_path: str = (
+ cleaned_path # 数据清洗后文本路径,可以不填。不填则将在原始文本目录生成
+ )
+ self.train_path: str = (
+ train_path # 训练集路径,可以不填。不填则将在原始文本目录生成
+ )
+ self.val_path: str = (
+ val_path # 验证集路径,可以不填。不填则将在原始文本目录生成
+ )
+ self.config_path: str = config_path # 配置文件路径
+ self.val_per_lang: int = val_per_lang # 每个speaker的验证集条数
+ self.max_val_total: int = (
+ max_val_total # 验证集最大条数,多于的会被截断并放到训练集中
+ )
+ self.clean: bool = clean # 是否进行数据清洗
+
+ @classmethod
+ def from_dict(cls, dataset_path: str, data: Dict[str, any]):
+ """从字典中生成实例"""
+
+ data["transcription_path"] = os.path.join(
+ dataset_path, data["transcription_path"]
+ )
+ if data["cleaned_path"] == "" or data["cleaned_path"] is None:
+ data["cleaned_path"] = None
+ else:
+ data["cleaned_path"] = os.path.join(dataset_path, data["cleaned_path"])
+ data["train_path"] = os.path.join(dataset_path, data["train_path"])
+ data["val_path"] = os.path.join(dataset_path, data["val_path"])
+ data["config_path"] = os.path.join(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 = 2,
+ device: str = "cuda",
+ use_multi_device: bool = False,
+ ):
+ self.config_path = config_path
+ self.num_processes = num_processes
+ self.device = device
+ self.use_multi_device = use_multi_device
+
+ @classmethod
+ def from_dict(cls, dataset_path: str, data: Dict[str, any]):
+ data["config_path"] = os.path.join(dataset_path, data["config_path"])
+
+ return cls(**data)
+
+
+class Emo_gen_config:
+ """emo_gen 配置"""
+
+ def __init__(
+ self,
+ config_path: str,
+ num_processes: int = 2,
+ device: str = "cuda",
+ use_multi_device: bool = False,
+ ):
+ self.config_path = config_path
+ self.num_processes = num_processes
+ self.device = device
+ self.use_multi_device = use_multi_device
+
+ @classmethod
+ def from_dict(cls, dataset_path: str, data: Dict[str, any]):
+ data["config_path"] = os.path.join(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: 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 = (
+ model # 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 = 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: str, data: Dict[str, any]):
+ # data["model"] = os.path.join(dataset_path, data["model"])
+ data["config_path"] = os.path.join(dataset_path, data["config_path"])
+
+ return cls(**data)
+
+
+class Webui_config:
+ """webui 配置"""
+
+ def __init__(
+ self,
+ device: str,
+ model: str,
+ config_path: str,
+ language_identification_library: str,
+ port: int = 7860,
+ share: bool = False,
+ debug: bool = False,
+ ):
+ self.device: str = device
+ self.model: str = model # 端口号
+ self.config_path: str = config_path # 是否公开部署,对外网开放
+ self.port: int = port # 是否开启debug模式
+ self.share: bool = share # 模型路径
+ self.debug: bool = debug # 配置文件路径
+ self.language_identification_library: str = (
+ language_identification_library # 语种识别库
+ )
+
+ @classmethod
+ def from_dict(cls, dataset_path: str, data: Dict[str, any]):
+ data["config_path"] = os.path.join(dataset_path, data["config_path"])
+ data["model"] = os.path.join(dataset_path, data["model"])
+ return cls(**data)
+
+
+class Server_config:
+ def __init__(
+ self, models: List[Dict[str, any]], port: int = 5000, device: str = "cuda"
+ ):
+ self.models: List[Dict[str, any]] = models # 需要加载的所有模型的配置
+ self.port: int = port # 端口号
+ self.device: str = device # 模型默认使用设备
+
+ @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):
+ if not os.path.isfile(config_path) and os.path.isfile("default_config.yml"):
+ shutil.copy(src="default_config.yml", dst=config_path)
+ print(
+ f"已根据默认配置文件default_config.yml生成配置文件{config_path}。请按该配置文件的说明进行配置后重新运行。"
+ )
+ print("如无特殊需求,请勿修改default_config.yml或备份该文件。")
+ sys.exit(0)
+ with open(file=config_path, mode="r", encoding="utf-8") as file:
+ yaml_config: Dict[str, any] = yaml.safe_load(file.read())
+ dataset_path: str = yaml_config["dataset_path"]
+ openi_token: str = yaml_config["openi_token"]
+ self.dataset_path: str = dataset_path
+ self.mirror: str = yaml_config["mirror"]
+ self.openi_token: str = openi_token
+ 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.emo_gen_config: Emo_gen_config = Emo_gen_config.from_dict(
+ dataset_path, yaml_config["emo_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"]
+ )
+
+
+parser = argparse.ArgumentParser()
+# 为避免与以前的config.json起冲突,将其更名如下
+parser.add_argument("-y", "--yml_config", type=str, default="config.yml")
+args, _ = parser.parse_known_args()
+config = Config(args.yml_config)
diff --git a/config.yml b/config.yml
new file mode 100644
index 0000000000000000000000000000000000000000..6a014eaaf91e5f2d557e9b0b208ede69f0b81efd
--- /dev/null
+++ b/config.yml
@@ -0,0 +1,177 @@
+# 全局配置
+# 对于希望在同一时间使用多个配置文件的情况,例如两个GPU同时跑两个训练集:通过环境变量指定配置文件,不指定则默认为./config.yml
+
+# 拟提供通用路径配置,统一存放数据,避免数据放得很乱
+# 每个数据集与其对应的模型存放至统一路径下,后续所有的路径配置均为相对于datasetPath的路径
+# 不填或者填空则路径为相对于项目根目录的路径
+dataset_path: "data/finetuned"
+
+# 模型镜像源,默认huggingface,使用openi镜像源需指定openi_token
+mirror: ""
+openi_token: "" # openi token
+
+# resample 音频重采样配置
+# 注意, “:” 后需要加空格
+resample:
+ # 目标重采样率
+ sampling_rate: 44100
+ # 音频文件输入路径,重采样会将该路径下所有.wav音频文件重采样
+ # 请填入相对于datasetPath的相对路径
+ in_dir: "audios/raw" # 相对于根目录的路径为 /datasetPath/in_dir
+ # 音频文件重采样后输出路径
+ out_dir: "audios/wavs"
+
+
+# preprocess_text 数据集预处理相关配置
+# 注意, “:” 后需要加空格
+preprocess_text:
+ # 原始文本文件路径,文本格式应为{wav_path}|{speaker_name}|{language}|{text}。
+ transcription_path: "filelists/你的数据集文本.list"
+ # 数据清洗后文本路径,可以不填。不填则将在原始文本目录生成
+ cleaned_path: ""
+ # 训练集路径
+ train_path: "filelists/train.list"
+ # 验证集路径
+ val_path: "filelists/val.list"
+ # 配置文件路径
+ config_path: "configs/config.json"
+ # 每个语言的验证集条数
+ val_per_lang: 400
+ # 验证集最大条数,多于的会被截断并放到训练集中
+ max_val_total: 1200
+ # 是否进行数据清洗
+ clean: true
+
+
+# bert_gen 相关配置
+# 注意, “:” 后需要加空格
+bert_gen:
+ # 训练数据集配置文件路径
+ config_path: "configs/config.json"
+ # 并行数
+ num_processes: 4
+ # 使用设备:可选项 "cuda" 显卡推理,"cpu" cpu推理
+ # 该选项同时决定了get_bert_feature的默认设备
+ device: "cuda"
+ # 使用多卡推理
+ use_multi_device: false
+
+# emo_gen 相关配置
+# 注意, “:” 后需要加空格
+emo_gen:
+ # 训练数据集配置文件路径
+ config_path: "configs/config.json"
+ # 并行数
+ num_processes: 4
+ # 使用设备:可选项 "cuda" 显卡推理,"cpu" cpu推理
+ device: "cuda"
+ # 使用多卡推理
+ use_multi_device: false
+
+# train 训练配置
+# 注意, “:” 后需要加空格
+train_ms:
+ env:
+ MASTER_ADDR: "localhost"
+ MASTER_PORT: 10086
+ WORLD_SIZE: 1
+ LOCAL_RANK: 0
+ RANK: 0
+ # 可以填写任意名的环境变量
+ # THE_ENV_VAR_YOU_NEED_TO_USE: "1234567"
+ # 底模设置
+ base:
+ use_base_model: false
+ repo_id: "Stardust_minus/Bert-VITS2"
+ model_image: "Bert-VITS2_2.3底模" # openi网页的模型名
+ # 训练模型存储目录:与旧版本的区别,原先数据集是存放在logs/model_name下的,现在改为统一存放在Data/你的数据集/models下
+ model: "models"
+ # 配置文件路径
+ config_path: "configs/config.json"
+ # 训练使用的worker,不建议超过CPU核心数
+ num_workers: 16
+ # 关闭此项可以节约接近70%的磁盘空间,但是可能导致实际训练速度变慢和更高的CPU使用率。
+ spec_cache: False
+ # 保存的检查点数量,多于此数目的权重会被删除来节省空间。
+ keep_ckpts: 8
+
+
+# webui webui配置
+# 注意, “:” 后需要加空格
+webui:
+ # 推理设备
+ device: "cuda"
+ # 模型路径
+ model: "models/G_39000.pth"
+ # 配置文件路径
+ config_path: "configs/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配置
+# 注意, “:” 后需要加空格
+# 注意,本配置下的所有配置均为相对于根目录的路径
+server:
+ # 端口号
+ port: 5000
+ # 模型默认使用设备:但是当前并没有实现这个配置。
+ device: "cuda"
+ # 需要加载的所有模型的配置,可以填多个模型,也可以不填模型,等网页成功后手动加载模型
+ # 不加载模型的配置格式:删除默认给的两个模型配置,给models赋值 [ ],也就是空列表。参考模型2的speakers 即 models: [ ]
+ # 注意,所有模型都必须正确配置model与config的路径,空路径会导致加载错误。
+ # 也可以不填模型,等网页加载成功后手动填写models。
+ models:
+ - # 模型的路径
+ model: ""
+ # 模型config.json的路径
+ config: ""
+ # 模型使用设备,若填写则会覆盖默认配置
+ device: "cuda"
+ # 模型默认使用的语言
+ language: "YUE"
+ # 模型人物默认参数
+ # 不必填写所有人物,不填的使用默认值
+ # 暂时不用填写,当前尚未实现按人区分配置
+ speakers:
+ - speaker: "科比"
+ sdp_ratio: 0.2
+ noise_scale: 0.6
+ noise_scale_w: 0.8
+ length_scale: 1
+ - speaker: "五条悟"
+ sdp_ratio: 0.3
+ noise_scale: 0.7
+ noise_scale_w: 0.8
+ length_scale: 0.5
+ - speaker: "安倍晋三"
+ sdp_ratio: 0.2
+ noise_scale: 0.6
+ noise_scale_w: 0.8
+ length_scale: 1.2
+ - # 模型的路径
+ model: ""
+ # 模型config.json的路径
+ config: ""
+ # 模型使用设备,若填写则会覆盖默认配置
+ device: "cpu"
+ # 模型默认使用的语言
+ language: "JP"
+ # 模型人物默认参数
+ # 不必填写所有人物,不填的使用默认值
+ speakers: [ ] # 也可以不填
+
+# 百度翻译开放平台 api配置
+# api接入文档 https://api.fanyi.baidu.com/doc/21
+# 请不要在github等网站公开分享你的app id 与 key
+translate:
+ # 你的APPID
+ "app_key": ""
+ # 你的密钥
+ "secret_key": ""
diff --git a/configs/config.json b/configs/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..8772a1d15488df98b283f4cad4aa441b79d185d1
--- /dev/null
+++ b/configs/config.json
@@ -0,0 +1,955 @@
+{
+ "train": {
+ "log_interval": 200,
+ "eval_interval": 1000,
+ "seed": 42,
+ "epochs": 1000,
+ "learning_rate": 0.0002,
+ "betas": [
+ 0.8,
+ 0.99
+ ],
+ "eps": 1e-09,
+ "batch_size": 22,
+ "bf16_run": false,
+ "lr_decay": 0.99995,
+ "segment_size": 16384,
+ "init_lr_ratio": 1,
+ "warmup_epochs": 0,
+ "c_mel": 45,
+ "c_kl": 1.0,
+ "c_commit": 100,
+ "skip_optimizer": true,
+ "freeze_YUE_bert": false,
+ "freeze_emo": false
+ },
+ "data": {
+ "training_files": "filelists/train.list",
+ "validation_files": "filelists/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": 850,
+ "cleaned_text": true,
+ "spk2id": {
+ "派蒙_ZH": 0,
+ "纳西妲_ZH": 1,
+ "凯亚_ZH": 2,
+ "阿贝多_ZH": 3,
+ "温迪_ZH": 4,
+ "枫原万叶_ZH": 5,
+ "钟离_ZH": 6,
+ "荒泷一斗_ZH": 7,
+ "八重神子_ZH": 8,
+ "艾尔海森_ZH": 9,
+ "提纳里_ZH": 10,
+ "迪希雅_ZH": 11,
+ "卡维_ZH": 12,
+ "宵宫_ZH": 13,
+ "那维莱特_ZH": 14,
+ "莱依拉_ZH": 15,
+ "赛诺_ZH": 16,
+ "莫娜_ZH": 17,
+ "诺艾尔_ZH": 18,
+ "托马_ZH": 19,
+ "凝光_ZH": 20,
+ "林尼_ZH": 21,
+ "北斗_ZH": 22,
+ "柯莱_ZH": 23,
+ "神里绫华_ZH": 24,
+ "可莉_ZH": 25,
+ "芭芭拉_ZH": 26,
+ "雷电将军_ZH": 27,
+ "娜维娅_ZH": 28,
+ "芙宁娜_ZH": 29,
+ "珊瑚宫心海_ZH": 30,
+ "鹿野院平藏_ZH": 31,
+ "迪奥娜_ZH": 32,
+ "琴_ZH": 33,
+ "五郎_ZH": 34,
+ "班尼特_ZH": 35,
+ "达达利亚_ZH": 36,
+ "安柏_ZH": 37,
+ "莱欧斯利_ZH": 38,
+ "夜兰_ZH": 39,
+ "妮露_ZH": 40,
+ "辛焱_ZH": 41,
+ "丽莎_ZH": 42,
+ "珐露珊_ZH": 43,
+ "魈_ZH": 44,
+ "香菱_ZH": 45,
+ "迪卢克_ZH": 46,
+ "砂糖_ZH": 47,
+ "烟绯_ZH": 48,
+ "早柚_ZH": 49,
+ "云堇_ZH": 50,
+ "刻晴_ZH": 51,
+ "重云_ZH": 52,
+ "优菈_ZH": 53,
+ "胡桃_ZH": 54,
+ "流浪者_ZH": 55,
+ "久岐忍_ZH": 56,
+ "神里绫人_ZH": 57,
+ "甘雨_ZH": 58,
+ "戴因斯雷布_ZH": 59,
+ "菲谢尔_ZH": 60,
+ "白术_ZH": 61,
+ "行秋_ZH": 62,
+ "九条裟罗_ZH": 63,
+ "夏洛蒂_ZH": 64,
+ "雷泽_ZH": 65,
+ "申鹤_ZH": 66,
+ "荧_ZH": 67,
+ "空_ZH": 68,
+ "迪娜泽黛_ZH": 69,
+ "凯瑟琳_ZH": 70,
+ "多莉_ZH": 71,
+ "坎蒂丝_ZH": 72,
+ "琳妮特_ZH": 73,
+ "萍姥姥_ZH": 74,
+ "罗莎莉亚_ZH": 75,
+ "埃德_ZH": 76,
+ "爱贝尔_ZH": 77,
+ "伊迪娅_ZH": 78,
+ "留云借风真君_ZH": 79,
+ "绮良良_ZH": 80,
+ "陌生人_ZH": 81,
+ "七七_ZH": 82,
+ "式大将_ZH": 83,
+ "瑶瑶_ZH": 84,
+ "奥兹_ZH": 85,
+ "菲米尼_ZH": 86,
+ "米卡_ZH": 87,
+ "哲平_ZH": 88,
+ "浮游水蕈兽·元素生命_ZH": 89,
+ "大肉丸_ZH": 90,
+ "托克_ZH": 91,
+ "蒂玛乌斯_ZH": 92,
+ "昆钧_ZH": 93,
+ "欧菲妮_ZH": 94,
+ "塞琉斯_ZH": 95,
+ "仆人_ZH": 96,
+ "迈勒斯_ZH": 97,
+ "希格雯_ZH": 98,
+ "阿守_ZH": 99,
+ "拉赫曼_ZH": 100,
+ "杜拉夫_ZH": 101,
+ "伊利亚斯_ZH": 102,
+ "阿晃_ZH": 103,
+ "旁白_ZH": 104,
+ "爱德琳_ZH": 105,
+ "埃洛伊_ZH": 106,
+ "德沃沙克_ZH": 107,
+ "玛乔丽_ZH": 108,
+ "塞塔蕾_ZH": 109,
+ "柊千里_ZH": 110,
+ "海芭夏_ZH": 111,
+ "九条镰治_ZH": 112,
+ "阿娜耶_ZH": 113,
+ "笼钓瓶一心_ZH": 114,
+ "回声海螺_ZH": 115,
+ "劳维克_ZH": 116,
+ "元太_ZH": 117,
+ "阿扎尔_ZH": 118,
+ "查尔斯_ZH": 119,
+ "阿洛瓦_ZH": 120,
+ "埃勒曼_ZH": 121,
+ "纳比尔_ZH": 122,
+ "莎拉_ZH": 123,
+ "康纳_ZH": 124,
+ "博来_ZH": 125,
+ "玛塞勒_ZH": 126,
+ "阿祇_ZH": 127,
+ "博士_ZH": 128,
+ "玛格丽特_ZH": 129,
+ "迪尔菲_ZH": 130,
+ "宛烟_ZH": 131,
+ "羽生田千鹤_ZH": 132,
+ "海妮耶_ZH": 133,
+ "旅行者_ZH": 134,
+ "霍夫曼_ZH": 135,
+ "佐西摩斯_ZH": 136,
+ "鹿野奈奈_ZH": 137,
+ "舒伯特_ZH": 138,
+ "天叔_ZH": 139,
+ "艾莉丝_ZH": 140,
+ "龙二_ZH": 141,
+ "莺儿_ZH": 142,
+ "嘉良_ZH": 143,
+ "一心传名刀_ZH": 144,
+ "珊瑚_ZH": 145,
+ "言笑_ZH": 146,
+ "久利须_ZH": 147,
+ "嘉玛_ZH": 148,
+ "艾文_ZH": 149,
+ "克洛琳德_ZH": 150,
+ "丹吉尔_ZH": 151,
+ "女士_ZH": 152,
+ "白老先生_ZH": 153,
+ "天目十五_ZH": 154,
+ "老孟_ZH": 155,
+ "巴达维_ZH": 156,
+ "长生_ZH": 157,
+ "吴船长_ZH": 158,
+ "拉齐_ZH": 159,
+ "艾伯特_ZH": 160,
+ "松浦_ZH": 161,
+ "埃泽_ZH": 162,
+ "阿圆_ZH": 163,
+ "莫塞伊思_ZH": 164,
+ "阿拉夫_ZH": 165,
+ "杜吉耶_ZH": 166,
+ "石头_ZH": 167,
+ "百闻_ZH": 168,
+ "波洛_ZH": 169,
+ "斯坦利_ZH": 170,
+ "博易_ZH": 171,
+ "迈蒙_ZH": 172,
+ "掇星攫辰天君_ZH": 173,
+ "毗伽尔_ZH": 174,
+ "芙卡洛斯_ZH": 175,
+ "恶龙_ZH": 176,
+ "恕筠_ZH": 177,
+ "知易_ZH": 178,
+ "克列门特_ZH": 179,
+ "大慈树王_ZH": 180,
+ "西拉杰_ZH": 181,
+ "上杉_ZH": 182,
+ "阿尔卡米_ZH": 183,
+ "纯水精灵_ZH": 184,
+ "常九爷_ZH": 185,
+ "沙扎曼_ZH": 186,
+ "田铁嘴_ZH": 187,
+ "克罗索_ZH": 188,
+ "阿巴图伊_ZH": 189,
+ "阿佩普_ZH": 190,
+ "埃尔欣根_ZH": 191,
+ "萨赫哈蒂_ZH": 192,
+ "塔杰·拉德卡尼_ZH": 193,
+ "安西_ZH": 194,
+ "陆行岩本真蕈·元素生命_ZH": 195,
+ "派蒙_JP": 196,
+ "纳西妲_JP": 197,
+ "凯亚_JP": 198,
+ "阿贝多_JP": 199,
+ "温迪_JP": 200,
+ "枫原万叶_JP": 201,
+ "钟离_JP": 202,
+ "荒泷一斗_JP": 203,
+ "八重神子_JP": 204,
+ "艾尔海森_JP": 205,
+ "提纳里_JP": 206,
+ "迪希雅_JP": 207,
+ "卡维_JP": 208,
+ "宵宫_JP": 209,
+ "那维莱特_JP": 210,
+ "莱依拉_JP": 211,
+ "赛诺_JP": 212,
+ "莫娜_JP": 213,
+ "诺艾尔_JP": 214,
+ "托马_JP": 215,
+ "凝光_JP": 216,
+ "林尼_JP": 217,
+ "北斗_JP": 218,
+ "柯莱_JP": 219,
+ "神里绫华_JP": 220,
+ "可莉_JP": 221,
+ "芭芭拉_JP": 222,
+ "雷电将军_JP": 223,
+ "娜维娅_JP": 224,
+ "芙宁娜_JP": 225,
+ "珊瑚宫心海_JP": 226,
+ "鹿野院平藏_JP": 227,
+ "迪奥娜_JP": 228,
+ "琴_JP": 229,
+ "五郎_JP": 230,
+ "班尼特_JP": 231,
+ "达达利亚_JP": 232,
+ "安柏_JP": 233,
+ "莱欧斯利_JP": 234,
+ "夜兰_JP": 235,
+ "妮露_JP": 236,
+ "辛焱_JP": 237,
+ "丽莎_JP": 238,
+ "珐露珊_JP": 239,
+ "魈_JP": 240,
+ "香菱_JP": 241,
+ "迪卢克_JP": 242,
+ "砂糖_JP": 243,
+ "烟绯_JP": 244,
+ "早柚_JP": 245,
+ "云堇_JP": 246,
+ "刻晴_JP": 247,
+ "重云_JP": 248,
+ "优菈_JP": 249,
+ "胡桃_JP": 250,
+ "流浪者_JP": 251,
+ "久岐忍_JP": 252,
+ "神里绫人_JP": 253,
+ "甘雨_JP": 254,
+ "戴因斯雷布_JP": 255,
+ "菲谢尔_JP": 256,
+ "白术_JP": 257,
+ "行秋_JP": 258,
+ "九条裟罗_JP": 259,
+ "夏洛蒂_JP": 260,
+ "雷泽_JP": 261,
+ "申鹤_JP": 262,
+ "空_JP": 263,
+ "荧_JP": 264,
+ "迪娜泽黛_JP": 265,
+ "凯瑟琳_JP": 266,
+ "多莉_JP": 267,
+ "坎蒂丝_JP": 268,
+ "琳妮特_JP": 269,
+ "萍姥姥_JP": 270,
+ "罗莎莉亚_JP": 271,
+ "埃德_JP": 272,
+ "爱贝尔_JP": 273,
+ "伊迪娅_JP": 274,
+ "留云借风真君_JP": 275,
+ "绮良良_JP": 276,
+ "陌生人_JP": 277,
+ "七七_JP": 278,
+ "式大将_JP": 279,
+ "瑶瑶_JP": 280,
+ "奥兹_JP": 281,
+ "菲米尼_JP": 282,
+ "米卡_JP": 283,
+ "哲平_JP": 284,
+ "浮游水蕈兽·元素生命_JP": 285,
+ "大肉丸_JP": 286,
+ "托克_JP": 287,
+ "蒂玛乌斯_JP": 288,
+ "昆钧_JP": 289,
+ "欧菲妮_JP": 290,
+ "塞琉斯_JP": 291,
+ "仆人_JP": 292,
+ "迈勒斯_JP": 293,
+ "希格雯_JP": 294,
+ "阿守_JP": 295,
+ "拉赫曼_JP": 296,
+ "杜拉夫_JP": 297,
+ "伊利亚斯_JP": 298,
+ "阿晃_JP": 299,
+ "旁白_JP": 300,
+ "爱德琳_JP": 301,
+ "埃洛伊_JP": 302,
+ "德沃沙克_JP": 303,
+ "玛乔丽_JP": 304,
+ "塞塔蕾_JP": 305,
+ "柊千里_JP": 306,
+ "海芭夏_JP": 307,
+ "九条镰治_JP": 308,
+ "阿娜耶_JP": 309,
+ "笼钓瓶一心_JP": 310,
+ "回声海螺_JP": 311,
+ "劳维克_JP": 312,
+ "元太_JP": 313,
+ "阿扎尔_JP": 314,
+ "查尔斯_JP": 315,
+ "阿洛瓦_JP": 316,
+ "埃勒曼_JP": 317,
+ "纳比尔_JP": 318,
+ "莎拉_JP": 319,
+ "康纳_JP": 320,
+ "博来_JP": 321,
+ "玛塞勒_JP": 322,
+ "阿祇_JP": 323,
+ "博士_JP": 324,
+ "迪尔菲_JP": 325,
+ "玛格丽特_JP": 326,
+ "宛烟_JP": 327,
+ "羽生田千鹤_JP": 328,
+ "海妮耶_JP": 329,
+ "霍夫曼_JP": 330,
+ "旅行者_JP": 331,
+ "佐西摩斯_JP": 332,
+ "舒伯特_JP": 333,
+ "鹿野奈奈_JP": 334,
+ "天叔_JP": 335,
+ "龙二_JP": 336,
+ "艾莉丝_JP": 337,
+ "莺儿_JP": 338,
+ "嘉良_JP": 339,
+ "珊瑚_JP": 340,
+ "言笑_JP": 341,
+ "一心传名刀_JP": 342,
+ "费迪南德_JP": 343,
+ "久利须_JP": 344,
+ "嘉玛_JP": 345,
+ "艾文_JP": 346,
+ "克洛琳德_JP": 347,
+ "丹吉尔_JP": 348,
+ "天目十五_JP": 349,
+ "女士_JP": 350,
+ "老孟_JP": 351,
+ "白老先生_JP": 352,
+ "舍利夫_JP": 353,
+ "巴达维_JP": 354,
+ "拉齐_JP": 355,
+ "长生_JP": 356,
+ "吴船长_JP": 357,
+ "艾伯特_JP": 358,
+ "松浦_JP": 359,
+ "埃泽_JP": 360,
+ "阿圆_JP": 361,
+ "阿拉夫_JP": 362,
+ "莫塞伊思_JP": 363,
+ "石头_JP": 364,
+ "百闻_JP": 365,
+ "杜吉耶_JP": 366,
+ "波洛_JP": 367,
+ "掇星攫辰天君_JP": 368,
+ "迈蒙_JP": 369,
+ "博易_JP": 370,
+ "诗筠_JP": 371,
+ "斯坦利_JP": 372,
+ "毗伽尔_JP": 373,
+ "芙卡洛斯_JP": 374,
+ "恶龙_JP": 375,
+ "小仓澪_JP": 376,
+ "恕筠_JP": 377,
+ "知易_JP": 378,
+ "克列门特_JP": 379,
+ "大慈树王_JP": 380,
+ "望雅_JP": 381,
+ "黑田_JP": 382,
+ "卡莉娜_JP": 383,
+ "马姆杜_JP": 384,
+ "科林斯_JP": 385,
+ "上杉_JP": 386,
+ "西拉杰_JP": 387,
+ "菲尔戈黛特_JP": 388,
+ "一平_JP": 389,
+ "纯水精灵_JP": 390,
+ "阿尔卡米_JP": 391,
+ "老戴_JP": 392,
+ "谢赫祖拜尔_JP": 393,
+ "沙扎曼_JP": 394,
+ "田铁嘴_JP": 395,
+ "小野寺_JP": 396,
+ "百识_JP": 397,
+ "克罗索_JP": 398,
+ "莱斯格_JP": 399,
+ "芷巧_JP": 400,
+ "加藤洋平_JP": 401,
+ "阿巴图伊_JP": 402,
+ "埃尔欣根_JP": 403,
+ "斯嘉莉_JP": 404,
+ "阿佩普_JP": 405,
+ "巫女_JP": 406,
+ "卡布斯_JP": 407,
+ "洛伦佐_JP": 408,
+ "萨赫哈蒂_JP": 409,
+ "娜德瓦_JP": 410,
+ "塞德娜_JP": 411,
+ "塔杰·拉德卡尼_JP": 412,
+ "绘星_JP": 413,
+ "泽田_JP": 414,
+ "安西_JP": 415,
+ "拉伊德_JP": 416,
+ "亚卡巴_JP": 417,
+ "有乐斋_JP": 418,
+ "莱昂_JP": 419,
+ "尤苏波夫_JP": 420,
+ "夏妮_JP": 421,
+ "埃舍尔_JP": 422,
+ "萨齐因_JP": 423,
+ "古山_JP": 424,
+ "自称渊上之物_JP": 425,
+ "丹羽_JP": 426,
+ "塞萨尔的日记_JP": 427,
+ "派蒙_EN": 428,
+ "纳西妲_EN": 429,
+ "凯亚_EN": 430,
+ "阿贝多_EN": 431,
+ "温迪_EN": 432,
+ "枫原万叶_EN": 433,
+ "钟离_EN": 434,
+ "荒泷一斗_EN": 435,
+ "八重神子_EN": 436,
+ "艾尔海森_EN": 437,
+ "提纳里_EN": 438,
+ "迪希雅_EN": 439,
+ "卡维_EN": 440,
+ "宵宫_EN": 441,
+ "莱依拉_EN": 442,
+ "那维莱特_EN": 443,
+ "赛诺_EN": 444,
+ "莫娜_EN": 445,
+ "诺艾尔_EN": 446,
+ "托马_EN": 447,
+ "凝光_EN": 448,
+ "林尼_EN": 449,
+ "北斗_EN": 450,
+ "柯莱_EN": 451,
+ "神里绫华_EN": 452,
+ "可莉_EN": 453,
+ "芭芭拉_EN": 454,
+ "雷电将军_EN": 455,
+ "娜维娅_EN": 456,
+ "芙宁娜_EN": 457,
+ "珊瑚宫心海_EN": 458,
+ "鹿野院平藏_EN": 459,
+ "迪奥娜_EN": 460,
+ "五郎_EN": 461,
+ "琴_EN": 462,
+ "班尼特_EN": 463,
+ "达达利亚_EN": 464,
+ "安柏_EN": 465,
+ "莱欧斯利_EN": 466,
+ "夜兰_EN": 467,
+ "妮露_EN": 468,
+ "辛焱_EN": 469,
+ "珐露珊_EN": 470,
+ "丽莎_EN": 471,
+ "魈_EN": 472,
+ "香菱_EN": 473,
+ "迪卢克_EN": 474,
+ "砂糖_EN": 475,
+ "烟绯_EN": 476,
+ "早柚_EN": 477,
+ "云堇_EN": 478,
+ "刻晴_EN": 479,
+ "重云_EN": 480,
+ "优菈_EN": 481,
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+ }
+ },
+ "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": 512,
+ "slm": {
+ "model": "./slm/wavlm-base-plus",
+ "sr": 16000,
+ "hidden": 768,
+ "nlayers": 13,
+ "initial_channel": 64
+ }
+ },
+ "version": "2.3"
+}
\ No newline at end of file
diff --git a/css/custom.css b/css/custom.css
new file mode 100644
index 0000000000000000000000000000000000000000..5066448e8f2f1c49a9727ca426bf967d3c96c074
--- /dev/null
+++ b/css/custom.css
@@ -0,0 +1,18 @@
+
+#yml_code {
+ height: 600px;
+ flex-grow: inherit;
+ overflow-y: auto;
+}
+
+#json_code {
+ height: 600px;
+ flex-grow: inherit;
+ overflow-y: auto;
+}
+
+#gpu_code {
+ height: 300px;
+ flex-grow: inherit;
+ overflow-y: auto;
+}
diff --git a/data/finetuned/configs/config.json b/data/finetuned/configs/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..709e7ad1d62cfa2604d049374aecb4417e5a0fba
--- /dev/null
+++ b/data/finetuned/configs/config.json
@@ -0,0 +1,106 @@
+{
+ "train": {
+ "log_interval": 200,
+ "eval_interval": 1000,
+ "seed": 42,
+ "epochs": 1000,
+ "learning_rate": 0.0002,
+ "betas": [
+ 0.8,
+ 0.99
+ ],
+ "eps": 1e-09,
+ "batch_size": 12,
+ "bf16_run": false,
+ "lr_decay": 0.99995,
+ "segment_size": 16384,
+ "init_lr_ratio": 1,
+ "warmup_epochs": 0,
+ "c_mel": 45,
+ "c_kl": 1.0,
+ "c_commit": 100,
+ "skip_optimizer": true,
+ "freeze_YUE_bert": false,
+ "freeze_emo": false
+ },
+ "data": {
+ "training_files": "./data\\base\\train.list",
+ "validation_files": "./data\\base\\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": {
+ "ciugo": 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": 512,
+ "slm": {
+ "model": "./slm/wavlm-base-plus",
+ "sr": 16000,
+ "hidden": 768,
+ "nlayers": 13,
+ "initial_channel": 64
+ }
+ },
+ "version": "2.3"
+}
\ No newline at end of file
diff --git a/data/finetuned/models/G_39000.pth b/data/finetuned/models/G_39000.pth
new file mode 100644
index 0000000000000000000000000000000000000000..1f53336aed42d9ab5713c9f6f456cc1234024fac
--- /dev/null
+++ b/data/finetuned/models/G_39000.pth
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:d067a3dfe9f50667d4ce18e2fbf0f45fcfacff1540fa630b9855147b5019834f
+size 721232590
diff --git a/data_utils.py b/data_utils.py
new file mode 100644
index 0000000000000000000000000000000000000000..ee8d34c778114baeae5ad9b64ad28ef5d82a51f3
--- /dev/null
+++ b/data_utils.py
@@ -0,0 +1,371 @@
+import os
+import random
+import torch
+import torch.utils.data
+from tqdm import tqdm
+from tools.log import logger
+import commons
+from mel_processing import spectrogram_torch, mel_spectrogram_torch
+from utils import load_wav_to_torch, load_filepaths_and_text
+from text import cleaned_text_to_sequence
+from config import config
+
+"""Multi speaker version"""
+
+
+class TextAudioSpeakerLoader(torch.utils.data.Dataset):
+ """
+ 1) loads audio, speaker_id, text pairs
+ 2) normalizes text and converts them to sequences of integers
+ 3) computes spectrograms from audio files.
+ """
+
+ def __init__(self, audiopaths_sid_text, hparams):
+ self.audiopaths_sid_text = load_filepaths_and_text(audiopaths_sid_text)
+ self.max_wav_value = hparams.max_wav_value
+ self.sampling_rate = hparams.sampling_rate
+ self.filter_length = hparams.filter_length
+ self.hop_length = hparams.hop_length
+ self.win_length = hparams.win_length
+ self.sampling_rate = hparams.sampling_rate
+ self.spk_map = hparams.spk2id
+ self.hparams = hparams
+
+ self.use_mel_spec_posterior = getattr(
+ hparams, "use_mel_posterior_encoder", False
+ )
+ if self.use_mel_spec_posterior:
+ self.n_mel_channels = getattr(hparams, "n_mel_channels", 80)
+
+ self.cleaned_text = getattr(hparams, "cleaned_text", False)
+
+ self.add_blank = hparams.add_blank
+ self.min_text_len = getattr(hparams, "min_text_len", 1)
+ self.max_text_len = getattr(hparams, "max_text_len", 384)
+
+ random.seed(1234)
+ random.shuffle(self.audiopaths_sid_text)
+ self._filter()
+
+ def _filter(self):
+ """
+ Filter text & store spec lengths
+ """
+ # Store spectrogram lengths for Bucketing
+ # wav_length ~= file_size / (wav_channels * Bytes per dim) = file_size / (1 * 2)
+ # spec_length = wav_length // hop_length
+
+ audiopaths_sid_text_new = []
+ lengths = []
+ skipped = 0
+ logger.info("Init dataset...")
+ for _id, spk, language, text, phones, tone, word2ph in tqdm(
+ self.audiopaths_sid_text
+ ):
+ audiopath = f"{_id}"
+ if self.min_text_len <= len(phones) and len(phones) <= self.max_text_len:
+ phones = phones.split(" ")
+ tone = [int(i) for i in tone.split(" ")]
+ word2ph = [int(i) for i in word2ph.split(" ")]
+ audiopaths_sid_text_new.append(
+ [audiopath, spk, language, text, phones, tone, word2ph]
+ )
+ lengths.append(os.path.getsize(audiopath) //
+ (2 * self.hop_length))
+ else:
+ skipped += 1
+ logger.info(
+ "skipped: "
+ + str(skipped)
+ + ", total: "
+ + str(len(self.audiopaths_sid_text))
+ )
+ self.audiopaths_sid_text = audiopaths_sid_text_new
+ self.lengths = lengths
+
+ def get_audio_text_speaker_pair(self, audiopath_sid_text):
+ # separate filename, speaker_id and text
+ audiopath, sid, language, text, phones, tone, word2ph = audiopath_sid_text
+
+ phones, tone, language = self.get_text(
+ text, word2ph, phones, tone, language, audiopath
+ )
+
+ spec, wav = self.get_audio(audiopath)
+ sid = torch.LongTensor([int(self.spk_map[sid])])
+
+ return (phones, spec, wav, sid, tone, language)
+
+ def get_audio(self, filename):
+ audio, sampling_rate = load_wav_to_torch(filename)
+ if sampling_rate != self.sampling_rate:
+ raise ValueError(
+ "{} {} SR doesn't match target {} SR".format(
+ filename, sampling_rate, self.sampling_rate
+ )
+ )
+ audio_norm = audio / self.max_wav_value
+ audio_norm = audio_norm.unsqueeze(0)
+ spec_filename = filename.replace(".wav", ".spec.pt")
+ if self.use_mel_spec_posterior:
+ spec_filename = spec_filename.replace(".spec.pt", ".mel.pt")
+ try:
+ spec = torch.load(spec_filename)
+ except:
+ if self.use_mel_spec_posterior:
+ spec = mel_spectrogram_torch(
+ audio_norm,
+ self.filter_length,
+ self.n_mel_channels,
+ self.sampling_rate,
+ self.hop_length,
+ self.win_length,
+ self.hparams.mel_fmin,
+ self.hparams.mel_fmax,
+ center=False,
+ )
+ else:
+ spec = spectrogram_torch(
+ audio_norm,
+ self.filter_length,
+ self.sampling_rate,
+ self.hop_length,
+ self.win_length,
+ center=False,
+ )
+ spec = torch.squeeze(spec, 0)
+ if config.train_ms_config.spec_cache:
+ torch.save(spec, spec_filename)
+ return spec, audio_norm
+
+ def get_text(self, text, word2ph, phone, tone, language_str, wav_path):
+ phone, tone, language = cleaned_text_to_sequence(
+ phone, tone, language_str)
+ if self.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
+
+ phone = torch.LongTensor(phone)
+ tone = torch.LongTensor(tone)
+ language = torch.LongTensor(language)
+ return phone, tone, language
+
+ def get_sid(self, sid):
+ sid = torch.LongTensor([int(sid)])
+ return sid
+
+ def __getitem__(self, index):
+ return self.get_audio_text_speaker_pair(self.audiopaths_sid_text[index])
+
+ def __len__(self):
+ return len(self.audiopaths_sid_text)
+
+
+class TextAudioSpeakerCollate:
+ """Zero-pads model inputs and targets"""
+
+ def __init__(self, return_ids=False):
+ self.return_ids = return_ids
+
+ def __call__(self, batch):
+ """Collate's training batch from normalized text, audio and speaker identities
+ PARAMS
+ ------
+ batch: [text_normalized, spec_normalized, wav_normalized, sid]
+ """
+ # Right zero-pad all one-hot text sequences to max input length
+ _, ids_sorted_decreasing = torch.sort(
+ torch.LongTensor([x[1].size(1) for x in batch]), dim=0, descending=True
+ )
+
+ max_text_len = max([len(x[0]) for x in batch])
+ max_spec_len = max([x[1].size(1) for x in batch])
+ max_wav_len = max([x[2].size(1) for x in batch])
+
+ text_lengths = torch.LongTensor(len(batch))
+ spec_lengths = torch.LongTensor(len(batch))
+ wav_lengths = torch.LongTensor(len(batch))
+ sid = torch.LongTensor(len(batch))
+
+ text_padded = torch.LongTensor(len(batch), max_text_len)
+ tone_padded = torch.LongTensor(len(batch), max_text_len)
+ language_padded = torch.LongTensor(len(batch), max_text_len)
+
+ spec_padded = torch.FloatTensor(
+ len(batch), batch[0][1].size(0), max_spec_len)
+ wav_padded = torch.FloatTensor(len(batch), 1, max_wav_len)
+ text_padded.zero_()
+ tone_padded.zero_()
+ language_padded.zero_()
+ spec_padded.zero_()
+ wav_padded.zero_()
+
+ for i in range(len(ids_sorted_decreasing)):
+ row = batch[ids_sorted_decreasing[i]]
+
+ text = row[0]
+ text_padded[i, : text.size(0)] = text
+ text_lengths[i] = text.size(0)
+
+ spec = row[1]
+ spec_padded[i, :, : spec.size(1)] = spec
+ spec_lengths[i] = spec.size(1)
+
+ wav = row[2]
+ wav_padded[i, :, : wav.size(1)] = wav
+ wav_lengths[i] = wav.size(1)
+
+ sid[i] = row[3]
+
+ tone = row[4]
+ tone_padded[i, : tone.size(0)] = tone
+
+ language = row[5]
+ language_padded[i, : language.size(0)] = language
+
+ return (
+ text_padded,
+ text_lengths,
+ spec_padded,
+ spec_lengths,
+ wav_padded,
+ wav_lengths,
+ sid,
+ tone_padded,
+ language_padded,
+ )
+
+
+class DistributedBucketSampler(torch.utils.data.distributed.DistributedSampler):
+ """
+ Maintain similar input lengths in a batch.
+ Length groups are specified by boundaries.
+ Ex) boundaries = [b1, b2, b3] -> any batch is included either {x | b1 < length(x) <=b2} or {x | b2 < length(x) <= b3}.
+
+ It removes samples which are not included in the boundaries.
+ Ex) boundaries = [b1, b2, b3] -> any x s.t. length(x) <= b1 or length(x) > b3 are discarded.
+ """
+
+ def __init__(
+ self,
+ dataset,
+ batch_size,
+ boundaries,
+ num_replicas=None,
+ rank=None,
+ shuffle=True,
+ ):
+ super().__init__(dataset, num_replicas=num_replicas, rank=rank, shuffle=shuffle)
+ self.lengths = dataset.lengths
+ self.batch_size = batch_size
+ self.boundaries = boundaries
+
+ self.buckets, self.num_samples_per_bucket = self._create_buckets()
+ self.total_size = sum(self.num_samples_per_bucket)
+ self.num_samples = self.total_size // self.num_replicas
+
+ def _create_buckets(self):
+ buckets = [[] for _ in range(len(self.boundaries) - 1)]
+ for i in range(len(self.lengths)):
+ length = self.lengths[i]
+ idx_bucket = self._bisect(length)
+ if idx_bucket != -1:
+ buckets[idx_bucket].append(i)
+
+ try:
+ for i in range(len(buckets) - 1, 0, -1):
+ if len(buckets[i]) == 0:
+ buckets.pop(i)
+ self.boundaries.pop(i + 1)
+ assert all(len(bucket) > 0 for bucket in buckets)
+ # When one bucket is not traversed
+ except Exception as e:
+ print("Bucket warning ", e)
+ for i in range(len(buckets) - 1, -1, -1):
+ if len(buckets[i]) == 0:
+ buckets.pop(i)
+ self.boundaries.pop(i + 1)
+
+ num_samples_per_bucket = []
+ for i in range(len(buckets)):
+ len_bucket = len(buckets[i])
+ total_batch_size = self.num_replicas * self.batch_size
+ rem = (
+ total_batch_size - (len_bucket % total_batch_size)
+ ) % total_batch_size
+ num_samples_per_bucket.append(len_bucket + rem)
+ return buckets, num_samples_per_bucket
+
+ def __iter__(self):
+ # deterministically shuffle based on epoch
+ g = torch.Generator()
+ g.manual_seed(self.epoch)
+
+ indices = []
+ if self.shuffle:
+ for bucket in self.buckets:
+ indices.append(torch.randperm(
+ len(bucket), generator=g).tolist())
+ else:
+ for bucket in self.buckets:
+ indices.append(list(range(len(bucket))))
+
+ batches = []
+ for i in range(len(self.buckets)):
+ bucket = self.buckets[i]
+ len_bucket = len(bucket)
+ if len_bucket == 0:
+ continue
+ ids_bucket = indices[i]
+ num_samples_bucket = self.num_samples_per_bucket[i]
+
+ # add extra samples to make it evenly divisible
+ rem = num_samples_bucket - len_bucket
+ ids_bucket = (
+ ids_bucket
+ + ids_bucket * (rem // len_bucket)
+ + ids_bucket[: (rem % len_bucket)]
+ )
+
+ # subsample
+ ids_bucket = ids_bucket[self.rank:: self.num_replicas]
+
+ # batching
+ for j in range(len(ids_bucket) // self.batch_size):
+ batch = [
+ bucket[idx]
+ for idx in ids_bucket[
+ j * self.batch_size: (j + 1) * self.batch_size
+ ]
+ ]
+ batches.append(batch)
+
+ if self.shuffle:
+ batch_ids = torch.randperm(len(batches), generator=g).tolist()
+ batches = [batches[i] for i in batch_ids]
+ self.batches = batches
+
+ assert len(self.batches) * self.batch_size == self.num_samples
+ return iter(self.batches)
+
+ def _bisect(self, x, lo=0, hi=None):
+ if hi is None:
+ hi = len(self.boundaries) - 1
+
+ if hi > lo:
+ mid = (hi + lo) // 2
+ if self.boundaries[mid] < x and x <= self.boundaries[mid + 1]:
+ return mid
+ elif x <= self.boundaries[mid]:
+ return self._bisect(x, lo, mid)
+ else:
+ return self._bisect(x, mid + 1, hi)
+ else:
+ return -1
+
+ def __len__(self):
+ return self.num_samples // self.batch_size
diff --git a/default_config.yml b/default_config.yml
new file mode 100644
index 0000000000000000000000000000000000000000..8b3a45652b6ccf30d13f5574323cfdeab8cc8e26
--- /dev/null
+++ b/default_config.yml
@@ -0,0 +1,177 @@
+# 全局配置
+# 对于希望在同一时间使用多个配置文件的情况,例如两个GPU同时跑两个训练集:通过环境变量指定配置文件,不指定则默认为./config.yml
+
+# 拟提供通用路径配置,统一存放数据,避免数据放得很乱
+# 每个数据集与其对应的模型存放至统一路径下,后续所有的路径配置均为相对于datasetPath的路径
+# 不填或者填空则路径为相对于项目根目录的路径
+dataset_path: "Data/"
+
+# 模型镜像源,默认huggingface,使用openi镜像源需指定openi_token
+mirror: ""
+openi_token: "" # openi token
+
+# resample 音频重采样配置
+# 注意, “:” 后需要加空格
+resample:
+ # 目标重采样率
+ sampling_rate: 44100
+ # 音频文件输入路径,重采样会将该路径下所有.wav音频文件重采样
+ # 请填入相对于datasetPath的相对路径
+ in_dir: "audios/raw" # 相对于根目录的路径为 /datasetPath/in_dir
+ # 音频文件重采样后输出路径
+ out_dir: "audios/wavs"
+
+
+# preprocess_text 数据集预处理相关配置
+# 注意, “:” 后需要加空格
+preprocess_text:
+ # 原始文本文件路径,文本格式应为{wav_path}|{speaker_name}|{language}|{text}。
+ transcription_path: "filelists/你的数据集文本.list"
+ # 数据清洗后文本路径,可以不填。不填则将在原始文本目录生成
+ cleaned_path: ""
+ # 训练集路径
+ train_path: "filelists/train.list"
+ # 验证集路径
+ val_path: "filelists/val.list"
+ # 配置文件路径
+ config_path: "config.json"
+ # 每个语言的验证集条数
+ val_per_lang: 4
+ # 验证集最大条数,多于的会被截断并放到训练集中
+ max_val_total: 12
+ # 是否进行数据清洗
+ clean: true
+
+
+# bert_gen 相关配置
+# 注意, “:” 后需要加空格
+bert_gen:
+ # 训练数据集配置文件路径
+ config_path: "config.json"
+ # 并行数
+ num_processes: 4
+ # 使用设备:可选项 "cuda" 显卡推理,"cpu" cpu推理
+ # 该选项同时决定了get_bert_feature的默认设备
+ device: "cuda"
+ # 使用多卡推理
+ use_multi_device: false
+
+# emo_gen 相关配置
+# 注意, “:” 后需要加空格
+emo_gen:
+ # 训练数据集配置文件路径
+ config_path: "config.json"
+ # 并行数
+ num_processes: 4
+ # 使用设备:可选项 "cuda" 显卡推理,"cpu" cpu推理
+ device: "cuda"
+ # 使用多卡推理
+ use_multi_device: false
+
+# train 训练配置
+# 注意, “:” 后需要加空格
+train_ms:
+ env:
+ MASTER_ADDR: "localhost"
+ MASTER_PORT: 10086
+ WORLD_SIZE: 1
+ LOCAL_RANK: 0
+ RANK: 0
+ # 可以填写任意名的环境变量
+ # THE_ENV_VAR_YOU_NEED_TO_USE: "1234567"
+ # 底模设置
+ base:
+ use_base_model: false
+ repo_id: "Stardust_minus/Bert-VITS2"
+ model_image: "Bert-VITS2_2.3底模" # openi网页的模型名
+ # 训练模型存储目录:与旧版本的区别,原先数据集是存放在logs/model_name下的,现在改为统一存放在Data/你的数据集/models下
+ model: "models"
+ # 配置文件路径
+ config_path: "config.json"
+ # 训练使用的worker,不建议超过CPU核心数
+ num_workers: 16
+ # 关闭此项可以节约接近70%的磁盘空间,但是可能导致实际训练速度变慢和更高的CPU使用率。
+ spec_cache: False
+ # 保存的检查点数量,多于此数目的权重会被删除来节省空间。
+ keep_ckpts: 8
+
+
+# webui webui配置
+# 注意, “:” 后需要加空格
+webui:
+ # 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配置
+# 注意, “:” 后需要加空格
+# 注意,本配置下的所有配置均为相对于根目录的路径
+server:
+ # 端口号
+ port: 5000
+ # 模型默认使用设备:但是当前并没有实现这个配置。
+ device: "cuda"
+ # 需要加载的所有模型的配置,可以填多个模型,也可以不填模型,等网页成功后手动加载模型
+ # 不加载模型的配置格式:删除默认给的两个模型配置,给models赋值 [ ],也就是空列表。参考模型2的speakers 即 models: [ ]
+ # 注意,所有模型都必须正确配置model与config的路径,空路径会导致加载错误。
+ # 也可以不填模型,等网页加载成功后手动填写models。
+ models:
+ - # 模型的路径
+ model: ""
+ # 模型config.json的路径
+ config: ""
+ # 模型使用设备,若填写则会覆盖默认配置
+ device: "cuda"
+ # 模型默认使用的语言
+ language: "WAITAU"
+ # 模型人物默认参数
+ # 不必填写所有人物,不填的使用默认值
+ # 暂时不用填写,当前尚未实现按人区分配置
+ speakers:
+ - speaker: "科比"
+ sdp_ratio: 0.2
+ noise_scale: 0.6
+ noise_scale_w: 0.8
+ length_scale: 1
+ - speaker: "五条悟"
+ sdp_ratio: 0.3
+ noise_scale: 0.7
+ noise_scale_w: 0.8
+ length_scale: 0.5
+ - speaker: "安倍晋三"
+ sdp_ratio: 0.2
+ noise_scale: 0.6
+ noise_scale_w: 0.8
+ length_scale: 1.2
+ - # 模型的路径
+ model: ""
+ # 模型config.json的路径
+ config: ""
+ # 模型使用设备,若填写则会覆盖默认配置
+ device: "cpu"
+ # 模型默认使用的语言
+ language: "JP"
+ # 模型人物默认参数
+ # 不必填写所有人物,不填的使用默认值
+ speakers: [ ] # 也可以不填
+
+# 百度翻译开放平台 api配置
+# api接入文档 https://api.fanyi.baidu.com/doc/21
+# 请不要在github等网站公开分享你的app id 与 key
+translate:
+ # 你的APPID
+ "app_key": ""
+ # 你的密钥
+ "secret_key": ""
diff --git a/emotional/clap-htsat-fused/.gitattributes b/emotional/clap-htsat-fused/.gitattributes
new file mode 100644
index 0000000000000000000000000000000000000000..c7d9f3332a950355d5a77d85000f05e6f45435ea
--- /dev/null
+++ b/emotional/clap-htsat-fused/.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/emotional/clap-htsat-fused/README.md b/emotional/clap-htsat-fused/README.md
new file mode 100644
index 0000000000000000000000000000000000000000..9153cca1e30833467025c36c0d14d1cd9d4d9c37
--- /dev/null
+++ b/emotional/clap-htsat-fused/README.md
@@ -0,0 +1,107 @@
+---
+license: apache-2.0
+---
+# Model card for CLAP
+
+Model card for CLAP: Contrastive Language-Audio Pretraining
+
+![clap_image](https://s3.amazonaws.com/moonup/production/uploads/1678811100805-62441d1d9fdefb55a0b7d12c.png)
+
+
+# Table of Contents
+
+0. [TL;DR](#TL;DR)
+1. [Model Details](#model-details)
+2. [Usage](#usage)
+3. [Uses](#uses)
+4. [Citation](#citation)
+
+# TL;DR
+
+The abstract of the paper states that:
+
+> Contrastive learning has shown remarkable success in the field of multimodal representation learning. In this paper, we propose a pipeline of contrastive language-audio pretraining to develop an audio representation by combining audio data with natural language descriptions. To accomplish this target, we first release LAION-Audio-630K, a large collection of 633,526 audio-text pairs from different data sources. Second, we construct a contrastive language-audio pretraining model by considering different audio encoders and text encoders. We incorporate the feature fusion mechanism and keyword-to-caption augmentation into the model design to further enable the model to process audio inputs of variable lengths and enhance the performance. Third, we perform comprehensive experiments to evaluate our model across three tasks: text-to-audio retrieval, zero-shot audio classification, and supervised audio classification. The results demonstrate that our model achieves superior performance in text-to-audio retrieval task. In audio classification tasks, the model achieves state-of-the-art performance in the zero-shot setting and is able to obtain performance comparable to models' results in the non-zero-shot setting. LAION-Audio-630K and the proposed model are both available to the public.
+
+
+# Usage
+
+You can use this model for zero shot audio classification or extracting audio and/or textual features.
+
+# Uses
+
+## Perform zero-shot audio classification
+
+### Using `pipeline`
+
+```python
+from datasets import load_dataset
+from transformers import pipeline
+
+dataset = load_dataset("ashraq/esc50")
+audio = dataset["train"]["audio"][-1]["array"]
+
+audio_classifier = pipeline(task="zero-shot-audio-classification", model="laion/clap-htsat-fused")
+output = audio_classifier(audio, candidate_labels=["Sound of a dog", "Sound of vaccum cleaner"])
+print(output)
+>>> [{"score": 0.999, "label": "Sound of a dog"}, {"score": 0.001, "label": "Sound of vaccum cleaner"}]
+```
+
+## Run the model:
+
+You can also get the audio and text embeddings using `ClapModel`
+
+### Run the model on CPU:
+
+```python
+from datasets import load_dataset
+from transformers import ClapModel, ClapProcessor
+
+librispeech_dummy = load_dataset("hf-internal-testing/librispeech_asr_dummy", "clean", split="validation")
+audio_sample = librispeech_dummy[0]
+
+model = ClapModel.from_pretrained("laion/clap-htsat-fused")
+processor = ClapProcessor.from_pretrained("laion/clap-htsat-fused")
+
+inputs = processor(audios=audio_sample["audio"]["array"], return_tensors="pt")
+audio_embed = model.get_audio_features(**inputs)
+```
+
+### Run the model on GPU:
+
+```python
+from datasets import load_dataset
+from transformers import ClapModel, ClapProcessor
+
+librispeech_dummy = load_dataset("hf-internal-testing/librispeech_asr_dummy", "clean", split="validation")
+audio_sample = librispeech_dummy[0]
+
+model = ClapModel.from_pretrained("laion/clap-htsat-fused").to(0)
+processor = ClapProcessor.from_pretrained("laion/clap-htsat-fused")
+
+inputs = processor(audios=audio_sample["audio"]["array"], return_tensors="pt").to(0)
+audio_embed = model.get_audio_features(**inputs)
+```
+
+
+# Citation
+
+If you are using this model for your work, please consider citing the original paper:
+```
+@misc{https://doi.org/10.48550/arxiv.2211.06687,
+ doi = {10.48550/ARXIV.2211.06687},
+
+ url = {https://arxiv.org/abs/2211.06687},
+
+ author = {Wu, Yusong and Chen, Ke and Zhang, Tianyu and Hui, Yuchen and Berg-Kirkpatrick, Taylor and Dubnov, Shlomo},
+
+ keywords = {Sound (cs.SD), Audio and Speech Processing (eess.AS), FOS: Computer and information sciences, FOS: Computer and information sciences, FOS: Electrical engineering, electronic engineering, information engineering, FOS: Electrical engineering, electronic engineering, information engineering},
+
+ title = {Large-scale Contrastive Language-Audio Pretraining with Feature Fusion and Keyword-to-Caption Augmentation},
+
+ publisher = {arXiv},
+
+ year = {2022},
+
+ copyright = {Creative Commons Attribution 4.0 International}
+}
+```
diff --git a/emotional/clap-htsat-fused/config.json b/emotional/clap-htsat-fused/config.json
new file mode 100644
index 0000000000000000000000000000000000000000..7907d3cde2ed499c697371287e288aa2beded3f9
--- /dev/null
+++ b/emotional/clap-htsat-fused/config.json
@@ -0,0 +1,207 @@
+{
+ "_commit_hash": null,
+ "architectures": [
+ "ClapModel"
+ ],
+ "audio_config": {
+ "_name_or_path": "",
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+ "aff_block_r": 4,
+ "architectures": null,
+ "attention_probs_dropout_prob": 0.0,
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+ "bos_token_id": null,
+ "chunk_size_feed_forward": 0,
+ "cross_attention_hidden_size": null,
+ "decoder_start_token_id": null,
+ "depths": [
+ 2,
+ 2,
+ 6,
+ 2
+ ],
+ "diversity_penalty": 0.0,
+ "do_sample": false,
+ "drop_path_rate": 0.0,
+ "early_stopping": false,
+ "enable_fusion": true,
+ "enable_patch_fusion": true,
+ "enable_patch_layer_norm": true,
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+ "exponential_decay_length_penalty": null,
+ "finetuning_task": null,
+ "flatten_patch_embeds": true,
+ "forced_bos_token_id": null,
+ "forced_eos_token_id": null,
+ "fusion_num_hidden_layers": 2,
+ "fusion_type": null,
+ "hidden_act": "gelu",
+ "hidden_dropout_prob": 0.1,
+ "hidden_size": 768,
+ "id2label": {
+ "0": "LABEL_0",
+ "1": "LABEL_1"
+ },
+ "initializer_factor": 1.0,
+ "is_decoder": false,
+ "is_encoder_decoder": false,
+ "label2id": {
+ "LABEL_0": 0,
+ "LABEL_1": 1
+ },
+ "layer_norm_eps": 1e-05,
+ "length_penalty": 1.0,
+ "max_length": 20,
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+ "mlp_ratio": 4.0,
+ "model_type": "clap_audio_model",
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+ 4,
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+ 32
+ ],
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+ "num_hidden_layers": 4,
+ "num_mel_bins": 64,
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+ "output_scores": false,
+ "pad_token_id": null,
+ "patch_embed_input_channels": 1,
+ "patch_embeds_hidden_size": 96,
+ "patch_size": 4,
+ "patch_stride": [
+ 4,
+ 4
+ ],
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+ "projection_hidden_act": "relu",
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+ "return_dict": true,
+ "return_dict_in_generate": false,
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+ "temperature": 1.0,
+ "tf_legacy_loss": false,
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+ "tie_word_embeddings": true,
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+ "top_k": 50,
+ "top_p": 1.0,
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+ "typical_p": 1.0,
+ "use_bfloat16": false,
+ "window_size": 8
+ },
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+ "initializer_factor": 1.0,
+ "logit_scale_init_value": 14.285714285714285,
+ "model_type": "clap",
+ "num_hidden_layers": 16,
+ "projection_dim": 512,
+ "projection_hidden_act": "relu",
+ "text_config": {
+ "_name_or_path": "",
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+ "do_sample": false,
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+ "forced_bos_token_id": null,
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+ "fusion_hidden_size": 768,
+ "fusion_num_hidden_layers": 2,
+ "hidden_act": "gelu",
+ "hidden_dropout_prob": 0.1,
+ "hidden_size": 768,
+ "id2label": {
+ "0": "LABEL_0",
+ "1": "LABEL_1"
+ },
+ "initializer_factor": 1.0,
+ "initializer_range": 0.02,
+ "intermediate_size": 3072,
+ "is_decoder": false,
+ "is_encoder_decoder": false,
+ "label2id": {
+ "LABEL_0": 0,
+ "LABEL_1": 1
+ },
+ "layer_norm_eps": 1e-12,
+ "length_penalty": 1.0,
+ "max_length": 20,
+ "max_position_embeddings": 514,
+ "min_length": 0,
+ "model_type": "clap_text_model",
+ "no_repeat_ngram_size": 0,
+ "num_attention_heads": 12,
+ "num_beam_groups": 1,
+ "num_beams": 1,
+ "num_hidden_layers": 12,
+ "num_return_sequences": 1,
+ "output_attentions": false,
+ "output_hidden_states": false,
+ "output_scores": false,
+ "pad_token_id": 1,
+ "position_embedding_type": "absolute",
+ "prefix": null,
+ "problem_type": null,
+ "projection_dim": 512,
+ "projection_hidden_act": "relu",
+ "projection_hidden_size": 768,
+ "pruned_heads": {},
+ "remove_invalid_values": false,
+ "repetition_penalty": 1.0,
+ "return_dict": true,
+ "return_dict_in_generate": false,
+ "sep_token_id": null,
+ "suppress_tokens": null,
+ "task_specific_params": null,
+ "temperature": 1.0,
+ "tf_legacy_loss": false,
+ "tie_encoder_decoder": false,
+ "tie_word_embeddings": true,
+ "tokenizer_class": null,
+ "top_k": 50,
+ "top_p": 1.0,
+ "torch_dtype": null,
+ "torchscript": false,
+ "transformers_version": "4.27.0.dev0",
+ "type_vocab_size": 1,
+ "typical_p": 1.0,
+ "use_bfloat16": false,
+ "use_cache": true,
+ "vocab_size": 50265
+ },
+ "torch_dtype": "float32",
+ "transformers_version": null
+}
diff --git a/emotional/clap-htsat-fused/merges.txt b/emotional/clap-htsat-fused/merges.txt
new file mode 100644
index 0000000000000000000000000000000000000000..6636bda4a1fd7a63653dffb22683b8162c8de956
--- /dev/null
+++ b/emotional/clap-htsat-fused/merges.txt
@@ -0,0 +1,50001 @@
+#version: 0.2 - Trained by `huggingface/tokenizers`
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+ra ct
+we en
+Ġs ame
+ou n
+ĠA l
+c i
+Ġdiff ere
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+ce pt
+Ġs im
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diff --git a/emotional/clap-htsat-fused/preprocessor_config.json b/emotional/clap-htsat-fused/preprocessor_config.json
new file mode 100644
index 0000000000000000000000000000000000000000..d439910a3317697a54f06ad5083af1810c27d803
--- /dev/null
+++ b/emotional/clap-htsat-fused/preprocessor_config.json
@@ -0,0 +1,22 @@
+{
+ "chunk_length_s": 10,
+ "feature_extractor_type": "ClapFeatureExtractor",
+ "feature_size": 64,
+ "fft_window_size": 1024,
+ "frequency_max": 14000,
+ "frequency_min": 50,
+ "hop_length": 480,
+ "max_length_s": 10,
+ "n_fft": 1024,
+ "nb_frequency_bins": 513,
+ "nb_max_frames": 1000,
+ "nb_max_samples": 480000,
+ "padding": "repeatpad",
+ "padding_side": "right",
+ "padding_value": 0.0,
+ "processor_class": "ClapProcessor",
+ "return_attention_mask": false,
+ "sampling_rate": 48000,
+ "top_db": null,
+ "truncation": "fusion"
+}
diff --git a/emotional/clap-htsat-fused/special_tokens_map.json b/emotional/clap-htsat-fused/special_tokens_map.json
new file mode 100644
index 0000000000000000000000000000000000000000..d5698132694f4f1bcff08fa7d937b1701812598e
--- /dev/null
+++ b/emotional/clap-htsat-fused/special_tokens_map.json
@@ -0,0 +1,15 @@
+{
+ "bos_token": "",
+ "cls_token": "",
+ "eos_token": "",
+ "mask_token": {
+ "content": "",
+ "lstrip": true,
+ "normalized": false,
+ "rstrip": false,
+ "single_word": false
+ },
+ "pad_token": "",
+ "sep_token": "",
+ "unk_token": ""
+}
diff --git a/emotional/clap-htsat-fused/tokenizer.json b/emotional/clap-htsat-fused/tokenizer.json
new file mode 100644
index 0000000000000000000000000000000000000000..1d192010b9fa42aebf86daf4d585098ab39e7f99
--- /dev/null
+++ b/emotional/clap-htsat-fused/tokenizer.json
@@ -0,0 +1,100362 @@
+{
+ "version": "1.0",
+ "truncation": null,
+ "padding": {
+ "strategy": "BatchLongest",
+ "direction": "Right",
+ "pad_to_multiple_of": null,
+ "pad_id": 1,
+ "pad_type_id": 0,
+ "pad_token": ""
+ },
+ "added_tokens": [
+ {
+ "id": 0,
+ "content": "",
+ "single_word": false,
+ "lstrip": false,
+ "rstrip": false,
+ "normalized": false,
+ "special": true
+ },
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+ "normalized": false,
+ "special": true
+ },
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+ "content": "",
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+ "rstrip": false,
+ "normalized": false,
+ "special": true
+ },
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+ "lstrip": false,
+ "rstrip": false,
+ "normalized": false,
+ "special": true
+ },
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+ "id": 50264,
+ "content": "",
+ "single_word": false,
+ "lstrip": true,
+ "rstrip": false,
+ "normalized": false,
+ "special": true
+ }
+ ],
+ "normalizer": null,
+ "pre_tokenizer": {
+ "type": "ByteLevel",
+ "add_prefix_space": false,
+ "trim_offsets": true,
+ "use_regex": true
+ },
+ "post_processor": {
+ "type": "RobertaProcessing",
+ "sep": [
+ "",
+ 2
+ ],
+ "cls": [
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+ ],
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+ "add_prefix_space": false
+ },
+ "decoder": {
+ "type": "ByteLevel",
+ "add_prefix_space": true,
+ "trim_offsets": true,
+ "use_regex": true
+ },
+ "model": {
+ "type": "BPE",
+ "dropout": null,
+ "unk_token": null,
+ "continuing_subword_prefix": "",
+ "end_of_word_suffix": "",
+ "fuse_unk": false,
+ "vocab": {
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+ "": 1,
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