commit c0948a60c3b63f8dc0569740247e6554f8f82914 Author: Simon Guigui Date: Sat Nov 25 18:22:45 2023 +0100 feat: first commit diff --git a/.dockerignore b/.dockerignore new file mode 100644 index 0000000..777658c --- /dev/null +++ b/.dockerignore @@ -0,0 +1,3 @@ +.venv +.git +data diff --git a/.gitignore b/.gitignore new file mode 100644 index 0000000..eb345ec --- /dev/null +++ b/.gitignore @@ -0,0 +1,117 @@ +output/* + +# Byte-compiled / optimized / DLL files +__pycache__/ +*.py[cod] +*$py.class + +# Distribution / packaging +.Python +build/ +develop-eggs/ +dist/ +downloads/ +eggs/ +.eggs/ +lib/ +lib64/ +parts/ +sdist/ +var/ +wheels/ +pip-wheel-metadata/ +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 +.hypothesis/ +.pytest_cache/ + +# Translations +*.mo +*.pot + +# Django stuff: +*.log +local_settings.py +db.sqlite3 + +# Flask stuff: +instance/ +.webassets-cache + +# Scrapy stuff: +.scrapy + +# Sphinx documentation +docs/_build/ + +# PyBuilder +target/ + +# Jupyter Notebook +.ipynb_checkpoints + +# IPython +profile_default/ +ipython_config.py + +# 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 + +# celery beat schedule file +celerybeat-schedule + +# SageMath parsed files +*.sage.py + +# Environments +.env +.venv +env/ +venv/ +ENV/ +env.bak/ +venv.bak/ + +# mkdocs documentation +/site + +# mypy +.mypy_cache/ +.dmypy.json +dmypy.json + +# Pyre type checker +.pyre/ + +# Pycharm +.idea + +data diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml new file mode 100644 index 0000000..d222538 --- /dev/null +++ b/.pre-commit-config.yaml @@ -0,0 +1,27 @@ +--- +repos: + - repo: https://github.com/pre-commit/pre-commit-hooks + rev: v2.3.0 + hooks: + - id: check-yaml + args: [--allow-multiple-documents] + - id: end-of-file-fixer + - id: trailing-whitespace + - repo: local + hooks: + - id: black + name: black + entry: poetry run black src + language: system + types: [python] + pass_filenames: false + - id: ruff + name: ruff + entry: poetry run ruff --fix src + language: system + types: [python] + pass_filenames: false + - repo: https://github.com/pre-commit/mirrors-prettier + rev: v2.3.2 + hooks: + - id: prettier diff --git a/Dockerfile b/Dockerfile new file mode 100644 index 0000000..e8f8837 --- /dev/null +++ b/Dockerfile @@ -0,0 +1,9 @@ +FROM rocm/pytorch:rocm5.7_ubuntu22.04_py3.10_pytorch_2.0.1 + +RUN pip install -U pip && pip install wyoming==1.2.0 openai-whisper==20231117 tokenizers==0.13.* + +COPY src /src + +WORKDIR /src + +ENTRYPOINT ["/src/run.sh"] diff --git a/README.md b/README.md new file mode 100644 index 0000000..45308d7 --- /dev/null +++ b/README.md @@ -0,0 +1,29 @@ +# rocm-wyoming-whisper + +A docker image and a few lines of python to use OpenAI whisper with Rhasspy and/or Home Assistant on AMD GPUs with ROCm. + +## Run with docker-compose + +```shell +docker-compose up -d +``` + +## Run with Docker + +Build docker image: + +```shell +docker build -t wyoming-whisper . +``` + +Run docker image: + +```shell +docker run --entrypoint '' -v $(pwd)/data:/data -v $(pwd)/src:/src -it --device=/dev/kfd --device=/dev/dri --security-opt seccomp=unconfined --group-add video -p 10300:10300 wyoming-whisper bash +``` + +Run script: + +```shell +python -m wyoming_whisper --download-dir /data --model medium --debug +``` diff --git a/docker-compose.yml b/docker-compose.yml new file mode 100644 index 0000000..3be13ef --- /dev/null +++ b/docker-compose.yml @@ -0,0 +1,22 @@ +services: + whisper: + container_name: whisper + restart: unless-stopped + build: + context: . + group_add: + - 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+[metadata] +lock-version = "2.0" +python-versions = "^3.10" +content-hash = "a2a721854710f87911377d621b9a62ada764733a0170b58ef1acf344be561d0a" diff --git a/pyproject.toml b/pyproject.toml new file mode 100644 index 0000000..c458672 --- /dev/null +++ b/pyproject.toml @@ -0,0 +1,18 @@ +[tool.poetry] +name = "wyoming-whisper" +version = "0.1.0" +description = "" +authors = ["Simon Guigui "] +readme = "README.md" + +[tool.poetry.dependencies] +python = "^3.10" +openai-whisper = "20231117" +wyoming = "^1.2.0" +tokenizers = "0.13.*" +black = "^23.11.0" +ruff = "^0.1.6" + +[build-system] +requires = ["poetry-core"] +build-backend = "poetry.core.masonry.api" diff --git a/src/run.sh b/src/run.sh new file mode 100755 index 0000000..bc25cc8 --- /dev/null +++ b/src/run.sh @@ -0,0 +1,3 @@ +#!/usr/bin/env bash + +exec python3 -m wyoming_whisper --download-dir /data "$@" diff --git a/src/wyoming_whisper/__init__.py b/src/wyoming_whisper/__init__.py new file mode 100644 index 0000000..a2d6c5f --- /dev/null +++ b/src/wyoming_whisper/__init__.py @@ -0,0 +1 @@ +"""Wyoming server for faster-whisper.""" diff --git a/src/wyoming_whisper/__main__.py b/src/wyoming_whisper/__main__.py new file mode 100755 index 0000000..6e82983 --- /dev/null +++ b/src/wyoming_whisper/__main__.py @@ -0,0 +1,103 @@ +import argparse +import asyncio +import logging +from functools import partial + +from wyoming.info import AsrModel, AsrProgram, Attribution, Info +from wyoming.server import AsyncServer + +from .const import WHISPER_LANGUAGES +import whisper +from .handler import FasterWhisperEventHandler + +_LOGGER = logging.getLogger(__name__) + + +async def main() -> None: + """Main entry point.""" + parser = argparse.ArgumentParser() + parser.add_argument( + "--model", + default="medium", + help="Name of whisper model to use (default medium)", + ) + parser.add_argument( + "--uri", help="unix:// or tcp://", default="tcp://0.0.0.0:10300" + ) + parser.add_argument( + "--download-dir", + required=True, + help="Directory to download models into", + ) + parser.add_argument( + "--device", + default="cuda", + help="Device to use for inference (default: cuda)", + ) + parser.add_argument( + "--language", + default="en", + help="Default language to set for transcription (default: en)", + ) + parser.add_argument( + "--beam-size", + type=int, + default=5, + ) + + parser.add_argument("--debug", action="store_true", help="Log DEBUG messages") + args = parser.parse_args() + + logging.basicConfig(level=logging.DEBUG if args.debug else logging.INFO) + _LOGGER.debug(args) + + _LOGGER.debug("Loading %s", args.model) + whisper_model = whisper.load_model( + args.model, device=args.device, download_root=args.download_dir + ) + + wyoming_info = Info( + asr=[ + AsrProgram( + name="whisper", + description="Whisper", + attribution=Attribution( + name="OpenAI", + url="https://github.com/openai/whisper", + ), + installed=True, + models=[ + AsrModel( + name=args.model, + description=args.model, + attribution=Attribution( + name="whisper", + url="https://github.com/openai/whisper", + ), + installed=True, + languages=WHISPER_LANGUAGES, + ) + ], + ) + ], + ) + + server = AsyncServer.from_uri(args.uri) + _LOGGER.info("Ready") + model_lock = asyncio.Lock() + await server.run( + partial( + FasterWhisperEventHandler, + wyoming_info, + args, + whisper_model, + model_lock, + ) + ) + + +if __name__ == "__main__": + try: + asyncio.run(main()) + except KeyboardInterrupt: + pass diff --git a/src/wyoming_whisper/const.py b/src/wyoming_whisper/const.py new file mode 100644 index 0000000..a3d6c5f --- /dev/null +++ b/src/wyoming_whisper/const.py @@ -0,0 +1,101 @@ +WHISPER_LANGUAGES = [ + "af", + "am", + "ar", + "as", + "az", + "ba", + "be", + "bg", + "bn", + "bo", + "br", + "bs", + "ca", + "cs", + "cy", + "da", + "de", + "el", + "en", + "es", + "et", + "eu", + "fa", + "fi", + "fo", + "fr", + "gl", + "gu", + "ha", + "haw", + "he", + "hi", + "hr", + "ht", + "hu", + "hy", + "id", + "is", + "it", + "ja", + "jw", + "ka", + "kk", + "km", + "kn", + "ko", + "la", + "lb", + "ln", + "lo", + "lt", + "lv", + "mg", + "mi", + "mk", + "ml", + "mn", + "mr", + "ms", + "mt", + "my", + "ne", + "nl", + "nn", + "no", + "oc", + "pa", + "pl", + "ps", + "pt", + "ro", + "ru", + "sa", + "sd", + "si", + "sk", + "sl", + "sn", + "so", + "sq", + "sr", + "su", + "sv", + "sw", + "ta", + "te", + "tg", + "th", + "tk", + "tl", + "tr", + "tt", + "uk", + "ur", + "uz", + "vi", + "yi", + "yo", + "zh", +] diff --git a/src/wyoming_whisper/handler.py b/src/wyoming_whisper/handler.py new file mode 100644 index 0000000..793a03e --- /dev/null +++ b/src/wyoming_whisper/handler.py @@ -0,0 +1,92 @@ +"""Event handler for clients of the server.""" +import argparse +import asyncio +import logging + +import numpy as np +from wyoming.asr import Transcribe, Transcript +from wyoming.audio import AudioChunk, AudioChunkConverter, AudioStop +from wyoming.event import Event +from wyoming.info import Describe, Info +from wyoming.server import AsyncEventHandler + +from whisper import Whisper + +_LOGGER = logging.getLogger(__name__) + + +class FasterWhisperEventHandler(AsyncEventHandler): + """Event handler for clients.""" + + def __init__( + self, + wyoming_info: Info, + cli_args: argparse.Namespace, + model: Whisper, + model_lock: asyncio.Lock, + *args, + **kwargs, + ) -> None: + super().__init__(*args, **kwargs) + + self.cli_args = cli_args + self.wyoming_info_event = wyoming_info.event() + self.model = model + self.model_lock = model_lock + self.audio = bytes() + self.audio_converter = AudioChunkConverter( + rate=16000, + width=2, + channels=1, + ) + self._language = self.cli_args.language + + async def handle_event(self, event: Event) -> bool: + if Describe.is_type(event.type): + await self.write_event(self.wyoming_info_event) + _LOGGER.debug("Sent info") + return True + + if Transcribe.is_type(event.type): + transcribe = Transcribe.from_event(event) + if transcribe.language: + self._language = transcribe.language + _LOGGER.debug("Language set to %s", transcribe.language) + return True + + if AudioChunk.is_type(event.type): + if not self.audio: + _LOGGER.debug("Receiving audio") + + chunk = AudioChunk.from_event(event) + chunk = self.audio_converter.convert(chunk) + self.audio += chunk.audio + + return True + + if AudioStop.is_type(event.type): + _LOGGER.debug("Audio stopped") + audio = ( + np.frombuffer(self.audio, dtype=np.int16).astype(np.float32) / 32678.0 + ) + async with self.model_lock: + response = self.model.transcribe( + audio, + beam_size=self.cli_args.beam_size, + language=self._language, + ) + segments = response["segments"] + + text = " ".join(segment["text"] for segment in segments) + _LOGGER.info(text) + + await self.write_event(Transcript(text=text).event()) + _LOGGER.debug("Completed request") + + # Reset + self.audio = bytes() + self._language = self.cli_args.language + + return False + + return True