maolin.liu
commited on
Commit
·
1e44fe0
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Parent(s):
59ef18e
[feature]First commit.
Browse files- requirements.txt +3 -0
- server.py +92 -0
requirements.txt
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faster-whisper==1.1.0
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fastapi==0.115.5
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uvicorn==0.32.1
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server.py
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import os
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import typing
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from contextlib import asynccontextmanager
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import uvicorn
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from fastapi import FastAPI, Request, UploadFile, File
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from fastapi.middleware.cors import CORSMiddleware
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from fastapi.middleware.gzip import GZipMiddleware
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from faster_whisper import WhisperModel
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from pydantic import BaseModel, Field, FilePath
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@asynccontextmanager
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async def register_init(app: FastAPI):
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"""
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启动初始化
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:return:
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"""
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yield
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def register_middleware(app: FastAPI):
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# Gzip: Always at the top
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app.add_middleware(GZipMiddleware)
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# CORS: Always at the end
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app.add_middleware(
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CORSMiddleware,
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allow_origins=['*'],
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allow_credentials=True,
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allow_methods=['*'],
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allow_headers=['*'],
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)
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def create_app():
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app = FastAPI(
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lifespan=register_init
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)
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register_middleware(app)
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return app
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app = create_app()
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model_size = os.environ.get('WHISPER-MODEL-SIZE', 'large-v3')
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# Run on GPU with FP16
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whisper_model: typing.Optional[WhisperModel] = WhisperModel(model_size, device='cuda', compute_type='float16')
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class TranscribeRequestParams(BaseModel):
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uuid: str = Field(title='Request Unique Id.')
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audio_file: FilePath = Field()
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language: typing.Literal['en', 'zh',]
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@app.post('/transcribe')
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def transcribe_api(
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request: Request,
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obj: TranscribeRequestParams
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):
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transcribed_text = whisper_model.transcribe(obj.audio_file, language=obj.language)
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return {
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"if_success": True,
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'uuid': obj.uuid,
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'transcribed_text': transcribed_text
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}
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@app.post('/transcribe-file')
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def transcribe_file_api(
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request: Request,
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uuid: str,
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audio_file: typing.Annotated[UploadFile, File()],
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language: typing.Literal['en', 'zh']
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):
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transcribed_text = whisper_model.transcribe(audio_file.file, language=language)
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return {
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"if_success": True,
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'uuid': uuid,
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'transcribed_text': transcribed_text
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}
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if __name__ == '__main__':
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uvicorn.run(
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app,
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host=os.environ.get('HOST', '0.0.0.0'),
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port=int(os.environ.get('PORT', 8080))
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)
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