merge code repo for sensevoice and whisper
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7
Dockerfile_sensevoice
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Dockerfile_sensevoice
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FROM corex:3.2.1
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WORKDIR /workspace
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COPY requirements_sensevoice.txt constraints_sensevoice.txt server_sensevoice.py launch_sensevoice.sh /workspace/
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RUN pip install -r requirements_sensevoice.txt -c constraints_sensevoice.txt
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ENTRYPOINT ["/bin/bash", "launch_sensevoice.sh"]
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10
Dockerfile_whisper
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Dockerfile_whisper
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FROM zibo.harbor.iluvatar.com.cn:30000/saas/bi100-3.2.1-x86-ubuntu20.04-py3.10-poc-llm-infer:v1.2.2
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RUN mkdir /workspace
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WORKDIR /workspace/
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COPY asr_server_whisper.py /workspace/asr_server_whisper.py
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COPY ./launch_service /workspace/launch_service
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COPY whisper-tiny /model
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ENTRYPOINT ["./launch_service"]
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6
README.md
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README.md
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# tiangai100-sensevoice-funasr
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# tiangai100-whisper
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【语音识别】
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funasr可正常照nvidia方式使用。
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34
asr_server_whisper.py
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asr_server_whisper.py
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import torch
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from transformers import pipeline
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from flask import Flask, request, jsonify
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from threading import Lock
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asr_pipeline = pipeline(
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task="automatic-speech-recognition",
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model="/model",
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torch_dtype=torch.float16,
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device="cuda:0"
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)
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app = Flask(__name__)
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pipeline_lock = Lock()
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@app.route('/recognition', methods=['POST'])
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def predict():
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audio_data = request.data
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params = request.params
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params_json = json.loads(params)
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lang = params_json.get('language', 'en')
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with pipeline_lock:
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res = asr_pipeline(inputs=audio_data, generate_kwargs={"language": lang})
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text = res['text'].strip()
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return jsonify({'RecognitionStatus': 'Success', "DisplayText": text})
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@app.route('/ready', methods=['GET'])
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@app.route('/health', methods=['GET'])
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@app.route('/health_check', methods=['GET'])
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def health():
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return jsonify({'status': 'ok'})
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if __name__ == '__main__':
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app.run(host='0.0.0.0', port=80)
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1
constraints_sensevoice.txt
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constraints_sensevoice.txt
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torch==2.1.0+corex.3.2.1
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4
launch_sensevoice.sh
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launch_sensevoice.sh
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#!/bin/bash
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python3 asr_server.py
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launch_service
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launch_service
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#!/bin/bash
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data
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cat /proc/cpuinfo
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ixsmi
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export
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date
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python3 asr.py
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requirements_sensevoice.txt
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requirements_sensevoice.txt
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funasr
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fastapi
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uvicorn[standard]
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server_sensevoice.py
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server_sensevoice.py
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from fastapi import FastAPI, Request
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from contextlib import asynccontextmanager
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from funasr import AutoModel
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from funasr.utils.postprocess_utils import rich_transcription_postprocess
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import os
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import torch
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model_dir = os.getenv("MODEL_DIR", "/model/iic/SenseVoiceSmall")
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model = None
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@asynccontextmanager
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async def lifespan(app: FastAPI):
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global model
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if model is None:
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device = "cuda" if torch.cuda.is_available() else "cpu"
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model = AutoModel(model=model_dir, disable_update=True, device=device)
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yield
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pass
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app = FastAPI(lifespan=lifespan)
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@app.post("/recognition")
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async def asr(request: Request, language: str = "auto"):
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audio_data = await request.body()
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res = model.generate(input=audio_data, use_itn=True, ban_emo_unk=True)
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text = rich_transcription_postprocess(res[0]["text"])
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return {
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"RecognitionStatus": "Success",
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"DisplayText": text
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}
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@app.get("/health")
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@app.get("/ready")
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def ready():
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return {"status": "ok"}
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if __name__ == "__main__":
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import uvicorn
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uvicorn.run(app, host="0.0.0.0", port=80)
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BIN
whisper-tiny/.msc
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BIN
whisper-tiny/.msc
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whisper-tiny/.mv
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whisper-tiny/.mv
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Revision:master,CreatedAt:1736300537
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