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Parent(s):
c2cf644
- Dockerfile +18 -0
- app.py +65 -0
- requirements.txt +5 -0
Dockerfile
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# Read the doc: https://huggingface.co/docs/hub/spaces-sdks-docker
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# you will also find guides on how best to write your Dockerfile
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FROM python:3.9
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RUN useradd -m -u 1000 user
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USER user
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ENV PATH="/home/user/.local/bin:$PATH"
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WORKDIR /app
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COPY --chown=user ./requirements.txt requirements.txt
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RUN pip install --no-cache-dir --upgrade -r requirements.txt
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COPY --chown=user . /app
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CMD ["uvicorn", "app:app", "--host", "0.0.0.0", "--port", "7860"]
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app.py
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import os
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import shutil
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from fastapi import FastAPI, File, UploadFile, Form
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from fastapi.responses import FileResponse, JSONResponse
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import whisper
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app = FastAPI()
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# Whisper ๋ชจ๋ธ ๋ก๋ (ํ์์ ๋ฐ๋ผ ๋ชจ๋ธ ํฌ๊ธฐ๋ฅผ ์ ํํ์ธ์)
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model = whisper.load_model("tiny") # "tiny", "base", "small", "medium", "large-v2" ๋ฑ
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@app.post("/transcribe/")
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async def transcribe_video(
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file: UploadFile = File(...),
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language: str = Form("en") # ์ธ์ด ์ ํ ๊ฐ๋ฅ (๊ธฐ๋ณธ๊ฐ: ์์ด)
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):
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"""
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Upload a video/audio file and get the generated SRT file as a response.
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"""
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try:
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# Create a temporary directory
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temp_dir = "temp"
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os.makedirs(temp_dir, exist_ok=True)
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# Save the uploaded file temporarily
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input_file_path = os.path.join(temp_dir, file.filename)
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with open(input_file_path, "wb") as buffer:
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shutil.copyfileobj(file.file, buffer)
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# Transcribe the file using Whisper
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result = model.transcribe(input_file_path, language=language)
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# SRT ํ์ผ ์์ฑ
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srt_file_path = os.path.join(temp_dir, "output.srt")
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with open(srt_file_path, "w") as srt_file:
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for i, segment in enumerate(result["segments"]):
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start = segment['start']
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end = segment['end']
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text = segment['text'][1:] # Remove leading space
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# ํ์์คํฌํ ํ์ ๋ณํ (SRT ํ์์ ๋ง๊ฒ)
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start_time = f"{int(start // 3600):02}:{int((start % 3600) // 60):02}:{int(start % 60):02},{int((start * 1000) % 1000):03}"
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end_time = f"{int(end // 3600):02}:{int((end % 3600) // 60):02}:{int(end % 60):02},{int((end * 1000) % 1000):03}"
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# SRT ํ์ผ์ ๊ธฐ๋ก
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srt_file.write(f"{i + 1}\n")
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srt_file.write(f"{start_time} --> {end_time}\n")
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srt_file.write(f"{text}\n\n")
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# Return the SRT file as a response
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return FileResponse(
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path=srt_file_path,
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filename="output.srt",
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media_type='application/x-subrip'
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)
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except Exception as e:
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return JSONResponse(status_code=500, content={"message": str(e)})
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finally:
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# Clean up temporary files
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if os.path.exists(input_file_path):
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os.remove(input_file_path)
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if os.path.exists(srt_file_path):
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os.remove(srt_file_path)
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requirements.txt
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@@ -0,0 +1,5 @@
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torch # PyTorch๋ Whisper ๋ชจ๋ธ์ ์คํํ๊ธฐ ์ํด ํ์ํฉ๋๋ค.
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whisper # Whisper ๋ผ์ด๋ธ๋ฌ๋ฆฌ๋ฅผ ์ค์นํฉ๋๋ค.
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fastapi # FastAPI ํ๋ ์์ํฌ
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uvicorn # FastAPI ์๋ฒ ์คํ์ ์ํ Uvicorn ASGI ์๋ฒ
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