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add initial Dockerfile, main application, and requirements for FastAPI summarization service
Browse files- Dockerfile +13 -0
- main.py +15 -0
- requirements.txt +4 -0
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", "main:app", "--host", "0.0.0.0", "--port", "7860"]
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main.py
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from fastapi import FastAPI
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from pydantic import BaseModel
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from transformers import pipeline
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app = FastAPI()
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summarizer = pipeline("summarization", model="facebook/bart-large-cnn")
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class TextInput(BaseModel):
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text: str
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@app.post("/summarize")
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async def summarize_text(input: TextInput):
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summary = (summarizer(input.text, max_length=130, min_length=30, do_sample=False))
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return summary
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requirements.txt
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fastapi
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transformers
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uvicorn
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