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Upload 3 files (#1)
Browse files- Upload 3 files (5da0a9d6e9ca9b8588ed9166b98fa0efa3b495d9)
- Dockerfile +23 -0
- app.py +15 -0
- requirements.txt +6 -0
Dockerfile
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##use official python 3.9
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FROM python:3.9
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## set the working directory /code
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WORKDIR /code
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## copy the current directory contents into the container /code
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COPY ./requirements.txt /code/requirements.txt
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RUN pip install --no-cache-dir --upgrade -r /code/requirements.txt
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RUN useradd user
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USER user
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ENV HOME=/home/user \
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PATH=/home/user/.local/bin:$PATH
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WORKDIR $HOME/app
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COPY --chown=user . $HOME/app
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CMD ["uvicorn","app:app","--host","0.0.0.0","--port","1810"]
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app.py
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from fastapi import FastAPI
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from transformers import pipeline
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app = FastAPI()
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pipe = pipeline("text2text-generation", model="google/flan-t5-small")
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@app.get("/")
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def home():
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return {"message" : "hello world!!"}
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@app.get("/generate")
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def generate(text:str):
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output = pipe(text)
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return {"output": output[0]['generated_text']}
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requirements.txt
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fastapi==0.74.*
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requests==2.27.*
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uvicorn[standard]==0.17.*
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sentencepiece==0.1.*
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torch==1.11.*
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transformers==4.*
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