Upload 3 files
Browse files- Dockerfile +26 -0
- app.py +19 -0
- requirements.txt +6 -0
Dockerfile
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FROM python:3.9
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#set the working directory to /code
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WORKDIR /code
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#copy current dir comtents to container ar /code
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COPY ./requirements.txt /code/requirements.txt
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#install dependencies
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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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#set home to user's home dir
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ENV HOME=/home/user \
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PATH=/home/user/.local/bin:$PATH
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#set working dir to user's home directory
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WORKDIR $HOME/app
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COPY --chown=user . $HOME/app
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##start the fastapi APP on any port
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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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from fastapi import FastAPI
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from transformers import pipeline
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#creating fast api instance
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app=FastAPI()
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#create pipeline ...from hugging face
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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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#use pipe line now to generate text from input 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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