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cde9007
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063d810
Upload 3 files
Browse files- Dockerfile +29 -0
- app.py +18 -0
- requirements.txt +6 -0
Dockerfile
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## Us the official python 3.9
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FROM python:3.9
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#set working directory to /code
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WORKDIR /code
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# copy the current directory contents in the container at /code
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COPY ./requirements.txt /code/requirements.txt
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#install requirements.txt
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RUN pip install --no-cache-dir --upgrade -r code/requirements.txt
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#Set new user named "user"
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RUN useradd user
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#Switch to user the user
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USER user
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#Set home to the user home directory
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ENV HOME=/home/user \
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PATH=/home/user/.local/bin:$PATH
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# set the working directory to the user's home directory
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WORKDIR $HOME/app
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#Copy the current directory into the container at $HOME/app setting the owner to the user
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COPY --chown=user . $HOME/app
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#START the fastapi app on the port 7860
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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 FastAPI app instance
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app=FastAPI()
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# INitializing the text generation pipeline
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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 MAndeep"}
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@app.get("/generate")
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def generate(text:str):
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## use the pipeline to generate the text from given output
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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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