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- Dockerfile +30 -0
- app.py +23 -0
- requirements.txt +6 -0
Dockerfile
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## Use the Official Python 3.10 Image
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FROM python:3.10
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## Set the 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 the requirements.txt
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RUN pip install --no-cache-dir --upgrade -r /code/requirements.txt
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# Set up a New User named "GenAI"
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RUN useradd GenAI
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# Switch to the "user" user
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USER GenAI
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# Set home to the user's homedirectory
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ENV HOME=/home/GenAI \
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PATH=/home/GenAI/.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 contents into the container at $HOME/app setting the owner to
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COPY --chown=GenAI . $HOME/app
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## Start the FASTAPI App on 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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## creta a new FASTAPI app instances
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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 World..!"}
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# Define a Function to handle the GET Request at '/generate'
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@app.get("/generate")
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def generate(text : str):
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### use the pipeline to generate text from given input text
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output = pipe(text)
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## return the generate text in Json response
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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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