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Added Docker Image

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  1. Dockerfile +30 -0
  2. app.py +23 -0
  3. requirements.txt +6 -0
Dockerfile ADDED
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+ ## Use the Official Python 3.10 Image
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+ FROM python:3.10
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+
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+ ## Set the working directory to /code
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+ WORKDIR /code
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+
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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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+
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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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+
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+ # Set up a New User named "GenAI"
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+ RUN useradd GenAI
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+
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+ # Switch to the "user" user
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+ USER GenAI
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+
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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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+
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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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+
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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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+
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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"]
app.py ADDED
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+ from fastapi import FastAPI
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+ from transformers import pipeline
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+
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+ ## creta a new FASTAPI app instances
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+ app = FastAPI()
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+
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+
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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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+
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+ @app.get("/")
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+ def home():
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+ return {"message" : "Hello World..!"}
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+
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+ # Define a Function to handle the GET Request at '/generate'
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+
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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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+
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+ ## return the generate text in Json response
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+ return {"output" : output[0]['generated_text']}
requirements.txt ADDED
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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.*