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Dockerfile

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+# Use the official Python 3.9 image
+FROM python:3.9
+
+# set the working directory to /code
+WORKDIR /code
+
+# Copy the current directory contents in the container at /code
+COPY ./requirements.txt /code/requirements.txt
+
+## Install the requirements.txt
+RUN pip install --no-cache-dir --upgrade -r /code/requirements.txt
+
+# Set up a new user named "user"
+RUN useradd user
+
+# Switch to the "user" user
+USER user
+
+# Set home to the user's home directory
+ENV HOME=/home/user \
+    PATH=/home/user/.local/bin:$PATH
+
+# Set the working directory to the user's home directory
+WORKDIR $HOME/app
+
+# Copy the current directory contents into the container at $HOME/app setting the owner to
+COPY --chown=user . $HOME/app
+
+## Start the FASTAPI App on port 7860
+CMD ["uvicorn", "app:app", --host", "0.0.0.0", "--port", "7860"]

app.py

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+from fastapi import FastAPI
+from transformers import pipeline
+### Create a new FastAPI instance
+app = FastAPI()
+
+### Initial the text generation pipline
+pipe = pipeline(
+    task="text2text-generation",
+    model="google-t5/t5-base"
+)
+
+@app.get("/")
+def home():
+    return {"message" : "Hello world"}
+
+### Define a function to handle GET request at 'generate'
+@app.get("generate")
+def generate(text:str):
+    output = pipe(text)
+    return {"Output" : output[0]['generated_text']}
+
+
+

requirements.txt

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+fastapi
+requests
+uvicorn[standard]
+sentencepiece
+torch
+transformers