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Dockerfile

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+## Use the oicial Python 3.9 image 
+FROM python:3.9
+
+## Ser up working DIR to /code
+
+WORKDIR /code
+
+## Copy the current dir contetnt in the container at /code
+COPY ./requirements.txt /code/requirements.txt
+
+## Install the requirments.txt
+RUN pip install --no-cache-dir --upgrade -r /code/requirements.txt
+
+## Set up a 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 users home directory
+WORKDIR $HOME/app
+
+##copy the current directory content into the container at Home/app
+COPY --chown=user . $HOME/app/
+
+## Start the astAPI app on the port
+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()
+
+# Initialize the text generation pipeline 
+pipe=pipeline("text2text-generation", model="google/lan-t5-small")
+
+# Create routes
+
+@app.get("/")
+def home():
+    return {"message": "Hello, World!"}
+
+# Deine a unction to handle the GET request at / generate
+
+@app.get("/generate")
+def generate(text: str):
+    # Use the pipeline to generate text
+    output=pipe(text, max_length=100)
+
+    # return the generated text in son response
+    return {"output": output[0]["generated_text"]}

requirements.txt

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+fastapi==0.74.*
+requests==2.26.*
+uvicorn[standard]==0.18.*
+sentencepiece==0.1.99
+torch==2.0.*
+transformers==4.31.*