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Dockerfile

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+FROM python:3.9-slim-bullseye
+
+WORKDIR /app
+
+COPY ./requirements.txt /code/requirements.txt
+
+RUN pip install --no-cache-dir --upgrade -r /code/requirements.txt
+
+RUN useradd user
+USER user
+ENV HOME=/home/user \
+    PATH=/home/user/.local/bin:$PATH   
+
+WORKDIR $HOME/app
+
+COPY --chown=user . $HOME/app
+
+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 
+
+app = FastAPI()
+
+#Initializing the Question-Answering Pipeline
+
+
+pipe = pipeline("text2text-generation", model="google/flan-t5-small")
+
+@app.get("/")
+def home():
+    return {"message":"hello world"}
+
+@app.get("/generate")
+def generate(text:str):
+    output=pipe(text)
+    return {"output":output[0]['generated-text']}

requirements.txt

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+fastapi==0.74.* 
+requests==2.27.* 
+uvicorn[standard]==0.17.* 
+sentencepiece==0.2.* 
+torch==2.2.* 
+transformers==4.*