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Dockerfile.txt

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+#use the official python 3.10 image
+FROM python:3.10
+
+#set the working directory to/ code 
+WORKDIR /code
+
+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() 
+
+pipe=pipeline("text2text-generation",model="google/flan-t5-small")
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+@app.get("/") 
+def home():
+    return {"message":"hello world"}
+
+@app.get("/generate") 
+def generate(text:str):
+    #use the pipeline to generate text from given input text 
+    output = pipe(text) 
+
+    #return the generate text in Json response 
+    return {"output":output[0]['generated_text']}
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requirements.txt

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+fastapi
+requests
+uvicorn[standard]==0.17.*
+sentencepiece==0.1.*
+transformers