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Dockerfile

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+FROM python:3.9
+
+WORKDIR /code
+
+COPY ./requirements.txt /code/requirements.txt
+
+RUN pip install --no-cache-dir --upgrade -r /code/requirements.txt
+
+RUN useradd sid
+
+USER  sid
+
+ENV HOME=/home/sid \
+    PATH=/home/sid/.local/bin:$PATH
+
+WORKDIR $HOME/app
+
+COPY --chown=sid . $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") 
+
+@app.get("/")
+def home():
+    return{"message":"hello siddhant"}
+
+@app.get("/genrate")
+def gentxt(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==0.1.*
+torch==1.11.*
+transformers==4.*