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Dockerfile

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+FROM python:3.11
+
+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
+
+
+## c
+
+app = FastAPI()
+
+
+pipe = pipeline("text2text-generation", model = "google/flan-t5-small")
+

requirements.txt

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+fastapi==0.74.*
+requests==2.27.*
+uvicorn[standard]==0.17.*
+sentencepiece==0.1.*
+torch
+transformers