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Dockerfile

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+FROM python:3.10
+
+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")
+
+@app.get("/")
+def home():
+    return {"message":"Hello World"}
+
+@app.get("/generation")
+def genrate(text:str):
+    output = pipe(text)
+
+    return {"output":output[0]['genrated_text']}

requirements.txt

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+fastapi==0.110.0         # Latest stable FastAPI with Pydantic v2 support
+requests==2.31.0         # Compatible with all modern libs
+uvicorn[standard]==0.27.1
+sentencepiece==0.1.99
+torch==2.0.1             # Or latest compatible with your CPU/GPU
+transformers==4.41.1     # Or latest stable release