Upload 3 files

Dockerfile

@@ -0,0 +1,29 @@
+#use the official Python 3.11 image
+FROM python:3.9
+
+#set the working directory to /code
+WORKDIR /code
+
+#copy the current directory contents in the container at /code
+COPY ./requirements.txt /code/requirements.txt
+
+#install the requirements.txt
+RUN pip install --no-cache-dir --upgrade -r /code/requirements.txt
+
+#setup a new user named "user"
+RUN useradd user
+#switch to the "user" user
+USER user
+
+#set home to user's home directory
+ENV HOME=/home/user \
+    PATH=/home/user/.local/bin:$PATH
+
+#set working directory to the users home directory
+WORKDIR $HOME/app
+
+#copy the current directory contents into the container at $HOME?app setting the owner to user
+COPY --chown=user . $HOME/app
+
+#start the Fastapi app on port 7860
+CMD ['uvicorn', "app:app", "--host", "0.0.0.0", "--port", "7860"]

app.py

@@ -0,0 +1,21 @@
+from fastapi import FastAPI
+from transformers import pipeline
+
+
+#create a new fastapi app instance
+app = FastAPI()
+
+#initialize text generation pipeline
+pipe = pipeline("text2text-generation", model="google/flan-t5-small")
+
+@app.get("/")
+def home():
+    return {"Message": "Hello World"}
+
+#def a function that handle a get request to the /generate endpoint
+@app.get("/generate")
+def generate(text: str):
+    #use the pipeline to generate the text from given input text
+    output = pipe(text)
+    #return the generated text in json response
+    return {"generated_text": output[0]["generated_text"]}

requirements.txt

@@ -0,0 +1,6 @@
+fastapi==0.74.*
+requests==2.27.*
+uvicorn[standard]==0.17.*
+sentencepiece==0.1.*
+torch==2.0.*
+transformers==4.*