Spaces:
Runtime error
Runtime error
dipankardas011
commited on
Commit
•
d93f45c
1
Parent(s):
26d78a7
added the first version
Browse filesSigned-off-by: Dipankar Das <dipankardas0115@gmail.com>
- Dockerfile +27 -0
- app.py +28 -0
- requirements.txt +6 -0
Dockerfile
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# Use the official Python 3.9 image
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FROM python:3.9
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# Set the working directory to /code
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WORKDIR /code
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# Copy the current directory contents into the container at /code
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COPY ./requirements.txt /code/requirements.txt
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# Install requirements.txt
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RUN pip install --no-cache-dir --upgrade -r /code/requirements.txt
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# Set up a new user named "user" with user ID 1000
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RUN useradd -m -u 1000 user
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# Switch to the "user" user
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USER user
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# Set home to the user's home directory
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ENV HOME=/home/user PATH=/home/user/.local/bin:$PATH
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# Set the working directory to the user's home directory
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WORKDIR $HOME/app
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# Copy the current directory contents into the container at $HOME/app setting the owner to the user
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COPY --chown=user . $HOME/app
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# Start the FastAPI app on port 7860, the default port expected by Spaces
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CMD ["uvicorn", "app:app", "--host", "0.0.0.0", "--port", "7860"]
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app.py
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from fastapi import FastAPI
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from transformers import pipeline
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# Create a new FastAPI app instance
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app = FastAPI()
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# Initialize the text generation pipeline
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# This function will be able to generate text
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# given an input.
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pipe = pipeline("text2text-generation",
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model="google/flan-t5-small")
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# Define a function to handle the GET request at `/generate`
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# The generate() function is defined as a FastAPI route that takes a
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# string parameter called text. The function generates text based on the # input using the pipeline() object, and returns a JSON response
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# containing the generated text under the key "output"
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@app.get("/generate")
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def generate(text: str):
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"""
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Using the text2text-generation pipeline from `transformers`, generate text
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from the given input text. The model used is `google/flan-t5-small`, which
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can be found [here](<https://huggingface.co/google/flan-t5-small>).
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"""
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# Use the pipeline to generate text from the given input text
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output = pipe(text)
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# Return the generated text in a JSON response
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return {"output": output[0]["generated_text"]}
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requirements.txt
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fastapi==0.74.*
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requests==2.27.*
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uvicorn[standard]==0.17.*
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sentencepiece==0.1.*
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torch==1.11.*
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transformers==4.*
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