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Duplicate from nateraw/text-generation

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Co-authored-by: Nate Raw <[email protected]>

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  1. .gitattributes +34 -0
  2. Dockerfile +27 -0
  3. README.md +12 -0
  4. app.py +20 -0
  5. requirements.txt +6 -0
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Dockerfile ADDED
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+ # Use the official Python 3.9 image
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+ FROM python:3.9
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+
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+ # Set the working directory to /code
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+ WORKDIR /code
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+
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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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+
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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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+
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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 \
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+ PATH=/home/user/.local/bin:$PATH
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+
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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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+
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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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+
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+ CMD ["uvicorn", "app:app", "--host", "0.0.0.0", "--port", "7860"]
README.md ADDED
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+ ---
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+ title: Text Generation
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+ emoji: 🌍
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+ colorFrom: green
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+ colorTo: yellow
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+ sdk: docker
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+ pinned: false
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+ license: mit
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+ duplicated_from: nateraw/text-generation
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+ ---
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+
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+ Check out the configuration reference at https://huggingface.co/docs/hub/spaces-config-reference
app.py ADDED
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+ from fastapi import FastAPI
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+ from transformers import pipeline
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+
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+
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+ # NOTE - we configure docs_url to serve the interactive Docs at the root path
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+ # of the app. This way, we can use the docs as a landing page for the app on Spaces.
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+ app = FastAPI(docs_url="/")
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+
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+ pipe = pipeline("text2text-generation", model="google/flan-t5-small")
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+
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+
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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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+ output = pipe(text)
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+ return {"output": output[0]["generated_text"]}
requirements.txt ADDED
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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.*