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PDF Bot with Ollama

A bot that accepts PDF docs and lets you ask questions on it.

The LLMs are downloaded and served via Ollama.

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Table of Contents

Requirements

How to run

CPU version

make start

GPU version

make start-gpu

When the server is up and running, access the app at: http://localhost:8501

Switch to a different model by changing the MODEL env variable in the docker-compose.yaml. Check out the available models from here.

Note:

  • It takes a while to start up since it downloads the specified model for the first time.
  • If your hardware does not have a GPU and you choose to run only on CPU, expect high response time from the bot.
  • Only Nvidia is supported as mentioned in Ollama's documentation. Others such as AMD isn't supported yet. Read how to use GPU on Ollama container and docker-compose.
  • Make sure to have Nvidia drivers setup on your execution environment for the best results.

Image on DockerHub: https://hub.docker.com/r/amithkoujalgi/pdf-bot

PDF.Bot.Demo.mp4

Sample PDFs

Hl-L2351DW v0522.pdf

HL-B2080DW v0522.pdf

Improvements

  • Expose model params such as temperature, top_k, top_p as configurable env vars

Contributing

Contributions are most welcome! Whether it's reporting a bug, proposing an enhancement, or helping with code - any sort of contribution is much appreciated.

Requirements

Python

Setup Ollama server for development

docker run -it -v ~/ollama:/root/.ollama -p 11434:11434 ollama/ollama

Install the libs

pip install -r requirements.txt

Start the app

streamlit run pdf_bot/app.py

Credits

Thanks to the incredible Ollama, Langchain and Streamlit projects.