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oncointerpreter's Introduction

Oncointerpreter.ai enables interactive, personalized summarization of cancer diagnostics data

Emerging applications of artificial generative intelligence are addressing crucial needs for rapid processing, interpretation and summarization of complex biomedical data. We develop Oncointerpreter.ai built on the Mistral-7B and Llama-2 7B large language models trained on a local, curated corpus to offer personalized summarization of clinical cancer genomic and pathological data in real time via a graphical interface.

How to Run

To get Oncointerpreter.ai up and running on your local machine, follow these simple steps:

python3 page.py

You must have CUDA configured on your machine to run this application

Libraries Needed

All the libraries needed for the application can simply be install via requirements.txt

pip install -r requirements.txt

Description of the Files

  • llama2.py: Contains the code for the Llama2 portion, integrating Llama2 models to enhance the analytical capabilities of the application.
  • mistral.py: Houses the Mistral-7B model implementation, contributing to the application's ability to understand and interpret complex medical texts.
  • gpt-neo.py: Incorporates the GPT-Neo model, adding to the app's depth in generating human-like text and responses.
  • page.py: The main UI of the app. This script initializes and runs the web interface, serving as the primary point of interaction for users.

Overview of Architecture

Architecture

oncointerpreter's People

Contributors

siris2314 avatar

Watchers

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