ianva/janus-llm

Leveraging LLMs for modernization through intelligent chunking, iterative prompting and reflection, and retrieval augmented generation (RAG).

Overview

Janus (janus-llm) uses LLMs to aid in the modernization of legacy IT systems. The repository can currently do the following:

1. Chunk code of over 100 programming languages to fit within different model context windows and add to a Chroma vector database.
2. Translate from one programming language to another on a file-by-file basis using an LLM with varying results (with the translate.py script).
3. Translate from a binary file to a programming language using Ghidra decompilation.
4. Do 1-3 with a CLI tool (janus).

Roadmap

Priorities

1. Scripts interacting with Chroma Vector DB for RAG translation and understanding.
2. Evaluation of outputs in CLI using LLM self-evaluation or static analysis.

Installation

pip install janus-llm

Installing from Source

Clone the repository:

git clone git@github.com:janus-llm/janus-llm.git

NOTE: Make sure you're using Python 3.10 or 3.11.

Then, install the requirements:

curl -sSkL https://install.python-poetry.org | python -
export PATH=$PATH:$HOME/.local/bin
poetry install

Contributing

See our contributing pages

Copyright

Copyright ©2024 The MITRE Corporation. ALL RIGHTS RESERVED. Approved for Public Release; Distribution Unlimited. Public Release Case Number 23-4084.