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🐂 What is Oxen?

Oxen is a lightning fast data version control system for structured and unstructured machine learning datasets. We aim to make versioning datasets as easy as versioning code.

The interface mirrors git, but shines in many areas that git or git-lfs fall short. Oxen is built from the ground up for data, and is optimized to handle large... See more

Exon is an analysis toolkit for life-science applications. It features:

• Support for many file formats from bioinformatics, proteomics, and others


• Local filesystem and object storage support


• Arrow FFI primitives for multi-language support


• SQL based access to bioinformatics data -- general DML and some DDL support

2-5x faster 50% less memory local LLM finetuning

• Manual autograd engine - hand derived backprop steps.


• 2x to 5x faster than QLoRA. 50% less memory usage.


• All kernels written in OpenAI's Triton language.


• 0% loss in accuracy - no approximation methods - all exact.


• No change of hardware necessary. Supports NVIDIA GPUs since 2018+. Minimum CUDA Compute Cap

... See more