Synoros

A small research lab. Most of the work right now is a deep learning engine written in C, plus a geometry library and some retrieval research.

• The Synoros Engine. A deep learning engine in plain C. It currently beats PyTorch on an AMD RDNA4 card and still loses to CUDA on NVIDIA. Not released yet.
• holonomy_lib. Geometry and topology for PyTorch, every function cited to the paper it implements. 14 modules, 1220 tests, AGPL.
• Plastic Embedding Substrate. Code retrieval ranked by graph resistance instead of cosine similarity. Confidential, with published benchmarks.
• Meaning on a Video Card. The paper on the math underneath holonomy_lib.

Questions or collaboration: get in touch.