Flash-KMeans runs 200× faster than FAISS on GPUs

Flash-KMeans achieves 200× speedup over FAISS on GPUs by reorganizing data movement in Lloyd's k-means without altering the algorithm. It is IO-aware and designed for high-frequency calls in AI training and inference loops. The implementation runs on NVIDIA H200 hardware.