Enigmatisms / culina

CUDA accelerated linear algebra / CPU acceleration algorithms.

culina

CUDA accelerated linear algebra / CPU acceleration algorithms.

CUDA

• efficient tiling based large matrix multiplication
• warp reduce based Matrix Vector multiplication
• warp reduce based vector dot product
• warp reduce
• Flash attention module 1: fused QKV attention (tiling based)
  • softmax(Q^T K / scale) can be easily fused
  • the extra V... well, it's a pain in the ass, TBH
• coalsescing memory access benchmarking

CPU

• thread pool (condition variable and simple multi-threading)
• double buffer (std::timed_mutex and simple multi-threading) with simple benchmarking
• cache update algorithms:
  • LRU (least recently used)
  • LFU (least frequently used)