An easy-to-use Python interface for forward and backward propagation with derivatives through sixth order, including mixed derivatives. CUDA and CPU backends. Currently, only fully connected ...
ReWY accelerates the backward pass of DeltaNet, Gated DeltaNet (GDN), Kimi Delta Attention (KDA), and GDN2 without changing the model recurrence or training objective. This repository provides the ...
Five open-weight flagships now compete for the same developer budget, and none of them is the obvious pick. Kimi K3, DeepSeek V4.1 Flash, Qwen3.8, GLM-5.3 and ...