#include "../cache.h" #include "../cuda_utils.h" #include "../ops.h" #include PYBIND11_MODULE(TORCH_EXTENSION_NAME, m) { // Aphrodite custom ops pybind11::module ops = m.def_submodule("ops", "Aphrodite custom operators"); // Attention ops ops.def( "paged_attention_v1", &paged_attention_v1, "Compute the attention between an input query and the cached keys/values using PagedAttention."); ops.def( "paged_attention_v2", &paged_attention_v2, "PagedAttention V2."); // Activation ops ops.def( "silu_and_mul", &silu_and_mul, "Activation function used in SwiGLU."); ops.def( "gelu_and_mul", &gelu_and_mul, "Activation function used in GeGLU with `none` approximation."); ops.def( "gelu_tanh_and_mul", &gelu_tanh_and_mul, "Activation function used in GeGLU with `tanh` approximation."); ops.def( "gelu_new", &gelu_new, "GELU implementation used in GPT-2."); ops.def( "gelu_fast", &gelu_fast, "Approximate GELU implementation."); // Layernorm ops.def( "rms_norm", &rms_norm, "Apply Root Mean Square (RMS) Normalization to the input tensor."); ops.def( "fused_add_rms_norm", &fused_add_rms_norm, "In-place fused Add and RMS Normalization"); // Rotary embedding ops.def( "rotary_embedding", &rotary_embedding, "Apply GPT-NeoX or GPT-J style rotary embedding to query and key"); // Cache ops pybind11::module cache_ops = m.def_submodule("cache_ops", "Aphrodite cache ops"); cache_ops.def( "swap_blocks", &swap_blocks, "Swap in (out) the cache blocks from src to dst"); cache_ops.def( "copy_blocks", ©_blocks, "Copy the cache blocks from src to dst"); cache_ops.def( "reshape_and_cache", &reshape_and_cache, "Reshape the key and value tensors and cache them"); }