[Optimize]support machete weight only gemm (#3561)

* support machete weight only gemm

* add generate

* update

* fix

* change file location

* add sm_version limit

* fix

* fix

* fix ci

* fix coverage

* fix xpu
This commit is contained in:
Sunny-bot1
2025-08-28 09:49:58 +08:00
committed by GitHub
parent e37e86b3b8
commit 479c8b85d3
29 changed files with 5436 additions and 0 deletions

View File

@@ -129,6 +129,24 @@ paddle::Tensor FusedExpertMoeFunc(
const std::string &quant_method, const int moe_topk,
const bool norm_topk_prob, const bool group_moe);
std::vector<paddle::Tensor> MacheteMMKernel(
paddle::Tensor const& A, paddle::Tensor const& B,
paddle::optional<paddle::Tensor> const& maybe_group_scales,
paddle::optional<paddle::Tensor> const& maybe_group_zeros,
paddle::optional<paddle::Tensor> const& maybe_channel_scales,
paddle::optional<paddle::Tensor> const& maybe_token_scales,
std::string const& b_type_str,
std::string const& maybe_out_type_str,
int64_t const& maybe_group_size,
std::string const& maybe_schedule);
std::vector<paddle::Tensor> MachetePrepackBKernel(
paddle::Tensor const& B, std::string const& a_type_str, std::string const& b_type_str,
std::string const& maybe_group_scales_type_str);
std::vector<std::string> MacheteSupportedSchedules(
std::string const& a_type_str, std::string const& b_type_str);
std::vector<paddle::Tensor> MoeExpertDispatch(
const paddle::Tensor &input, const paddle::Tensor &gating_output,
const paddle::optional<paddle::Tensor> &gating_correction_bias,
@@ -924,6 +942,25 @@ PYBIND11_MODULE(fastdeploy_ops, m) {
py::arg("recv_expert_count"), py::arg("block_size"),
"per token per block quant");
/*machete/machete_mm.cu
* machete_mm
*/
m.def("machete_mm", &MacheteMMKernel, py::arg("A"), py::arg("B"), py::arg("maybe_group_scale"),
py::arg("maybe_group_zeros"), py::arg("maybe_channel_scales"), py::arg("maybe_token_scales"),
py::arg("b_type_str"), py::arg("maybe_out_type_str"), py::arg("maybe_group_size"),
py::arg("maybe_schedule"),
"machete mm function");
/*machete/machete_prepack_B.cu
* machete_prepack_B
*/
m.def("machete_prepack_B", &MachetePrepackBKernel, "machete prepacked B function");
/*machete/machete_supported_schedules.cu
* machete_supported_schedules
*/
m.def("machete_supported_schedules", &MacheteSupportedSchedules, "machete supported schedules function");
/**
* moe/fused_moe/moe_topk_select.cu
* moe_topk_select