// Copyright (c) 2025 PaddlePaddle Authors. All Rights Reserved. // // Licensed under the Apache License, Version 2.0 (the "License"); // you may not use this file except in compliance with the License. // You may obtain a copy of the License at // // http://www.apache.org/licenses/LICENSE-2.0 // // Unless required by applicable law or agreed to in writing, software // distributed under the License is distributed on an "AS IS" BASIS, // WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. // See the License for the specific language governing permissions and // limitations under the License. #include "machete_mm_launcher.cuh" #include "machete_prepack_launcher.cuh" template std::optional ConvertToStdOptional(const paddle::optional& paddle_opt) { return paddle_opt ? std::optional(paddle_opt.get()) : std::nullopt; } std::vector supported_schedules( paddle::DataType a_type, int64_t b_type_id, std::optional maybe_group_scales_type, std::optional maybe_group_zeros_type, std::optional maybe_channel_scales_type, std::optional maybe_token_scales_type, std::optional maybe_out_type) { machete::ScalarType const b_type = machete::ScalarType::from_id(b_type_id); auto schedules = machete::supported_schedules_dispatch({ .a_type = a_type, .b_type = b_type, .maybe_group_scales_type = maybe_group_scales_type, .maybe_group_zeros_type = maybe_group_zeros_type, .maybe_channel_scales_type = maybe_channel_scales_type, .maybe_token_scales_type = maybe_token_scales_type, .maybe_out_type = maybe_out_type }); return schedules; } std::vector MacheteSupportedSchedules( std::string const& a_type_str, std::string const& b_type_str) { machete::ScalarTypeId b_type_id; paddle::DataType a_type; if (b_type_str == "uint4b8") { b_type_id = machete::kU4B8.id(); } else { PADDLE_ENFORCE(false, "b_type_str not supported!"); } if (a_type_str == "bfloat16") { a_type = paddle::DataType::BFLOAT16; } else if (a_type_str == "float16") { a_type = paddle::DataType::FLOAT16; } else { PADDLE_ENFORCE(false, "a_type_str not supported!"); } std::optional maybe_group_scales_type = std::optional(a_type); std::optional maybe_out_type = std::optional(a_type); std::optional maybe_group_zeros_type = std::nullopt; std::optional maybe_channel_scales_type = std::nullopt; std::optional maybe_token_scales_type = std::nullopt; auto schedules = supported_schedules(a_type, b_type_id, maybe_group_scales_type, maybe_group_zeros_type, maybe_channel_scales_type, maybe_token_scales_type, maybe_out_type); return schedules; }