* Copyright (c) 2025 Huawei Technologies Co., Ltd.
* This program is free software, you can redistribute it and/or modify it under the terms and conditions of
* CANN Open Software License Agreement Version 2.0 (the "License").
* Please refer to the License for details. You may not use this file except in compliance with the License.
* THIS SOFTWARE IS PROVIDED ON AN "AS IS" BASIS, WITHOUT WARRANTIES OF ANY KIND, EITHER EXPRESS OR IMPLIED,
* INCLUDING BUT NOT LIMITED TO NON-INFRINGEMENT, MERCHANTABILITY, OR FITNESS FOR A PARTICULAR PURPOSE.
* See LICENSE in the root of the software repository for the full text of the License.
*/
#ifndef K_MAX_SHAPE_DIM
#define K_MAX_SHAPE_DIM 0
#endif
#include "catlass/gemm/kernel/group_gemm.hpp"
#include <cstring>
#include "catlass/arch/arch.hpp"
#include "catlass/catlass.hpp"
#include "catlass/epilogue/block/block_epilogue.hpp"
#include "catlass/epilogue/dispatch_policy.hpp"
#include "catlass/epilogue/tile/tile_cast.hpp"
#include "catlass/epilogue/tile/tile_copy.hpp"
#include "catlass/epilogue/tile/tile_elemwise_add.hpp"
#include "catlass/epilogue/tile/tile_elemwise_muls.hpp"
#include "catlass/gemm/block/block_mmad.hpp"
#include "catlass/gemm/device/device_gemm.hpp"
#include "catlass/gemm/dispatch_policy.hpp"
#include "catlass/gemm/gemm_type.hpp"
#include "catlass/gemm_coord.hpp"
#include "catlass/layout/layout.hpp"
#include "catlass/matrix_coord.hpp"
#include "catlass/status.hpp"
#include "golden.hpp"
#include "helper.hpp"
using namespace Catlass;
using ScalarType = float;
struct Options {
const std::string HELPER = "16_group_gemm groupCnt mlist nlist klist [deviceId]";
uint32_t groupCnt = 8;
std::vector<uint32_t> mList;
std::vector<uint32_t> nList;
std::vector<uint32_t> kList;
int32_t deviceId{0};
Options() = default;
int Parse(int argc, const char **argv) {
enum class ArgsIndex {
GROUPCNT_INDEX = 1,
MLIST_INDEX,
NLIST_INDEX,
KLIST_INDEX,
DEVICE_ID_INDEX,
ARGS_MAX
};
if (argc > static_cast<uint32_t>(ArgsIndex::ARGS_MAX)
|| argc <= static_cast<uint32_t>(ArgsIndex::KLIST_INDEX)) {
std::cerr << HELPER << std::endl;
return -1;
}
groupCnt = std::atoi(argv[static_cast<uint32_t>(ArgsIndex::GROUPCNT_INDEX)]);
parseList(argv[static_cast<uint32_t>(ArgsIndex::MLIST_INDEX)], mList);
parseList(argv[static_cast<uint32_t>(ArgsIndex::NLIST_INDEX)], nList);
parseList(argv[static_cast<uint32_t>(ArgsIndex::KLIST_INDEX)], kList);
if (mList.size() != groupCnt || nList.size() != groupCnt || kList.size() != groupCnt) {
std::cerr << "List lengths do not match groupCnt." << std::endl;
return -1;
}
if (argc == static_cast<uint32_t>(ArgsIndex::ARGS_MAX)) {
deviceId = std::atoi(argv[static_cast<uint32_t>(ArgsIndex::DEVICE_ID_INDEX)]);
}
return 0;
}
private:
void parseList(const char *str, std::vector<uint32_t> &list) {
char *copy = strdup(str);
char *token = std::strtok(copy, ",");
while (token != nullptr) {
list.push_back(std::atoi(token));
token = std::strtok(nullptr, ",");
}
free(copy);
}
};
inline layout::RowMajor GetWorkspaceLayout(layout::RowMajor layout, uint32_t align) {
if (align == 0) {
return layout;
}
return layout::RowMajor(layout.shape(0), layout.shape(1), RoundUp(layout.shape(1), align));
}
inline layout::ColumnMajor GetWorkspaceLayout(layout::ColumnMajor layout, uint32_t align) {
if (align == 0) {
return layout;
}
return layout::ColumnMajor(layout.shape(0), layout.shape(1), RoundUp(layout.shape(0), align));
}
inline size_t GetWorkspaceLen(layout::RowMajor layout) {
return layout.shape(0) * layout.stride(0);
}
inline size_t GetWorkspaceLen(layout::ColumnMajor layout) {
return layout.shape(1) * layout.stride(1);
}
inline bool IsSameStride(layout::RowMajor layout1, layout::RowMajor layout2) {
return layout1.stride(0) == layout2.stride(0);
}
inline bool IsSameStride(layout::ColumnMajor layout1, layout::ColumnMajor layout2) {
return layout1.stride(1) == layout2.stride(1);
}
static void Run(Options &options) {
aclrtStream stream{nullptr};
ACL_CHECK(aclInit(nullptr));
ACL_CHECK(aclrtSetDevice(options.deviceId));
ACL_CHECK(aclrtCreateStream(&stream));
uint32_t groupCnt = options.groupCnt;
const uint32_t align = 256;
using LayoutA = layout::RowMajor;
using LayoutB = layout::RowMajor;
using LayoutX = layout::RowMajor;
std::vector<GemmCoord> problemShapeList(groupCnt);
std::vector<LayoutA> layoutAList(groupCnt);
std::vector<LayoutB> layoutBList(groupCnt);
std::vector<LayoutX> layoutXList(groupCnt);
std::vector<LayoutA> layoutWAList(groupCnt);
std::vector<LayoutB> layoutWBList(groupCnt);
uint64_t allMKCnt = 0;
uint64_t allKNCnt = 0;
uint64_t allMNCnt = 0;
uint64_t allMKCntPadding = 0;
uint64_t allKNCntPadding = 0;
for (uint32_t i = 0; i < groupCnt; ++i) {
problemShapeList[i] = GemmCoord{options.mList[i], options.nList[i], options.kList[i]};
layoutAList[i] = LayoutA{options.mList[i], options.kList[i]};
layoutBList[i] = LayoutB{options.kList[i], options.nList[i]};
layoutXList[i] = LayoutX{options.mList[i], options.nList[i]};
layoutWAList[i] = GetWorkspaceLayout(layoutAList[i], align);
layoutWBList[i] = GetWorkspaceLayout(layoutBList[i], align);
allMKCnt += options.mList[i] * options.kList[i];
allKNCnt += options.kList[i] * options.nList[i];
allMNCnt += options.mList[i] * options.nList[i];
allMKCntPadding += GetWorkspaceLen(layoutWAList[i]);
allKNCntPadding += GetWorkspaceLen(layoutWBList[i]);
}
size_t scalarSize = groupCnt * sizeof(ScalarType);
std::vector<ScalarType> hostAlpha(groupCnt);
std::vector<ScalarType> hostBeta(groupCnt);
golden::FillRandomData(hostAlpha, -1.0f, 1.0f);
golden::FillRandomData(hostBeta, -1.0f, 1.0f);
size_t sizeA = allMKCnt * sizeof(fp16_t);
size_t sizeB = allKNCnt * sizeof(fp16_t);
size_t sizeX = allMNCnt * sizeof(fp16_t);
size_t sizeC = allMNCnt * sizeof(fp16_t);
std::vector<fp16_t> hostA(allMKCnt);
std::vector<fp16_t> hostB(allKNCnt);
std::vector<fp16_t> hostX(allMNCnt);
golden::FillRandomData(hostA, -1.0f, 1.0f);
golden::FillRandomData(hostB, -1.0f, 1.0f);
golden::FillRandomData(hostX, -1.0f, 1.0f);
uint8_t *deviceAlpha{nullptr};
ACL_CHECK(aclrtMalloc(reinterpret_cast<void **>(&deviceAlpha), scalarSize, ACL_MEM_MALLOC_HUGE_FIRST));
ACL_CHECK(aclrtMemcpy(deviceAlpha, scalarSize, hostAlpha.data(), scalarSize, ACL_MEMCPY_HOST_TO_DEVICE));
uint8_t *deviceBeta{nullptr};
ACL_CHECK(aclrtMalloc(reinterpret_cast<void **>(&deviceBeta), scalarSize, ACL_MEM_MALLOC_HUGE_FIRST));
ACL_CHECK(aclrtMemcpy(deviceBeta, scalarSize, hostBeta.data(), scalarSize, ACL_MEMCPY_HOST_TO_DEVICE));
uint8_t *deviceA{nullptr};
ACL_CHECK(aclrtMalloc(reinterpret_cast<void **>(&deviceA), sizeA, ACL_MEM_MALLOC_HUGE_FIRST));
ACL_CHECK(aclrtMemcpy(deviceA, sizeA, hostA.data(), sizeA, ACL_MEMCPY_HOST_TO_DEVICE));
size_t sizeWA = allMKCntPadding * sizeof(fp16_t);
uint8_t *deviceWA{nullptr};
ACL_CHECK(aclrtMalloc(reinterpret_cast<void **>(&deviceWA), sizeWA, ACL_MEM_MALLOC_HUGE_FIRST));
uint8_t *deviceB{nullptr};
ACL_CHECK(aclrtMalloc(reinterpret_cast<void **>(&deviceB), sizeB, ACL_MEM_MALLOC_HUGE_FIRST));
ACL_CHECK(aclrtMemcpy(deviceB, sizeB, hostB.data(), sizeB, ACL_MEMCPY_HOST_TO_DEVICE));
size_t sizeWB = allKNCntPadding * sizeof(fp16_t);
uint8_t *deviceWB{nullptr};
ACL_CHECK(aclrtMalloc(reinterpret_cast<void **>(&deviceWB), sizeWB, ACL_MEM_MALLOC_HUGE_FIRST));
uint8_t *deviceX{nullptr};
ACL_CHECK(aclrtMalloc(reinterpret_cast<void **>(&deviceX), sizeX, ACL_MEM_MALLOC_HUGE_FIRST));
ACL_CHECK(aclrtMemcpy(deviceX, sizeX, hostX.data(), sizeX, ACL_MEMCPY_HOST_TO_DEVICE));
uint8_t *gmWorkspace{nullptr};
ACL_CHECK(aclrtMalloc(reinterpret_cast<void **>(&gmWorkspace), sizeC, ACL_MEM_MALLOC_HUGE_FIRST));
uint8_t *problemShapeListDevice{nullptr};
size_t sizeProblemShapeList = problemShapeList.size() * sizeof(GemmCoord);
ACL_CHECK(
aclrtMalloc(reinterpret_cast<void **>(&problemShapeListDevice), sizeProblemShapeList, ACL_MEM_MALLOC_HUGE_FIRST)
);
ACL_CHECK(aclrtMemcpy(
problemShapeListDevice, sizeProblemShapeList, problemShapeList.data(), sizeProblemShapeList,
ACL_MEMCPY_HOST_TO_DEVICE
));
uint8_t *layoutAListDevice{nullptr};
size_t sizeLayoutAList = layoutAList.size() * sizeof(LayoutA);
ACL_CHECK(aclrtMalloc(reinterpret_cast<void **>(&layoutAListDevice), sizeLayoutAList, ACL_MEM_MALLOC_HUGE_FIRST));
ACL_CHECK(
aclrtMemcpy(layoutAListDevice, sizeLayoutAList, layoutAList.data(), sizeLayoutAList, ACL_MEMCPY_HOST_TO_DEVICE)
);
uint8_t *layoutBListDevice{nullptr};
size_t sizeLayoutBList = layoutBList.size() * sizeof(LayoutB);
ACL_CHECK(aclrtMalloc(reinterpret_cast<void **>(&layoutBListDevice), sizeLayoutBList, ACL_MEM_MALLOC_HUGE_FIRST));
ACL_CHECK(
aclrtMemcpy(layoutBListDevice, sizeLayoutBList, layoutBList.data(), sizeLayoutBList, ACL_MEMCPY_HOST_TO_DEVICE)
);
uint8_t *layoutXListDevice{nullptr};
size_t sizeLayoutXList = layoutXList.size() * sizeof(LayoutX);
ACL_CHECK(aclrtMalloc(reinterpret_cast<void **>(&layoutXListDevice), sizeLayoutXList, ACL_MEM_MALLOC_HUGE_FIRST));
ACL_CHECK(
aclrtMemcpy(layoutXListDevice, sizeLayoutXList, layoutXList.data(), sizeLayoutXList, ACL_MEMCPY_HOST_TO_DEVICE)
);
uint8_t *layoutWAListDevice{nullptr};
size_t sizeLayoutWAList = layoutWAList.size() * sizeof(LayoutA);
ACL_CHECK(aclrtMalloc(reinterpret_cast<void **>(&layoutWAListDevice), sizeLayoutWAList, ACL_MEM_MALLOC_HUGE_FIRST));
ACL_CHECK(aclrtMemcpy(
layoutWAListDevice, sizeLayoutWAList, layoutWAList.data(), sizeLayoutWAList, ACL_MEMCPY_HOST_TO_DEVICE
));
uint8_t *layoutWBListDevice{nullptr};
size_t sizeLayoutWBList = layoutWBList.size() * sizeof(LayoutB);
ACL_CHECK(aclrtMalloc(reinterpret_cast<void **>(&layoutWBListDevice), sizeLayoutWBList, ACL_MEM_MALLOC_HUGE_FIRST));
ACL_CHECK(aclrtMemcpy(
layoutWBListDevice, sizeLayoutWBList, layoutWBList.data(), sizeLayoutWBList, ACL_MEMCPY_HOST_TO_DEVICE
));
uint64_t fftsAddr{0};
uint32_t fftsLen{0};
RT_CHECK(rtGetC2cCtrlAddr(&fftsAddr, &fftsLen));
auto aicCoreNum = platform_ascendc::PlatformAscendCManager::GetInstance()->GetCoreNumAic();
using ArchTag = Arch::AtlasA2;
constexpr bool enableUnitFlag = true;
constexpr bool enableShuffleK = true;
constexpr bool enableABBA = true;
using GemmBlockDispatchPolicy = Gemm::GemmAtlasA2<enableUnitFlag, enableShuffleK, enableABBA>;
using EpilogueBlockDispatchPolicy = Epilogue::EpilogueAtlasA2Gemm;
using AType = Gemm::GemmType<half, LayoutA>;
using BType = Gemm::GemmType<half, LayoutB>;
using CType = Gemm::GemmType<half, LayoutX>;
using XType = Gemm::GemmType<half, LayoutX>;
using DType = XType;
using ComputeType = CType;
using L1TileShape = GemmShape<128, 256, 256>;
using L0TileShape = GemmShape<128, 256, 64>;
using TileShapeCast = MatrixShape<L1TileShape::M / 2, L1TileShape::N>;
using GemmBlock = Gemm::Block::BlockGemm<GemmBlockDispatchPolicy, L1TileShape, L0TileShape, AType, BType, CType>;
constexpr uint32_t computeLength = L1TileShape::MN / 2;
using TileElemWiseAddGemm = Epilogue::Tile::TileElemWiseAdd<ArchTag, ComputeType, computeLength>;
using TileElemWiseMulsGemm = Epilogue::Tile::TileElemWiseMuls<ArchTag, ComputeType, computeLength>;
using TileElemWistCastD = Epilogue::Tile::TileCast<ArchTag, DType, ComputeType, TileShapeCast>;
using EpilogueTileCopy = Epilogue::Tile::TileCopy<ArchTag, CType, XType, DType>;
using EpilogueBlock = Epilogue::Block::BlockEpilogue<
EpilogueBlockDispatchPolicy, CType, XType, DType, TileElemWiseAddGemm, TileElemWiseMulsGemm, TileElemWistCastD,
EpilogueTileCopy>;
using GroupGemmKernel = Gemm::Kernel::KernelGroupGemm<GemmBlock, EpilogueBlock>;
typename GroupGemmKernel::Arguments arguments{groupCnt, problemShapeListDevice, deviceAlpha, deviceBeta,
deviceA, layoutAListDevice, deviceB, layoutBListDevice,
gmWorkspace, layoutXListDevice, deviceWA, layoutWAListDevice,
deviceWB, layoutWBListDevice, deviceX, deviceX};
using GroupGemmAdapter = Gemm::Device::DeviceGemm<GroupGemmKernel>;
GroupGemmAdapter groupgemm_op;
groupgemm_op.CanImplement(arguments);
RunAdapter(groupgemm_op, arguments, stream, aicCoreNum, fftsAddr);
std::vector<fp16_t> hostRes(allMNCnt);
ACL_CHECK(aclrtMemcpy(hostRes.data(), sizeX, deviceX, sizeX, ACL_MEMCPY_DEVICE_TO_HOST));
std::vector<float> hostGolden(allMNCnt);
golden::ComputeGroupGemm(
groupCnt, problemShapeList, hostAlpha, hostBeta, hostA, layoutAList, hostB, layoutBList, hostX, layoutXList,
hostGolden, layoutXList
);
std::vector<uint64_t> errorIndices = golden::CompareData(hostRes, hostGolden, allMNCnt);
if (errorIndices.empty()) {
std::cout << "Compare success." << std::endl;
} else {
std::cerr << "Compare failed. Error count: " << errorIndices.size() << std::endl;
}
ACL_CHECK(aclrtFree(deviceA));
ACL_CHECK(aclrtFree(deviceB));
ACL_CHECK(aclrtFree(deviceX));
ACL_CHECK(aclrtFree(deviceWA));
ACL_CHECK(aclrtFree(deviceWB));
ACL_CHECK(aclrtFree(deviceAlpha));
ACL_CHECK(aclrtFree(deviceBeta));
ACL_CHECK(aclrtFree(problemShapeListDevice));
ACL_CHECK(aclrtFree(layoutAListDevice));
ACL_CHECK(aclrtFree(layoutBListDevice));
ACL_CHECK(aclrtFree(layoutXListDevice));
ACL_CHECK(aclrtFree(layoutWAListDevice));
ACL_CHECK(aclrtFree(layoutWBListDevice));
ACL_CHECK(aclrtFree(gmWorkspace));
ACL_CHECK(aclrtDestroyStream(stream));
ACL_CHECK(aclrtResetDevice(options.deviceId));
ACL_CHECK(aclFinalize());
}
int main(int argc, const char **argv) {
Options options;
if (options.Parse(argc, argv) != 0) {
return -1;
}
Run(options);
return 0;
}