Files
composable_kernel/test/gemm_mx/test_gemm_mx.cpp
Andriy Roshchenko 00247e3c29 Optimized GEMMs for MX FP4/8 (#2294)
Adds V3 GEMM pipeline for MX FP4 and MX FP8 
Adds V3 GEMM pipeline for MX FP4 with preshuffling
Adds MXFP4 GEMM tests (#2275)
Adds MXFP4 GEMM examples
Adds MXFP4 GEMMs to ckProfiler




Co-authored-by: Andriy Roshchenko <107577548+andriy-ca@users.noreply.github.com>
Co-authored-by: Andriy Roshchenko <andriy.roshchenko@amd.com>
Co-authored-by: aska-0096 <haocwang@amd.com>
Co-authored-by: lalala-sh <Jiaxing.Wen@amd.com>
Co-authored-by: OscarXu <huaiguxu@amd.com>
Co-authored-by: mtgu0705 <mtgu@amd.com>
Co-authored-by: Ding, Yi <yi.ding@amd.com>
Co-authored-by: feifei14119 <feiw@amd.com>
Co-authored-by: Lin, Qun <qlin@amd.com>
Co-authored-by: joye <joye@amd.com>
Co-authored-by: Rostyslav Geyyer <46627076+geyyer@users.noreply.github.com>
2025-06-05 13:54:15 -06:00

279 lines
6.4 KiB
C++

// SPDX-License-Identifier: MIT
// Copyright (c) 2025, Advanced Micro Devices, Inc. All rights reserved.
#include <tuple>
#include "gtest/gtest.h"
#include "test_gemm_mx_util.hpp"
using E8M0 = ck::e8m0_bexp_t;
using F8 = ck::f8_t;
using BF8 = ck::bf8_t;
using F6 = ck::f6_t;
using BF6 = ck::bf6_t;
using F4 = ck::f4x2_pk_t;
using F16 = ck::half_t;
using BF16 = ck::bhalf_t;
using F32 = float;
using Row = ck::tensor_layout::gemm::RowMajor;
using Col = ck::tensor_layout::gemm::ColumnMajor;
namespace {
template <typename X, typename Y>
struct tuple_concat;
template <typename... Xs, typename... Ys>
struct tuple_concat<std::tuple<Xs...>, std::tuple<Ys...>>
{
using type = std::tuple<Xs..., Ys...>;
};
} // namespace
template <typename Tuple>
class TestGemmMX_MK_NK
: public ck::test::TestGemmMX<typename tuple_concat<std::tuple<Row, Col>, Tuple>::type>
{
};
template <typename Tuple>
class TestGemmMX_MK_KN
: public ck::test::TestGemmMX<typename tuple_concat<std::tuple<Row, Row>, Tuple>::type>
{
};
template <typename Tuple>
class TestGemmMX_KM_NK
: public ck::test::TestGemmMX<typename tuple_concat<std::tuple<Col, Col>, Tuple>::type>
{
};
// clang-format off
using KernelTypes_MK_NK = ::testing::Types<
#if defined(CK_ENABLE_FP8)
// ADataType, BDataType, CDataType, ScaleBlockSize
std::tuple< F8, F8, F16, ck::Number<32> >,
std::tuple< F8, F8, BF16, ck::Number<32> >,
#endif
std::tuple< F4, F4, F16, ck::Number<32> >
>;
using KernelTypes_MK_KN = ::testing::Types<
#if defined(CK_ENABLE_FP8)
// ADataType, BDataType, CDataType, ScaleBlockSize
std::tuple< BF8, F8, F16, ck::Number<32> >
#endif
>;
using KernelTypes_KM_NK = ::testing::Types<
#if defined(CK_ENABLE_FP8)
// ADataType, BDataType, CDataType, ScaleBlockSize
std::tuple< F8, F8, BF16, ck::Number<32> >
#endif
>;
// clang-format on
TYPED_TEST_SUITE(TestGemmMX_MK_NK, KernelTypes_MK_NK);
TYPED_TEST_SUITE(TestGemmMX_MK_KN, KernelTypes_MK_KN);
TYPED_TEST_SUITE(TestGemmMX_KM_NK, KernelTypes_KM_NK);
/// A: RowMajor
/// B: ColMajor
/// C: RowMajor
TYPED_TEST(TestGemmMX_MK_NK, SmallM)
{
std::vector<int> Ms{1, 2, 3, 4, 5, 6};
constexpr int N = 256;
constexpr int K = 512;
constexpr int StrideA = K;
constexpr int StrideB = K;
constexpr int StrideC = N;
for(int M : Ms)
this->Run(M, N, K, StrideA, StrideB, StrideC);
}
TYPED_TEST(TestGemmMX_MK_NK, MidLargeM)
{
std::vector<int> Ms{127, 255, 312, 799, 1573};
constexpr int N = 256;
constexpr int K = 512;
constexpr int StrideA = K;
constexpr int StrideB = K;
constexpr int StrideC = N;
for(int M : Ms)
this->Run(M, N, K, StrideA, StrideB, StrideC);
}
TYPED_TEST(TestGemmMX_MK_NK, Regular)
{
std::vector<int> Ms{3840};
constexpr int N = 512;
constexpr int K = 1024;
constexpr int StrideA = K;
constexpr int StrideB = K;
constexpr int StrideC = N;
for(int M : Ms)
this->Run(M, N, K, StrideA, StrideB, StrideC);
}
TYPED_TEST(TestGemmMX_MK_NK, Large)
{
std::vector<std::pair<int, int>> test_sizes{{5120, 5120}, {3840, 5120}, {4096, 4096}};
constexpr int K = 4096;
constexpr int StrideA = K;
constexpr int StrideB = K;
for(auto test_size : test_sizes)
{
auto M = test_size.first;
auto N = test_size.second;
const auto StrideC = N;
this->Run(M, N, K, StrideA, StrideB, StrideC);
}
}
/// A: RowMajor
/// B: RowMajor
/// C: RowMajor
TYPED_TEST(TestGemmMX_MK_KN, SmallM)
{
std::vector<int> Ms{1, 2, 3, 4, 5, 6};
constexpr int N = 256;
constexpr int K = 512;
constexpr int StrideA = K;
constexpr int StrideB = N;
constexpr int StrideC = N;
for(int M : Ms)
this->Run(M, N, K, StrideA, StrideB, StrideC);
}
TYPED_TEST(TestGemmMX_MK_KN, MidLargeM)
{
std::vector<int> Ms{127, 255, 312, 799, 1573};
constexpr int N = 256;
constexpr int K = 512;
constexpr int StrideA = K;
constexpr int StrideB = N;
constexpr int StrideC = N;
for(int M : Ms)
this->Run(M, N, K, StrideA, StrideB, StrideC);
}
TYPED_TEST(TestGemmMX_MK_KN, Regular)
{
std::vector<int> Ms{3840};
constexpr int N = 512;
constexpr int K = 1024;
constexpr int StrideA = K;
constexpr int StrideB = N;
constexpr int StrideC = N;
for(int M : Ms)
this->Run(M, N, K, StrideA, StrideB, StrideC);
}
TYPED_TEST(TestGemmMX_MK_KN, Large)
{
std::vector<std::pair<int, int>> test_sizes{{5120, 5120}, {3840, 5120}, {4096, 4096}};
constexpr int K = 4096;
constexpr int StrideA = K;
for(auto test_size : test_sizes)
{
auto M = test_size.first;
auto N = test_size.second;
const auto StrideB = N;
const auto StrideC = N;
this->Run(M, N, K, StrideA, StrideB, StrideC);
}
}
/// A: ColMajor
/// B: ColMajor
/// C: RowMajor
TYPED_TEST(TestGemmMX_KM_NK, SmallN)
{
constexpr int M = 256;
std::vector<int> Ns{32, 64};
// std::vector<int> Ns{1, 2, 3, 4, 5, 6};
constexpr int K = 512;
constexpr int StrideA = M;
constexpr int StrideB = K;
for(int N : Ns)
{
const auto StrideC = N;
this->Run(M, N, K, StrideA, StrideB, StrideC);
}
}
TYPED_TEST(TestGemmMX_KM_NK, MidLargeN)
{
constexpr int M = 256;
std::vector<int> Ns{128, 256, 2048};
// std::vector<int> Ns{127, 255, 312, 799, 1573};
constexpr int K = 512;
constexpr int StrideA = M;
constexpr int StrideB = K;
for(int N : Ns)
{
const auto StrideC = N;
this->Run(M, N, K, StrideA, StrideB, StrideC);
}
}
TYPED_TEST(TestGemmMX_KM_NK, Regular)
{
std::vector<int> Ms{3840};
constexpr int N = 512;
constexpr int K = 1024;
constexpr int StrideB = K;
constexpr int StrideC = N;
for(int M : Ms)
this->Run(M, N, K, M, StrideB, StrideC);
}
TYPED_TEST(TestGemmMX_KM_NK, Large)
{
std::vector<std::pair<int, int>> test_sizes{{5120, 5120}, {3840, 5120}, {4096, 4096}};
constexpr int K = 4096;
constexpr int StrideB = K;
for(auto test_size : test_sizes)
{
auto M = test_size.first;
auto N = test_size.second;
const auto StrideA = M;
const auto StrideC = N;
this->Run(M, N, K, StrideA, StrideB, StrideC);
}
}