// Copyright Advanced Micro Devices, Inc., or its affiliates. // SPDX-License-Identifier: MIT #ifdef ROCROLLER_USE_HIP #include #include #endif /* ROCROLLER_USE_HIP */ // #include #include "GEMMF8F6F4.hpp" #include "GEMMTestBase.hpp" #include "common/SourceMatcher.hpp" namespace GEMMTests { using namespace rocRoller; namespace SolutionParams = rocRoller::Parameters::Solution; // ======================================================================== // GEMMSwizzleScaledPrefetchTestSuite // ======================================================================== // Params are: waveK class GEMMSwizzleScaledPrefetchTestSuite : public BaseGEMMContextFixture> { }; TEST_P(GEMMSwizzleScaledPrefetchTestSuite, GPU_GEMM_Scaled_Prefetch_MX_F4_TN) { REQUIRE_ARCH_CAP(GPUCapability::HasMFMA_scale_f8f6f4); REQUIRE_ARCH_CAP(GPUCapability::HasBlockScaling32); auto [waveK] = std::get<1>(GetParam()); int waveM = (waveK == 128) ? 16 : 32; int waveN = (waveK == 128) ? 16 : 32; auto gemm = GEMMProblemF8F6F4{waveM, waveN, waveK}; gemm.macM = 256; gemm.macN = 256; gemm.macK = 128; gemm.m = 2 * gemm.macM; gemm.n = 3 * gemm.macN; gemm.k = 4 * gemm.macK; gemm.workgroupSizeX = 1 * gemm.wavefrontSize; gemm.workgroupSizeY = 4; gemm.loadPathA = SolutionParams::LoadPath::BufferToLDSViaVGPR; gemm.loadPathB = SolutionParams::LoadPath::BufferToLDSViaVGPR; gemm.loadScalePathA = SolutionParams::LoadPath::BufferToVGPR; gemm.loadScalePathB = SolutionParams::LoadPath::BufferToVGPR; gemm.unrollK = 2; gemm.prefetch = true; gemm.prefetchInFlight = 2; gemm.prefetchLDSFactor = 2; gemm.scaleAMode = Operations::ScaleMode::Separate; gemm.scaleBMode = Operations::ScaleMode::Separate; gemm.scaleTypeA = DataType::E8M0; gemm.scaleTypeB = DataType::E8M0; gemm.swizzleScale = true; gemm.swizzleM = 64; gemm.swizzleN = 64; gemm.swizzleK = 8; gemm.prefetchScale = true; gemm.scaleBlockSize = m_context->targetArchitecture().GetCapability(GPUCapability::DefaultScaleBlockSize); basicGEMM(gemm); std::string generatedCode = m_context->instructions()->toString(); EXPECT_EQ(countSubstring(generatedCode, "buffer_load_ubyte "), 0); EXPECT_EQ(countSubstring(generatedCode, "buffer_load_dword "), 0); // 1x4 wave config: NumAScaleLoadTiles = 256/64 = 4 and NumBScaleLoadTiles = 256/4/64 = 1 // prefetched : 2 * 5 = 10 EXPECT_EQ(countSubstring(generatedCode, "buffer_load_dwordx2 "), 15); } INSTANTIATE_TEST_SUITE_P(GEMMSwizzleScaledTest, GEMMSwizzleScaledPrefetchTestSuite, ::testing::Combine(currentGPUISA(), ::testing::Combine(::testing::Values(64, 128)))); // ======================================================================== // GEMMSwizzleScaledTestSuite // ======================================================================== class GEMMSwizzleScaledTestSuite : public BaseGEMMContextFixture<> { }; TEST_P(GEMMSwizzleScaledTestSuite, GPU_GEMM_Scaled_Prefetch_LDS_MX_F4_TN) { REQUIRE_ARCH_CAP(GPUCapability::HasMFMA_scale_f8f6f4); REQUIRE_ARCH_CAP(GPUCapability::HasBlockScaling32); auto gemm = GEMMProblemF8F6F4{32, 32, 64}; gemm.macM = 256; gemm.macN = 256; gemm.macK = 128; gemm.m = 2 * gemm.macM; gemm.n = 3 * gemm.macN; gemm.k = 4 * gemm.macK; gemm.workgroupSizeX = 1 * gemm.wavefrontSize; gemm.workgroupSizeY = 4; gemm.loadPathA = SolutionParams::LoadPath::BufferToLDSViaVGPR; gemm.loadPathB = SolutionParams::LoadPath::BufferToLDSViaVGPR; gemm.loadScalePathA = SolutionParams::LoadPath::BufferToLDSViaVGPR; gemm.loadScalePathB = SolutionParams::LoadPath::BufferToLDSViaVGPR; gemm.unrollK = 2; gemm.prefetch = true; gemm.prefetchInFlight = 2; gemm.prefetchLDSFactor = 2; gemm.scaleAMode = Operations::ScaleMode::Separate; gemm.scaleBMode = Operations::ScaleMode::Separate; gemm.swizzleScale = true; gemm.prefetchScale = true; gemm.scaleTypeA = DataType::E8M0; gemm.scaleTypeB = DataType::E8M0; gemm.scaleBlockSize = m_context->targetArchitecture().GetCapability(GPUCapability::DefaultScaleBlockSize); basicGEMM(gemm); std::string generatedCode = m_context->instructions()->toString(); // Swizzle applied for scales loaded via LDS EXPECT_GT(countSubstring(generatedCode, "ds_read_b32 "), 0); EXPECT_GT(countSubstring(generatedCode, "v_permlane32_swap_b32 "), 0); } TEST_P(GEMMSwizzleScaledTestSuite, GPU_GEMM_Scaled_Prefetch_D2L_MX_F4_TN) { REQUIRE_ARCH_CAP(GPUCapability::HasMFMA_f8f6f4); REQUIRE_ARCH_CAP(GPUCapability::HasBlockScaling32); auto gemm = GEMMProblemF8F6F4{32, 32, 64}; gemm.macM = 256; gemm.macN = 256; gemm.macK = 128; gemm.m = 2 * gemm.macM; gemm.n = 3 * gemm.macN; gemm.k = 4 * gemm.macK; gemm.workgroupSizeX = 1 * gemm.wavefrontSize; gemm.workgroupSizeY = 4; gemm.loadScalePathA = SolutionParams::LoadPath::BufferToVGPR; gemm.loadScalePathB = SolutionParams::LoadPath::BufferToVGPR; gemm.loadPathA = SolutionParams::LoadPath::BufferToLDS; gemm.loadPathB = SolutionParams::LoadPath::BufferToLDS; gemm.unrollK = 2; gemm.prefetch = true; gemm.prefetchInFlight = 2; gemm.prefetchLDSFactor = 1; gemm.prefetchMixMemOps = true; gemm.scaleAMode = Operations::ScaleMode::Separate; gemm.scaleBMode = Operations::ScaleMode::Separate; gemm.scaleTypeA = DataType::E8M0; gemm.scaleTypeB = DataType::E8M0; gemm.swizzleScale = true; gemm.swizzleM = 64; gemm.swizzleN = 64; gemm.swizzleK = 8; gemm.prefetchScale = true; gemm.workgroupMappingDim = 0; gemm.workgroupMappingValue = 2; gemm.scaleBlockSize = m_context->targetArchitecture().GetCapability(GPUCapability::DefaultScaleBlockSize); basicGEMM(gemm); std::string generatedCode = m_context->instructions()->toString(); EXPECT_EQ(countSubstring(generatedCode, "ds_write"), 0); EXPECT_EQ(countSubstring(generatedCode, "buffer_load_ubyte "), 0); EXPECT_EQ(countSubstring(generatedCode, "buffer_load_dword "), 0); // 1x4 wave config: NumAScaleLoadTiles = 256/64 = 4 and NumBScaleLoadTiles = 256/4/64 = 1 // prefetched scale: 2 * 5 = 10 EXPECT_EQ(countSubstring(generatedCode, "buffer_load_dwordx2 "), 15); } TEST_P(GEMMSwizzleScaledTestSuite, GPU_GEMM_Scaled_Prefetch_D2L_MX_F4_TN_192x256) { REQUIRE_ARCH_CAP(GPUCapability::HasMFMA_f8f6f4); REQUIRE_ARCH_CAP(GPUCapability::HasBlockScaling32); auto gemm = GEMMProblemF8F6F4{32, 32, 64}; gemm.macM = 192; gemm.macN = 256; gemm.macK = 128; gemm.m = 2 * gemm.macM; gemm.n = 3 * gemm.macN; gemm.k = 4 * gemm.macK; gemm.workgroupSizeX = 1 * gemm.wavefrontSize; gemm.workgroupSizeY = 4; gemm.loadScalePathA = SolutionParams::LoadPath::BufferToVGPR; gemm.loadScalePathB = SolutionParams::LoadPath::BufferToVGPR; gemm.loadPathA = SolutionParams::LoadPath::BufferToLDS; gemm.loadPathB = SolutionParams::LoadPath::BufferToLDS; gemm.unrollK = 2; gemm.prefetch = true; gemm.prefetchInFlight = 2; gemm.prefetchLDSFactor = 1; gemm.prefetchMixMemOps = true; gemm.scaleAMode = Operations::ScaleMode::Separate; gemm.scaleBMode = Operations::ScaleMode::Separate; gemm.scaleTypeA = DataType::E8M0; gemm.scaleTypeB = DataType::E8M0; gemm.swizzleScale = true; gemm.swizzleM = 64; gemm.swizzleN = 64; gemm.swizzleK = 8; gemm.prefetchScale = true; gemm.workgroupMappingDim = 0; gemm.workgroupMappingValue = 2; gemm.scaleBlockSize = m_context->targetArchitecture().GetCapability(GPUCapability::DefaultScaleBlockSize); basicGEMM(gemm); std::string generatedCode = m_context->instructions()->toString(); EXPECT_EQ(countSubstring(generatedCode, "ds_write"), 0); EXPECT_EQ(countSubstring(generatedCode, "buffer_load_ubyte "), 0); EXPECT_EQ(countSubstring(generatedCode, "buffer_load_dword "), 0); // 1x4 wave config: NumAScaleLoadTiles = 192/64 = 3 and NumBScaleLoadTiles = 256/4/64 = 1 // prefetched scale: 2 * 4 = 8 EXPECT_EQ(countSubstring(generatedCode, "buffer_load_dwordx2 "), 12); } TEST_P(GEMMSwizzleScaledTestSuite, GPU_GEMM_Scaled_StoreHazard_MX_F8_TN) { REQUIRE_ARCH_CAP(GPUCapability::HasMFMA_scale_f8f6f4); REQUIRE_ARCH_CAP(GPUCapability::HasBlockScaling32); auto gemm = GEMMProblemF8F6F4{16, 16, 128}; gemm.macM = 64; gemm.macN = 64; gemm.macK = 128; gemm.m = 2 * gemm.macM; gemm.n = 3 * gemm.macN; gemm.k = 4 * gemm.macK; gemm.workgroupSizeX = 1 * gemm.wavefrontSize; gemm.workgroupSizeY = 4; gemm.loadPathA = SolutionParams::LoadPath::BufferToVGPR; gemm.loadPathB = SolutionParams::LoadPath::BufferToVGPR; gemm.loadScalePathA = SolutionParams::LoadPath::BufferToVGPR; gemm.loadScalePathB = SolutionParams::LoadPath::BufferToVGPR; gemm.scaleAMode = Operations::ScaleMode::Separate; gemm.scaleBMode = Operations::ScaleMode::Separate; gemm.scaleTypeA = DataType::E8M0; gemm.scaleTypeB = DataType::E8M0; gemm.scaleBlockSize = m_context->targetArchitecture().GetCapability(GPUCapability::DefaultScaleBlockSize); basicGEMM(gemm); } INSTANTIATE_TEST_SUITE_P(GEMMSwizzleScaledTest, GEMMSwizzleScaledTestSuite, currentGPUISA()); // ======================================================================== // GEMMMXFP4TNSwizzleScaledUnrollTestSuite // ======================================================================== // Params are: mi K tile size, unroll factor class GEMMMXFP4TNSwizzleScaledUnrollTestSuite : public BaseGEMMContextFixture> { }; TEST_P(GEMMMXFP4TNSwizzleScaledUnrollTestSuite, GPU_GEMM_Scaled_MX_FP4_TN_Swizzle_64x4_Unroll) { REQUIRE_ARCH_CAP(GPUCapability::HasMFMA_scale_f8f6f4); REQUIRE_ARCH_CAP(GPUCapability::HasBlockScaling32); auto [waveK, unrollK] = std::get<1>(GetParam()); int waveM = (waveK == 128) ? 16 : 32; int waveN = (waveK == 128) ? 16 : 32; auto gemm = GEMMProblemF8F6F4{waveM, waveN, waveK}; gemm.macM = 256; gemm.macN = 256; gemm.macK = 128; gemm.m = 2 * gemm.macM; gemm.n = 3 * gemm.macN; gemm.k = 4 * gemm.macK; gemm.workgroupSizeX = 2 * gemm.wavefrontSize; gemm.workgroupSizeY = 2; gemm.loadPathA = SolutionParams::LoadPath::BufferToLDSViaVGPR; gemm.loadPathB = SolutionParams::LoadPath::BufferToLDSViaVGPR; gemm.loadScalePathA = SolutionParams::LoadPath::BufferToVGPR; gemm.loadScalePathB = SolutionParams::LoadPath::BufferToVGPR; gemm.scaleAMode = Operations::ScaleMode::Separate; gemm.scaleBMode = Operations::ScaleMode::Separate; gemm.scaleTypeA = DataType::E8M0; gemm.scaleTypeB = DataType::E8M0; gemm.swizzleScale = true; gemm.scaleBlockSize = m_context->targetArchitecture().GetCapability(GPUCapability::DefaultScaleBlockSize); // #FIXME: Support for unrollK = 4 and waveK = 128 if(unrollK == 4 && waveK == 128) GTEST_SKIP() << "Skipping GPU_GEMMMXFP4TNSwizzleScaled64x4Unroll test"; gemm.unrollK = unrollK; if(unrollK > 1) gemm.swizzleK = 4 * unrollK; basicGEMM(gemm); std::string generatedCode = m_context->instructions()->toString(); EXPECT_EQ(countSubstring(generatedCode, "buffer_load_ubyte "), 0); if(unrollK == 0) { EXPECT_EQ(countSubstring(generatedCode, "buffer_load_dword "), 4); EXPECT_EQ(countSubstring(generatedCode, "buffer_load_dwordx2 "), 0); } else if(unrollK == 2) { EXPECT_EQ(countSubstring(generatedCode, "buffer_load_dword "), 0); // 2x2 wave config: NumAScaleLoadTiles = 256/2/64 = 2 (+2 for Tail Loop) and NumBScaleLoadTiles = 256/2/64 = 2 (+2 for Tail Loop) EXPECT_EQ(countSubstring(generatedCode, "buffer_load_dwordx2 "), 8); } else if(unrollK == 4) { EXPECT_EQ(countSubstring(generatedCode, "buffer_load_dword "), 0); EXPECT_EQ(countSubstring(generatedCode, "buffer_load_dwordx2 "), 0); } } TEST_P(GEMMMXFP4TNSwizzleScaledUnrollTestSuite, GPU_GEMM_Scaled_MX_FP4_TN_Swizzle_32x8_Unroll) { REQUIRE_ARCH_CAP(GPUCapability::HasMFMA_scale_f8f6f4); REQUIRE_ARCH_CAP(GPUCapability::HasBlockScaling32); auto [waveK, unrollK] = std::get<1>(GetParam()); int waveM = (waveK == 128) ? 16 : 32; int waveN = (waveK == 128) ? 16 : 32; auto gemm = GEMMProblemF8F6F4{waveM, waveN, waveK}; gemm.macM = 128; gemm.macN = 128; gemm.macK = 256; gemm.m = 2 * gemm.macM; gemm.n = 3 * gemm.macN; gemm.k = 4 * gemm.macK; gemm.workgroupSizeX = 2 * gemm.wavefrontSize; gemm.workgroupSizeY = 2; gemm.loadPathA = SolutionParams::LoadPath::BufferToLDSViaVGPR; gemm.loadPathB = SolutionParams::LoadPath::BufferToLDSViaVGPR; gemm.loadScalePathA = SolutionParams::LoadPath::BufferToVGPR; gemm.loadScalePathB = SolutionParams::LoadPath::BufferToVGPR; gemm.scaleAMode = Operations::ScaleMode::Separate; gemm.scaleBMode = Operations::ScaleMode::Separate; gemm.scaleTypeA = DataType::E8M0; gemm.scaleTypeB = DataType::E8M0; gemm.swizzleScale = true; gemm.swizzleM = 32; gemm.swizzleN = 32; gemm.swizzleK = 8; gemm.scaleBlockSize = m_context->targetArchitecture().GetCapability(GPUCapability::DefaultScaleBlockSize); gemm.unrollK = unrollK; basicGEMM(gemm); std::string generatedCode = m_context->instructions()->toString(); EXPECT_EQ(countSubstring(generatedCode, "buffer_load_ubyte "), 0); if(unrollK == 0) { EXPECT_EQ(countSubstring(generatedCode, "buffer_load_dword "), 4); } else if(unrollK == 2) { EXPECT_EQ(countSubstring(generatedCode, "buffer_load_dword "), 12); } else if(unrollK == 4) { EXPECT_EQ(countSubstring(generatedCode, "buffer_load_dword "), 20); } } INSTANTIATE_TEST_SUITE_P(GEMMSwizzleScaledTest, GEMMMXFP4TNSwizzleScaledUnrollTestSuite, ::testing::Combine(currentGPUISA(), ::testing::Combine(::testing::Values(64, 128), ::testing::Values(0, 2, 4)))); // ======================================================================== // GEMMSwizzleScaledF4TNTestSuite // ======================================================================== // Params are: waveK, loadLDSScaleA, loadLDSScaleB, unrollK, loadPathAB, padA, padB class GEMMSwizzleScaledF4TNTestSuite : public BaseGEMMContextFixture { }; TEST_P(GEMMSwizzleScaledF4TNTestSuite, GPU_GEMM_Scaled_Swizzle_F4_TN) { auto const& [arch, waveK, loadScaleA, loadScaleB, unrollK, loadPathAB, padA, padB] = GetParam(); REQUIRE_ARCH_CAP(GPUCapability::HasMFMA_scale_f8f6f4); REQUIRE_ARCH_CAP(GPUCapability::HasBlockScaling32); int waveM = (waveK == 128) ? 16 : 32; int waveN = (waveK == 128) ? 16 : 32; auto gemm = GEMMProblemF8F6F4(waveM, waveN, waveK); gemm.macM = 128; gemm.macN = 128; gemm.macK = 256; gemm.m = 2 * gemm.macM; gemm.n = 3 * gemm.macN; gemm.k = 4 * gemm.macK; gemm.workgroupSizeX = 2 * gemm.wavefrontSize; gemm.workgroupSizeY = 2; gemm.loadPathA = loadPathAB; gemm.loadPathB = loadPathAB; gemm.scaleAMode = Operations::ScaleMode::Separate; gemm.scaleBMode = Operations::ScaleMode::Separate; gemm.scaleTypeA = DataType::E8M0; gemm.scaleTypeB = DataType::E8M0; gemm.swizzleScale = true; gemm.scaleBlockSize = m_context->targetArchitecture().GetCapability(GPUCapability::DefaultScaleBlockSize); gemm.loadScalePathA = loadScaleA; gemm.loadScalePathB = loadScaleB; gemm.unrollK = unrollK; if(padA != 0) gemm.padA = {padA, 128}; if(padB != 0) gemm.padB = {padB, 128}; basicGEMM(gemm); std::string generatedCode = m_context->instructions()->toString(); if(loadPathAB == SolutionParams::LoadPath::BufferToLDS && loadScaleA == SolutionParams::LoadPath::BufferToLDS && loadScaleB == SolutionParams::LoadPath::BufferToLDS) { EXPECT_EQ(countSubstring(generatedCode, "ds_write"), 0); } EXPECT_EQ(countSubstring(generatedCode, "buffer_load_ubyte "), 0); if(loadPathAB == SolutionParams::LoadPath::BufferToLDS || loadPathAB == SolutionParams::LoadPath::BufferToLDSViaVGPR) { auto offsets = NonZeroDSReadOffsets("ds_read_b128", generatedCode); if(padA == 0 && padB == 0) { EXPECT_EQ(offsets.contains(4 * 1024), true); EXPECT_EQ(offsets.contains(4 * 1024 + 2 * 128), false); } if(padA == 2048 && padB == 2048) { EXPECT_EQ(offsets.contains(4 * 1024), false); EXPECT_EQ(offsets.contains(4 * 1024 + 2 * 128), true); } } if(loadPathAB == SolutionParams::LoadPath::BufferToLDS) { auto strides = Direct2LDSWriteStrides(generatedCode); if(padA == 0 && padB == 0) { EXPECT_EQ(strides.contains(4 * 1024), true); EXPECT_EQ(strides.contains(4 * 1024 + 2 * 128), false); } if(padA == 2048 && padB == 2048) { EXPECT_EQ(strides.contains(4 * 1024), false); EXPECT_EQ(strides.contains(4 * 1024 + 2 * 128), true); } } } using SwizzleScaledF4TNParamGenerator = ::testing::internal::ParamGenerator; static auto FilterValidSwizzleScaledF4TNParams(SwizzleScaledF4TNParamGenerator&& inputParamGenerator) { using LP = SolutionParams::LoadPath; std::vector filtered; for(auto const& inputParam : inputParamGenerator) { auto const& [arch, waveK, loadScaleA, loadScaleB, unrollK, loadAB, padA, padB] = inputParam; if(unrollK == 4 && (loadAB == LP::BufferToLDSViaVGPR || waveK == 128)) continue; filtered.push_back(inputParam); } return ::testing::ValuesIn(filtered); } INSTANTIATE_TEST_SUITE_P(GEMMSwizzleScaledTest, GEMMSwizzleScaledF4TNTestSuite, FilterValidSwizzleScaledF4TNParams(::testing::Combine( currentGPUISA(), ::testing::Values(64, 128), ::testing::Values(SolutionParams::LoadPath::BufferToVGPR, SolutionParams::LoadPath::BufferToLDSViaVGPR, SolutionParams::LoadPath::BufferToLDS), ::testing::Values(SolutionParams::LoadPath::BufferToVGPR, SolutionParams::LoadPath::BufferToLDSViaVGPR, SolutionParams::LoadPath::BufferToLDS), ::testing::Values(0, 2, 4), ::testing::Values(SolutionParams::LoadPath::BufferToLDSViaVGPR, SolutionParams::LoadPath::BufferToVGPR, SolutionParams::LoadPath::BufferToLDS), ::testing::Values(0, 2048), ::testing::Values(0, 2048)))); // ======================================================================== // GEMMSwizzleScaledStreamKTestSuite // ======================================================================== // Params: StreamKMode class GEMMSwizzleScaledStreamKTestSuite : public BaseGEMMContextFixture { }; TEST_P(GEMMSwizzleScaledStreamKTestSuite, GPU_GEMM_Scaled_StreamK_Prefetch_MX_F4_TN) { REQUIRE_ARCH_CAP(GPUCapability::HasMFMA_scale_f8f6f4); REQUIRE_ARCH_CAP(GPUCapability::HasBlockScaling32); auto streamKMode = std::get<1>(GetParam()); auto gemm = GEMMProblemF8F6F4{32, 32, 64}; gemm.macM = 256; gemm.macN = 256; gemm.macK = 128; gemm.workgroupSizeX = 1 * gemm.wavefrontSize; gemm.workgroupSizeY = 4; gemm.loadPathA = SolutionParams::LoadPath::BufferToLDSViaVGPR; gemm.loadPathB = SolutionParams::LoadPath::BufferToLDSViaVGPR; gemm.loadScalePathA = SolutionParams::LoadPath::BufferToVGPR; gemm.loadScalePathB = SolutionParams::LoadPath::BufferToVGPR; gemm.unrollK = 2; gemm.prefetch = true; gemm.prefetchInFlight = 2; gemm.prefetchLDSFactor = 2; gemm.scaleAMode = Operations::ScaleMode::Separate; gemm.scaleBMode = Operations::ScaleMode::Separate; gemm.scaleTypeA = DataType::E8M0; gemm.scaleTypeB = DataType::E8M0; gemm.swizzleScale = true; gemm.swizzleM = 64; gemm.swizzleN = 64; gemm.swizzleK = 8; gemm.prefetchScale = true; gemm.scaleBlockSize = m_context->targetArchitecture().GetCapability(GPUCapability::DefaultScaleBlockSize); hipDeviceProp_t deviceProperties; ASSERT_THAT(hipGetDeviceProperties(&deviceProperties, 0), HasHipSuccess(0)); gemm.numWGs = deviceProperties.multiProcessorCount; gemm.m = gemm.macM * 8; gemm.n = gemm.macN * gemm.numWGs / 2 + gemm.macN * 2; gemm.k = gemm.macK * 8; gemm.streamK = streamKMode; basicGEMM(gemm); } INSTANTIATE_TEST_SUITE_P(GEMMSwizzleScaledTest, GEMMSwizzleScaledStreamKTestSuite, ::testing::Combine(currentGPUISA(), ::testing::Values(StreamKMode::Standard, StreamKMode::TwoTile, StreamKMode::TwoTileDPFirst))); } // namespace GEMMTests