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											2020-06-09 07:17:35 +08:00
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											2020-06-09 07:17:35 +08:00
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											2020-06-09 07:17:35 +08:00
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							|  |  |  | /*! \file | 
					
						
							|  |  |  |     \brief Tests for device-wide GEMM interface | 
					
						
							|  |  |  | */ | 
					
						
							|  |  |  | 
 | 
					
						
							|  |  |  | #include <iostream> | 
					
						
							|  |  |  | 
 | 
					
						
							|  |  |  | #include "../../common/cutlass_unit_test.h" | 
					
						
							|  |  |  | #include "cutlass/cutlass.h" | 
					
						
							|  |  |  | #include "cutlass/gemm/device/gemm.h" | 
					
						
							|  |  |  | #include "cutlass/util/host_tensor.h" | 
					
						
							|  |  |  | #include "cutlass/util/reference/host/gemm.h" | 
					
						
							|  |  |  | #include "cutlass/util/reference/host/tensor_compare.h" | 
					
						
							|  |  |  | #include "cutlass/util/reference/host/tensor_copy.h" | 
					
						
							|  |  |  | #include "cutlass/util/reference/host/tensor_fill.h" | 
					
						
							|  |  |  | #include "cutlass/util/tensor_view_io.h" | 
					
						
							|  |  |  | 
 | 
					
						
							|  |  |  | #include "testbed.h" | 
					
						
							| 
									
										
										
										
											2020-11-20 13:25:25 +08:00
										 |  |  |      | 
					
						
							|  |  |  | #if defined(CUTLASS_ARCH_MMA_SM80_SUPPORTED) | 
					
						
							| 
									
										
										
										
											2020-06-09 07:17:35 +08:00
										 |  |  | //////////////////////////////////////////////////////////////////////////////// | 
					
						
							|  |  |  | 
 | 
					
						
							|  |  |  | TEST(SM80_Device_Gemm_f32n_f32t_f32t_simt_f32, 32x64x8_32x64x1) { | 
					
						
							|  |  |  |    | 
					
						
							|  |  |  |   using Element = float; | 
					
						
							|  |  |  | 
 | 
					
						
							|  |  |  |   using Gemm = cutlass::gemm::device::Gemm< | 
					
						
							|  |  |  |     Element,  | 
					
						
							|  |  |  |     cutlass::layout::ColumnMajor, | 
					
						
							|  |  |  |     Element,  | 
					
						
							|  |  |  |     cutlass::layout::RowMajor, | 
					
						
							|  |  |  |     Element, | 
					
						
							|  |  |  |     cutlass::layout::RowMajor,  | 
					
						
							|  |  |  |     Element, | 
					
						
							|  |  |  |     cutlass::arch::OpClassSimt,  | 
					
						
							|  |  |  |     cutlass::arch::Sm80, | 
					
						
							|  |  |  |     cutlass::gemm::GemmShape<32, 64, 8>, | 
					
						
							|  |  |  |     cutlass::gemm::GemmShape<32, 64, 8>,  | 
					
						
							|  |  |  |     cutlass::gemm::GemmShape<1, 1, 1>, | 
					
						
							|  |  |  |     cutlass::epilogue::thread::LinearCombination< | 
					
						
							|  |  |  |         Element,  | 
					
						
							|  |  |  |         1, | 
					
						
							|  |  |  |         Element,  | 
					
						
							|  |  |  |         Element>, | 
					
						
							|  |  |  |     cutlass::gemm::threadblock::GemmIdentityThreadblockSwizzle<>,  | 
					
						
							|  |  |  |     4 | 
					
						
							|  |  |  |   >; | 
					
						
							|  |  |  | 
 | 
					
						
							|  |  |  |   EXPECT_TRUE(test::gemm::device::TestAllGemm<Gemm>()); | 
					
						
							|  |  |  | } | 
					
						
							|  |  |  | 
 | 
					
						
							|  |  |  | TEST(SM80_Device_Gemm_f32n_f32t_f32t_simt_f32, 64x64x8_32x64x1) { | 
					
						
							|  |  |  |    | 
					
						
							|  |  |  |   using Element = float; | 
					
						
							|  |  |  | 
 | 
					
						
							|  |  |  |   using Gemm = cutlass::gemm::device::Gemm< | 
					
						
							|  |  |  |     Element,  | 
					
						
							|  |  |  |     cutlass::layout::ColumnMajor, | 
					
						
							|  |  |  |     Element,  | 
					
						
							|  |  |  |     cutlass::layout::RowMajor, | 
					
						
							|  |  |  |     Element, | 
					
						
							|  |  |  |     cutlass::layout::RowMajor,  | 
					
						
							|  |  |  |     Element, | 
					
						
							|  |  |  |     cutlass::arch::OpClassSimt,  | 
					
						
							|  |  |  |     cutlass::arch::Sm80, | 
					
						
							|  |  |  |     cutlass::gemm::GemmShape<64, 64, 8>, | 
					
						
							|  |  |  |     cutlass::gemm::GemmShape<32, 64, 8>,  | 
					
						
							|  |  |  |     cutlass::gemm::GemmShape<1, 1, 1>, | 
					
						
							|  |  |  |     cutlass::epilogue::thread::LinearCombination< | 
					
						
							|  |  |  |         Element,  | 
					
						
							|  |  |  |         1, | 
					
						
							|  |  |  |         Element,  | 
					
						
							|  |  |  |         Element>, | 
					
						
							|  |  |  |     cutlass::gemm::threadblock::GemmIdentityThreadblockSwizzle<>,  | 
					
						
							|  |  |  |     3 | 
					
						
							|  |  |  |   >; | 
					
						
							|  |  |  | 
 | 
					
						
							|  |  |  |   EXPECT_TRUE(test::gemm::device::TestAllGemm<Gemm>()); | 
					
						
							|  |  |  | } | 
					
						
							|  |  |  | 
 | 
					
						
							|  |  |  | TEST(SM80_Device_Gemm_f32n_f32t_f32t_simt_f32, 128x128x8_32x64x1) { | 
					
						
							|  |  |  |    | 
					
						
							|  |  |  |   using Element = float; | 
					
						
							|  |  |  | 
 | 
					
						
							|  |  |  |   using Gemm = cutlass::gemm::device::Gemm< | 
					
						
							|  |  |  |     Element,  | 
					
						
							|  |  |  |     cutlass::layout::ColumnMajor, | 
					
						
							|  |  |  |     Element,  | 
					
						
							|  |  |  |     cutlass::layout::RowMajor, | 
					
						
							|  |  |  |     Element, | 
					
						
							|  |  |  |     cutlass::layout::RowMajor,  | 
					
						
							|  |  |  |     Element, | 
					
						
							|  |  |  |     cutlass::arch::OpClassSimt,  | 
					
						
							|  |  |  |     cutlass::arch::Sm80, | 
					
						
							|  |  |  |     cutlass::gemm::GemmShape<128, 128, 8>, | 
					
						
							|  |  |  |     cutlass::gemm::GemmShape<32, 64, 8>,  | 
					
						
							|  |  |  |     cutlass::gemm::GemmShape<1, 1, 1>, | 
					
						
							|  |  |  |     cutlass::epilogue::thread::LinearCombination< | 
					
						
							|  |  |  |         Element,  | 
					
						
							|  |  |  |         1, | 
					
						
							|  |  |  |         Element,  | 
					
						
							|  |  |  |         Element>, | 
					
						
							|  |  |  |     cutlass::gemm::threadblock::GemmIdentityThreadblockSwizzle<>,  | 
					
						
							|  |  |  |     3 | 
					
						
							|  |  |  |   >; | 
					
						
							|  |  |  | 
 | 
					
						
							|  |  |  |   EXPECT_TRUE(test::gemm::device::TestAllGemm<Gemm>()); | 
					
						
							|  |  |  | } | 
					
						
							|  |  |  | 
 | 
					
						
							| 
									
										
										
										
											2021-07-23 12:40:53 +08:00
										 |  |  | TEST(SM80_Device_Gemm_f32an_f32at_f32at_simt_f32, 128x128x8_32x64x1) { | 
					
						
							|  |  |  |    | 
					
						
							|  |  |  |   using Element = float; | 
					
						
							|  |  |  |   using LayoutA = cutlass::layout::AffineRank2ColumnMajor; | 
					
						
							|  |  |  |   using LayoutB = cutlass::layout::AffineRank2RowMajor; | 
					
						
							|  |  |  |   using LayoutC = cutlass::layout::AffineRankN<2>; | 
					
						
							|  |  |  | 
 | 
					
						
							|  |  |  |   using Gemm = cutlass::gemm::device::Gemm< | 
					
						
							|  |  |  |     Element,  | 
					
						
							|  |  |  |     LayoutA, | 
					
						
							|  |  |  |     Element,  | 
					
						
							|  |  |  |     LayoutB, | 
					
						
							|  |  |  |     Element, | 
					
						
							|  |  |  |     LayoutC,  | 
					
						
							|  |  |  |     Element, | 
					
						
							|  |  |  |     cutlass::arch::OpClassSimt,  | 
					
						
							|  |  |  |     cutlass::arch::Sm80, | 
					
						
							|  |  |  |     cutlass::gemm::GemmShape<128, 128, 8>, | 
					
						
							|  |  |  |     cutlass::gemm::GemmShape<32, 64, 8>,  | 
					
						
							|  |  |  |     cutlass::gemm::GemmShape<1, 1, 1>, | 
					
						
							|  |  |  |     cutlass::epilogue::thread::LinearCombination< | 
					
						
							|  |  |  |         Element,  | 
					
						
							|  |  |  |         1, | 
					
						
							|  |  |  |         Element,  | 
					
						
							|  |  |  |         Element>, | 
					
						
							|  |  |  |     cutlass::gemm::threadblock::GemmIdentityThreadblockSwizzle<>,  | 
					
						
							|  |  |  |     3 | 
					
						
							|  |  |  |   >; | 
					
						
							|  |  |  | 
 | 
					
						
							|  |  |  |   typename LayoutA::Stride::Index stride_factor_A[] = {3, 4}; | 
					
						
							|  |  |  |   typename LayoutB::Stride::Index stride_factor_B[] = {5, 6}; | 
					
						
							|  |  |  |   typename LayoutC::Stride::Index stride_factor_C[] = {7, 8}; | 
					
						
							|  |  |  | 
 | 
					
						
							|  |  |  |   EXPECT_TRUE(test::gemm::device::TestAllGemm<Gemm>(stride_factor_A, stride_factor_B, stride_factor_C )); | 
					
						
							|  |  |  | 
 | 
					
						
							|  |  |  | } | 
					
						
							|  |  |  | 
 | 
					
						
							| 
									
										
										
										
											2020-06-09 07:17:35 +08:00
										 |  |  | TEST(SM80_Device_Gemm_f32n_f32t_f32t_simt_f32, 64x128x8_32x64x1) { | 
					
						
							|  |  |  |    | 
					
						
							|  |  |  |   using Element = float; | 
					
						
							|  |  |  | 
 | 
					
						
							|  |  |  |   using Gemm = cutlass::gemm::device::Gemm< | 
					
						
							|  |  |  |     Element,  | 
					
						
							|  |  |  |     cutlass::layout::ColumnMajor, | 
					
						
							|  |  |  |     Element,  | 
					
						
							|  |  |  |     cutlass::layout::RowMajor, | 
					
						
							|  |  |  |     Element, | 
					
						
							|  |  |  |     cutlass::layout::RowMajor,  | 
					
						
							|  |  |  |     Element, | 
					
						
							|  |  |  |     cutlass::arch::OpClassSimt,  | 
					
						
							|  |  |  |     cutlass::arch::Sm80, | 
					
						
							|  |  |  |     cutlass::gemm::GemmShape<64, 128, 8>, | 
					
						
							|  |  |  |     cutlass::gemm::GemmShape<32, 64, 8>,  | 
					
						
							|  |  |  |     cutlass::gemm::GemmShape<1, 1, 1>, | 
					
						
							|  |  |  |     cutlass::epilogue::thread::LinearCombination< | 
					
						
							|  |  |  |         Element,  | 
					
						
							|  |  |  |         1, | 
					
						
							|  |  |  |         Element,  | 
					
						
							|  |  |  |         Element>, | 
					
						
							|  |  |  |     cutlass::gemm::threadblock::GemmIdentityThreadblockSwizzle<>,  | 
					
						
							|  |  |  |     3 | 
					
						
							|  |  |  |   >; | 
					
						
							|  |  |  | 
 | 
					
						
							|  |  |  |   EXPECT_TRUE(test::gemm::device::TestAllGemm<Gemm>()); | 
					
						
							|  |  |  | } | 
					
						
							|  |  |  | 
 | 
					
						
							|  |  |  | TEST(SM80_Device_Gemm_f32n_f32t_f32t_simt_f32, 128x64x8_32x64x1) { | 
					
						
							|  |  |  |    | 
					
						
							|  |  |  |   using Element = float; | 
					
						
							|  |  |  | 
 | 
					
						
							|  |  |  |   using Gemm = cutlass::gemm::device::Gemm< | 
					
						
							|  |  |  |     Element,  | 
					
						
							|  |  |  |     cutlass::layout::ColumnMajor, | 
					
						
							|  |  |  |     Element,  | 
					
						
							|  |  |  |     cutlass::layout::RowMajor, | 
					
						
							|  |  |  |     Element, | 
					
						
							|  |  |  |     cutlass::layout::RowMajor,  | 
					
						
							|  |  |  |     Element, | 
					
						
							|  |  |  |     cutlass::arch::OpClassSimt,  | 
					
						
							|  |  |  |     cutlass::arch::Sm80, | 
					
						
							|  |  |  |     cutlass::gemm::GemmShape<128, 64, 8>, | 
					
						
							|  |  |  |     cutlass::gemm::GemmShape<64, 32, 8>,  | 
					
						
							|  |  |  |     cutlass::gemm::GemmShape<1, 1, 1>, | 
					
						
							|  |  |  |     cutlass::epilogue::thread::LinearCombination< | 
					
						
							|  |  |  |         Element,  | 
					
						
							|  |  |  |         1, | 
					
						
							|  |  |  |         Element,  | 
					
						
							|  |  |  |         Element>, | 
					
						
							|  |  |  |     cutlass::gemm::threadblock::GemmIdentityThreadblockSwizzle<>,  | 
					
						
							|  |  |  |     3 | 
					
						
							|  |  |  |   >; | 
					
						
							|  |  |  | 
 | 
					
						
							|  |  |  |   EXPECT_TRUE(test::gemm::device::TestAllGemm<Gemm>()); | 
					
						
							|  |  |  | } | 
					
						
							|  |  |  | 
 | 
					
						
							|  |  |  | 
 | 
					
						
							|  |  |  | TEST(SM80_Device_Gemm_f32n_f32t_f32t_simt_f32, 128x128x8_64x64x1) { | 
					
						
							|  |  |  |    | 
					
						
							|  |  |  |   using Element = float; | 
					
						
							|  |  |  | 
 | 
					
						
							|  |  |  |   using Gemm = cutlass::gemm::device::Gemm< | 
					
						
							|  |  |  |     Element,  | 
					
						
							|  |  |  |     cutlass::layout::ColumnMajor, | 
					
						
							|  |  |  |     Element,  | 
					
						
							|  |  |  |     cutlass::layout::RowMajor, | 
					
						
							|  |  |  |     Element, | 
					
						
							|  |  |  |     cutlass::layout::RowMajor,  | 
					
						
							|  |  |  |     Element, | 
					
						
							|  |  |  |     cutlass::arch::OpClassSimt,  | 
					
						
							|  |  |  |     cutlass::arch::Sm80, | 
					
						
							|  |  |  |     cutlass::gemm::GemmShape<128, 128, 8>, | 
					
						
							|  |  |  |     cutlass::gemm::GemmShape<64, 64, 8>,  | 
					
						
							|  |  |  |     cutlass::gemm::GemmShape<1, 1, 1>, | 
					
						
							|  |  |  |     cutlass::epilogue::thread::LinearCombination< | 
					
						
							|  |  |  |         Element,  | 
					
						
							|  |  |  |         1, | 
					
						
							|  |  |  |         Element,  | 
					
						
							|  |  |  |         Element>, | 
					
						
							|  |  |  |     cutlass::gemm::threadblock::GemmIdentityThreadblockSwizzle<>,  | 
					
						
							|  |  |  |     3 | 
					
						
							|  |  |  |   >; | 
					
						
							|  |  |  | 
 | 
					
						
							|  |  |  |   EXPECT_TRUE(test::gemm::device::TestAllGemm<Gemm>()); | 
					
						
							|  |  |  | } | 
					
						
							|  |  |  | 
 | 
					
						
							|  |  |  | TEST(SM80_Device_Gemm_f32n_f32t_f32t_simt_f32, 128x256x8_64x64x1) { | 
					
						
							|  |  |  |    | 
					
						
							|  |  |  |   using Element = float; | 
					
						
							|  |  |  | 
 | 
					
						
							|  |  |  |   using Gemm = cutlass::gemm::device::Gemm< | 
					
						
							|  |  |  |     Element,  | 
					
						
							|  |  |  |     cutlass::layout::ColumnMajor, | 
					
						
							|  |  |  |     Element,  | 
					
						
							|  |  |  |     cutlass::layout::RowMajor, | 
					
						
							|  |  |  |     Element, | 
					
						
							|  |  |  |     cutlass::layout::RowMajor,  | 
					
						
							|  |  |  |     Element, | 
					
						
							|  |  |  |     cutlass::arch::OpClassSimt,  | 
					
						
							|  |  |  |     cutlass::arch::Sm80, | 
					
						
							|  |  |  |     cutlass::gemm::GemmShape<128, 256, 8>, | 
					
						
							|  |  |  |     cutlass::gemm::GemmShape<64, 64, 8>,  | 
					
						
							|  |  |  |     cutlass::gemm::GemmShape<1, 1, 1>, | 
					
						
							|  |  |  |     cutlass::epilogue::thread::LinearCombination< | 
					
						
							|  |  |  |         Element,  | 
					
						
							|  |  |  |         1, | 
					
						
							|  |  |  |         Element,  | 
					
						
							|  |  |  |         Element>, | 
					
						
							|  |  |  |     cutlass::gemm::threadblock::GemmIdentityThreadblockSwizzle<>,  | 
					
						
							|  |  |  |     3 | 
					
						
							|  |  |  |   >; | 
					
						
							|  |  |  | 
 | 
					
						
							|  |  |  |   EXPECT_TRUE(test::gemm::device::TestAllGemm<Gemm>()); | 
					
						
							|  |  |  | } | 
					
						
							|  |  |  | 
 | 
					
						
							| 
									
										
										
										
											2020-11-20 13:25:25 +08:00
										 |  |  | ///////////////////////////////////////////////////////////////////////////////////////////////// | 
					
						
							|  |  |  | #endif // #if defined(CUTLASS_ARCH_MMA_SM80_SUPPORTED) | 
					
						
							|  |  |  | 
 | 
					
						
							|  |  |  | ///////////////////////////////////////////////////////////////////////////////////////////////// |