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https://github.com/ROCm/composable_kernel.git
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[CK_TILE] Support multi-config in tile_example_gemm_universal (#2240)
* [CK_TILE] Support multi-config in tile_example_gemm_universal Add GemmConfig in run_gemm_example to support multiple tile config. - It is useful when use you need compare gemm perf with different tile/pipeline config - we also can use it simplify the code for wmma support in the furture. * [CK_TILE] Support multi-config in tile_example_gemm_universal Address review comments * rebase code and fix clang format. * fix clang format * support pipeline v5. * fix merge conflict * address review comment * add missing file * address review comment v2 * fix build error
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@@ -16,105 +16,8 @@
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#define CK_TILE_PIPELINE_COMPUTE_V4 3
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#define CK_TILE_PIPELINE_COMPUTE_V5 4
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#ifndef CK_TILE_PIPELINE_DEFAULT
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#define CK_TILE_PIPELINE_DEFAULT CK_TILE_PIPELINE_COMPUTE_V3
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#endif
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#if(CK_TILE_PIPELINE_DEFAULT == CK_TILE_PIPELINE_MEMORY)
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#define GEMM_PIPELINE ck_tile::GemmPipelineAgBgCrMem
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#define UNIVERSAL_GEMM_PIPELINE ck_tile::BaseGemmPipelineAgBgCrMem
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#define GEMM_PIPELINE_SCHEDULER ck_tile::GemmPipelineScheduler::Interwave
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#elif(CK_TILE_PIPELINE_DEFAULT == CK_TILE_PIPELINE_COMPUTE_V3)
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#define GEMM_PIPELINE ck_tile::GemmPipelineAgBgCrCompV3
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#define UNIVERSAL_GEMM_PIPELINE ck_tile::BaseGemmPipelineAgBgCrCompV3
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#define GEMM_PIPELINE_SCHEDULER ck_tile::GemmPipelineScheduler::Intrawave
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#elif(CK_TILE_PIPELINE_DEFAULT == CK_TILE_PIPELINE_COMPUTE_V4)
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#define GEMM_PIPELINE ck_tile::GemmPipelineAgBgCrCompV4
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#define UNIVERSAL_GEMM_PIPELINE ck_tile::BaseGemmPipelineAgBgCrCompV4
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#define GEMM_PIPELINE_SCHEDULER ck_tile::GemmPipelineScheduler::Intrawave
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#elif(CK_TILE_PIPELINE_DEFAULT == CK_TILE_PIPELINE_COMPUTE_V5)
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#define GEMM_PIPELINE ck_tile::GemmPipelineAgBgCrCompV5
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#define UNIVERSAL_GEMM_PIPELINE ck_tile::BaseGemmPipelineAgBgCrCompV5
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#define GEMM_PIPELINE_SCHEDULER ck_tile::GemmPipelineScheduler::Intrawave
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#else
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#error "unsupported CK_TILE_PIPELINE_DEFAULT value"
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#endif
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struct GemmConfig
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struct GemmConfigBase
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{
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#if(CK_TILE_PIPELINE_DEFAULT == CK_TILE_PIPELINE_MEMORY)
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// Memory friendly for Interwave scheduler
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static constexpr ck_tile::index_t M_Tile = 128;
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static constexpr ck_tile::index_t N_Tile = 32;
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static constexpr ck_tile::index_t K_Tile = 64;
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static constexpr ck_tile::index_t M_Warp = 4;
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static constexpr ck_tile::index_t N_Warp = 1;
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static constexpr ck_tile::index_t K_Warp = 1;
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static constexpr ck_tile::index_t M_Warp_Tile = 32;
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static constexpr ck_tile::index_t N_Warp_Tile = 32;
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static constexpr ck_tile::index_t K_Warp_Tile = 16;
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static constexpr bool DoubleSmemBuffer = false;
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static constexpr ck_tile::index_t NumWaveGroups = 1;
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#endif
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#if(CK_TILE_PIPELINE_DEFAULT == CK_TILE_PIPELINE_COMPUTE_V3)
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// Compute friendly for Intrawave scheduler
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static constexpr ck_tile::index_t M_Tile = 128;
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static constexpr ck_tile::index_t N_Tile = 128;
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static constexpr ck_tile::index_t K_Tile = 128;
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static constexpr ck_tile::index_t M_Warp = 2;
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static constexpr ck_tile::index_t N_Warp = 2;
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static constexpr ck_tile::index_t K_Warp = 1;
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static constexpr ck_tile::index_t M_Warp_Tile = 16;
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static constexpr ck_tile::index_t N_Warp_Tile = 16;
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static constexpr ck_tile::index_t K_Warp_Tile = 32;
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static constexpr bool DoubleSmemBuffer = false;
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static constexpr ck_tile::index_t NumWaveGroups = 1;
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#elif(CK_TILE_PIPELINE_DEFAULT == CK_TILE_PIPELINE_COMPUTE_V4)
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// Compute friendly for Intrawave scheduler
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// Using the ping pong reader in the lds level
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static constexpr ck_tile::index_t M_Tile = 256;
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static constexpr ck_tile::index_t N_Tile = 256;
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static constexpr ck_tile::index_t K_Tile = 32;
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static constexpr ck_tile::index_t M_Warp = 2;
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static constexpr ck_tile::index_t N_Warp = 2;
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static constexpr ck_tile::index_t K_Warp = 1;
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static constexpr ck_tile::index_t M_Warp_Tile = 32;
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static constexpr ck_tile::index_t N_Warp_Tile = 32;
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static constexpr ck_tile::index_t K_Warp_Tile = 16;
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static constexpr bool DoubleSmemBuffer = true;
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static constexpr ck_tile::index_t NumWaveGroups = 1;
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#elif(CK_TILE_PIPELINE_DEFAULT == CK_TILE_PIPELINE_COMPUTE_V5)
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// Compute friendly for Intrawave scheduler
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// Using the ping pong reader in the lds level
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static constexpr ck_tile::index_t M_Tile = 128;
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static constexpr ck_tile::index_t N_Tile = 128;
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static constexpr ck_tile::index_t K_Tile = 32;
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static constexpr ck_tile::index_t M_Warp = 1;
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static constexpr ck_tile::index_t N_Warp = 1;
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static constexpr ck_tile::index_t K_Warp = 2;
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static constexpr ck_tile::index_t M_Warp_Tile = 32;
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static constexpr ck_tile::index_t N_Warp_Tile = 32;
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static constexpr ck_tile::index_t K_Warp_Tile = 16;
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static constexpr bool DoubleSmemBuffer = false;
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// Available wavegroups will be split into `NumWaveGroups` and each of these wavegroups
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// will be responsible for specific jobs. For instance, perform Global Memory read operations,
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// perform block-gemm operation etc...
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static constexpr ck_tile::index_t NumWaveGroups = 2;
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#endif
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static constexpr bool kPadM = false;
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static constexpr bool kPadN = false;
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static constexpr bool kPadK = false;
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@@ -128,6 +31,169 @@ struct GemmConfig
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static constexpr int kBlockPerCu = 1;
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static constexpr ck_tile::index_t TileParitionerGroupNum = 8;
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static constexpr ck_tile::index_t TileParitionerM01 = 4;
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static constexpr auto Scheduler = ck_tile::GemmPipelineScheduler::Intrawave;
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static constexpr ck_tile::index_t Pipeline = CK_TILE_PIPELINE_COMPUTE_V3;
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static constexpr ck_tile::index_t NumWaveGroups = 1;
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};
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template <typename PrecType>
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struct GemmConfigMemoryInterwave : public GemmConfigBase
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{
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// Memory friendly for Interwave scheduler
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static constexpr ck_tile::index_t M_Tile = 128;
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static constexpr ck_tile::index_t N_Tile = 32;
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static constexpr ck_tile::index_t K_Tile = 128 / sizeof(PrecType);
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static constexpr ck_tile::index_t M_Warp = 4;
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static constexpr ck_tile::index_t N_Warp = 1;
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static constexpr ck_tile::index_t K_Warp = 1;
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static constexpr ck_tile::index_t M_Warp_Tile = 32;
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static constexpr ck_tile::index_t N_Warp_Tile = 32;
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static constexpr ck_tile::index_t K_Warp_Tile = sizeof(PrecType) == 2 ? 8 : 16;
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static constexpr bool DoubleSmemBuffer = false;
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static constexpr ck_tile::index_t Pipeline = CK_TILE_PIPELINE_MEMORY;
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static constexpr auto Scheduler = ck_tile::GemmPipelineScheduler::Interwave;
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};
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template <typename PrecType>
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struct GemmConfigMemoryIntrawave : public GemmConfigBase
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{
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static constexpr ck_tile::index_t M_Tile = 128;
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static constexpr ck_tile::index_t N_Tile = 32;
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static constexpr ck_tile::index_t K_Tile = 128 / sizeof(PrecType);
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static constexpr ck_tile::index_t M_Warp = 4;
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static constexpr ck_tile::index_t N_Warp = 1;
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static constexpr ck_tile::index_t K_Warp = 1;
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static constexpr ck_tile::index_t M_Warp_Tile = 32;
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static constexpr ck_tile::index_t N_Warp_Tile = 32;
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static constexpr ck_tile::index_t K_Warp_Tile = sizeof(PrecType) == 2 ? 8 : 16;
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static constexpr bool DoubleSmemBuffer = false;
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static constexpr ck_tile::index_t Pipeline = CK_TILE_PIPELINE_MEMORY;
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};
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template <typename PrecType>
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struct GemmConfigComputeV3 : public GemmConfigBase
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{
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// Compute V3 only support Intrawave scheduler
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static constexpr ck_tile::index_t M_Tile = 256;
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static constexpr ck_tile::index_t N_Tile = 256;
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static constexpr ck_tile::index_t K_Tile = 64 / sizeof(PrecType);
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static constexpr ck_tile::index_t M_Warp = 2;
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static constexpr ck_tile::index_t N_Warp = 2;
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static constexpr ck_tile::index_t K_Warp = 1;
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static constexpr ck_tile::index_t M_Warp_Tile = 32;
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static constexpr ck_tile::index_t N_Warp_Tile = 32;
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static constexpr ck_tile::index_t K_Warp_Tile = sizeof(PrecType) == 2 ? 16 : 64;
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static constexpr bool DoubleSmemBuffer = false;
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static constexpr ck_tile::index_t Pipeline = CK_TILE_PIPELINE_COMPUTE_V3;
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};
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template <typename PrecType>
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struct GemmConfigComputeV3_1 : public GemmConfigBase
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{
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static constexpr ck_tile::index_t M_Tile = 256;
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static constexpr ck_tile::index_t N_Tile = 256;
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static constexpr ck_tile::index_t K_Tile = 128 / sizeof(PrecType);
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static constexpr ck_tile::index_t M_Warp = 2;
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static constexpr ck_tile::index_t N_Warp = 2;
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static constexpr ck_tile::index_t K_Warp = 1;
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static constexpr ck_tile::index_t M_Warp_Tile = 32;
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static constexpr ck_tile::index_t N_Warp_Tile = 32;
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static constexpr ck_tile::index_t K_Warp_Tile = sizeof(PrecType) == 2 ? 16 : 64;
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static constexpr bool DoubleSmemBuffer = false;
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static constexpr ck_tile::index_t Pipeline = CK_TILE_PIPELINE_COMPUTE_V3;
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};
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template <typename PrecType>
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struct GemmConfigComputeV3_2 : public GemmConfigBase
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{
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static constexpr ck_tile::index_t M_Tile = 128;
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static constexpr ck_tile::index_t N_Tile = 128;
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static constexpr ck_tile::index_t K_Tile = 128 / sizeof(PrecType);
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static constexpr ck_tile::index_t M_Warp = 2;
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static constexpr ck_tile::index_t N_Warp = 2;
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static constexpr ck_tile::index_t K_Warp = 1;
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static constexpr ck_tile::index_t M_Warp_Tile = 16;
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static constexpr ck_tile::index_t N_Warp_Tile = 16;
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static constexpr ck_tile::index_t K_Warp_Tile = sizeof(PrecType) == 2 ? 32 : 128;
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static constexpr bool DoubleSmemBuffer = false;
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static constexpr ck_tile::index_t Pipeline = CK_TILE_PIPELINE_COMPUTE_V3;
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static constexpr int kBlockPerCu = 2;
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};
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template <typename PrecType>
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struct GemmConfigComputeV4 : public GemmConfigBase
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{
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// Compute V4 only support Intrawave scheduler
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// Using the ping pong reader in the lds level
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static constexpr ck_tile::index_t M_Tile = 256;
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static constexpr ck_tile::index_t N_Tile = 256;
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static constexpr ck_tile::index_t K_Tile = 64 / sizeof(PrecType);
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static constexpr ck_tile::index_t M_Warp = 2;
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static constexpr ck_tile::index_t N_Warp = 2;
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static constexpr ck_tile::index_t K_Warp = 1;
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static constexpr ck_tile::index_t M_Warp_Tile = 32;
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static constexpr ck_tile::index_t N_Warp_Tile = 32;
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static constexpr ck_tile::index_t K_Warp_Tile = sizeof(PrecType) == 2 ? 16 : 64;
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static constexpr bool DoubleSmemBuffer = true;
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static constexpr ck_tile::index_t Pipeline = CK_TILE_PIPELINE_COMPUTE_V4;
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};
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template <typename PrecType>
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struct GemmConfigComputeV4_1 : public GemmConfigBase
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{
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static constexpr ck_tile::index_t M_Tile = 256;
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static constexpr ck_tile::index_t N_Tile = 256;
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static constexpr ck_tile::index_t K_Tile = 128 / sizeof(PrecType);
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static constexpr ck_tile::index_t M_Warp = 2;
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static constexpr ck_tile::index_t N_Warp = 2;
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static constexpr ck_tile::index_t K_Warp = 1;
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static constexpr ck_tile::index_t M_Warp_Tile = 32;
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static constexpr ck_tile::index_t N_Warp_Tile = 32;
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static constexpr ck_tile::index_t K_Warp_Tile = sizeof(PrecType) == 2 ? 16 : 64;
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static constexpr bool DoubleSmemBuffer = true;
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static constexpr ck_tile::index_t Pipeline = CK_TILE_PIPELINE_COMPUTE_V4;
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};
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template <typename PrecType>
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struct GemmConfigComputeV5 : public GemmConfigBase
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{
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static constexpr ck_tile::index_t M_Tile = 128;
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static constexpr ck_tile::index_t N_Tile = 128;
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static constexpr ck_tile::index_t K_Tile = 64 / sizeof(PrecType);
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static constexpr ck_tile::index_t M_Warp = 1;
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static constexpr ck_tile::index_t N_Warp = 1;
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static constexpr ck_tile::index_t K_Warp = 2;
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static constexpr ck_tile::index_t M_Warp_Tile = 32;
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static constexpr ck_tile::index_t N_Warp_Tile = 32;
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static constexpr ck_tile::index_t K_Warp_Tile = sizeof(PrecType) == 2 ? 16 : 64;
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static constexpr bool DoubleSmemBuffer = false;
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static constexpr ck_tile::index_t Pipeline = CK_TILE_PIPELINE_COMPUTE_V5;
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static constexpr ck_tile::index_t NumWaNumWaveGroups = 2;
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};
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template <typename ADataType, typename BDataType = ADataType, typename CDataType = ADataType>
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@@ -224,6 +290,45 @@ struct DataTypeTraits<ck_tile::pk_int4_t>
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static constexpr const char* name = "pk_int4_t";
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};
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template <ck_tile::index_t PipelineId>
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struct PipelineTypeTraits;
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template <>
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struct PipelineTypeTraits<CK_TILE_PIPELINE_MEMORY>
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{
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template <typename PipelineProblem>
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using GemmPipeline = ck_tile::GemmPipelineAgBgCrMem<PipelineProblem>;
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template <typename PipelineProblem>
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using UniversalGemmPipeline = ck_tile::BaseGemmPipelineAgBgCrMem<PipelineProblem>;
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};
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template <>
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struct PipelineTypeTraits<CK_TILE_PIPELINE_COMPUTE_V3>
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{
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template <typename PipelineProblem>
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using GemmPipeline = ck_tile::GemmPipelineAgBgCrCompV3<PipelineProblem>;
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template <typename PipelineProblem>
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using UniversalGemmPipeline = ck_tile::BaseGemmPipelineAgBgCrCompV3<PipelineProblem>;
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};
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template <>
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struct PipelineTypeTraits<CK_TILE_PIPELINE_COMPUTE_V4>
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{
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template <typename PipelineProblem>
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using GemmPipeline = ck_tile::GemmPipelineAgBgCrCompV4<PipelineProblem>;
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template <typename PipelineProblem>
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using UniversalGemmPipeline = ck_tile::BaseGemmPipelineAgBgCrCompV4<PipelineProblem>;
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};
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template <>
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struct PipelineTypeTraits<CK_TILE_PIPELINE_COMPUTE_V5>
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{
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template <typename PipelineProblem>
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using GemmPipeline = ck_tile::GemmPipelineAgBgCrCompV5<PipelineProblem>;
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template <typename PipelineProblem>
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using UniversalGemmPipeline = ck_tile::BaseGemmPipelineAgBgCrCompV5<PipelineProblem>;
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};
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auto create_args(int argc, char* argv[])
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{
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ck_tile::ArgParser arg_parser;
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