mirror of
https://github.com/ROCm/composable_kernel.git
synced 2026-05-04 21:51:28 +00:00
[CK_TILE] Refine fp8 support in flatmm (#2239)
* [CK_TILE] Refine fp8 in flatmm 1. Replace USING_MFMA_16x16x32 & USING_MFMA_16x16x32 with constexpr 2. Add an additional const check to avoid build error in HotLoopScheduler 3. Refine shuffleb to support both tile 32x32 and 16x16 4. Support command option -init 5. Move Gemm warp defintion to a separate struct * fix clang format * fix clang format * keep default bhavior unchanged (warp tile = 16x16) * fix tile engine build error * fix a typo in codegen_utils.py * address review comments * address review comments --------- Co-authored-by: Thomas Ning <Thomas.Ning@amd.com>
This commit is contained in:
@@ -75,7 +75,6 @@ struct FlatmmPipelineAGmemBGmemCRegV1
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CK_TILE_HOST_DEVICE static constexpr auto HotLoopScheduler()
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{
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#if defined(USING_MFMA_16x16x32) || defined(USING_MFMA_32x32x16)
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constexpr auto config = BlockFlatmm::BlockPolicy::template GetWarpGemmMWarpNWarp<Problem>();
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using WG = remove_cvref_t<decltype(config.template at<0>())>;
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@@ -91,64 +90,68 @@ struct FlatmmPipelineAGmemBGmemCRegV1
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constexpr index_t A_Buffer_Load_Inst_Num = kMPerBlock * kKPerBlock / BlockSize / KPerLoad;
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constexpr index_t A_LDS_Read_Inst_Num = MIterPerWarp * KIterPerWarp;
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constexpr index_t B_Buffer_Load_Inst_Num = NIterPerWarp * KIterPerWarp;
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#endif
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#if defined(USING_MFMA_16x16x32)
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static_for<0, A_Buffer_Load_Inst_Num, 1>{}([&](auto i) {
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ignore = i;
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__builtin_amdgcn_sched_group_barrier(0x100, 1, 0); // DS read
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__builtin_amdgcn_sched_group_barrier(0x020, 1, 0); // VMEM read
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__builtin_amdgcn_sched_group_barrier(0x008, 1, 0); // MFMA
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});
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static_for<0, A_LDS_Read_Inst_Num - A_Buffer_Load_Inst_Num, 1>{}([&](auto i) {
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ignore = i;
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__builtin_amdgcn_sched_group_barrier(0x100, 1, 0); // DS read
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__builtin_amdgcn_sched_group_barrier(0x008, 3, 0); // MFMA
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});
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static_for<0, B_Buffer_Load_Inst_Num, 1>{}([&](auto i) {
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ignore = i;
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__builtin_amdgcn_sched_group_barrier(0x020, 1, 0); // VMEM read
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__builtin_amdgcn_sched_group_barrier(0x008, 2, 0); // MFMA
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});
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static_for<0, A_Buffer_Load_Inst_Num, 1>{}([&](auto i) {
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ignore = i;
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__builtin_amdgcn_sched_group_barrier(0x200, 1, 0); // DS write
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__builtin_amdgcn_sched_group_barrier(0x008, 4, 0); // MFMA
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});
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#elif defined(USING_MFMA_32x32x16)
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static_for<0,
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A_LDS_Read_Inst_Num / 2 - A_Buffer_Load_Inst_Num - B_Buffer_Load_Inst_Num,
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1>{}([&](auto i) {
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ignore = i;
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__builtin_amdgcn_sched_group_barrier(0x100, 1, 0); // DS read
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__builtin_amdgcn_sched_group_barrier(0x008, 1, 0); // MFMA
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});
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static_for<0, A_Buffer_Load_Inst_Num, 1>{}([&](auto i) {
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ignore = i;
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__builtin_amdgcn_sched_group_barrier(0x020, 1, 0); // VMEM read
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__builtin_amdgcn_sched_group_barrier(0x008, 1, 0); // MFMA
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__builtin_amdgcn_sched_group_barrier(0x100, 1, 0); // DS read
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__builtin_amdgcn_sched_group_barrier(0x008, 1, 0); // MFMA
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});
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static_for<0, A_LDS_Read_Inst_Num / 2, 1>{}([&](auto i) {
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ignore = i;
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__builtin_amdgcn_sched_group_barrier(0x100, 1, 0); // DS read
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__builtin_amdgcn_sched_group_barrier(0x008, 1, 0); // MFMA
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});
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static_for<0, B_Buffer_Load_Inst_Num, 1>{}([&](auto i) {
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ignore = i;
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__builtin_amdgcn_sched_group_barrier(0x020, 1, 0); // VMEM read
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__builtin_amdgcn_sched_group_barrier(0x008, 1, 0); // MFMA
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__builtin_amdgcn_sched_group_barrier(0x100, 1, 0); // DS read
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__builtin_amdgcn_sched_group_barrier(0x008, 1, 0); // MFMA
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});
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static_for<0, A_Buffer_Load_Inst_Num, 1>{}([&](auto i) {
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ignore = i;
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__builtin_amdgcn_sched_group_barrier(0x200, 1, 0); // DS write
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__builtin_amdgcn_sched_group_barrier(0x008, 3, 0); // MFMA
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});
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__builtin_amdgcn_sched_group_barrier(0x008, 4, 0); // MFMA
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#endif
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if constexpr(WG::kM == 16 && WG::kN == 16)
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{
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static_for<0, A_Buffer_Load_Inst_Num, 1>{}([&](auto i) {
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ignore = i;
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__builtin_amdgcn_sched_group_barrier(0x100, 1, 0); // DS read
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__builtin_amdgcn_sched_group_barrier(0x020, 1, 0); // VMEM read
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__builtin_amdgcn_sched_group_barrier(0x008, 1, 0); // MFMA
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});
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static_for<0, A_LDS_Read_Inst_Num - A_Buffer_Load_Inst_Num, 1>{}([&](auto i) {
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ignore = i;
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__builtin_amdgcn_sched_group_barrier(0x100, 1, 0); // DS read
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__builtin_amdgcn_sched_group_barrier(0x008, 3, 0); // MFMA
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});
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static_for<0, B_Buffer_Load_Inst_Num, 1>{}([&](auto i) {
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ignore = i;
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__builtin_amdgcn_sched_group_barrier(0x020, 1, 0); // VMEM read
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__builtin_amdgcn_sched_group_barrier(0x008, 2, 0); // MFMA
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});
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static_for<0, A_Buffer_Load_Inst_Num, 1>{}([&](auto i) {
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ignore = i;
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__builtin_amdgcn_sched_group_barrier(0x200, 1, 0); // DS write
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__builtin_amdgcn_sched_group_barrier(0x008, 4, 0); // MFMA
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});
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}
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else if constexpr(WG::kM == 32 && WG::kN == 32 &&
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(A_LDS_Read_Inst_Num / 2 >
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A_Buffer_Load_Inst_Num + B_Buffer_Load_Inst_Num))
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{
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static_for<0,
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A_LDS_Read_Inst_Num / 2 - A_Buffer_Load_Inst_Num - B_Buffer_Load_Inst_Num,
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1>{}([&](auto i) {
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ignore = i;
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__builtin_amdgcn_sched_group_barrier(0x100, 1, 0); // DS read
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__builtin_amdgcn_sched_group_barrier(0x008, 1, 0); // MFMA
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});
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static_for<0, A_Buffer_Load_Inst_Num, 1>{}([&](auto i) {
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ignore = i;
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__builtin_amdgcn_sched_group_barrier(0x020, 1, 0); // VMEM read
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__builtin_amdgcn_sched_group_barrier(0x008, 1, 0); // MFMA
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__builtin_amdgcn_sched_group_barrier(0x100, 1, 0); // DS read
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__builtin_amdgcn_sched_group_barrier(0x008, 1, 0); // MFMA
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});
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static_for<0, A_LDS_Read_Inst_Num / 2, 1>{}([&](auto i) {
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ignore = i;
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__builtin_amdgcn_sched_group_barrier(0x100, 1, 0); // DS read
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__builtin_amdgcn_sched_group_barrier(0x008, 1, 0); // MFMA
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});
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static_for<0, B_Buffer_Load_Inst_Num, 1>{}([&](auto i) {
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ignore = i;
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__builtin_amdgcn_sched_group_barrier(0x020, 1, 0); // VMEM read
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__builtin_amdgcn_sched_group_barrier(0x008, 1, 0); // MFMA
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__builtin_amdgcn_sched_group_barrier(0x100, 1, 0); // DS read
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__builtin_amdgcn_sched_group_barrier(0x008, 1, 0); // MFMA
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});
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static_for<0, A_Buffer_Load_Inst_Num, 1>{}([&](auto i) {
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ignore = i;
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__builtin_amdgcn_sched_group_barrier(0x200, 1, 0); // DS write
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__builtin_amdgcn_sched_group_barrier(0x008, 3, 0); // MFMA
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});
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__builtin_amdgcn_sched_group_barrier(0x008, 4, 0); // MFMA
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}
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}
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template <typename ADramBlockWindowTmp, typename BFlatBlockWindowTmp, typename AElementFunction>
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@@ -19,55 +19,61 @@ struct UniversalFlatmmPipelineAgBgCrPolicy
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CK_TILE_HOST_DEVICE static constexpr auto MakeALdsBlockDescriptor()
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{
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using namespace ck_tile;
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#if defined(USING_MFMA_16x16x32)
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/*reduce transform layers,compare with old ck*/
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constexpr index_t MPerBlock = Problem::BlockGemmShape::kM;
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constexpr index_t KPerBlock = Problem::BlockGemmShape::kK;
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constexpr index_t KPack = GetSmemPackA<Problem>();
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constexpr auto a_lds_block_desc_0 = make_naive_tensor_descriptor(
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make_tuple(number<KPerBlock / KPack>{}, number<MPerBlock>{}, number<KPack>{}),
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make_tuple(number<KPack>{}, number<KPerBlock>{}, number<1>{}),
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number<KPack>{},
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number<1>{});
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constexpr index_t MPerXdl = Problem::BlockGemmShape::WarpTile::at(I0);
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constexpr index_t NPerXdl = Problem::BlockGemmShape::WarpTile::at(I1);
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if constexpr(MPerXdl == 16 && NPerXdl == 16)
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{
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/*reduce transform layers,compare with old ck*/
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constexpr index_t MPerBlock = Problem::BlockGemmShape::kM;
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constexpr index_t KPerBlock = Problem::BlockGemmShape::kK;
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constexpr index_t KPack = GetSmemPackA<Problem>();
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constexpr auto a_lds_block_desc_permuted = transform_tensor_descriptor(
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a_lds_block_desc_0,
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make_tuple(
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make_xor_transform(make_tuple(number<MPerBlock>{}, number<KPerBlock / KPack>{})),
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make_pass_through_transform(number<KPack>{})),
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make_tuple(sequence<1, 0>{}, sequence<2>{}),
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make_tuple(sequence<1, 0>{}, sequence<2>{}));
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constexpr auto a_lds_block_desc_0 = make_naive_tensor_descriptor(
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make_tuple(number<KPerBlock / KPack>{}, number<MPerBlock>{}, number<KPack>{}),
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make_tuple(number<KPack>{}, number<KPerBlock>{}, number<1>{}),
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number<KPack>{},
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number<1>{});
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constexpr auto a_lds_block_desc = transform_tensor_descriptor(
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a_lds_block_desc_permuted,
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make_tuple(make_pass_through_transform(number<MPerBlock>{}),
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make_merge_transform_v3_division_mod(
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make_tuple(number<KPerBlock / KPack>{}, number<KPack>{}))),
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make_tuple(sequence<1>{}, sequence<0, 2>{}),
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make_tuple(sequence<0>{}, sequence<1>{}));
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constexpr auto a_lds_block_desc_permuted = transform_tensor_descriptor(
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a_lds_block_desc_0,
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make_tuple(make_xor_transform(
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make_tuple(number<MPerBlock>{}, number<KPerBlock / KPack>{})),
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make_pass_through_transform(number<KPack>{})),
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make_tuple(sequence<1, 0>{}, sequence<2>{}),
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make_tuple(sequence<1, 0>{}, sequence<2>{}));
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return a_lds_block_desc;
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#elif defined(USING_MFMA_32x32x16)
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constexpr index_t kMPerBlock = Problem::BlockGemmShape::kM;
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constexpr index_t kKPerBlock = Problem::BlockGemmShape::kK;
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constexpr index_t kKPack = GetSmemPackA<Problem>();
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constexpr auto a_lds_block_desc = transform_tensor_descriptor(
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a_lds_block_desc_permuted,
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make_tuple(make_pass_through_transform(number<MPerBlock>{}),
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make_merge_transform_v3_division_mod(
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make_tuple(number<KPerBlock / KPack>{}, number<KPack>{}))),
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make_tuple(sequence<1>{}, sequence<0, 2>{}),
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make_tuple(sequence<0>{}, sequence<1>{}));
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constexpr auto a_lds_block_desc_0 = make_naive_tensor_descriptor(
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make_tuple(number<kKPerBlock / kKPack>{}, number<kMPerBlock>{}, number<kKPack>{}),
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make_tuple(number<(kMPerBlock + 1) * kKPack>{}, number<kKPack>{}, number<1>{}),
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number<kKPack>{},
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number<1>{});
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return a_lds_block_desc;
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}
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else
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{
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constexpr index_t kMPerBlock = Problem::BlockGemmShape::kM;
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constexpr index_t kKPerBlock = Problem::BlockGemmShape::kK;
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constexpr index_t kKPack = GetSmemPackA<Problem>();
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constexpr auto a_lds_block_desc = transform_tensor_descriptor(
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a_lds_block_desc_0,
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make_tuple(make_pass_through_transform(kMPerBlock),
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make_merge_transform(make_tuple(kKPerBlock / kKPack, kKPack))),
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make_tuple(sequence<1>{}, sequence<0, 2>{}),
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make_tuple(sequence<0>{}, sequence<1>{}));
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constexpr auto a_lds_block_desc_0 = make_naive_tensor_descriptor(
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make_tuple(number<kKPerBlock / kKPack>{}, number<kMPerBlock>{}, number<kKPack>{}),
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make_tuple(number<(kMPerBlock + 1) * kKPack>{}, number<kKPack>{}, number<1>{}),
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number<kKPack>{},
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number<1>{});
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return a_lds_block_desc;
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#endif
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constexpr auto a_lds_block_desc = transform_tensor_descriptor(
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a_lds_block_desc_0,
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make_tuple(make_pass_through_transform(kMPerBlock),
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make_merge_transform(make_tuple(kKPerBlock / kKPack, kKPack))),
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make_tuple(sequence<1>{}, sequence<0, 2>{}),
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make_tuple(sequence<0>{}, sequence<1>{}));
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return a_lds_block_desc;
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}
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/*xor*/
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#if 0
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constexpr index_t kMPerBlock = Problem::BlockGemmShape::kM;
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@@ -138,6 +144,21 @@ struct UniversalFlatmmPipelineAgBgCrPolicy
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return Problem::VectorLoadSize / sizeof(typename Problem::ADataType);
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}
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template <typename Problem>
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CK_TILE_HOST_DEVICE static constexpr auto GetKBPerLoad()
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{
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using TileShape = typename Problem::BlockGemmShape;
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if constexpr(TileShape::WarpTile::at(TileShape::idxN) == 32)
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{
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return TileShape::WarpTile::at(TileShape::idxK) / 2;
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}
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else
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{
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static_assert(TileShape::WarpTile::at(TileShape::idxN) == 16);
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return TileShape::WarpTile::at(TileShape::idxK) / 4;
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}
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}
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template <typename Problem>
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CK_TILE_HOST_DEVICE static constexpr auto MakeADramTileDistribution()
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{
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@@ -189,7 +210,7 @@ struct UniversalFlatmmPipelineAgBgCrPolicy
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}
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else
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{
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constexpr index_t K1 = 16 / sizeof(ADataType);
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constexpr index_t K1 = Problem::VectorLoadSize / sizeof(ADataType);
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constexpr index_t K0 = KPerBlock / K1;
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constexpr index_t M2 = get_warp_size() / K0;
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// coalesce reading for each blocks
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@@ -232,19 +253,17 @@ struct UniversalFlatmmPipelineAgBgCrPolicy
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template <typename Problem>
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CK_TILE_HOST_DEVICE static constexpr auto MakeBFlatDramTileDistribution()
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{
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using BDataType = remove_cvref_t<typename Problem::BDataType>;
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using TileShape = typename Problem::BlockGemmShape; // ck_tile::TileFlatmmShape
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constexpr index_t BlockSize = Problem::kBlockSize;
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constexpr index_t WaveSize = get_warp_size();
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constexpr index_t WaveNum = BlockSize / WaveSize;
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constexpr index_t KBPerLoad =
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Problem::VectorLoadSize / sizeof(BDataType); // dwordx4 load B elem cnt
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constexpr index_t KThdPerWave = WaveSize; // threads cnt in K dim
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constexpr index_t KBPerLoad = GetKBPerLoad<Problem>();
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constexpr index_t KThdPerWave = WaveSize; // threads cnt in K dim
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constexpr index_t KWavePerBlk = 1;
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constexpr index_t KRepeat = 1;
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static_assert(TileShape::flatKPerWarp == KThdPerWave * KBPerLoad, "wrong");
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constexpr index_t NBPerLoad = 1;
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constexpr index_t NThdPerWave = 1;
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@@ -59,14 +59,23 @@ struct GemmHostArgs
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const void* a_ptr;
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const void* b_ptr;
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const std::array<const void*, NumDTensor> ds_ptr;
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void* e_ptr;
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union
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{
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void* e_ptr;
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void* c_ptr;
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};
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index_t M;
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index_t N;
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index_t K;
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index_t stride_A;
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index_t stride_B;
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const std::array<index_t, NumDTensor> stride_Ds;
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index_t stride_E;
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union
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{
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index_t stride_E;
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index_t stride_C;
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};
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index_t k_batch;
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};
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