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[CK_TILE]: PreshuffleB + PreshuffleBQuant for ABQuant pipeline (#4268)
## Proposed changes Implement BQuantPreshuffle option for the ABQuant PreshuffleB pipeline. ## Checklist Please put an `x` into the boxes that apply. You can also fill these out after creating the PR. If you're not sure, please don't hesitate to ask. - [X] I have added tests relevant to the introduced functionality, and the unit tests are passing locally - [X] I have added the test to REGRESSION_TESTS list defined at the top of CMakeLists.txt in tests/CMakeLists.txt, **IF** the test takes more than 30 seconds to run. - [X] I have added inline documentation which enables the maintainers with understanding the motivation - [X] I have removed the stale documentation which is no longer relevant after this pull request - [ ] (If this change is user-facing) I have added release notes which provide the end users with a brief summary of the improvement from this pull request - [X] I have run `clang-format` on all changed files - [X] Any dependent changes have been merged --- 🔁 Imported from [ROCm/composable_kernel#3687](https://github.com/ROCm/composable_kernel/pull/3687) 🧑💻 Originally authored by @ErwinTerpstra --------- Co-authored-by: Erwin Terpstra <erwin.terpstra@streamhpc.com> Co-authored-by: systems-assistant[bot] <systems-assistant[bot]@users.noreply.github.com>
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@@ -15,6 +15,7 @@ if(GPU_TARGETS MATCHES "gfx94|gfx95|gfx12")
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add_executable(${EXE_NAME}
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gemm_quant.cpp
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gemm_abquant_quantgrouped.cpp
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gemm_abquant_quantgrouped_preshuffleb_preshufflequant.cpp
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gemm_aquant_quantgrouped.cpp
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gemm_aquant_quantgrouped_preshufflequant.cpp
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gemm_bquant_quantgrouped_bf8i4.cpp
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@@ -0,0 +1,44 @@
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// Copyright (c) Advanced Micro Devices, Inc., or its affiliates.
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// SPDX-License-Identifier: MIT
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#include "38_block_scale_gemm/gemm_utils.hpp"
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#include "run_gemm_quant_example.inc"
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template <typename T>
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using GemmConfigPreshuffleB_PreshuffleBQuant =
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GemmConfigPreshuffleB_ABQuant_PreshuffleBQuant_Prefill<T>;
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static auto _ = []() {
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auto& lut = get_kernel_lut();
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lut[hash_multiple_strings({"fp8",
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"abquant",
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"preshuffleb",
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"preshufflequant",
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"1x1x128"})] = [](const ck_tile::ArgParser& arg_parser) {
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using AQuantGroupSize = ck_tile::QuantGroupShape<ck_tile::sequence<1, 1, 128>>;
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using BQuantGroupSize = ck_tile::QuantGroupShape<ck_tile::sequence<1, 1, 128>>;
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using TypeConfig =
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decltype(GemmQuantTypeConfig<ck_tile::fp8_t, ck_tile::fp8_t, ck_tile::half_t, float>{});
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return run_gemm_example_prec_type<GemmConfigPreshuffleB_PreshuffleBQuant<ck_tile::fp8_t>,
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TypeConfig,
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AQuantGroupSize,
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BQuantGroupSize,
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ck_tile::QuantType::ABQuantGrouped>(arg_parser);
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};
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lut[hash_multiple_strings({"fp8",
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"abquant",
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"preshuffleb",
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"preshufflequant",
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"1x128x128"})] = [](const ck_tile::ArgParser& arg_parser) {
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using AQuantGroupSize = ck_tile::QuantGroupShape<ck_tile::sequence<1, 1, 128>>;
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using BQuantGroupSize = ck_tile::QuantGroupShape<ck_tile::sequence<1, 128, 128>>;
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using TypeConfig =
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decltype(GemmQuantTypeConfig<ck_tile::fp8_t, ck_tile::fp8_t, ck_tile::half_t, float>{});
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return run_gemm_example_prec_type<GemmConfigPreshuffleB_PreshuffleBQuant<ck_tile::fp8_t>,
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TypeConfig,
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AQuantGroupSize,
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BQuantGroupSize,
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ck_tile::QuantType::ABQuantGrouped>(arg_parser);
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};
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return 0;
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}();
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@@ -234,6 +234,13 @@ struct GemmConfigPreshuffleB_ABQuant_Prefill : public GemmConfigPreshuffleB_BQua
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static constexpr bool TransposeC = true;
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};
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template <typename PrecType>
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struct GemmConfigPreshuffleB_ABQuant_PreshuffleBQuant_Prefill
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: public GemmConfigPreshuffleB_ABQuant_Prefill<PrecType>
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{
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static constexpr bool BPreshuffleQuant = true;
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};
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template <typename PrecType>
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struct GemmConfigPreshuffleB_ABQuant_Decode : public GemmConfigPreshuffleB_BQuant_Prefill<PrecType>
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{
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@@ -73,12 +73,18 @@ struct WPABQuantBPipelineAgBgCrV2 : public WeightPreshufflePipelineAGmemBGmemCRe
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using Base::m_preload;
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static constexpr index_t VectorLoadSize = Problem::VectorLoadSize;
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static constexpr index_t KPerBlockAQ =
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integer_divide_ceil(BlockGemmShape::kK, AQuantGroupSize::kK);
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static constexpr index_t KPerBlockBQ =
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integer_divide_ceil(BlockGemmShape::kK, BQuantGroupSize::kK);
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static constexpr index_t NPerBlock = BlockGemmShape::kN;
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static constexpr index_t KPerBlock = BlockGemmShape::kK;
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static constexpr index_t NPerBlockBQ = integer_divide_ceil(NPerBlock, BQuantGroupSize::kN);
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static constexpr index_t KPerBlockAQ = integer_divide_ceil(KPerBlock, AQuantGroupSize::kK);
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static constexpr index_t KPerBlockBQ = integer_divide_ceil(KPerBlock, BQuantGroupSize::kK);
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static constexpr index_t QScalesPerBlockRow =
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integer_divide_ceil(kKPerBlock, BQuantGroupSize::kK);
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static constexpr bool BPreshuffleQuant = Problem::Traits::BPreshuffleQuant;
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static constexpr index_t GetVectorSizeAQ()
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{
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return PipelinePolicy::template GetVectorSizeAQ<Problem>();
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@@ -348,6 +354,17 @@ struct WPABQuantBPipelineAgBgCrV2 : public WeightPreshufflePipelineAGmemBGmemCRe
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bq_dram_block_window_tmp.get_window_origin(),
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PipelinePolicy::template MakeBQDramTileDistribution<Problem>());
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// BQ DRAM window step
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using BQDramTileWindowStep = typename BQDramBlockWindowTmp::BottomTensorIndex;
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const BQDramTileWindowStep bq_dram_tile_window_step =
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(BPreshuffleQuant)
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? make_array(((NPerBlockBQ <= BlockGemmShape::BlockWarps::at(number<1>{}))
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? ck_tile::integer_divide_ceil(n, BQuantGroupSize::kN)
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: ck_tile::integer_least_multiple(n, NPerBlock) /
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BlockGemmShape::WarpTile::at(number<1>{})),
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0)
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: make_array(0, KPerBlockBQ);
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// Prefetch A0
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auto a_block_tile = load_tile(a_copy_dram_window);
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// move A window to next k
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@@ -383,7 +400,7 @@ struct WPABQuantBPipelineAgBgCrV2 : public WeightPreshufflePipelineAGmemBGmemCRe
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bq_block_tile = load_tile(bq_copy_dram_window);
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// move BQ to tile 1
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move_tile_window(aq_copy_dram_window, {0, KPerBlockAQ});
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move_tile_window(bq_copy_dram_window, {0, KPerBlockBQ});
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move_tile_window(bq_copy_dram_window, bq_dram_tile_window_step);
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// Prefill A0
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auto a_block_tile_tmp = tile_elementwise_in(a_element_func, a_block_tile);
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store_tile(a_copy_lds_window_ping, a_block_tile_tmp);
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@@ -453,7 +470,7 @@ struct WPABQuantBPipelineAgBgCrV2 : public WeightPreshufflePipelineAGmemBGmemCRe
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aq_block_tile_2 = load_tile(aq_copy_dram_window);
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move_tile_window(aq_copy_dram_window, {0, KPerBlockAQ});
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bq_block_tile_2 = load_tile(bq_copy_dram_window);
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move_tile_window(bq_copy_dram_window, {0, KPerBlockBQ});
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move_tile_window(bq_copy_dram_window, bq_dram_tile_window_step);
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// Preload A(2i+1) ds_read
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static_for<0, m_preload, 1>{}([&](auto loadIter) {
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@@ -482,7 +499,7 @@ struct WPABQuantBPipelineAgBgCrV2 : public WeightPreshufflePipelineAGmemBGmemCRe
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aq_block_tile = load_tile(aq_copy_dram_window);
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move_tile_window(aq_copy_dram_window, {0, KPerBlockAQ});
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bq_block_tile = load_tile(bq_copy_dram_window);
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move_tile_window(bq_copy_dram_window, {0, KPerBlockBQ});
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move_tile_window(bq_copy_dram_window, bq_dram_tile_window_step);
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// Prefill A(2i+2)
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a_block_tile_tmp = tile_elementwise_in(a_element_func, a_block_tile);
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@@ -76,6 +76,10 @@ if(GPU_TARGETS MATCHES "gfx94|gfx95|gfx12")
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)
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target_compile_options(test_tile_gemm_quant_abquant_preshuffle PRIVATE ${TEST_GEMM_COMPILE_OPTIONS})
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add_gtest_executable(test_tile_gemm_quant_abquant_preshuffle_preshuffleQuant
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test_gemm_quant_abquant_preshuffle_preshuffleQuant.cpp
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)
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target_compile_options(test_tile_gemm_quant_abquant_preshuffle_preshuffleQuant PRIVATE ${TEST_GEMM_COMPILE_OPTIONS})
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add_gtest_executable(test_tile_gemm_quant_abquant_a4w4_base
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test_gemm_quant_abquant_a4w4_base.cpp
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@@ -0,0 +1,43 @@
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// Copyright (c) Advanced Micro Devices, Inc., or its affiliates.
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// SPDX-License-Identifier: MIT
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#include "ck_tile/host.hpp"
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#include "ck_tile/ops/gemm.hpp"
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#include <gtest/gtest.h>
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#include <memory>
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#include "test_gemm_quant_fixtures.hpp"
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// Type aliases for readability
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using RowMajor = ck_tile::tensor_layout::gemm::RowMajor;
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using ColumnMajor = ck_tile::tensor_layout::gemm::ColumnMajor;
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using FP8 = ck_tile::fp8_t;
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using BF8 = ck_tile::bf8_t;
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using Half = ck_tile::half_t;
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using PkInt4 = ck_tile::pk_int4_t;
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using ABQuantGrouped =
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std::integral_constant<ck_tile::QuantType, ck_tile::QuantType::ABQuantGrouped>;
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using GroupSize = ck_tile::QuantGroupShape<ck_tile::sequence<1, 1, 128>>;
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// 2d block sizes for BQuant
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using GroupSize2D128N = ck_tile::QuantGroupShape<ck_tile::sequence<1, 128, 128>>;
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// Type combinations for ABQuant tests
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// Tuple format: <ALayout, BLayout, CLayout, AQLayout, ADataType, BDataType, QDataType, CDataType,
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// QuantType, GemmConfig, AQuantGroupSize, BQuantGroupSize, BQLayout>
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// clang-format off
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using ABQuantPreshuffleQuantTypes = ::testing::Types<
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std::tuple<RowMajor, ColumnMajor, RowMajor, RowMajor, FP8, FP8, float, Half, ABQuantGrouped, GemmConfigPreshuffleBPreshuffleQuantPrefill, GroupSize, GroupSize, ColumnMajor>,
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std::tuple<RowMajor, ColumnMajor, RowMajor, RowMajor, FP8, FP8, float, Half, ABQuantGrouped, GemmConfigPreshuffleBPreshuffleQuantPrefill, GroupSize, GroupSize2D128N, ColumnMajor>
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>;
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// clang-format on
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// Test suite for ABQuant
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TYPED_TEST_SUITE(TestCkTileGemmABQuant, ABQuantPreshuffleQuantTypes);
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// AQuant tests
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TYPED_TEST(TestCkTileGemmABQuant, ABQuantGroupedTest)
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{
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this->run_test_with_validation(1024, 1024, 1024);
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}
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@@ -159,6 +159,11 @@ struct GemmConfigPreshuffleBPrefillTiledPermuteN : public GemmConfigPreshuffleBP
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static constexpr bool TiledMMAPermuteN = N_Repeat % 2 == 0;
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};
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struct GemmConfigPreshuffleBPreshuffleQuantPrefill : public GemmConfigPreshuffleBPrefill
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{
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static constexpr bool BPreshuffleQuant = true;
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};
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struct GemmConfigPreshuffleBPreshuffleQuantDecode : public GemmConfigPreshuffleBDecode
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{
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static constexpr bool BPreshuffleQuant = true;
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