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[CK_Tile] Enable PreshuffleB for 2d block scale Gemm (#3298)
* formatted * formatted * formatting * formatting * formatting * [CK TILE GEMM] Refactor block_scale_gemm examples - Split cpp file to reduce building time - Support multiple GemmConfig * [CK TILE GEMM] Refactor block_scale_gemm examples - Update Readme * enable prefill shapes * [CK TILE GEMM] Refactor block_scale_gemm examples - Add support for rowcol and tensor GEMM operations * [CK TILE GEMM] Refactor block_scale_gemm examples - Update README * adding preshuffle quant as new parameter and its associated new files * remove debugging statements * adding test * enable preshuffle quant with permuteN * updating readme and correcponding gemmconfigs * updating cmake file * fixing CI failures for grouped quant gemm * debugging permuteN * debugging * debugging PermuteN * initial commit * resolving merge conflicts * adding test cases * fixing bq tensor calculation --------- Co-authored-by: Cong Ma <congma13@amd.com> Co-authored-by: Thomas Ning <Thomas.Ning@amd.com>
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@@ -19,6 +19,12 @@ using PkInt4 = ck_tile::pk_int4_t;
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using BQuantGrouped = std::integral_constant<ck_tile::QuantType, ck_tile::QuantType::BQuantGrouped>;
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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 GroupSize2D8N = ck_tile::QuantGroupShape<ck_tile::sequence<1, 8, 128>>;
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using GroupSize2D16N = ck_tile::QuantGroupShape<ck_tile::sequence<1, 16, 128>>;
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using GroupSize2D32N = ck_tile::QuantGroupShape<ck_tile::sequence<1, 32, 128>>;
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using GroupSize2D64N = ck_tile::QuantGroupShape<ck_tile::sequence<1, 64, 128>>;
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// Type combinations for BQuant tests with PreshuffleB
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// Tuple format: <ALayout, BLayout, CLayout, AQLayout, ADataType, BDataType, QDataType, CDataType,
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// QuantType, GemmConfig, QuantGroupSize>
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@@ -37,7 +43,43 @@ using BPreshuffleBQuantTypes = ::testing::Types<
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std::tuple<RowMajor, ColumnMajor, RowMajor, RowMajor, FP8, FP8, float, Half, BQuantGrouped, GemmConfigPreshuffleBPrefillTiledPermuteN, GroupSize>,
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std::tuple<RowMajor, ColumnMajor, RowMajor, RowMajor, BF8, BF8, float, Half, BQuantGrouped, GemmConfigPreshuffleBPrefillTiledPermuteN, GroupSize>,
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std::tuple<RowMajor, ColumnMajor, RowMajor, RowMajor, FP8, PkInt4, FP8, Half, BQuantGrouped, GemmConfigPreshuffleBPrefillTiledPermuteN, GroupSize>,
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std::tuple<RowMajor, ColumnMajor, RowMajor, RowMajor, BF8, PkInt4, BF8, Half, BQuantGrouped, GemmConfigPreshuffleBPrefillTiledPermuteN, GroupSize>
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std::tuple<RowMajor, ColumnMajor, RowMajor, RowMajor, BF8, PkInt4, BF8, Half, BQuantGrouped, GemmConfigPreshuffleBPrefillTiledPermuteN, GroupSize>,
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// //2d cases with preshuffle B
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std::tuple<RowMajor, ColumnMajor, RowMajor, RowMajor, FP8, FP8, float, Half, BQuantGrouped, GemmConfigPreshuffleBDecode, GroupSize2D8N>,
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std::tuple<RowMajor, ColumnMajor, RowMajor, RowMajor, BF8, BF8, float, Half, BQuantGrouped, GemmConfigPreshuffleBDecode, GroupSize2D8N>,
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std::tuple<RowMajor, ColumnMajor, RowMajor, RowMajor, FP8, PkInt4, FP8, Half, BQuantGrouped, GemmConfigPreshuffleBDecode, GroupSize2D8N>,
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std::tuple<RowMajor, ColumnMajor, RowMajor, RowMajor, BF8, PkInt4, BF8, Half, BQuantGrouped, GemmConfigPreshuffleBDecode, GroupSize2D8N>,
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std::tuple<RowMajor, ColumnMajor, RowMajor, RowMajor, FP8, FP8, float, Half, BQuantGrouped, GemmConfigPreshuffleBDecode, GroupSize2D16N>,
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std::tuple<RowMajor, ColumnMajor, RowMajor, RowMajor, BF8, BF8, float, Half, BQuantGrouped, GemmConfigPreshuffleBDecode, GroupSize2D16N>,
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std::tuple<RowMajor, ColumnMajor, RowMajor, RowMajor, FP8, PkInt4, FP8, Half, BQuantGrouped, GemmConfigPreshuffleBDecode, GroupSize2D16N>,
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std::tuple<RowMajor, ColumnMajor, RowMajor, RowMajor, BF8, PkInt4, BF8, Half, BQuantGrouped, GemmConfigPreshuffleBDecode, GroupSize2D16N>,
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std::tuple<RowMajor, ColumnMajor, RowMajor, RowMajor, FP8, FP8, float, Half, BQuantGrouped, GemmConfigPreshuffleBDecode, GroupSize2D32N>,
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std::tuple<RowMajor, ColumnMajor, RowMajor, RowMajor, BF8, BF8, float, Half, BQuantGrouped, GemmConfigPreshuffleBDecode, GroupSize2D32N>,
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std::tuple<RowMajor, ColumnMajor, RowMajor, RowMajor, FP8, PkInt4, FP8, Half, BQuantGrouped, GemmConfigPreshuffleBDecode, GroupSize2D32N>,
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std::tuple<RowMajor, ColumnMajor, RowMajor, RowMajor, BF8, PkInt4, BF8, Half, BQuantGrouped, GemmConfigPreshuffleBDecode, GroupSize2D32N>,
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std::tuple<RowMajor, ColumnMajor, RowMajor, RowMajor, FP8, FP8, float, Half, BQuantGrouped, GemmConfigPreshuffleBDecode, GroupSize2D64N>,
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std::tuple<RowMajor, ColumnMajor, RowMajor, RowMajor, BF8, BF8, float, Half, BQuantGrouped, GemmConfigPreshuffleBDecode, GroupSize2D64N>,
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std::tuple<RowMajor, ColumnMajor, RowMajor, RowMajor, FP8, PkInt4, FP8, Half, BQuantGrouped, GemmConfigPreshuffleBDecode, GroupSize2D64N>,
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std::tuple<RowMajor, ColumnMajor, RowMajor, RowMajor, BF8, PkInt4, BF8, Half, BQuantGrouped, GemmConfigPreshuffleBDecode, GroupSize2D64N>,
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std::tuple<RowMajor, ColumnMajor, RowMajor, RowMajor, FP8, FP8, float, Half, BQuantGrouped, GemmConfigPreshuffleBPrefill, GroupSize2D8N>,
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std::tuple<RowMajor, ColumnMajor, RowMajor, RowMajor, BF8, BF8, float, Half, BQuantGrouped, GemmConfigPreshuffleBPrefill, GroupSize2D8N>,
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std::tuple<RowMajor, ColumnMajor, RowMajor, RowMajor, FP8, PkInt4, FP8, Half, BQuantGrouped, GemmConfigPreshuffleBPrefill, GroupSize2D8N>,
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std::tuple<RowMajor, ColumnMajor, RowMajor, RowMajor, BF8, PkInt4, BF8, Half, BQuantGrouped, GemmConfigPreshuffleBPrefill, GroupSize2D8N>,
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std::tuple<RowMajor, ColumnMajor, RowMajor, RowMajor, FP8, FP8, float, Half, BQuantGrouped, GemmConfigPreshuffleBPrefill, GroupSize2D16N>,
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std::tuple<RowMajor, ColumnMajor, RowMajor, RowMajor, BF8, BF8, float, Half, BQuantGrouped, GemmConfigPreshuffleBPrefill, GroupSize2D16N>,
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std::tuple<RowMajor, ColumnMajor, RowMajor, RowMajor, FP8, PkInt4, FP8, Half, BQuantGrouped, GemmConfigPreshuffleBPrefill, GroupSize2D16N>,
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std::tuple<RowMajor, ColumnMajor, RowMajor, RowMajor, BF8, PkInt4, BF8, Half, BQuantGrouped, GemmConfigPreshuffleBPrefill, GroupSize2D16N>,
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std::tuple<RowMajor, ColumnMajor, RowMajor, RowMajor, FP8, FP8, float, Half, BQuantGrouped, GemmConfigPreshuffleBPrefill, GroupSize2D32N>,
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std::tuple<RowMajor, ColumnMajor, RowMajor, RowMajor, BF8, BF8, float, Half, BQuantGrouped, GemmConfigPreshuffleBPrefill, GroupSize2D32N>,
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std::tuple<RowMajor, ColumnMajor, RowMajor, RowMajor, FP8, PkInt4, FP8, Half, BQuantGrouped, GemmConfigPreshuffleBPrefill, GroupSize2D32N>,
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std::tuple<RowMajor, ColumnMajor, RowMajor, RowMajor, BF8, PkInt4, BF8, Half, BQuantGrouped, GemmConfigPreshuffleBPrefill, GroupSize2D32N>,
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std::tuple<RowMajor, ColumnMajor, RowMajor, RowMajor, FP8, FP8, float, Half, BQuantGrouped, GemmConfigPreshuffleBPrefill, GroupSize2D64N>,
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std::tuple<RowMajor, ColumnMajor, RowMajor, RowMajor, BF8, BF8, float, Half, BQuantGrouped, GemmConfigPreshuffleBPrefill, GroupSize2D64N>,
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std::tuple<RowMajor, ColumnMajor, RowMajor, RowMajor, FP8, PkInt4, FP8, Half, BQuantGrouped, GemmConfigPreshuffleBPrefill, GroupSize2D64N>,
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std::tuple<RowMajor, ColumnMajor, RowMajor, RowMajor, BF8, PkInt4, BF8, Half, BQuantGrouped, GemmConfigPreshuffleBPrefill, GroupSize2D64N>
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>;
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// clang-format on
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@@ -433,7 +433,7 @@ class TestCkTileGemmBQuant : public TestCkTileGemmQuantBase<Tuple, TestCkTileGem
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ck_tile::HostTensor<BDataType> b_k_n_dev = b_k_n;
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if constexpr(PreshuffleB)
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{
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if constexpr(TiledMMAPermuteN)
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if constexpr(TiledMMAPermuteN && QuantGroupSize::kN == 1)
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{
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printf("PreshuffleB with TiledMMAPermuteN\n");
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b_k_n_dev = ck_tile::shuffle_b_permuteN<GemmConfig>(b_k_n);
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@@ -451,11 +451,11 @@ class TestCkTileGemmBQuant : public TestCkTileGemmQuantBase<Tuple, TestCkTileGem
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b_k_n_dev_buf.ToDevice(b_k_n_dev.data());
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if constexpr(PreshuffleB && TiledMMAPermuteN)
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if constexpr(PreshuffleB && TiledMMAPermuteN && QuantGroupSize::kN == 1)
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{
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printf("Preshuffle BQ with TiledMMAPermuteN \n");
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ck_tile::HostTensor<QDataType> bq_shuffle_host =
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ck_tile::bq_permuteN<GemmConfig>(bq_bqk_bqn);
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ck_tile::bq_permuteN<GemmConfig>(bq_bqk_bqn, QuantGroupSize::kN);
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bq_bqk_bqn_dev_buf.ToDevice(bq_shuffle_host.data());
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}
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else if constexpr(GemmConfig::PreshuffleQuant)
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