Tensile-style block to C tile map (#239)

* fix build

* Revert "fix build"

This reverts commit d73102384b.

* post PR #235 merge fix

* amend

* adds tensile-stype c-tile map

* make it dynamic version

* add k-split flavor tile map

* apply tensile-style tile map to all xdl gridwise gemms

* remove dead code

Co-authored-by: Chao Liu <chao.liu2@amd.com>
This commit is contained in:
Anthony Chang
2022-05-25 10:55:22 +08:00
committed by GitHub
parent 61851ae2b9
commit e579c9e5c6
11 changed files with 481 additions and 34 deletions

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@@ -8,6 +8,237 @@
namespace ck {
// Rows of column-vectors
template <index_t MPerBlock,
index_t NPerBlock,
typename CGridDesc_M_N,
bool DeviceCTileIndexCheck = false>
struct BlockToCTileMap_M00_N0_M01
{
static constexpr auto I0 = Number<0>{};
static constexpr auto I1 = Number<1>{};
static constexpr auto I2 = Number<2>{};
static constexpr auto I3 = Number<3>{};
__host__ __device__ BlockToCTileMap_M00_N0_M01() = default;
__host__ __device__ BlockToCTileMap_M00_N0_M01(const CGridDesc_M_N& c_grid_desc_m_n,
index_t M01 = 1)
: M01_(M01), underlying_map_(GetBlockToCTileMap(c_grid_desc_m_n, M01))
{
}
__host__ constexpr index_t CalculateGridSize(const CGridDesc_M_N& c_grid_desc_m_n) const
{
const auto M0 = math::integer_divide_ceil(c_grid_desc_m_n.GetLength(I0), MPerBlock);
const auto N0 = math::integer_divide_ceil(c_grid_desc_m_n.GetLength(I1), NPerBlock);
const auto M00 = math::integer_divide_ceil(M0, M01_);
const index_t grid_size = M00 * M01_ * N0;
return grid_size;
}
template <typename TopIdx>
__host__ __device__ constexpr auto CalculateBottomIndex(const TopIdx& idx_top) const
{
return underlying_map_.CalculateBottomIndex(idx_top);
}
template <typename CTileIdx, typename CTileDim>
__host__ __device__ bool ValidCTileIndex(const CTileIdx& c_tile_idx,
const CTileDim& c_tile_dim) const
{
if constexpr(DeviceCTileIndexCheck)
return DefaultValidCTileIndex(c_tile_idx, c_tile_dim);
else
return true;
}
__host__ bool CheckValidity(const CGridDesc_M_N& c_grid_desc_m_n) const
{
if constexpr(DeviceCTileIndexCheck)
return true; // validity check moved to kernel
const index_t M0 = math::integer_divide_ceil(c_grid_desc_m_n.GetLength(I0), MPerBlock);
if(M0 % M01_ == 0)
{
return true;
}
else
{
return false;
}
}
private:
__host__ __device__ static constexpr auto
GetBlockToCTileMap(const CGridDesc_M_N& c_grid_desc_m_n, index_t M01)
{
const auto M0 = math::integer_divide_ceil(c_grid_desc_m_n.GetLength(I0), MPerBlock);
const auto N0 = math::integer_divide_ceil(c_grid_desc_m_n.GetLength(I1), NPerBlock);
const auto M00 = math::integer_divide_ceil(M0, M01);
const auto m00_n0_m01_to_m0_n0_block_cluster_adaptor = make_single_stage_tensor_adaptor(
make_tuple(make_insert_transform(1),
make_unmerge_transform(make_tuple(M00, M01)),
make_pass_through_transform(make_tuple(N0))),
make_tuple(Sequence<>{}, Sequence<0>{}, Sequence<1>{}),
make_tuple(Sequence<0>{}, Sequence<1, 3>{}, Sequence<2>{}));
const auto cblockid_to_m00_n0_m01_block_cluster_adaptor = make_single_stage_tensor_adaptor(
make_tuple(make_merge_transform(make_tuple(1, M00, N0, M01))),
make_tuple(Sequence<0, 1, 2, 3>{}),
make_tuple(Sequence<0>{}));
const auto cblockid_to_m0_n0_block_cluster_adaptor =
chain_tensor_adaptors(m00_n0_m01_to_m0_n0_block_cluster_adaptor,
cblockid_to_m00_n0_m01_block_cluster_adaptor);
return cblockid_to_m0_n0_block_cluster_adaptor;
}
index_t M01_;
using UnderlyingMap = decltype(GetBlockToCTileMap(CGridDesc_M_N{}, 1));
UnderlyingMap underlying_map_;
};
// Rows of column-vectors
// This C-tile map dynamically adjusts M01 when C-tile index is out of range
template <index_t MPerBlock, index_t NPerBlock, typename CGridDesc_M_N>
struct BlockToCTileMap_M00_N0_M01Adapt
{
static constexpr auto I0 = Number<0>{};
static constexpr auto I1 = Number<1>{};
static constexpr auto I2 = Number<2>{};
static constexpr auto I3 = Number<3>{};
__host__ __device__ BlockToCTileMap_M00_N0_M01Adapt() = default;
__host__ __device__ BlockToCTileMap_M00_N0_M01Adapt(const CGridDesc_M_N& c_grid_desc_m_n,
index_t M01 = 8)
: M01_(M01), c_grid_desc_m_n_(c_grid_desc_m_n)
{
}
__host__ constexpr index_t CalculateGridSize(const CGridDesc_M_N& c_grid_desc_m_n) const
{
const auto M0 = math::integer_divide_ceil(c_grid_desc_m_n.GetLength(I0), MPerBlock);
const auto N0 = math::integer_divide_ceil(c_grid_desc_m_n.GetLength(I1), NPerBlock);
const index_t grid_size = M0 * N0;
return grid_size;
}
template <typename TopIdx>
__host__ __device__ constexpr auto CalculateBottomIndex(const TopIdx& idx_top) const
{
auto block_1d_id = idx_top[I0];
const auto M0 = math::integer_divide_ceil(c_grid_desc_m_n_.GetLength(I0), MPerBlock);
const auto N0 = math::integer_divide_ceil(c_grid_desc_m_n_.GetLength(I1), NPerBlock);
block_1d_id = block_1d_id % (M0 * N0); // swallow batch index
index_t idx_N0 = block_1d_id % N0;
index_t idx_M0 = block_1d_id / N0;
const auto M01_adapt = (idx_M0 < M0 - M0 % M01_) ? M01_ : M0 % M01_;
index_t idx_M00 = idx_M0 / M01_;
index_t idx_M01 = idx_M0 % M01_;
index_t idx_N0_M01_local = idx_N0 + idx_M01 * N0;
return make_tuple(idx_N0_M01_local % M01_adapt + idx_M00 * M01_,
idx_N0_M01_local / M01_adapt);
}
template <typename CTileIdx, typename CTileDim>
__host__ __device__ bool ValidCTileIndex(const CTileIdx& /* c_tile_idx */,
const CTileDim& /* c_tile_dim */) const
{
return true; // always valid provided that user gets grid size from CalculateGridSize()
}
__host__ bool CheckValidity(const CGridDesc_M_N& /* c_grid_desc_m_n */) const { return true; }
private:
index_t M01_;
CGridDesc_M_N c_grid_desc_m_n_;
};
// 2D slices of column-vectors in 3D space
// This C-tile map dynamically adjusts M01 when C-tile index is out of range
template <index_t MPerBlock, index_t NPerBlock, typename CGridDesc_M_N>
struct BlockToCTileMap_KSplit_M00_N0_M01Adapt
{
static constexpr auto I0 = Number<0>{};
static constexpr auto I1 = Number<1>{};
static constexpr auto I2 = Number<2>{};
static constexpr auto I3 = Number<3>{};
__host__ __device__ BlockToCTileMap_KSplit_M00_N0_M01Adapt() = default;
__host__ __device__ BlockToCTileMap_KSplit_M00_N0_M01Adapt(const CGridDesc_M_N& c_grid_desc_m_n,
index_t M01 = 8,
index_t KSplit = 1)
: M01_(M01), KSplit_(KSplit), c_grid_desc_m_n_(c_grid_desc_m_n)
{
}
__host__ constexpr index_t CalculateGridSize(const CGridDesc_M_N& c_grid_desc_m_n) const
{
const auto M0 = math::integer_divide_ceil(c_grid_desc_m_n.GetLength(I0), MPerBlock);
const auto N0 = math::integer_divide_ceil(c_grid_desc_m_n.GetLength(I1), NPerBlock);
const index_t grid_size = M0 * N0 * KSplit_;
return grid_size;
}
template <typename TopIdx>
__host__ __device__ constexpr auto CalculateBottomIndex(const TopIdx& idx_top) const
{
auto block_1d_id = idx_top[I0];
const auto M0 = math::integer_divide_ceil(c_grid_desc_m_n_.GetLength(I0), MPerBlock);
const auto N0 = math::integer_divide_ceil(c_grid_desc_m_n_.GetLength(I1), NPerBlock);
const index_t idx_ksplit = block_1d_id / (M0 * N0);
block_1d_id = block_1d_id % (M0 * N0);
index_t idx_N0 = block_1d_id % N0;
index_t idx_M0 = block_1d_id / N0;
const auto M01_adapt = (idx_M0 < M0 - M0 % M01_) ? M01_ : M0 % M01_;
index_t idx_M00 = idx_M0 / M01_;
index_t idx_M01 = idx_M0 % M01_;
index_t idx_N0_M01_local = idx_N0 + idx_M01 * N0;
return make_tuple(idx_ksplit,
idx_N0_M01_local % M01_adapt + idx_M00 * M01_,
idx_N0_M01_local / M01_adapt);
}
template <typename CTileIdx, typename CTileDim>
__host__ __device__ bool ValidCTileIndex(const CTileIdx& /* c_tile_idx */,
const CTileDim& /* c_tile_dim */) const
{
return true; // always valid provided that user gets grid size from CalculateGridSize()
}
__host__ bool CheckValidity(const CGridDesc_M_N& /* c_grid_desc_m_n */) const { return true; }
private:
index_t M01_;
index_t KSplit_;
CGridDesc_M_N c_grid_desc_m_n_;
};
// Blocks of row-vectors
template <index_t MPerBlock,
index_t NPerBlock,

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@@ -306,7 +306,7 @@ struct GridwiseGemmReduce_k0mk1_k0nk1_mn_xdl_cshuffle_v1
__host__ __device__ static constexpr auto
MakeDefaultBlock2CTileMap(const CGridDesc_M_N& c_grid_desc_m_n)
{
return BlockToCTileMap_M00_N00_M01_N01<MPerBlock, NPerBlock, CGridDesc_M_N>(
return BlockToCTileMap_M00_N0_M01Adapt<MPerBlock, NPerBlock, CGridDesc_M_N>(
c_grid_desc_m_n);
}

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@@ -259,7 +259,7 @@ struct GridwiseGemm_k0mk1_k0nk1_mn_xdl_cshuffle_v1
__host__ __device__ static constexpr auto
MakeDefaultBlock2CTileMap(const CGridDesc_M_N& c_grid_desc_m_n)
{
return BlockToCTileMap_M00_N00_M01_N01<MPerBlock, NPerBlock, CGridDesc_M_N>(
return BlockToCTileMap_M00_N0_M01Adapt<MPerBlock, NPerBlock, CGridDesc_M_N>(
c_grid_desc_m_n);
}

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@@ -288,11 +288,11 @@ struct GridwiseGemm_k0mk1_k0nk1_mn_xdlops_v2r3
}
// return block_id to C matrix tile idx (m0, n0) mapping
__host__ __device__ static constexpr auto
MakeDefaultBlock2CTileMap(const CGridDesc_M_N& c_grid_desc_m_n, index_t M01, index_t N01)
__host__ __device__ static constexpr auto MakeDefaultBlock2CTileMap(
const CGridDesc_M_N& c_grid_desc_m_n, index_t /* M01 */, index_t /* N01 */)
{
return BlockToCTileMap_M00_N00_M01_N01<MPerBlock, NPerBlock, CGridDesc_M_N>(
c_grid_desc_m_n, M01, N01);
return BlockToCTileMap_M00_N0_M01Adapt<MPerBlock, NPerBlock, CGridDesc_M_N>(
c_grid_desc_m_n);
}
using CGridDesc_M0_N0_M1_N1_M2_M3_M4_N2 =

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@@ -265,10 +265,10 @@ struct GridwiseGemm_bk0mk1_bk0nk1_mn_xdlops_v2r4
// return block_id to C matrix tile idx (m0, n0) mapping
__host__ __device__ static constexpr auto MakeCBlockClusterAdaptor(
const CMNGridDesc& c_m_n_grid_desc, index_t M01, index_t N01, index_t KBatch)
const CMNGridDesc& c_m_n_grid_desc, index_t /* M01 */, index_t /* N01 */, index_t KBatch)
{
return BlockToCTileMap_KSplit_M00_N00_M01_N01<MPerBlock, NPerBlock, CMNGridDesc>(
c_m_n_grid_desc, M01, N01, KBatch);
return BlockToCTileMap_KSplit_M00_N0_M01Adapt<MPerBlock, NPerBlock, CMNGridDesc>(
c_m_n_grid_desc, 8, KBatch);
}
using CM0N0M1N1M2M3M4N2GridDesc = decltype(MakeCM0N0M1N1M2M3M4N2GridDescriptor(CMNGridDesc{}));

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@@ -239,10 +239,10 @@ struct GridwiseGemm_bk0mk1_bk0nk1_mn_xdlops_v2r4r2
// return block_id to C matrix tile idx (m0, n0) mapping
__host__ __device__ static constexpr auto MakeCBlockClusterAdaptor(
const CMNGridDesc& c_m_n_grid_desc, index_t M01, index_t N01, index_t KBatch)
const CMNGridDesc& c_m_n_grid_desc, index_t /* M01 */, index_t /* N01 */, index_t KBatch)
{
return BlockToCTileMap_KSplit_M00_N00_M01_N01<MPerBlock, NPerBlock, CMNGridDesc>(
c_m_n_grid_desc, M01, N01, KBatch);
return BlockToCTileMap_KSplit_M00_N0_M01Adapt<MPerBlock, NPerBlock, CMNGridDesc>(
c_m_n_grid_desc, 8, KBatch);
}
__host__ __device__ static constexpr auto

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@@ -300,11 +300,11 @@ struct GridwiseGemm_k0mk1_k0nk1_mn_xdlops_v3r1
}
// return block_id to C matrix tile idx (m0, n0) mapping
__host__ __device__ static constexpr auto
MakeDefaultBlock2CTileMap(const CGridDesc_M_N& c_grid_desc_m_n, index_t M01, index_t N01)
__host__ __device__ static constexpr auto MakeDefaultBlock2CTileMap(
const CGridDesc_M_N& c_grid_desc_m_n, index_t /* M01 */, index_t /* N01 */)
{
return BlockToCTileMap_M00_N00_M01_N01<MPerBlock, NPerBlock, CGridDesc_M_N>(
c_grid_desc_m_n, M01, N01);
return BlockToCTileMap_M00_N0_M01Adapt<MPerBlock, NPerBlock, CGridDesc_M_N>(
c_grid_desc_m_n);
}
using CGridDescriptor_MBlock_MXdlPerWave_MWaveMPerXdl_NBlock_NXdlPerWave_NWaveNPerXdl =
remove_cvref_t<decltype(

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@@ -309,11 +309,11 @@ struct GridwiseGemm_k0mk1_k0nk1_mn_xdlops_v3r2
}
// return block_id to C matrix tile idx (m0, n0) mapping
__host__ __device__ static constexpr auto
MakeDefaultBlock2CTileMap(const CGridDesc_M_N& c_grid_desc_m_n, index_t M01, index_t N01)
__host__ __device__ static constexpr auto MakeDefaultBlock2CTileMap(
const CGridDesc_M_N& c_grid_desc_m_n, index_t /* M01 */, index_t /* N01 */)
{
return BlockToCTileMap_M00_N00_M01_N01<MPerBlock, NPerBlock, CGridDesc_M_N>(
c_grid_desc_m_n, M01, N01);
return BlockToCTileMap_M00_N0_M01Adapt<MPerBlock, NPerBlock, CGridDesc_M_N>(
c_grid_desc_m_n);
}
using CGridDescriptor_MBlock_MXdlPerWave_MWaveMPerXdl_NBlock_NXdlPerWave_NWaveNPerXdl =

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@@ -316,11 +316,11 @@ struct GridwiseGemm_k0mk1_k0nk1_mn_xdlops_v3r3
}
// return block_id to C matrix tile idx (m0, n0) mapping
__host__ __device__ static constexpr auto
MakeDefaultBlock2CTileMap(const CGridDesc_M_N& c_grid_desc_m_n, index_t M01, index_t N01)
__host__ __device__ static constexpr auto MakeDefaultBlock2CTileMap(
const CGridDesc_M_N& c_grid_desc_m_n, index_t /* M01 */, index_t /* N01 */)
{
return BlockToCTileMap_M00_N00_M01_N01<MPerBlock, NPerBlock, CGridDesc_M_N>(
c_grid_desc_m_n, M01, N01);
return BlockToCTileMap_M00_N0_M01Adapt<MPerBlock, NPerBlock, CGridDesc_M_N>(
c_grid_desc_m_n);
}
using CGridDescriptor_MBlock_MXdlPerWave_MWaveMPerXdl_NBlock_NXdlPerWave_NWaveNPerXdl =
remove_cvref_t<decltype(