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gaoqiong
composable_kernel
Commits
82837d1b
Commit
82837d1b
authored
Jun 15, 2022
by
Chao Liu
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clean
parent
5d87cb7a
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include/ck/tensor_operation/gpu/grid/gridwise_gemm_bias_activation_xdl_cshuffle.hpp
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include/ck/tensor_operation/gpu/grid/gridwise_gemm_bias_activation_xdl_cshuffle.hpp
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5d87cb7a
#pragma once
#include "common_header.hpp"
#include "multi_index_transform_helper.hpp"
#include "tensor_descriptor.hpp"
#include "tensor_descriptor_helper.hpp"
#include "tensor_operation/gpu/grid/block_to_ctile_map.hpp"
#include "blockwise_gemm_xdlops.hpp"
#include "thread_group_tensor_slice_transfer_v4r1.hpp"
#include "thread_group_tensor_slice_transfer_v6r1.hpp"
#include "threadwise_tensor_slice_transfer.hpp"
#include "gridwise_gemm_pipeline_v1.hpp"
namespace
ck
{
template
<
typename
FloatAB
,
typename
FloatGemmAcc
,
typename
FloatCShuffle
,
typename
FloatC
,
typename
AElementwiseOperation
,
typename
BElementwiseOperation
,
typename
CElementwiseOperation
,
InMemoryDataOperationEnum
CGlobalMemoryDataOperation
,
typename
AGridDesc_AK0_M_AK1
,
typename
BGridDesc_BK0_N_BK1
,
typename
CGridDesc_M_N
,
index_t
NumGemmKPrefetchStage
,
index_t
BlockSize
,
index_t
MPerBlock
,
index_t
NPerBlock
,
index_t
KPerBlock
,
index_t
AK1Value
,
index_t
BK1Value
,
index_t
MPerXdl
,
index_t
NPerXdl
,
index_t
MXdlPerWave
,
index_t
NXdlPerWave
,
typename
ABlockTransferThreadClusterLengths_AK0_M_AK1
,
typename
ABlockTransferThreadClusterArrangeOrder
,
typename
ABlockTransferSrcAccessOrder
,
index_t
ABlockTransferSrcVectorDim
,
index_t
ABlockTransferSrcScalarPerVector
,
index_t
ABlockTransferDstScalarPerVector_AK1
,
bool
AThreadTransferSrcResetCoordinateAfterRun
,
index_t
ABlockLdsExtraM
,
typename
BBlockTransferThreadClusterLengths_BK0_N_BK1
,
typename
BBlockTransferThreadClusterArrangeOrder
,
typename
BBlockTransferSrcAccessOrder
,
index_t
BBlockTransferSrcVectorDim
,
index_t
BBlockTransferSrcScalarPerVector
,
index_t
BBlockTransferDstScalarPerVector_BK1
,
bool
BThreadTransferSrcResetCoordinateAfterRun
,
index_t
BBlockLdsExtraN
,
index_t
CShuffleMXdlPerWavePerShuffle
,
index_t
CShuffleNXdlPerWavePerShuffle
,
typename
CShuffleBlockTransferClusterLengths_MBlock_MPerBlock_NBlock_NPerBlock
,
index_t
CShuffleBlockTransferScalarPerVector_NPerBlock
,
LoopScheduler
LoopSched
>
struct
GridwiseGemmBiasActivation_k0mk1_k0nk1_mn_xdl_cshuffle
{
static
constexpr
auto
I0
=
Number
<
0
>
{};
static
constexpr
auto
I1
=
Number
<
1
>
{};
static
constexpr
auto
I2
=
Number
<
2
>
{};
static
constexpr
auto
I3
=
Number
<
3
>
{};
static
constexpr
auto
I4
=
Number
<
4
>
{};
static
constexpr
auto
I5
=
Number
<
5
>
{};
static
constexpr
auto
I6
=
Number
<
6
>
{};
static
constexpr
auto
I7
=
Number
<
7
>
{};
// K1 should be Number<...>
static
constexpr
auto
AK0
=
Number
<
KPerBlock
/
AK1Value
>
{};
static
constexpr
auto
BK0
=
Number
<
KPerBlock
/
BK1Value
>
{};
static
constexpr
auto
AK1
=
Number
<
AK1Value
>
{};
static
constexpr
auto
BK1
=
Number
<
BK1Value
>
{};
using
ThisThreadBlock
=
ThisThreadBlock
<
BlockSize
>
;
using
GridwiseGemmPipe
=
GridwiseGemmPipeline_v1
<
NumGemmKPrefetchStage
>
;
__host__
__device__
static
constexpr
auto
GetABlockDescriptor_AK0PerBlock_MPerBlock_AK1
()
{
// A matrix in LDS memory, dst of blockwise copy
return
make_naive_tensor_descriptor
(
make_tuple
(
AK0
,
Number
<
MPerBlock
>
{},
AK1
),
make_tuple
(
Number
<
MPerBlock
+
ABlockLdsExtraM
>
{}
*
AK1
,
AK1
,
I1
));
}
__host__
__device__
static
constexpr
auto
GetBBlockDescriptor_BK0PerBlock_NPerBlock_BK1
()
{
// B matrix in LDS memory, dst of blockwise copy
return
make_naive_tensor_descriptor
(
make_tuple
(
BK0
,
Number
<
NPerBlock
>
{},
BK1
),
make_tuple
(
Number
<
NPerBlock
+
BBlockLdsExtraN
>
{}
*
BK1
,
BK1
,
I1
));
}
__host__
__device__
static
constexpr
auto
GetCShuffleBlockDescriptor_MBlock_MPerBlock_NBlock_NPerBlock
()
{
constexpr
index_t
MWave
=
MPerBlock
/
(
MXdlPerWave
*
MPerXdl
);
constexpr
index_t
NWave
=
NPerBlock
/
(
NXdlPerWave
*
NPerXdl
);
constexpr
auto
c_shuffle_block_desc_mblock_mperblock_nblock_nperblock
=
make_naive_tensor_descriptor_packed
(
make_tuple
(
I1
,
Number
<
CShuffleMXdlPerWavePerShuffle
*
MWave
*
MPerXdl
>
{},
I1
,
Number
<
CShuffleNXdlPerWavePerShuffle
*
NWave
*
NPerXdl
>
{}));
return
c_shuffle_block_desc_mblock_mperblock_nblock_nperblock
;
}
__host__
__device__
static
constexpr
index_t
GetSharedMemoryNumberOfByte
()
{
// LDS allocation for A and B: be careful of alignment
constexpr
auto
a_block_desc_ak0_m_ak1
=
GetABlockDescriptor_AK0PerBlock_MPerBlock_AK1
();
constexpr
auto
b_block_desc_bk0_n_bk1
=
GetBBlockDescriptor_BK0PerBlock_NPerBlock_BK1
();
// lds max alignment
constexpr
auto
max_lds_align
=
math
::
lcm
(
AK1
,
BK1
);
constexpr
auto
a_block_space_size_aligned
=
math
::
integer_least_multiple
(
a_block_desc_ak0_m_ak1
.
GetElementSpaceSize
(),
max_lds_align
);
constexpr
auto
b_block_space_size_aligned
=
math
::
integer_least_multiple
(
b_block_desc_bk0_n_bk1
.
GetElementSpaceSize
(),
max_lds_align
);
// LDS allocation for C shuffle in LDS
constexpr
auto
c_shuffle_block_desc_mblock_mperblock_nblock_nperblock
=
GetCShuffleBlockDescriptor_MBlock_MPerBlock_NBlock_NPerBlock
();
constexpr
auto
c_block_size
=
c_shuffle_block_desc_mblock_mperblock_nblock_nperblock
.
GetElementSpaceSize
();
return
math
::
max
((
a_block_space_size_aligned
+
b_block_space_size_aligned
)
*
sizeof
(
FloatAB
),
c_block_size
*
sizeof
(
FloatCShuffle
));
}
// block_id to matrix tile idx (m0, n0) mapping are controlled by {M01, N01}
template
<
typename
Block2CTileMap
>
__host__
__device__
static
constexpr
bool
CheckValidity
(
const
AGridDesc_AK0_M_AK1
&
a_grid_desc_ak0_m_ak1
,
const
BGridDesc_BK0_N_BK1
&
b_grid_desc_bk0_n_bk1
,
const
CGridDesc_M_N
&
c_grid_desc_m_n
,
const
Block2CTileMap
&
block_2_ctile_map
)
{
static_assert
((
MPerBlock
%
(
MPerXdl
*
MXdlPerWave
)
==
0
)
&&
(
NPerBlock
%
(
NXdlPerWave
*
NPerXdl
))
==
0
,
"Invalid tuning param!"
);
const
auto
M
=
a_grid_desc_ak0_m_ak1
.
GetLength
(
I1
);
const
auto
N
=
b_grid_desc_bk0_n_bk1
.
GetLength
(
I1
);
const
auto
K
=
a_grid_desc_ak0_m_ak1
.
GetLength
(
I0
)
*
a_grid_desc_ak0_m_ak1
.
GetLength
(
I2
);
if
(
!
(
M
==
c_grid_desc_m_n
.
GetLength
(
I0
)
&&
N
==
c_grid_desc_m_n
.
GetLength
(
I1
)))
return
false
;
if
(
!
(
M
%
MPerBlock
==
0
&&
N
%
NPerBlock
==
0
&&
K
%
KPerBlock
==
0
))
return
false
;
// check gridwise gemm pipeline
const
auto
num_k_loop
=
K
/
KPerBlock
;
if
(
!
GridwiseGemmPipe
::
IsSupported
(
num_k_loop
))
{
return
false
;
}
if
(
!
block_2_ctile_map
.
CheckValidity
(
c_grid_desc_m_n
))
{
return
false
;
}
// TODO: also check validity of all components (blockwise-copy, threadwise-copy, etc)
return
true
;
}
__host__
__device__
static
constexpr
bool
CalculateHasMainKBlockLoop
(
index_t
K
)
{
const
index_t
num_loop
=
K
/
KPerBlock
;
return
GridwiseGemmPipe
::
CalculateHasMainLoop
(
num_loop
);
}
__host__
__device__
static
constexpr
auto
MakeCGridDescriptor_MBlock_MPerBlock_NBlock_NPerBlock
(
const
CGridDesc_M_N
&
c_grid_desc_m_n
)
{
const
auto
M
=
c_grid_desc_m_n
.
GetLength
(
I0
);
const
auto
N
=
c_grid_desc_m_n
.
GetLength
(
I1
);
const
auto
MBlock
=
M
/
MPerBlock
;
const
auto
NBlock
=
N
/
NPerBlock
;
const
auto
c_grid_desc_mblock_mperblock_nblock_nperblock
=
transform_tensor_descriptor
(
c_grid_desc_m_n
,
make_tuple
(
make_unmerge_transform
(
make_tuple
(
MBlock
,
Number
<
MPerBlock
>
{})),
make_unmerge_transform
(
make_tuple
(
NBlock
,
Number
<
NPerBlock
>
{}))),
make_tuple
(
Sequence
<
0
>
{},
Sequence
<
1
>
{}),
make_tuple
(
Sequence
<
0
,
1
>
{},
Sequence
<
2
,
3
>
{}));
return
c_grid_desc_mblock_mperblock_nblock_nperblock
;
}
// 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
)
{
return
BlockToCTileMap_M00_N0_M01Adapt
<
MPerBlock
,
NPerBlock
,
CGridDesc_M_N
>
(
c_grid_desc_m_n
);
}
using
CGridDescriptor_MBlock_MPerBlock_NBlock_NPerBlock
=
remove_cvref_t
<
decltype
(
MakeCGridDescriptor_MBlock_MPerBlock_NBlock_NPerBlock
(
CGridDesc_M_N
{}))
>
;
using
DefaultBlock2CTileMap
=
remove_cvref_t
<
decltype
(
MakeDefaultBlock2CTileMap
(
CGridDesc_M_N
{}))
>
;
template
<
bool
HasMainKBlockLoop
,
typename
Block2CTileMap
>
__device__
static
void
Run
(
const
FloatAB
*
__restrict__
p_a_grid
,
const
FloatAB
*
__restrict__
p_b_grid
,
FloatC
*
__restrict__
p_c_grid
,
void
*
__restrict__
p_shared
,
const
AElementwiseOperation
&
a_element_op
,
const
BElementwiseOperation
&
b_element_op
,
const
CElementwiseOperation
&
c_element_op
,
const
AGridDesc_AK0_M_AK1
&
a_grid_desc_ak0_m_ak1
,
const
BGridDesc_BK0_N_BK1
&
b_grid_desc_bk0_n_bk1
,
const
CGridDescriptor_MBlock_MPerBlock_NBlock_NPerBlock
&
c_grid_desc_mblock_mperblock_nblock_nperblock
,
const
Block2CTileMap
&
block_2_ctile_map
)
{
const
auto
a_grid_buf
=
make_dynamic_buffer
<
AddressSpaceEnum
::
Global
>
(
p_a_grid
,
a_grid_desc_ak0_m_ak1
.
GetElementSpaceSize
());
const
auto
b_grid_buf
=
make_dynamic_buffer
<
AddressSpaceEnum
::
Global
>
(
p_b_grid
,
b_grid_desc_bk0_n_bk1
.
GetElementSpaceSize
());
auto
c_grid_buf
=
make_dynamic_buffer
<
AddressSpaceEnum
::
Global
>
(
p_c_grid
,
c_grid_desc_mblock_mperblock_nblock_nperblock
.
GetElementSpaceSize
());
// divide block work by [M, N]
const
auto
block_work_idx
=
block_2_ctile_map
.
CalculateBottomIndex
(
make_multi_index
(
get_block_1d_id
()));
if
(
!
block_2_ctile_map
.
ValidCTileIndex
(
block_work_idx
,
make_tuple
(
c_grid_desc_mblock_mperblock_nblock_nperblock
.
GetLength
(
I0
),
c_grid_desc_mblock_mperblock_nblock_nperblock
.
GetLength
(
I2
))))
{
return
;
}
// HACK: this force m/n_block_data_idx_on_grid into SGPR
const
index_t
m_block_data_idx_on_grid
=
__builtin_amdgcn_readfirstlane
(
block_work_idx
[
I0
]
*
MPerBlock
);
const
index_t
n_block_data_idx_on_grid
=
__builtin_amdgcn_readfirstlane
(
block_work_idx
[
I1
]
*
NPerBlock
);
// lds max alignment
constexpr
auto
max_lds_align
=
math
::
lcm
(
AK1
,
BK1
);
// A matrix in LDS memory, dst of blockwise copy
constexpr
auto
a_block_desc_ak0_m_ak1
=
GetABlockDescriptor_AK0PerBlock_MPerBlock_AK1
();
// B matrix in LDS memory, dst of blockwise copy
constexpr
auto
b_block_desc_bk0_n_bk1
=
GetBBlockDescriptor_BK0PerBlock_NPerBlock_BK1
();
// A matrix blockwise copy
auto
a_blockwise_copy
=
ThreadGroupTensorSliceTransfer_v4r1
<
ThisThreadBlock
,
AElementwiseOperation
,
ck
::
tensor_operation
::
element_wise
::
PassThrough
,
InMemoryDataOperationEnum
::
Set
,
Sequence
<
AK0
,
MPerBlock
,
AK1
>
,
ABlockTransferThreadClusterLengths_AK0_M_AK1
,
ABlockTransferThreadClusterArrangeOrder
,
FloatAB
,
FloatAB
,
decltype
(
a_grid_desc_ak0_m_ak1
),
decltype
(
a_block_desc_ak0_m_ak1
),
ABlockTransferSrcAccessOrder
,
Sequence
<
1
,
0
,
2
>
,
ABlockTransferSrcVectorDim
,
2
,
ABlockTransferSrcScalarPerVector
,
ABlockTransferDstScalarPerVector_AK1
,
1
,
1
,
AThreadTransferSrcResetCoordinateAfterRun
,
true
,
NumGemmKPrefetchStage
>
(
a_grid_desc_ak0_m_ak1
,
make_multi_index
(
0
,
m_block_data_idx_on_grid
,
0
),
a_element_op
,
a_block_desc_ak0_m_ak1
,
make_multi_index
(
0
,
0
,
0
),
ck
::
tensor_operation
::
element_wise
::
PassThrough
{});
// B matrix blockwise copy
auto
b_blockwise_copy
=
ThreadGroupTensorSliceTransfer_v4r1
<
ThisThreadBlock
,
BElementwiseOperation
,
ck
::
tensor_operation
::
element_wise
::
PassThrough
,
InMemoryDataOperationEnum
::
Set
,
Sequence
<
BK0
,
NPerBlock
,
BK1
>
,
BBlockTransferThreadClusterLengths_BK0_N_BK1
,
BBlockTransferThreadClusterArrangeOrder
,
FloatAB
,
FloatAB
,
decltype
(
b_grid_desc_bk0_n_bk1
),
decltype
(
b_block_desc_bk0_n_bk1
),
BBlockTransferSrcAccessOrder
,
Sequence
<
1
,
0
,
2
>
,
BBlockTransferSrcVectorDim
,
2
,
BBlockTransferSrcScalarPerVector
,
BBlockTransferDstScalarPerVector_BK1
,
1
,
1
,
BThreadTransferSrcResetCoordinateAfterRun
,
true
,
NumGemmKPrefetchStage
>
(
b_grid_desc_bk0_n_bk1
,
make_multi_index
(
0
,
n_block_data_idx_on_grid
,
0
),
b_element_op
,
b_block_desc_bk0_n_bk1
,
make_multi_index
(
0
,
0
,
0
),
ck
::
tensor_operation
::
element_wise
::
PassThrough
{});
// GEMM definition
// c_mtx += transpose(a_mtx) * b_mtx
// a_mtx[K0PerBlock, MPerBlock] is in LDS
// b_mtx[K0PerBlock, NPerBlock] is in LDS
// c_mtx[MPerBlock, NPerBlock] is distributed among threads, and saved in
// register
// sanity check
constexpr
index_t
KPack
=
math
::
max
(
math
::
lcm
(
AK1
,
BK1
),
MfmaSelector
<
FloatAB
,
MPerXdl
,
NPerXdl
>::
selected_mfma
.
k_per_blk
);
auto
blockwise_gemm
=
BlockwiseGemmXdlops_k0mk1_k0nk1_m0n0m1n1m2m3m4n2_Selector
<
BlockSize
,
FloatAB
,
FloatGemmAcc
,
decltype
(
a_block_desc_ak0_m_ak1
),
decltype
(
b_block_desc_bk0_n_bk1
),
MPerXdl
,
NPerXdl
,
MXdlPerWave
,
NXdlPerWave
,
KPack
,
LoopSched
>
();
auto
c_thread_buf
=
blockwise_gemm
.
GetCThreadBuffer
();
// LDS allocation for A and B: be careful of alignment
constexpr
auto
a_block_space_size_aligned
=
math
::
integer_least_multiple
(
a_block_desc_ak0_m_ak1
.
GetElementSpaceSize
(),
max_lds_align
);
auto
a_block_buf
=
make_dynamic_buffer
<
AddressSpaceEnum
::
Lds
>
(
static_cast
<
FloatAB
*>
(
p_shared
),
a_block_desc_ak0_m_ak1
.
GetElementSpaceSize
());
auto
b_block_buf
=
make_dynamic_buffer
<
AddressSpaceEnum
::
Lds
>
(
static_cast
<
FloatAB
*>
(
p_shared
)
+
a_block_space_size_aligned
,
b_block_desc_bk0_n_bk1
.
GetElementSpaceSize
());
constexpr
auto
a_block_slice_copy_step
=
make_multi_index
(
KPerBlock
/
AK1
,
0
,
0
);
constexpr
auto
b_block_slice_copy_step
=
make_multi_index
(
KPerBlock
/
BK1
,
0
,
0
);
// gridwise GEMM pipeline
const
auto
gridwise_gemm_pipeline
=
GridwiseGemmPipeline_v1_Selector
<
NumGemmKPrefetchStage
,
LoopSched
>
();
const
index_t
num_k_block_main_loop
=
__builtin_amdgcn_readfirstlane
(
(
a_grid_desc_ak0_m_ak1
.
GetLength
(
I0
)
*
a_grid_desc_ak0_m_ak1
.
GetLength
(
I2
))
/
KPerBlock
);
gridwise_gemm_pipeline
.
template
Run
<
HasMainKBlockLoop
>(
a_grid_desc_ak0_m_ak1
,
a_block_desc_ak0_m_ak1
,
a_blockwise_copy
,
a_grid_buf
,
a_block_buf
,
a_block_slice_copy_step
,
b_grid_desc_bk0_n_bk1
,
b_block_desc_bk0_n_bk1
,
b_blockwise_copy
,
b_grid_buf
,
b_block_buf
,
b_block_slice_copy_step
,
blockwise_gemm
,
c_thread_buf
,
num_k_block_main_loop
);
// shuffle C and write out
{
static_assert
(
MXdlPerWave
%
CShuffleMXdlPerWavePerShuffle
==
0
&&
NXdlPerWave
%
CShuffleNXdlPerWavePerShuffle
==
0
,
"wrong!"
);
constexpr
index_t
MWave
=
MPerBlock
/
(
MXdlPerWave
*
MPerXdl
);
constexpr
index_t
NWave
=
NPerBlock
/
(
NXdlPerWave
*
NPerXdl
);
// TODO: hacky, fix it!
constexpr
auto
c_thread_desc_m0_n0_m1_n1_m2_m3_m4_n2
=
blockwise_gemm
.
GetCThreadDescriptor_M0_N0_M1_N1_M2_M3_M4_N2
();
// TODO: hacky, fix it!
// c_block_desc_m0_n0_m1_n1_m2_m3_m4_n2_tmp is only used to get lengths
constexpr
auto
c_block_desc_m0_n0_m1_n1_m2_m3_m4_n2_tmp
=
blockwise_gemm
.
GetCBlockDescriptor_M0_N0_M1_N1_M2_M3_M4_N2
();
constexpr
auto
M0
=
c_block_desc_m0_n0_m1_n1_m2_m3_m4_n2_tmp
.
GetLength
(
I0
);
constexpr
auto
N0
=
c_block_desc_m0_n0_m1_n1_m2_m3_m4_n2_tmp
.
GetLength
(
I1
);
constexpr
auto
M1
=
c_block_desc_m0_n0_m1_n1_m2_m3_m4_n2_tmp
.
GetLength
(
I2
);
constexpr
auto
N1
=
c_block_desc_m0_n0_m1_n1_m2_m3_m4_n2_tmp
.
GetLength
(
I3
);
constexpr
auto
M2
=
c_block_desc_m0_n0_m1_n1_m2_m3_m4_n2_tmp
.
GetLength
(
I4
);
constexpr
auto
M3
=
c_block_desc_m0_n0_m1_n1_m2_m3_m4_n2_tmp
.
GetLength
(
I5
);
constexpr
auto
M4
=
c_block_desc_m0_n0_m1_n1_m2_m3_m4_n2_tmp
.
GetLength
(
I6
);
constexpr
auto
N2
=
c_block_desc_m0_n0_m1_n1_m2_m3_m4_n2_tmp
.
GetLength
(
I7
);
constexpr
auto
c_shuffle_block_desc_mblock_mperblock_nblock_nperblock
=
GetCShuffleBlockDescriptor_MBlock_MPerBlock_NBlock_NPerBlock
();
auto
c_shuffle_block_buf
=
make_dynamic_buffer
<
AddressSpaceEnum
::
Lds
>
(
static_cast
<
FloatCShuffle
*>
(
p_shared
),
c_shuffle_block_desc_mblock_mperblock_nblock_nperblock
.
GetElementSpaceSize
());
constexpr
auto
c_block_desc_m0_n0_m1_n1_m2_m3_m4_n2
=
transform_tensor_descriptor
(
c_shuffle_block_desc_mblock_mperblock_nblock_nperblock
,
make_tuple
(
make_freeze_transform
(
I0
),
make_unmerge_transform
(
make_tuple
(
Number
<
CShuffleMXdlPerWavePerShuffle
>
{},
// M0 (MXdlPerWave) per shuffle
M1
,
// M1 = MWave
M2
,
// M2 * M3 * M4 = MPerXdl
M3
,
M4
)),
make_freeze_transform
(
I0
),
make_unmerge_transform
(
make_tuple
(
Number
<
CShuffleNXdlPerWavePerShuffle
>
{},
// N0 (NXdlPerWave) per shuffle
N1
,
// N1 = NWave
N2
))),
// N2 = NPerXdl
make_tuple
(
Sequence
<
0
>
{},
Sequence
<
1
>
{},
Sequence
<
2
>
{},
Sequence
<
3
>
{}),
make_tuple
(
Sequence
<>
{},
Sequence
<
0
,
2
,
4
,
5
,
6
>
{},
Sequence
<>
{},
Sequence
<
1
,
3
,
7
>
{}));
// calculate origin of thread output tensor on global memory
// blockwise GEMM c matrix starting index
const
auto
c_thread_mtx_on_block
=
blockwise_gemm
.
CalculateCThreadOriginDataIndex
(
I0
,
I0
,
I0
,
I0
);
const
index_t
m_thread_data_on_block
=
c_thread_mtx_on_block
[
I0
];
const
index_t
n_thread_data_on_block
=
c_thread_mtx_on_block
[
I1
];
const
auto
m_thread_data_on_block_to_m0_m1_m2_m3_m4_adaptor
=
make_single_stage_tensor_adaptor
(
make_tuple
(
make_merge_transform
(
make_tuple
(
M0
,
M1
,
M2
,
M3
,
M4
))),
make_tuple
(
Sequence
<
0
,
1
,
2
,
3
,
4
>
{}),
make_tuple
(
Sequence
<
0
>
{}));
const
auto
m_thread_data_on_block_idx
=
m_thread_data_on_block_to_m0_m1_m2_m3_m4_adaptor
.
CalculateBottomIndex
(
make_multi_index
(
m_thread_data_on_block
));
const
auto
n_thread_data_on_block_to_n0_n1_n2_adaptor
=
make_single_stage_tensor_adaptor
(
make_tuple
(
make_merge_transform
(
make_tuple
(
N0
,
N1
,
N2
))),
make_tuple
(
Sequence
<
0
,
1
,
2
>
{}),
make_tuple
(
Sequence
<
0
>
{}));
const
auto
n_thread_data_on_block_idx
=
n_thread_data_on_block_to_n0_n1_n2_adaptor
.
CalculateBottomIndex
(
make_multi_index
(
n_thread_data_on_block
));
// shuffle: threadwise copy C from VGPR to LDS
auto
c_thread_copy_vgpr_to_lds
=
ThreadwiseTensorSliceTransfer_v1r3
<
FloatGemmAcc
,
FloatCShuffle
,
decltype
(
c_thread_desc_m0_n0_m1_n1_m2_m3_m4_n2
),
decltype
(
c_block_desc_m0_n0_m1_n1_m2_m3_m4_n2
),
ck
::
tensor_operation
::
element_wise
::
PassThrough
,
Sequence
<
CShuffleMXdlPerWavePerShuffle
,
CShuffleNXdlPerWavePerShuffle
,
I1
,
I1
,
M2
,
I1
,
M4
,
I1
>
,
Sequence
<
0
,
1
,
2
,
3
,
4
,
5
,
6
,
7
>
,
7
,
1
,
InMemoryDataOperationEnum
::
Set
,
1
,
true
>
{
c_block_desc_m0_n0_m1_n1_m2_m3_m4_n2
,
make_multi_index
(
0
,
0
,
m_thread_data_on_block_idx
[
I1
],
n_thread_data_on_block_idx
[
I1
],
m_thread_data_on_block_idx
[
I2
],
m_thread_data_on_block_idx
[
I3
],
m_thread_data_on_block_idx
[
I4
],
n_thread_data_on_block_idx
[
I2
]),
ck
::
tensor_operation
::
element_wise
::
PassThrough
{}};
// shuffle: blockwise copy C from LDS to global
auto
c_shuffle_block_copy_lds_to_global
=
ThreadGroupTensorSliceTransfer_v6r1
<
ThisThreadBlock
,
// ThreadGroup
CElementwiseOperation
,
// ElementwiseOperation,
CGlobalMemoryDataOperation
,
// DstInMemOp,
Sequence
<
1
,
CShuffleMXdlPerWavePerShuffle
*
MWave
*
MPerXdl
,
1
,
CShuffleNXdlPerWavePerShuffle
*
NWave
*
NPerXdl
>
,
// BlockSliceLengths,
CShuffleBlockTransferClusterLengths_MBlock_MPerBlock_NBlock_NPerBlock
,
Sequence
<
0
,
1
,
2
,
3
>
,
// typename ThreadClusterArrangeOrder,
FloatCShuffle
,
// typename SrcData,
FloatC
,
// typename DstData,
decltype
(
c_shuffle_block_desc_mblock_mperblock_nblock_nperblock
),
decltype
(
c_grid_desc_mblock_mperblock_nblock_nperblock
),
Sequence
<
0
,
1
,
2
,
3
>
,
// typename DimAccessOrder,
3
,
// index_t VectorDim,
CShuffleBlockTransferScalarPerVector_NPerBlock
,
// index_t ScalarPerVector,
true
,
// bool ThreadTransferSrcResetCoordinateAfterRun,
false
>
// bool ThreadTransferDstResetCoordinateAfterRun>
{
c_shuffle_block_desc_mblock_mperblock_nblock_nperblock
,
make_multi_index
(
0
,
0
,
0
,
0
),
c_grid_desc_mblock_mperblock_nblock_nperblock
,
make_multi_index
(
block_work_idx
[
I0
],
0
,
block_work_idx
[
I1
],
0
),
c_element_op
};
// space filling curve for threadwise C in VGPR
constexpr
auto
sfc_c_vgpr
=
SpaceFillingCurve
<
Sequence
<
MXdlPerWave
,
NXdlPerWave
,
1
,
1
,
M2
,
1
,
M4
,
1
>
,
Sequence
<
0
,
1
,
2
,
3
,
4
,
5
,
6
,
7
>
,
Sequence
<
CShuffleMXdlPerWavePerShuffle
,
CShuffleNXdlPerWavePerShuffle
,
1
,
1
,
M2
,
1
,
M4
,
1
>>
{};
// space filling curve for shuffled blockwise C in global mem
constexpr
auto
sfc_c_global
=
SpaceFillingCurve
<
Sequence
<
1
,
MPerBlock
,
1
,
NPerBlock
>
,
Sequence
<
0
,
2
,
1
,
3
>
,
Sequence
<
1
,
CShuffleMXdlPerWavePerShuffle
*
MWave
*
MPerXdl
,
1
,
CShuffleNXdlPerWavePerShuffle
*
NWave
*
NPerXdl
>>
{};
constexpr
index_t
num_access
=
sfc_c_vgpr
.
GetNumOfAccess
();
static_assert
(
num_access
==
sfc_c_global
.
GetNumOfAccess
(),
"wrong!"
);
static_for
<
0
,
num_access
,
1
>
{}([
&
](
auto
access_id
)
{
// make sure it's safe to write to LDS
block_sync_lds
();
// each thread write its data from VGPR to LDS
c_thread_copy_vgpr_to_lds
.
Run
(
c_thread_desc_m0_n0_m1_n1_m2_m3_m4_n2
,
sfc_c_vgpr
.
GetIndexTupleOfNumber
(
access_id
),
c_thread_buf
,
c_block_desc_m0_n0_m1_n1_m2_m3_m4_n2
,
c_shuffle_block_buf
);
// make sure it's safe to read from LDS
block_sync_lds
();
// each block copy its data from LDS to global
c_shuffle_block_copy_lds_to_global
.
Run
(
c_shuffle_block_desc_mblock_mperblock_nblock_nperblock
,
c_shuffle_block_buf
,
c_grid_desc_mblock_mperblock_nblock_nperblock
,
c_grid_buf
);
if
constexpr
(
access_id
<
num_access
-
1
)
{
constexpr
auto
c_global_step
=
sfc_c_global
.
GetForwardStep
(
access_id
);
// move on C
c_shuffle_block_copy_lds_to_global
.
MoveDstSliceWindow
(
c_grid_desc_mblock_mperblock_nblock_nperblock
,
c_global_step
);
}
});
}
}
};
}
// namespace ck
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