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gaoqiong
composable_kernel
Commits
f02ac108
Commit
f02ac108
authored
Aug 26, 2022
by
Rosty Geyyer
Browse files
Pipeline selector working, test-wise add pipeline options to one instance
parent
93503efd
Changes
17
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17 changed files
with
138 additions
and
77 deletions
+138
-77
include/ck/tensor_operation/gpu/device/device_gemm_xdl_cshuffle.hpp
.../tensor_operation/gpu/device/device_gemm_xdl_cshuffle.hpp
+4
-2
include/ck/tensor_operation/gpu/grid/gridwise_batched_gemm_gemm_xdl_cshuffle_v1.hpp
...n/gpu/grid/gridwise_batched_gemm_gemm_xdl_cshuffle_v1.hpp
+8
-5
include/ck/tensor_operation/gpu/grid/gridwise_batched_gemm_softmax_gemm_xdl_cshuffle_v1.hpp
...id/gridwise_batched_gemm_softmax_gemm_xdl_cshuffle_v1.hpp
+8
-5
include/ck/tensor_operation/gpu/grid/gridwise_gemm_bias_add_reduce_xdl_cshuffle_v1.hpp
...pu/grid/gridwise_gemm_bias_add_reduce_xdl_cshuffle_v1.hpp
+6
-4
include/ck/tensor_operation/gpu/grid/gridwise_gemm_multiple_d_multiple_r_xdl_cshuffle.hpp
...grid/gridwise_gemm_multiple_d_multiple_r_xdl_cshuffle.hpp
+6
-4
include/ck/tensor_operation/gpu/grid/gridwise_gemm_multiple_d_xdl_cshuffle.hpp
...ration/gpu/grid/gridwise_gemm_multiple_d_xdl_cshuffle.hpp
+6
-4
include/ck/tensor_operation/gpu/grid/gridwise_gemm_pipeline_selector.hpp
...or_operation/gpu/grid/gridwise_gemm_pipeline_selector.hpp
+9
-2
include/ck/tensor_operation/gpu/grid/gridwise_gemm_pipeline_v1.hpp
...k/tensor_operation/gpu/grid/gridwise_gemm_pipeline_v1.hpp
+1
-0
include/ck/tensor_operation/gpu/grid/gridwise_gemm_reduce_xdl_cshuffle_v1.hpp
...eration/gpu/grid/gridwise_gemm_reduce_xdl_cshuffle_v1.hpp
+6
-4
include/ck/tensor_operation/gpu/grid/gridwise_gemm_xdl_cshuffle_v1.hpp
...nsor_operation/gpu/grid/gridwise_gemm_xdl_cshuffle_v1.hpp
+5
-10
include/ck/tensor_operation/gpu/grid/gridwise_gemm_xdl_layernorm_cshuffle_v1.hpp
...tion/gpu/grid/gridwise_gemm_xdl_layernorm_cshuffle_v1.hpp
+6
-4
include/ck/tensor_operation/gpu/grid/gridwise_gemm_xdlops_bwd_weight.hpp
...or_operation/gpu/grid/gridwise_gemm_xdlops_bwd_weight.hpp
+7
-4
include/ck/tensor_operation/gpu/grid/gridwise_gemm_xdlops_v2r3.hpp
...k/tensor_operation/gpu/grid/gridwise_gemm_xdlops_v2r3.hpp
+5
-3
include/ck/tensor_operation/gpu/grid/gridwise_gemm_xdlops_v3r1.hpp
...k/tensor_operation/gpu/grid/gridwise_gemm_xdlops_v3r1.hpp
+5
-3
include/ck/tensor_operation/gpu/grid/gridwise_gemm_xdlops_v3r2.hpp
...k/tensor_operation/gpu/grid/gridwise_gemm_xdlops_v3r2.hpp
+5
-3
include/ck/tensor_operation/gpu/grid/gridwise_gemm_xdlops_v3r3.hpp
...k/tensor_operation/gpu/grid/gridwise_gemm_xdlops_v3r3.hpp
+5
-3
library/src/tensor_operation_instance/gpu/gemm/device_gemm_xdl_c_shuffle_2_stage_f16_f16_f16_mk_nk_mn_instance.cpp
...m_xdl_c_shuffle_2_stage_f16_f16_f16_mk_nk_mn_instance.cpp
+46
-17
No files found.
include/ck/tensor_operation/gpu/device/device_gemm_xdl_cshuffle.hpp
View file @
f02ac108
...
...
@@ -64,7 +64,8 @@ template <typename ALayout,
index_t
CShuffleNXdlPerWavePerShuffle
,
typename
CShuffleBlockTransferClusterLengths_MBlock_MPerBlock_NBlock_NPerBlock
,
index_t
CShuffleBlockTransferScalarPerVector_NPerBlock
,
LoopScheduler
LoopSched
=
make_default_loop_scheduler
()>
LoopScheduler
LoopSched
=
make_default_loop_scheduler
(),
index_t
PipelineVersion
=
1
>
struct
DeviceGemm_Xdl_CShuffle
:
public
DeviceGemm
<
ALayout
,
BLayout
,
CLayout
,
...
...
@@ -393,7 +394,8 @@ struct DeviceGemm_Xdl_CShuffle : public DeviceGemm<ALayout,
CShuffleNXdlPerWavePerShuffle
,
CShuffleBlockTransferClusterLengths_MBlock_MPerBlock_NBlock_NPerBlock
,
CShuffleBlockTransferScalarPerVector_NPerBlock
,
LoopSched
>
;
LoopSched
,
PipelineVersion
>
;
// Argument
struct
Argument
:
public
BaseArgument
...
...
include/ck/tensor_operation/gpu/grid/gridwise_batched_gemm_gemm_xdl_cshuffle_v1.hpp
View file @
f02ac108
...
...
@@ -8,7 +8,7 @@
#include "ck/tensor_description/tensor_descriptor.hpp"
#include "ck/tensor_description/tensor_descriptor_helper.hpp"
#include "ck/tensor_operation/gpu/grid/block_to_ctile_map.hpp"
#include "ck/tensor_operation/gpu/grid/gridwise_gemm_pipeline_
v1
.hpp"
#include "ck/tensor_operation/gpu/grid/gridwise_gemm_pipeline_
selector
.hpp"
#include "ck/tensor_operation/gpu/block/blockwise_gemm_xdlops.hpp"
#include "ck/tensor_operation/gpu/block/thread_group_tensor_slice_transfer_v4r1.hpp"
#include "ck/tensor_operation/gpu/block/thread_group_tensor_slice_transfer_v6r1.hpp"
...
...
@@ -74,7 +74,8 @@ template <typename FloatAB,
index_t
CShuffleNXdlPerWavePerShuffle
,
typename
CShuffleBlockTransferClusterLengths_MBlock_MPerBlock_NBlock_NPerBlock
,
index_t
CShuffleBlockTransferScalarPerVector_NPerBlock
,
LoopScheduler
LoopSched
>
LoopScheduler
LoopSched
,
index_t
PipelineVersion
=
1
>
struct
GridwiseBatchedGemmGemm_Xdl_CShuffle
{
static_assert
(
LoopSched
==
LoopScheduler
::
Default
,
...
...
@@ -101,7 +102,8 @@ struct GridwiseBatchedGemmGemm_Xdl_CShuffle
using
ThisThreadBlock
=
ThisThreadBlock
<
BlockSize
>
;
using
GridwiseGemmPipe
=
GridwiseGemmPipeline_v1
<
NumGemmKPrefetchStage
>
;
using
GridwiseGemmPipe
=
remove_cvref_t
<
decltype
(
GridwiseGemmPipeline_Selector
<
PipelineVersion
,
NumGemmKPrefetchStage
>
())
>
;
template
<
typename
ABlockDesc_AK0_M_AK1
>
__host__
__device__
static
constexpr
auto
...
...
@@ -494,8 +496,9 @@ struct GridwiseBatchedGemmGemm_Xdl_CShuffle
// gridwise GEMM pipeline
// Only supports LoopScheduler::Default
const
auto
gridwise_gemm_pipeline
=
GridwiseGemmPipeline_v1_Selector
<
NumGemmKPrefetchStage
,
LoopScheduler
::
Default
>
();
const
auto
gridwise_gemm_pipeline
=
GridwiseGemmPipeline_Selector
<
PipelineVersion
,
NumGemmKPrefetchStage
,
LoopScheduler
::
Default
>
();
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
))
/
...
...
include/ck/tensor_operation/gpu/grid/gridwise_batched_gemm_softmax_gemm_xdl_cshuffle_v1.hpp
View file @
f02ac108
...
...
@@ -8,7 +8,7 @@
#include "ck/tensor_description/tensor_descriptor.hpp"
#include "ck/tensor_description/tensor_descriptor_helper.hpp"
#include "ck/tensor_operation/gpu/grid/block_to_ctile_map.hpp"
#include "ck/tensor_operation/gpu/grid/gridwise_gemm_pipeline_
v1
.hpp"
#include "ck/tensor_operation/gpu/grid/gridwise_gemm_pipeline_
selector
.hpp"
#include "ck/tensor_operation/gpu/block/blockwise_gemm_xdlops.hpp"
#include "ck/tensor_operation/gpu/block/thread_group_tensor_slice_transfer_v4r1.hpp"
#include "ck/tensor_operation/gpu/block/thread_group_tensor_slice_transfer_v6r1.hpp"
...
...
@@ -75,7 +75,8 @@ template <typename FloatAB,
index_t
CShuffleNXdlPerWavePerShuffle
,
typename
CShuffleBlockTransferClusterLengths_MBlock_MPerBlock_NBlock_NPerBlock
,
index_t
CShuffleBlockTransferScalarPerVector_NPerBlock
,
LoopScheduler
LoopSched
>
LoopScheduler
LoopSched
,
index_t
PipelineVersion
=
1
>
struct
GridwiseBatchedGemmSoftmaxGemm_Xdl_CShuffle
{
static_assert
(
LoopSched
==
LoopScheduler
::
Default
,
...
...
@@ -102,7 +103,8 @@ struct GridwiseBatchedGemmSoftmaxGemm_Xdl_CShuffle
using
ThisThreadBlock
=
ThisThreadBlock
<
BlockSize
>
;
using
GridwiseGemmPipe
=
GridwiseGemmPipeline_v1
<
NumGemmKPrefetchStage
>
;
using
GridwiseGemmPipe
=
remove_cvref_t
<
decltype
(
GridwiseGemmPipeline_Selector
<
PipelineVersion
,
NumGemmKPrefetchStage
>
())
>
;
template
<
typename
ABlockDesc_AK0_M_AK1
>
__host__
__device__
static
constexpr
auto
...
...
@@ -496,8 +498,9 @@ struct GridwiseBatchedGemmSoftmaxGemm_Xdl_CShuffle
// gridwise GEMM pipeline
// Only supports LoopScheduler::Default
const
auto
gridwise_gemm_pipeline
=
GridwiseGemmPipeline_v1_Selector
<
NumGemmKPrefetchStage
,
LoopScheduler
::
Default
>
();
const
auto
gridwise_gemm_pipeline
=
GridwiseGemmPipeline_Selector
<
PipelineVersion
,
NumGemmKPrefetchStage
,
LoopScheduler
::
Default
>
();
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
))
/
...
...
include/ck/tensor_operation/gpu/grid/gridwise_gemm_bias_add_reduce_xdl_cshuffle_v1.hpp
View file @
f02ac108
...
...
@@ -8,7 +8,7 @@
#include "ck/tensor_description/tensor_descriptor.hpp"
#include "ck/tensor_description/tensor_descriptor_helper.hpp"
#include "ck/tensor_operation/gpu/grid/block_to_ctile_map.hpp"
#include "ck/tensor_operation/gpu/grid/gridwise_gemm_pipeline_
v1
.hpp"
#include "ck/tensor_operation/gpu/grid/gridwise_gemm_pipeline_
selector
.hpp"
#include "ck/tensor_operation/gpu/block/blockwise_gemm_xdlops.hpp"
#include "ck/tensor_operation/gpu/block/thread_group_tensor_slice_transfer_v4r1.hpp"
#include "ck/tensor_operation/gpu/block/thread_group_tensor_slice_transfer_v6r1.hpp"
...
...
@@ -169,7 +169,8 @@ template <typename FloatAB,
typename
CReduceThreadClusterLengths_MPerBlock_NPerBlock
,
index_t
CReduceThreadLds2VGprCopySrcDstScalarPerVector_NPerBlock
,
index_t
CReduceThreadVgpr2GlobalCopySrcDstScalarPerVector_MPerBlock
,
LoopScheduler
LoopSched
>
LoopScheduler
LoopSched
,
index_t
PipelineVersion
=
1
>
struct
GridwiseGemmBiasAddReduce_k0mk1_k0nk1_mn_xdl_cshuffle_v1
{
static
constexpr
auto
I0
=
Number
<
0
>
{};
...
...
@@ -189,7 +190,8 @@ struct GridwiseGemmBiasAddReduce_k0mk1_k0nk1_mn_xdl_cshuffle_v1
using
ThisThreadBlock
=
ThisThreadBlock
<
BlockSize
>
;
using
GridwiseGemmPipe
=
GridwiseGemmPipeline_v1
<
NumGemmKPrefetchStage
>
;
using
GridwiseGemmPipe
=
remove_cvref_t
<
decltype
(
GridwiseGemmPipeline_Selector
<
PipelineVersion
,
NumGemmKPrefetchStage
>
())
>
;
__host__
__device__
static
constexpr
auto
GetABlockDescriptor_AK0PerBlock_MPerBlock_AK1
()
{
...
...
@@ -526,7 +528,7 @@ struct GridwiseGemmBiasAddReduce_k0mk1_k0nk1_mn_xdl_cshuffle_v1
// gridwise GEMM pipeline
const
auto
gridwise_gemm_pipeline
=
GridwiseGemmPipeline_
v1_
Selector
<
NumGemmKPrefetchStage
,
LoopSched
>
();
GridwiseGemmPipeline_Selector
<
PipelineVersion
,
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
))
/
...
...
include/ck/tensor_operation/gpu/grid/gridwise_gemm_multiple_d_multiple_r_xdl_cshuffle.hpp
View file @
f02ac108
...
...
@@ -8,7 +8,7 @@
#include "ck/tensor_description/tensor_descriptor.hpp"
#include "ck/tensor_description/tensor_descriptor_helper.hpp"
#include "ck/tensor_operation/gpu/grid/block_to_ctile_map.hpp"
#include "ck/tensor_operation/gpu/grid/gridwise_gemm_pipeline_
v1
.hpp"
#include "ck/tensor_operation/gpu/grid/gridwise_gemm_pipeline_
selector
.hpp"
#include "ck/tensor_operation/gpu/block/blockwise_gemm_xdlops.hpp"
#include "ck/tensor_operation/gpu/block/thread_group_tensor_slice_transfer_v4r1.hpp"
#include "ck/tensor_operation/gpu/block/thread_group_tensor_slice_transfer_v6r1.hpp"
...
...
@@ -68,7 +68,8 @@ template <typename FloatAB,
typename
CDRThreadTransferClusterLengths_MPerBlock_NPerBlock
,
index_t
CDEReduceThreadTransferScalarPerVector_NPerBlock
,
index_t
RThreadTransferDstScalarPerVector_MPerBlock
,
LoopScheduler
LoopSched
>
LoopScheduler
LoopSched
,
index_t
PipelineVersion
=
1
>
struct
GridwiseGemmMultipleDMultipleR_k0mk1_k0nk1_mn_xdl_cshuffle_v1
{
static
constexpr
index_t
NumDTensor
=
DsDataType
::
Size
();
...
...
@@ -91,7 +92,8 @@ struct GridwiseGemmMultipleDMultipleR_k0mk1_k0nk1_mn_xdl_cshuffle_v1
using
ThisThreadBlock
=
ThisThreadBlock
<
BlockSize
>
;
using
GridwiseGemmPipe
=
GridwiseGemmPipeline_v1
<
NumGemmKPrefetchStage
>
;
using
GridwiseGemmPipe
=
remove_cvref_t
<
decltype
(
GridwiseGemmPipeline_Selector
<
PipelineVersion
,
NumGemmKPrefetchStage
>
())
>
;
__host__
__device__
static
constexpr
auto
GetABlockDescriptor_AK0PerBlock_MPerBlock_AK1
()
{
...
...
@@ -495,7 +497,7 @@ struct GridwiseGemmMultipleDMultipleR_k0mk1_k0nk1_mn_xdl_cshuffle_v1
// gridwise GEMM pipeline
const
auto
gridwise_gemm_pipeline
=
GridwiseGemmPipeline_
v1_
Selector
<
NumGemmKPrefetchStage
,
LoopSched
>
();
GridwiseGemmPipeline_Selector
<
PipelineVersion
,
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
))
/
...
...
include/ck/tensor_operation/gpu/grid/gridwise_gemm_multiple_d_xdl_cshuffle.hpp
View file @
f02ac108
...
...
@@ -8,7 +8,7 @@
#include "ck/tensor_description/tensor_descriptor.hpp"
#include "ck/tensor_description/tensor_descriptor_helper.hpp"
#include "ck/tensor_operation/gpu/grid/block_to_ctile_map.hpp"
#include "ck/tensor_operation/gpu/grid/gridwise_gemm_pipeline_
v1
.hpp"
#include "ck/tensor_operation/gpu/grid/gridwise_gemm_pipeline_
selector
.hpp"
#include "ck/tensor_operation/gpu/block/blockwise_gemm_xdlops.hpp"
#include "ck/tensor_operation/gpu/block/thread_group_tensor_slice_transfer_v4r1.hpp"
#include "ck/tensor_operation/gpu/block/thread_group_tensor_slice_transfer_v7.hpp"
...
...
@@ -70,7 +70,8 @@ template <typename ABDataType, // FIXME: don't assume A/B have same datatype
index_t
CShuffleNXdlPerWavePerShuffle
,
typename
CDEBlockTransferClusterLengths_MBlock_MPerBlock_NBlock_NPerBlock
,
index_t
CDEShuffleBlockTransferScalarPerVector_NPerBlock
,
LoopScheduler
LoopSched
>
LoopScheduler
LoopSched
,
index_t
PipelineVersion
=
1
>
struct
GridwiseGemmMultipleD_xdl_cshuffle
{
static
constexpr
index_t
NumDTensor
=
DsDataType
::
Size
();
...
...
@@ -92,7 +93,8 @@ struct GridwiseGemmMultipleD_xdl_cshuffle
using
ThisThreadBlock
=
ThisThreadBlock
<
BlockSize
>
;
using
GridwiseGemmPipe
=
GridwiseGemmPipeline_v1
<
NumGemmKPrefetchStage
>
;
using
GridwiseGemmPipe
=
remove_cvref_t
<
decltype
(
GridwiseGemmPipeline_Selector
<
PipelineVersion
,
NumGemmKPrefetchStage
>
())
>
;
__host__
__device__
static
constexpr
auto
GetABlockDescriptor_AK0PerBlock_MPerBlock_AK1
()
{
...
...
@@ -497,7 +499,7 @@ struct GridwiseGemmMultipleD_xdl_cshuffle
// gridwise GEMM pipeline
const
auto
gridwise_gemm_pipeline
=
GridwiseGemmPipeline_
v1_
Selector
<
NumGemmKPrefetchStage
,
LoopSched
>
();
GridwiseGemmPipeline_Selector
<
PipelineVersion
,
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
))
/
...
...
include/ck/tensor_operation/gpu/grid/gridwise_gemm_pipeline_selector.hpp
View file @
f02ac108
...
...
@@ -15,7 +15,14 @@ constexpr auto GridwiseGemmPipeline_Selector()
{
if
constexpr
(
PipelineVersion
==
1
)
{
return
GridwiseGemmPipeline_v1_Selector
<
NumPrefetch
,
LoopSched
>
{};
if
constexpr
(
LoopSched
==
LoopScheduler
::
Default
)
{
return
GridwiseGemmPipeline_v1
<
NumPrefetch
>
{};
}
else
if
constexpr
(
LoopSched
==
LoopScheduler
::
Interwave
)
{
return
GridwiseGemmPipelineInterwave_v1
<
NumPrefetch
>
{};
}
}
else
if
constexpr
(
PipelineVersion
==
2
)
{
...
...
@@ -23,7 +30,7 @@ constexpr auto GridwiseGemmPipeline_Selector()
}
else
{
// put some error message here
std
::
cerr
<<
"GridwiseGemmPipeline configuration is not available"
<<
std
::
endl
;
}
}
...
...
include/ck/tensor_operation/gpu/grid/gridwise_gemm_pipeline_v1.hpp
View file @
f02ac108
...
...
@@ -352,6 +352,7 @@ struct GridwiseGemmPipelineInterwave_v1<2> : public GridwiseGemmPipeline_v1<2>
{
};
// TODO: deprecate as GridwiseGemmPipeline_Selector covers the functionality
template
<
index_t
NumPrefetch
,
LoopScheduler
LoopSched
>
constexpr
auto
GridwiseGemmPipeline_v1_Selector
()
{
...
...
include/ck/tensor_operation/gpu/grid/gridwise_gemm_reduce_xdl_cshuffle_v1.hpp
View file @
f02ac108
...
...
@@ -8,7 +8,7 @@
#include "ck/tensor_description/tensor_descriptor.hpp"
#include "ck/tensor_description/tensor_descriptor_helper.hpp"
#include "ck/tensor_operation/gpu/grid/block_to_ctile_map.hpp"
#include "ck/tensor_operation/gpu/grid/gridwise_gemm_pipeline_
v1
.hpp"
#include "ck/tensor_operation/gpu/grid/gridwise_gemm_pipeline_
selector
.hpp"
#include "ck/tensor_operation/gpu/block/blockwise_gemm_xdlops.hpp"
#include "ck/tensor_operation/gpu/block/thread_group_tensor_slice_transfer_v4r1.hpp"
#include "ck/tensor_operation/gpu/block/thread_group_tensor_slice_transfer_v6r1.hpp"
...
...
@@ -142,7 +142,8 @@ template <typename FloatAB,
typename
CReduceThreadClusterLengths_MPerBlock_NPerBlock
,
index_t
CReduceThreadLds2VGprCopySrcDstScalarPerVector_NPerBlock
,
index_t
CReduceThreadVgpr2GlobalCopySrcDstScalarPerVector_MPerBlock
,
LoopScheduler
LoopSched
>
LoopScheduler
LoopSched
,
index_t
PipelineVersion
=
1
>
struct
GridwiseGemmReduce_k0mk1_k0nk1_mn_xdl_cshuffle_v1
{
static
constexpr
auto
I0
=
Number
<
0
>
{};
...
...
@@ -162,7 +163,8 @@ struct GridwiseGemmReduce_k0mk1_k0nk1_mn_xdl_cshuffle_v1
using
ThisThreadBlock
=
ThisThreadBlock
<
BlockSize
>
;
using
GridwiseGemmPipe
=
GridwiseGemmPipeline_v1
<
NumGemmKPrefetchStage
>
;
using
GridwiseGemmPipe
=
remove_cvref_t
<
decltype
(
GridwiseGemmPipeline_Selector
<
PipelineVersion
,
NumGemmKPrefetchStage
>
())
>
;
__host__
__device__
static
constexpr
auto
GetABlockDescriptor_AK0PerBlock_MPerBlock_AK1
()
{
...
...
@@ -481,7 +483,7 @@ struct GridwiseGemmReduce_k0mk1_k0nk1_mn_xdl_cshuffle_v1
// gridwise GEMM pipeline
const
auto
gridwise_gemm_pipeline
=
GridwiseGemmPipeline_
v1_
Selector
<
NumGemmKPrefetchStage
,
LoopSched
>
();
GridwiseGemmPipeline_Selector
<
PipelineVersion
,
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
))
/
...
...
include/ck/tensor_operation/gpu/grid/gridwise_gemm_xdl_cshuffle_v1.hpp
View file @
f02ac108
...
...
@@ -8,8 +8,7 @@
#include "ck/tensor_description/tensor_descriptor.hpp"
#include "ck/tensor_description/tensor_descriptor_helper.hpp"
#include "ck/tensor_operation/gpu/grid/block_to_ctile_map.hpp"
#include "ck/tensor_operation/gpu/grid/gridwise_gemm_pipeline_v1.hpp"
#include "ck/tensor_operation/gpu/grid/gridwise_gemm_pipeline_v2.hpp"
#include "ck/tensor_operation/gpu/grid/gridwise_gemm_pipeline_selector.hpp"
#include "ck/tensor_operation/gpu/block/blockwise_gemm_xdlops.hpp"
#include "ck/tensor_operation/gpu/block/thread_group_tensor_slice_transfer_v4r1.hpp"
#include "ck/tensor_operation/gpu/block/thread_group_tensor_slice_transfer_v6r1.hpp"
...
...
@@ -115,7 +114,8 @@ template <typename FloatAB,
index_t
CShuffleNXdlPerWavePerShuffle
,
typename
CShuffleBlockTransferClusterLengths_MBlock_MPerBlock_NBlock_NPerBlock
,
index_t
CShuffleBlockTransferScalarPerVector_NPerBlock
,
LoopScheduler
LoopSched
>
LoopScheduler
LoopSched
,
index_t
PipelineVersion
=
1
>
struct
GridwiseGemm_k0mk1_k0nk1_mn_xdl_cshuffle_v1
{
static
constexpr
auto
I0
=
Number
<
0
>
{};
...
...
@@ -136,13 +136,8 @@ struct GridwiseGemm_k0mk1_k0nk1_mn_xdl_cshuffle_v1
using
ThisThreadBlock
=
ThisThreadBlock
<
BlockSize
>
;
// FIXME: pass GridwiseGemmPipe as a template arguement into GridwiseGemm
using
GridwiseGemmPipe
=
#if 1
remove_cvref_t
<
decltype
(
GridwiseGemmPipeline_v1_Selector
<
NumGemmKPrefetchStage
,
LoopSched
>
())
>
;
#else
GridwiseGemmPipeline_v2
;
#endif
using
GridwiseGemmPipe
=
remove_cvref_t
<
decltype
(
GridwiseGemmPipeline_Selector
<
PipelineVersion
,
NumGemmKPrefetchStage
,
LoopSched
>
())
>
;
__host__
__device__
static
constexpr
auto
GetABlockDescriptor_AK0PerBlock_MPerBlock_AK1
()
{
...
...
include/ck/tensor_operation/gpu/grid/gridwise_gemm_xdl_layernorm_cshuffle_v1.hpp
View file @
f02ac108
...
...
@@ -8,7 +8,7 @@
#include "ck/tensor_description/tensor_descriptor.hpp"
#include "ck/tensor_description/tensor_descriptor_helper.hpp"
#include "ck/tensor_operation/gpu/grid/block_to_ctile_map.hpp"
#include "ck/tensor_operation/gpu/grid/gridwise_gemm_pipeline_
v1
.hpp"
#include "ck/tensor_operation/gpu/grid/gridwise_gemm_pipeline_
selector
.hpp"
#include "ck/tensor_operation/gpu/block/blockwise_gemm_xdlops.hpp"
#include "ck/tensor_operation/gpu/block/thread_group_tensor_slice_transfer_v4r1.hpp"
#include "ck/tensor_operation/gpu/block/thread_group_tensor_slice_transfer_v6r1.hpp"
...
...
@@ -151,7 +151,8 @@ template <typename FloatAB,
index_t
CShuffleBlockTransferScalarPerVector_NPerBlock
,
typename
CReduceThreadClusterLengths_MPerBlock_NPerBlock
,
index_t
CReduceThreadCopySrcDstScalarPerVector_NPerBlock
,
LoopScheduler
LoopSched
>
LoopScheduler
LoopSched
,
index_t
PipelineVersion
=
1
>
struct
GridwiseGemmLayernorm_k0mk1_k0nk1_mn_xdl_cshuffle_v1
{
static
constexpr
auto
I0
=
Number
<
0
>
{};
...
...
@@ -171,7 +172,8 @@ struct GridwiseGemmLayernorm_k0mk1_k0nk1_mn_xdl_cshuffle_v1
using
ThisThreadBlock
=
ThisThreadBlock
<
BlockSize
>
;
using
GridwiseGemmPipe
=
GridwiseGemmPipeline_v1
<
NumGemmKPrefetchStage
>
;
using
GridwiseGemmPipe
=
remove_cvref_t
<
decltype
(
GridwiseGemmPipeline_Selector
<
PipelineVersion
,
NumGemmKPrefetchStage
>
())
>
;
__host__
__device__
static
constexpr
auto
GetABlockDescriptor_AK0PerBlock_MPerBlock_AK1
()
{
...
...
@@ -519,7 +521,7 @@ struct GridwiseGemmLayernorm_k0mk1_k0nk1_mn_xdl_cshuffle_v1
// gridwise GEMM pipeline
const
auto
gridwise_gemm_pipeline
=
GridwiseGemmPipeline_
v1_
Selector
<
NumGemmKPrefetchStage
,
LoopSched
>
();
GridwiseGemmPipeline_Selector
<
PipelineVersion
,
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
))
/
...
...
include/ck/tensor_operation/gpu/grid/gridwise_gemm_xdlops_bwd_weight.hpp
View file @
f02ac108
...
...
@@ -8,7 +8,7 @@
#include "ck/tensor_description/tensor_descriptor.hpp"
#include "ck/tensor_description/tensor_descriptor_helper.hpp"
#include "ck/tensor_operation/gpu/grid/block_to_ctile_map.hpp"
#include "ck/tensor_operation/gpu/grid/gridwise_gemm_pipeline_
v1
.hpp"
#include "ck/tensor_operation/gpu/grid/gridwise_gemm_pipeline_
selector
.hpp"
#include "ck/tensor_operation/gpu/block/blockwise_gemm_xdlops.hpp"
#include "ck/tensor_operation/gpu/block/thread_group_tensor_slice_transfer_v4r1.hpp"
#include "ck/tensor_operation/gpu/block/thread_group_tensor_slice_transfer_v6r1.hpp"
...
...
@@ -243,7 +243,8 @@ template <index_t BlockSize,
typename
CBlockTransferClusterLengths_MBlock_MPerBlock_NBlock_NPerBlock
,
bool
ABlockLdsExtraM1Wrw
=
false
,
bool
BBlockLdsExtraN1Wrw
=
false
,
index_t
NumGemmKPrefetchStage
=
1
>
index_t
NumGemmKPrefetchStage
=
1
,
index_t
PipelineVersion
=
1
>
struct
GridwiseGemm_bk0mk1_bk0nk1_mn_xdlops_bwd_weight
{
static
constexpr
auto
I0
=
Number
<
0
>
{};
...
...
@@ -258,8 +259,10 @@ struct GridwiseGemm_bk0mk1_bk0nk1_mn_xdlops_bwd_weight
// K1 should be Number<...>
static
constexpr
auto
K1
=
Number
<
K1Value
>
{};
using
ThisThreadBlock
=
ThisThreadBlock
<
BlockSize
>
;
using
GridwiseGemmPipe
=
GridwiseGemmPipeline_v1
<
NumGemmKPrefetchStage
>
;
using
ThisThreadBlock
=
ThisThreadBlock
<
BlockSize
>
;
using
GridwiseGemmPipe
=
remove_cvref_t
<
decltype
(
GridwiseGemmPipeline_Selector
<
PipelineVersion
,
NumGemmKPrefetchStage
>
())
>
;
// M0/M1/M1Padding
static
constexpr
auto
M1PerBlock
=
Number
<
ABlockLdsM1PerBlock
>
{};
...
...
include/ck/tensor_operation/gpu/grid/gridwise_gemm_xdlops_v2r3.hpp
View file @
f02ac108
...
...
@@ -8,7 +8,7 @@
#include "ck/tensor_description/tensor_descriptor.hpp"
#include "ck/tensor_description/tensor_descriptor_helper.hpp"
#include "ck/tensor_operation/gpu/grid/block_to_ctile_map.hpp"
#include "ck/tensor_operation/gpu/grid/gridwise_gemm_pipeline_
v1
.hpp"
#include "ck/tensor_operation/gpu/grid/gridwise_gemm_pipeline_
selector
.hpp"
#include "ck/tensor_operation/gpu/block/blockwise_gemm_xdlops.hpp"
#include "ck/tensor_operation/gpu/block/thread_group_tensor_slice_transfer_v4r1.hpp"
#include "ck/tensor_operation/gpu/thread/threadwise_tensor_slice_transfer.hpp"
...
...
@@ -109,7 +109,8 @@ template <index_t BlockSize,
typename
CThreadTransferSrcDstAccessOrder
,
index_t
CThreadTransferSrcDstVectorDim
,
index_t
CThreadTransferDstScalarPerVector
,
index_t
NumGemmKPrefetchStage
=
1
>
index_t
NumGemmKPrefetchStage
=
1
,
index_t
PipelineVersion
=
1
>
struct
GridwiseGemm_k0mk1_k0nk1_mn_xdlops_v2r3
{
static
constexpr
auto
I0
=
Number
<
0
>
{};
...
...
@@ -126,7 +127,8 @@ struct GridwiseGemm_k0mk1_k0nk1_mn_xdlops_v2r3
using
ThisThreadBlock
=
ThisThreadBlock
<
BlockSize
>
;
using
GridwiseGemmPipe
=
GridwiseGemmPipeline_v1
<
NumGemmKPrefetchStage
>
;
using
GridwiseGemmPipe
=
remove_cvref_t
<
decltype
(
GridwiseGemmPipeline_Selector
<
PipelineVersion
,
NumGemmKPrefetchStage
>
())
>
;
__host__
__device__
static
constexpr
auto
GetABlockDescriptor_K0PerBlock_MPerBlock_K1
()
{
...
...
include/ck/tensor_operation/gpu/grid/gridwise_gemm_xdlops_v3r1.hpp
View file @
f02ac108
...
...
@@ -9,7 +9,7 @@
#include "ck/tensor_description/tensor_descriptor.hpp"
#include "ck/tensor_description/tensor_descriptor_helper.hpp"
#include "ck/tensor_operation/gpu/grid/block_to_ctile_map.hpp"
#include "ck/tensor_operation/gpu/grid/gridwise_gemm_pipeline_
v1
.hpp"
#include "ck/tensor_operation/gpu/grid/gridwise_gemm_pipeline_
selector
.hpp"
#include "ck/tensor_operation/gpu/block/blockwise_gemm_xdlops.hpp"
#include "ck/tensor_operation/gpu/block/thread_group_tensor_slice_transfer_v4r1.hpp"
#include "ck/tensor_operation/gpu/block/thread_group_tensor_slice_transfer_v6r1.hpp"
...
...
@@ -117,7 +117,8 @@ template <
index_t
CShuffleNXdlPerWavePerShuffle
,
typename
CBlockTransferClusterLengths_MBlock_MXdlPerWave_MWaveMPerXdl_NBlock_NXdlPerWave_NWaveNPerXdl
,
index_t
CBlockTransferScalarPerVector_NWaveNPerXdl
,
index_t
NumGemmKPrefetchStage
=
1
>
index_t
NumGemmKPrefetchStage
=
1
,
index_t
PipelineVersion
=
1
>
struct
GridwiseGemm_k0mk1_k0nk1_mn_xdlops_v3r1
{
static
constexpr
auto
I0
=
Number
<
0
>
{};
...
...
@@ -137,7 +138,8 @@ struct GridwiseGemm_k0mk1_k0nk1_mn_xdlops_v3r1
using
ThisThreadBlock
=
ThisThreadBlock
<
BlockSize
>
;
using
GridwiseGemmPipe
=
GridwiseGemmPipeline_v1
<
NumGemmKPrefetchStage
>
;
using
GridwiseGemmPipe
=
remove_cvref_t
<
decltype
(
GridwiseGemmPipeline_Selector
<
PipelineVersion
,
NumGemmKPrefetchStage
>
())
>
;
__host__
__device__
static
constexpr
auto
GetABlockDescriptor_AK0PerBlock_MPerBlock_AK1
()
{
...
...
include/ck/tensor_operation/gpu/grid/gridwise_gemm_xdlops_v3r2.hpp
View file @
f02ac108
...
...
@@ -8,7 +8,7 @@
#include "ck/tensor_description/tensor_descriptor.hpp"
#include "ck/tensor_description/tensor_descriptor_helper.hpp"
#include "ck/tensor_operation/gpu/grid/block_to_ctile_map.hpp"
#include "ck/tensor_operation/gpu/grid/gridwise_gemm_pipeline_
v1
.hpp"
#include "ck/tensor_operation/gpu/grid/gridwise_gemm_pipeline_
selector
.hpp"
#include "ck/tensor_operation/gpu/block/blockwise_gemm_xdlops.hpp"
#include "ck/tensor_operation/gpu/block/thread_group_tensor_slice_transfer_v4r1.hpp"
#include "ck/tensor_operation/gpu/block/thread_group_tensor_slice_transfer_v6r2.hpp"
...
...
@@ -123,7 +123,8 @@ template <
index_t
CShuffleNXdlPerWavePerShuffle
,
typename
CBlockTransferClusterLengths_MBlock_MXdlPerWave_MWaveMPerXdl_NBlock_NXdlPerWave_NWaveNPerXdl
,
index_t
CBlockTransferScalarPerVector_NWaveNPerXdl
,
index_t
NumGemmKPrefetchStage
=
1
>
index_t
NumGemmKPrefetchStage
=
1
,
index_t
PipelineVersion
=
1
>
struct
GridwiseGemm_k0mk1_k0nk1_mn_xdlops_v3r2
{
static
constexpr
auto
I0
=
Number
<
0
>
{};
...
...
@@ -140,7 +141,8 @@ struct GridwiseGemm_k0mk1_k0nk1_mn_xdlops_v3r2
using
ThisThreadBlock
=
ThisThreadBlock
<
BlockSize
>
;
using
GridwiseGemmPipe
=
GridwiseGemmPipeline_v1
<
NumGemmKPrefetchStage
>
;
using
GridwiseGemmPipe
=
remove_cvref_t
<
decltype
(
GridwiseGemmPipeline_Selector
<
PipelineVersion
,
NumGemmKPrefetchStage
>
())
>
;
__host__
__device__
static
constexpr
auto
GetABlockDescriptor_K0PerBlock_MPerBlock_K1
()
{
...
...
include/ck/tensor_operation/gpu/grid/gridwise_gemm_xdlops_v3r3.hpp
View file @
f02ac108
...
...
@@ -8,7 +8,7 @@
#include "ck/tensor_description/tensor_descriptor.hpp"
#include "ck/tensor_description/tensor_descriptor_helper.hpp"
#include "ck/tensor_operation/gpu/grid/block_to_ctile_map.hpp"
#include "ck/tensor_operation/gpu/grid/gridwise_gemm_pipeline_
v1
.hpp"
#include "ck/tensor_operation/gpu/grid/gridwise_gemm_pipeline_
selector
.hpp"
#include "ck/tensor_operation/gpu/block/blockwise_gemm_xdlops.hpp"
#include "ck/tensor_operation/gpu/block/thread_group_tensor_slice_transfer_v4r1.hpp"
#include "ck/tensor_operation/gpu/block/thread_group_tensor_slice_transfer_v6r3.hpp"
...
...
@@ -132,7 +132,8 @@ template <
index_t
CShuffleNXdlPerWavePerShuffle
,
typename
CBlockTransferClusterLengths_MBlock_MXdlPerWave_MWaveMPerXdl_NBlock_NXdlPerWave_NWaveNPerXdl
,
index_t
CBlockTransferScalarPerVector_NWaveNPerXdl
,
index_t
NumGemmKPrefetchStage
=
1
>
index_t
NumGemmKPrefetchStage
=
1
,
index_t
PipelineVersion
=
1
>
struct
GridwiseGemm_k0mk1_k0nk1_mn_xdlops_v3r3
{
static
constexpr
auto
I0
=
Number
<
0
>
{};
...
...
@@ -149,7 +150,8 @@ struct GridwiseGemm_k0mk1_k0nk1_mn_xdlops_v3r3
using
ThisThreadBlock
=
ThisThreadBlock
<
BlockSize
>
;
using
GridwiseGemmPipe
=
GridwiseGemmPipeline_v1
<
NumGemmKPrefetchStage
>
;
using
GridwiseGemmPipe
=
remove_cvref_t
<
decltype
(
GridwiseGemmPipeline_Selector
<
PipelineVersion
,
NumGemmKPrefetchStage
>
())
>
;
__host__
__device__
static
constexpr
auto
GetABlockDescriptor_K0PerBlock_MPerBlock_K1
()
{
...
...
library/src/tensor_operation_instance/gpu/gemm/device_gemm_xdl_c_shuffle_2_stage_f16_f16_f16_mk_nk_mn_instance.cpp
View file @
f02ac108
...
...
@@ -30,23 +30,52 @@ static constexpr auto GemmDefault = ck::tensor_operation::device::GemmSpecializa
// Compilation parameters for a[m, k] * b[n, k] = c[m, n]
using
device_gemm_xdl_c_shuffle_2_stage_f16_f16_f16_mk_nk_mn_instances
=
std
::
tuple
<
// clang-format off
//#####################| ALayout| BLayout| CLayout| AData| BData| CData| AccData| CShuffle| A| B| C| GEMM| NumGemmK| Block| MPer| NPer| KPer| AK1| BK1| MPer| NPer| MXdl| NXdl| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockLds| BBlockTransfer| BBlockTransfer| BBlockTransfer| BlockTransfer| BBlockTransfer| BBlockTransfer| BBlockLds| CShuffle| CShuffle| CBlockTransferClusterLengths| CBlockTransfer|
//#####################| | | | Type| Type| Type| Type| DataType| Elementwise| Elementwise| Elementwise| Specialization| Prefetch| Size| Block| Block| Block| | | XDL| XDL| Per| Per| ThreadCluster| ThreadCluster| SrcAccessOrder| SrcVectorDim| SrcScalar| DstScalar| AddExtraM| ThreadCluster| ThreadCluster| SrcAccessOrder| SrcVectorDim| SrcScalar| DstScalar| AddExtraN| MXdlPerWave| NXdlPerWave| _MBlock_MWaveMPerXdl| ScalarPerVector|
//#####################| | | | | | | | | Operation| Operation| Operation| | Stage| | | | | | | | | Wave| Wave| Lengths_K0_M_K1| ArrangeOrder| | | PerVector| PerVector_K1| | Lengths_K0_N_K1| ArrangeOrder| | | PerVector| PerVector_K1| | PerShuffle| PerShuffle| _NBlock_NWaveNPerXdl| _NWaveNPerXdl|
//#####################| | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | |
DeviceGemm_Xdl_CShuffle
<
Row
,
Col
,
Row
,
F16
,
F16
,
F16
,
F32
,
F16
,
PassThrough
,
PassThrough
,
PassThrough
,
GemmDefault
,
2
,
256
,
256
,
128
,
32
,
8
,
8
,
32
,
32
,
4
,
2
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
1
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
1
,
1
,
1
,
S
<
1
,
32
,
1
,
8
>
,
8
>
,
DeviceGemm_Xdl_CShuffle
<
Row
,
Col
,
Row
,
F16
,
F16
,
F16
,
F32
,
F16
,
PassThrough
,
PassThrough
,
PassThrough
,
GemmDefault
,
2
,
256
,
128
,
256
,
32
,
8
,
8
,
32
,
32
,
2
,
4
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
1
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
1
,
1
,
1
,
S
<
1
,
32
,
1
,
8
>
,
8
>
,
DeviceGemm_Xdl_CShuffle
<
Row
,
Col
,
Row
,
F16
,
F16
,
F16
,
F32
,
F16
,
PassThrough
,
PassThrough
,
PassThrough
,
GemmDefault
,
2
,
128
,
128
,
128
,
32
,
8
,
8
,
32
,
32
,
4
,
2
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
1
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
1
,
1
,
1
,
S
<
1
,
16
,
1
,
8
>
,
8
>
,
DeviceGemm_Xdl_CShuffle
<
Row
,
Col
,
Row
,
F16
,
F16
,
F16
,
F32
,
F16
,
PassThrough
,
PassThrough
,
PassThrough
,
GemmDefault
,
2
,
256
,
128
,
128
,
32
,
8
,
8
,
32
,
32
,
2
,
2
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
1
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
1
,
1
,
1
,
S
<
1
,
32
,
1
,
8
>
,
8
>
,
DeviceGemm_Xdl_CShuffle
<
Row
,
Col
,
Row
,
F16
,
F16
,
F16
,
F32
,
F16
,
PassThrough
,
PassThrough
,
PassThrough
,
GemmDefault
,
2
,
128
,
128
,
64
,
32
,
8
,
8
,
32
,
32
,
2
,
2
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
1
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
1
,
1
,
1
,
S
<
1
,
32
,
1
,
4
>
,
8
>
,
DeviceGemm_Xdl_CShuffle
<
Row
,
Col
,
Row
,
F16
,
F16
,
F16
,
F32
,
F16
,
PassThrough
,
PassThrough
,
PassThrough
,
GemmDefault
,
2
,
128
,
64
,
128
,
32
,
8
,
8
,
32
,
32
,
2
,
2
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
1
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
1
,
1
,
1
,
S
<
1
,
16
,
1
,
8
>
,
8
>
,
DeviceGemm_Xdl_CShuffle
<
Row
,
Col
,
Row
,
F16
,
F16
,
F16
,
F32
,
F16
,
PassThrough
,
PassThrough
,
PassThrough
,
GemmDefault
,
2
,
64
,
64
,
64
,
32
,
8
,
8
,
32
,
32
,
2
,
2
,
S
<
4
,
16
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
1
,
S
<
4
,
16
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
1
,
1
,
1
,
S
<
1
,
16
,
1
,
4
>
,
8
>
,
DeviceGemm_Xdl_CShuffle
<
Row
,
Col
,
Row
,
F16
,
F16
,
F16
,
F32
,
F16
,
PassThrough
,
PassThrough
,
PassThrough
,
GemmDefault
,
2
,
256
,
128
,
64
,
32
,
8
,
8
,
32
,
32
,
2
,
1
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
1
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
1
,
1
,
1
,
S
<
1
,
32
,
1
,
8
>
,
8
>
,
DeviceGemm_Xdl_CShuffle
<
Row
,
Col
,
Row
,
F16
,
F16
,
F16
,
F32
,
F16
,
PassThrough
,
PassThrough
,
PassThrough
,
GemmDefault
,
2
,
256
,
64
,
128
,
32
,
8
,
8
,
32
,
32
,
1
,
2
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
1
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
1
,
1
,
1
,
S
<
1
,
32
,
1
,
8
>
,
8
>
,
DeviceGemm_Xdl_CShuffle
<
Row
,
Col
,
Row
,
F16
,
F16
,
F16
,
F32
,
F16
,
PassThrough
,
PassThrough
,
PassThrough
,
GemmDefault
,
2
,
128
,
128
,
32
,
32
,
8
,
8
,
32
,
32
,
2
,
1
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
1
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
1
,
1
,
1
,
S
<
1
,
32
,
1
,
4
>
,
8
>
,
DeviceGemm_Xdl_CShuffle
<
Row
,
Col
,
Row
,
F16
,
F16
,
F16
,
F32
,
F16
,
PassThrough
,
PassThrough
,
PassThrough
,
GemmDefault
,
2
,
128
,
32
,
128
,
32
,
8
,
8
,
32
,
32
,
1
,
2
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
1
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
1
,
1
,
1
,
S
<
1
,
16
,
1
,
8
>
,
8
>
,
DeviceGemm_Xdl_CShuffle
<
Row
,
Col
,
Row
,
F16
,
F16
,
F16
,
F32
,
F16
,
PassThrough
,
PassThrough
,
PassThrough
,
GemmDefault
,
2
,
64
,
64
,
32
,
32
,
8
,
8
,
32
,
32
,
2
,
1
,
S
<
4
,
16
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
1
,
S
<
4
,
16
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
1
,
1
,
1
,
S
<
1
,
16
,
1
,
4
>
,
8
>
,
DeviceGemm_Xdl_CShuffle
<
Row
,
Col
,
Row
,
F16
,
F16
,
F16
,
F32
,
F16
,
PassThrough
,
PassThrough
,
PassThrough
,
GemmDefault
,
2
,
64
,
32
,
64
,
32
,
8
,
8
,
32
,
32
,
1
,
2
,
S
<
4
,
16
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
1
,
S
<
4
,
16
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
1
,
1
,
1
,
S
<
1
,
16
,
1
,
4
>
,
8
>
//#####################| ALayout| BLayout| CLayout| AData| BData| CData| AccData| CShuffle| A| B| C| GEMM| NumGemmK| Block| MPer| NPer| KPer| AK1| BK1| MPer| NPer| MXdl| NXdl| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockLds| BBlockTransfer| BBlockTransfer| BBlockTransfer| BlockTransfer| BBlockTransfer| BBlockTransfer| BBlockLds| CShuffle| CShuffle| CBlockTransferClusterLengths| CBlockTransfer| LoopScheduler| Pipeline|
//#####################| | | | Type| Type| Type| Type| DataType| Elementwise| Elementwise| Elementwise| Specialization| Prefetch| Size| Block| Block| Block| | | XDL| XDL| Per| Per| ThreadCluster| ThreadCluster| SrcAccessOrder| SrcVectorDim| SrcScalar| DstScalar| AddExtraM| ThreadCluster| ThreadCluster| SrcAccessOrder| SrcVectorDim| SrcScalar| DstScalar| AddExtraN| MXdlPerWave| NXdlPerWave| _MBlock_MWaveMPerXdl| ScalarPerVector| | Version|
//#####################| | | | | | | | | Operation| Operation| Operation| | Stage| | | | | | | | | Wave| Wave| Lengths_K0_M_K1| ArrangeOrder| | | PerVector| PerVector_K1| | Lengths_K0_N_K1| ArrangeOrder| | | PerVector| PerVector_K1| | PerShuffle| PerShuffle| _NBlock_NWaveNPerXdl| _NWaveNPerXdl| | |
//#####################| | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | |
// pipeline v1, 1 wave
DeviceGemm_Xdl_CShuffle
<
Row
,
Col
,
Row
,
F16
,
F16
,
F16
,
F32
,
F16
,
PassThrough
,
PassThrough
,
PassThrough
,
GemmDefault
,
2
,
256
,
256
,
128
,
32
,
8
,
8
,
32
,
32
,
4
,
2
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
1
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
1
,
1
,
1
,
S
<
1
,
32
,
1
,
8
>
,
8
,
LoopScheduler
::
Default
,
1
>
,
DeviceGemm_Xdl_CShuffle
<
Row
,
Col
,
Row
,
F16
,
F16
,
F16
,
F32
,
F16
,
PassThrough
,
PassThrough
,
PassThrough
,
GemmDefault
,
2
,
256
,
128
,
256
,
32
,
8
,
8
,
32
,
32
,
2
,
4
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
1
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
1
,
1
,
1
,
S
<
1
,
32
,
1
,
8
>
,
8
,
LoopScheduler
::
Default
,
1
>
,
DeviceGemm_Xdl_CShuffle
<
Row
,
Col
,
Row
,
F16
,
F16
,
F16
,
F32
,
F16
,
PassThrough
,
PassThrough
,
PassThrough
,
GemmDefault
,
2
,
128
,
128
,
128
,
32
,
8
,
8
,
32
,
32
,
4
,
2
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
1
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
1
,
1
,
1
,
S
<
1
,
16
,
1
,
8
>
,
8
,
LoopScheduler
::
Default
,
1
>
,
DeviceGemm_Xdl_CShuffle
<
Row
,
Col
,
Row
,
F16
,
F16
,
F16
,
F32
,
F16
,
PassThrough
,
PassThrough
,
PassThrough
,
GemmDefault
,
2
,
256
,
128
,
128
,
32
,
8
,
8
,
32
,
32
,
2
,
2
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
1
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
1
,
1
,
1
,
S
<
1
,
32
,
1
,
8
>
,
8
,
LoopScheduler
::
Default
,
1
>
,
DeviceGemm_Xdl_CShuffle
<
Row
,
Col
,
Row
,
F16
,
F16
,
F16
,
F32
,
F16
,
PassThrough
,
PassThrough
,
PassThrough
,
GemmDefault
,
2
,
128
,
128
,
64
,
32
,
8
,
8
,
32
,
32
,
2
,
2
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
1
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
1
,
1
,
1
,
S
<
1
,
32
,
1
,
4
>
,
8
,
LoopScheduler
::
Default
,
1
>
,
DeviceGemm_Xdl_CShuffle
<
Row
,
Col
,
Row
,
F16
,
F16
,
F16
,
F32
,
F16
,
PassThrough
,
PassThrough
,
PassThrough
,
GemmDefault
,
2
,
128
,
64
,
128
,
32
,
8
,
8
,
32
,
32
,
2
,
2
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
1
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
1
,
1
,
1
,
S
<
1
,
16
,
1
,
8
>
,
8
,
LoopScheduler
::
Default
,
1
>
,
DeviceGemm_Xdl_CShuffle
<
Row
,
Col
,
Row
,
F16
,
F16
,
F16
,
F32
,
F16
,
PassThrough
,
PassThrough
,
PassThrough
,
GemmDefault
,
2
,
64
,
64
,
64
,
32
,
8
,
8
,
32
,
32
,
2
,
2
,
S
<
4
,
16
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
1
,
S
<
4
,
16
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
1
,
1
,
1
,
S
<
1
,
16
,
1
,
4
>
,
8
,
LoopScheduler
::
Default
,
1
>
,
DeviceGemm_Xdl_CShuffle
<
Row
,
Col
,
Row
,
F16
,
F16
,
F16
,
F32
,
F16
,
PassThrough
,
PassThrough
,
PassThrough
,
GemmDefault
,
2
,
256
,
128
,
64
,
32
,
8
,
8
,
32
,
32
,
2
,
1
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
1
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
1
,
1
,
1
,
S
<
1
,
32
,
1
,
8
>
,
8
,
LoopScheduler
::
Default
,
1
>
,
DeviceGemm_Xdl_CShuffle
<
Row
,
Col
,
Row
,
F16
,
F16
,
F16
,
F32
,
F16
,
PassThrough
,
PassThrough
,
PassThrough
,
GemmDefault
,
2
,
256
,
64
,
128
,
32
,
8
,
8
,
32
,
32
,
1
,
2
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
1
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
1
,
1
,
1
,
S
<
1
,
32
,
1
,
8
>
,
8
,
LoopScheduler
::
Default
,
1
>
,
DeviceGemm_Xdl_CShuffle
<
Row
,
Col
,
Row
,
F16
,
F16
,
F16
,
F32
,
F16
,
PassThrough
,
PassThrough
,
PassThrough
,
GemmDefault
,
2
,
128
,
128
,
32
,
32
,
8
,
8
,
32
,
32
,
2
,
1
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
1
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
1
,
1
,
1
,
S
<
1
,
32
,
1
,
4
>
,
8
,
LoopScheduler
::
Default
,
1
>
,
DeviceGemm_Xdl_CShuffle
<
Row
,
Col
,
Row
,
F16
,
F16
,
F16
,
F32
,
F16
,
PassThrough
,
PassThrough
,
PassThrough
,
GemmDefault
,
2
,
128
,
32
,
128
,
32
,
8
,
8
,
32
,
32
,
1
,
2
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
1
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
1
,
1
,
1
,
S
<
1
,
16
,
1
,
8
>
,
8
,
LoopScheduler
::
Default
,
1
>
,
DeviceGemm_Xdl_CShuffle
<
Row
,
Col
,
Row
,
F16
,
F16
,
F16
,
F32
,
F16
,
PassThrough
,
PassThrough
,
PassThrough
,
GemmDefault
,
2
,
64
,
64
,
32
,
32
,
8
,
8
,
32
,
32
,
2
,
1
,
S
<
4
,
16
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
1
,
S
<
4
,
16
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
1
,
1
,
1
,
S
<
1
,
16
,
1
,
4
>
,
8
,
LoopScheduler
::
Default
,
1
>
,
DeviceGemm_Xdl_CShuffle
<
Row
,
Col
,
Row
,
F16
,
F16
,
F16
,
F32
,
F16
,
PassThrough
,
PassThrough
,
PassThrough
,
GemmDefault
,
2
,
64
,
32
,
64
,
32
,
8
,
8
,
32
,
32
,
1
,
2
,
S
<
4
,
16
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
1
,
S
<
4
,
16
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
1
,
1
,
1
,
S
<
1
,
16
,
1
,
4
>
,
8
,
LoopScheduler
::
Default
,
1
>
,
// // pipeline v1, 2 waves
DeviceGemm_Xdl_CShuffle
<
Row
,
Col
,
Row
,
F16
,
F16
,
F16
,
F32
,
F16
,
PassThrough
,
PassThrough
,
PassThrough
,
GemmDefault
,
2
,
256
,
256
,
128
,
32
,
8
,
8
,
32
,
32
,
4
,
2
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
1
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
1
,
1
,
1
,
S
<
1
,
32
,
1
,
8
>
,
8
,
LoopScheduler
::
Interwave
,
1
>
,
DeviceGemm_Xdl_CShuffle
<
Row
,
Col
,
Row
,
F16
,
F16
,
F16
,
F32
,
F16
,
PassThrough
,
PassThrough
,
PassThrough
,
GemmDefault
,
2
,
256
,
128
,
256
,
32
,
8
,
8
,
32
,
32
,
2
,
4
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
1
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
1
,
1
,
1
,
S
<
1
,
32
,
1
,
8
>
,
8
,
LoopScheduler
::
Interwave
,
1
>
,
DeviceGemm_Xdl_CShuffle
<
Row
,
Col
,
Row
,
F16
,
F16
,
F16
,
F32
,
F16
,
PassThrough
,
PassThrough
,
PassThrough
,
GemmDefault
,
2
,
128
,
128
,
128
,
32
,
8
,
8
,
32
,
32
,
4
,
2
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
1
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
1
,
1
,
1
,
S
<
1
,
16
,
1
,
8
>
,
8
,
LoopScheduler
::
Interwave
,
1
>
,
DeviceGemm_Xdl_CShuffle
<
Row
,
Col
,
Row
,
F16
,
F16
,
F16
,
F32
,
F16
,
PassThrough
,
PassThrough
,
PassThrough
,
GemmDefault
,
2
,
256
,
128
,
128
,
32
,
8
,
8
,
32
,
32
,
2
,
2
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
1
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
1
,
1
,
1
,
S
<
1
,
32
,
1
,
8
>
,
8
,
LoopScheduler
::
Interwave
,
1
>
,
DeviceGemm_Xdl_CShuffle
<
Row
,
Col
,
Row
,
F16
,
F16
,
F16
,
F32
,
F16
,
PassThrough
,
PassThrough
,
PassThrough
,
GemmDefault
,
2
,
128
,
128
,
64
,
32
,
8
,
8
,
32
,
32
,
2
,
2
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
1
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
1
,
1
,
1
,
S
<
1
,
32
,
1
,
4
>
,
8
,
LoopScheduler
::
Interwave
,
1
>
,
DeviceGemm_Xdl_CShuffle
<
Row
,
Col
,
Row
,
F16
,
F16
,
F16
,
F32
,
F16
,
PassThrough
,
PassThrough
,
PassThrough
,
GemmDefault
,
2
,
128
,
64
,
128
,
32
,
8
,
8
,
32
,
32
,
2
,
2
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
1
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
1
,
1
,
1
,
S
<
1
,
16
,
1
,
8
>
,
8
,
LoopScheduler
::
Interwave
,
1
>
,
DeviceGemm_Xdl_CShuffle
<
Row
,
Col
,
Row
,
F16
,
F16
,
F16
,
F32
,
F16
,
PassThrough
,
PassThrough
,
PassThrough
,
GemmDefault
,
2
,
64
,
64
,
64
,
32
,
8
,
8
,
32
,
32
,
2
,
2
,
S
<
4
,
16
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
1
,
S
<
4
,
16
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
1
,
1
,
1
,
S
<
1
,
16
,
1
,
4
>
,
8
,
LoopScheduler
::
Interwave
,
1
>
,
DeviceGemm_Xdl_CShuffle
<
Row
,
Col
,
Row
,
F16
,
F16
,
F16
,
F32
,
F16
,
PassThrough
,
PassThrough
,
PassThrough
,
GemmDefault
,
2
,
256
,
128
,
64
,
32
,
8
,
8
,
32
,
32
,
2
,
1
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
1
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
1
,
1
,
1
,
S
<
1
,
32
,
1
,
8
>
,
8
,
LoopScheduler
::
Interwave
,
1
>
,
DeviceGemm_Xdl_CShuffle
<
Row
,
Col
,
Row
,
F16
,
F16
,
F16
,
F32
,
F16
,
PassThrough
,
PassThrough
,
PassThrough
,
GemmDefault
,
2
,
256
,
64
,
128
,
32
,
8
,
8
,
32
,
32
,
1
,
2
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
1
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
1
,
1
,
1
,
S
<
1
,
32
,
1
,
8
>
,
8
,
LoopScheduler
::
Interwave
,
1
>
,
DeviceGemm_Xdl_CShuffle
<
Row
,
Col
,
Row
,
F16
,
F16
,
F16
,
F32
,
F16
,
PassThrough
,
PassThrough
,
PassThrough
,
GemmDefault
,
2
,
128
,
128
,
32
,
32
,
8
,
8
,
32
,
32
,
2
,
1
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
1
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
1
,
1
,
1
,
S
<
1
,
32
,
1
,
4
>
,
8
,
LoopScheduler
::
Interwave
,
1
>
,
DeviceGemm_Xdl_CShuffle
<
Row
,
Col
,
Row
,
F16
,
F16
,
F16
,
F32
,
F16
,
PassThrough
,
PassThrough
,
PassThrough
,
GemmDefault
,
2
,
128
,
32
,
128
,
32
,
8
,
8
,
32
,
32
,
1
,
2
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
1
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
1
,
1
,
1
,
S
<
1
,
16
,
1
,
8
>
,
8
,
LoopScheduler
::
Interwave
,
1
>
,
DeviceGemm_Xdl_CShuffle
<
Row
,
Col
,
Row
,
F16
,
F16
,
F16
,
F32
,
F16
,
PassThrough
,
PassThrough
,
PassThrough
,
GemmDefault
,
2
,
64
,
64
,
32
,
32
,
8
,
8
,
32
,
32
,
2
,
1
,
S
<
4
,
16
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
1
,
S
<
4
,
16
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
1
,
1
,
1
,
S
<
1
,
16
,
1
,
4
>
,
8
,
LoopScheduler
::
Interwave
,
1
>
,
DeviceGemm_Xdl_CShuffle
<
Row
,
Col
,
Row
,
F16
,
F16
,
F16
,
F32
,
F16
,
PassThrough
,
PassThrough
,
PassThrough
,
GemmDefault
,
2
,
64
,
32
,
64
,
32
,
8
,
8
,
32
,
32
,
1
,
2
,
S
<
4
,
16
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
1
,
S
<
4
,
16
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
1
,
1
,
1
,
S
<
1
,
16
,
1
,
4
>
,
8
,
LoopScheduler
::
Interwave
,
1
>
,
// pipeline v2, 1 wave
DeviceGemm_Xdl_CShuffle
<
Row
,
Col
,
Row
,
F16
,
F16
,
F16
,
F32
,
F16
,
PassThrough
,
PassThrough
,
PassThrough
,
GemmDefault
,
2
,
256
,
256
,
128
,
32
,
8
,
8
,
32
,
32
,
4
,
2
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
1
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
1
,
1
,
1
,
S
<
1
,
32
,
1
,
8
>
,
8
,
LoopScheduler
::
Default
,
2
>
,
DeviceGemm_Xdl_CShuffle
<
Row
,
Col
,
Row
,
F16
,
F16
,
F16
,
F32
,
F16
,
PassThrough
,
PassThrough
,
PassThrough
,
GemmDefault
,
2
,
256
,
128
,
256
,
32
,
8
,
8
,
32
,
32
,
2
,
4
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
1
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
1
,
1
,
1
,
S
<
1
,
32
,
1
,
8
>
,
8
,
LoopScheduler
::
Default
,
2
>
,
DeviceGemm_Xdl_CShuffle
<
Row
,
Col
,
Row
,
F16
,
F16
,
F16
,
F32
,
F16
,
PassThrough
,
PassThrough
,
PassThrough
,
GemmDefault
,
2
,
128
,
128
,
128
,
32
,
8
,
8
,
32
,
32
,
4
,
2
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
1
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
1
,
1
,
1
,
S
<
1
,
16
,
1
,
8
>
,
8
,
LoopScheduler
::
Default
,
2
>
,
DeviceGemm_Xdl_CShuffle
<
Row
,
Col
,
Row
,
F16
,
F16
,
F16
,
F32
,
F16
,
PassThrough
,
PassThrough
,
PassThrough
,
GemmDefault
,
2
,
256
,
128
,
128
,
32
,
8
,
8
,
32
,
32
,
2
,
2
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
1
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
1
,
1
,
1
,
S
<
1
,
32
,
1
,
8
>
,
8
,
LoopScheduler
::
Default
,
2
>
,
DeviceGemm_Xdl_CShuffle
<
Row
,
Col
,
Row
,
F16
,
F16
,
F16
,
F32
,
F16
,
PassThrough
,
PassThrough
,
PassThrough
,
GemmDefault
,
2
,
128
,
128
,
64
,
32
,
8
,
8
,
32
,
32
,
2
,
2
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
1
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
1
,
1
,
1
,
S
<
1
,
32
,
1
,
4
>
,
8
,
LoopScheduler
::
Default
,
2
>
,
DeviceGemm_Xdl_CShuffle
<
Row
,
Col
,
Row
,
F16
,
F16
,
F16
,
F32
,
F16
,
PassThrough
,
PassThrough
,
PassThrough
,
GemmDefault
,
2
,
128
,
64
,
128
,
32
,
8
,
8
,
32
,
32
,
2
,
2
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
1
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
1
,
1
,
1
,
S
<
1
,
16
,
1
,
8
>
,
8
,
LoopScheduler
::
Default
,
2
>
,
DeviceGemm_Xdl_CShuffle
<
Row
,
Col
,
Row
,
F16
,
F16
,
F16
,
F32
,
F16
,
PassThrough
,
PassThrough
,
PassThrough
,
GemmDefault
,
2
,
64
,
64
,
64
,
32
,
8
,
8
,
32
,
32
,
2
,
2
,
S
<
4
,
16
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
1
,
S
<
4
,
16
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
1
,
1
,
1
,
S
<
1
,
16
,
1
,
4
>
,
8
,
LoopScheduler
::
Default
,
2
>
,
DeviceGemm_Xdl_CShuffle
<
Row
,
Col
,
Row
,
F16
,
F16
,
F16
,
F32
,
F16
,
PassThrough
,
PassThrough
,
PassThrough
,
GemmDefault
,
2
,
256
,
128
,
64
,
32
,
8
,
8
,
32
,
32
,
2
,
1
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
1
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
1
,
1
,
1
,
S
<
1
,
32
,
1
,
8
>
,
8
,
LoopScheduler
::
Default
,
2
>
,
DeviceGemm_Xdl_CShuffle
<
Row
,
Col
,
Row
,
F16
,
F16
,
F16
,
F32
,
F16
,
PassThrough
,
PassThrough
,
PassThrough
,
GemmDefault
,
2
,
256
,
64
,
128
,
32
,
8
,
8
,
32
,
32
,
1
,
2
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
1
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
1
,
1
,
1
,
S
<
1
,
32
,
1
,
8
>
,
8
,
LoopScheduler
::
Default
,
2
>
,
DeviceGemm_Xdl_CShuffle
<
Row
,
Col
,
Row
,
F16
,
F16
,
F16
,
F32
,
F16
,
PassThrough
,
PassThrough
,
PassThrough
,
GemmDefault
,
2
,
128
,
128
,
32
,
32
,
8
,
8
,
32
,
32
,
2
,
1
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
1
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S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
1
,
1
,
1
,
S
<
1
,
32
,
1
,
4
>
,
8
,
LoopScheduler
::
Default
,
2
>
,
DeviceGemm_Xdl_CShuffle
<
Row
,
Col
,
Row
,
F16
,
F16
,
F16
,
F32
,
F16
,
PassThrough
,
PassThrough
,
PassThrough
,
GemmDefault
,
2
,
128
,
32
,
128
,
32
,
8
,
8
,
32
,
32
,
1
,
2
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
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8
,
1
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<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
1
,
1
,
1
,
S
<
1
,
16
,
1
,
8
>
,
8
,
LoopScheduler
::
Default
,
2
>
,
DeviceGemm_Xdl_CShuffle
<
Row
,
Col
,
Row
,
F16
,
F16
,
F16
,
F32
,
F16
,
PassThrough
,
PassThrough
,
PassThrough
,
GemmDefault
,
2
,
64
,
64
,
32
,
32
,
8
,
8
,
32
,
32
,
2
,
1
,
S
<
4
,
16
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
1
,
S
<
4
,
16
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
1
,
1
,
1
,
S
<
1
,
16
,
1
,
4
>
,
8
,
LoopScheduler
::
Default
,
2
>
,
DeviceGemm_Xdl_CShuffle
<
Row
,
Col
,
Row
,
F16
,
F16
,
F16
,
F32
,
F16
,
PassThrough
,
PassThrough
,
PassThrough
,
GemmDefault
,
2
,
64
,
32
,
64
,
32
,
8
,
8
,
32
,
32
,
1
,
2
,
S
<
4
,
16
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
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0
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2
>
,
2
,
8
,
8
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1
,
S
<
4
,
16
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
1
,
1
,
1
,
S
<
1
,
16
,
1
,
4
>
,
8
,
LoopScheduler
::
Default
,
2
>
// clang-format on
>
;
...
...
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