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gaoqiong
composable_kernel
Commits
f5de8b57
Unverified
Commit
f5de8b57
authored
Jun 30, 2022
by
Chao Liu
Committed by
GitHub
Jun 30, 2022
Browse files
Merge branch 'develop' into modified_grouped_gemm_addressing_method
parents
e83c7061
fa9a0a5c
Changes
76
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20 changed files
with
623 additions
and
516 deletions
+623
-516
library/include/ck/library/utility/check_err.hpp
library/include/ck/library/utility/check_err.hpp
+2
-2
library/src/tensor_operation_instance/gpu/CMakeLists.txt
library/src/tensor_operation_instance/gpu/CMakeLists.txt
+5
-0
library/src/tensor_operation_instance/gpu/batched_gemm_reduce/device_batched_gemm_reduce_xdl_cshuffle_f16_f16_f16_f32_f32_gkm_gkn_gmn_instance.cpp
...xdl_cshuffle_f16_f16_f16_f32_f32_gkm_gkn_gmn_instance.cpp
+28
-32
library/src/tensor_operation_instance/gpu/batched_gemm_reduce/device_batched_gemm_reduce_xdl_cshuffle_f16_f16_f16_f32_f32_gkm_gnk_gmn_instance.cpp
...xdl_cshuffle_f16_f16_f16_f32_f32_gkm_gnk_gmn_instance.cpp
+28
-32
library/src/tensor_operation_instance/gpu/batched_gemm_reduce/device_batched_gemm_reduce_xdl_cshuffle_f16_f16_f16_f32_f32_gmk_gkn_gmn_instance.cpp
...xdl_cshuffle_f16_f16_f16_f32_f32_gmk_gkn_gmn_instance.cpp
+28
-32
library/src/tensor_operation_instance/gpu/batched_gemm_reduce/device_batched_gemm_reduce_xdl_cshuffle_f16_f16_f16_f32_f32_gmk_gnk_gmn_instance.cpp
...xdl_cshuffle_f16_f16_f16_f32_f32_gmk_gnk_gmn_instance.cpp
+25
-29
library/src/tensor_operation_instance/gpu/elementwise/CMakeLists.txt
.../tensor_operation_instance/gpu/elementwise/CMakeLists.txt
+10
-0
library/src/tensor_operation_instance/gpu/elementwise/device_normalize_instance.cpp
...on_instance/gpu/elementwise/device_normalize_instance.cpp
+49
-0
library/src/tensor_operation_instance/gpu/gemm_bias_add_reduce/CMakeLists.txt
...peration_instance/gpu/gemm_bias_add_reduce/CMakeLists.txt
+10
-7
library/src/tensor_operation_instance/gpu/gemm_bias_add_reduce/device_gemm_bias_add_mean_squaremean_xdl_cshuffle_f16_f16_f16_f32_f32_km_kn_mn_instance.cpp
...an_xdl_cshuffle_f16_f16_f16_f32_f32_km_kn_mn_instance.cpp
+82
-0
library/src/tensor_operation_instance/gpu/gemm_bias_add_reduce/device_gemm_bias_add_mean_squaremean_xdl_cshuffle_f16_f16_f16_f32_f32_km_nk_mn_instance.cpp
...an_xdl_cshuffle_f16_f16_f16_f32_f32_km_nk_mn_instance.cpp
+82
-0
library/src/tensor_operation_instance/gpu/gemm_bias_add_reduce/device_gemm_bias_add_mean_squaremean_xdl_cshuffle_f16_f16_f16_f32_f32_mk_kn_mn_instance.cpp
...an_xdl_cshuffle_f16_f16_f16_f32_f32_mk_kn_mn_instance.cpp
+82
-0
library/src/tensor_operation_instance/gpu/gemm_bias_add_reduce/device_gemm_bias_add_mean_squaremean_xdl_cshuffle_f16_f16_f16_f32_f32_mk_nk_mn_instance.cpp
...an_xdl_cshuffle_f16_f16_f16_f32_f32_mk_nk_mn_instance.cpp
+79
-0
library/src/tensor_operation_instance/gpu/gemm_bias_add_reduce/device_gemm_bias_add_reduce_xdl_cshuffle_f16_f16_f16_f32_f32_km_kn_mn_instance.cpp
...ce_xdl_cshuffle_f16_f16_f16_f32_f32_km_kn_mn_instance.cpp
+0
-87
library/src/tensor_operation_instance/gpu/gemm_bias_add_reduce/device_gemm_bias_add_reduce_xdl_cshuffle_f16_f16_f16_f32_f32_km_nk_mn_instance.cpp
...ce_xdl_cshuffle_f16_f16_f16_f32_f32_km_nk_mn_instance.cpp
+0
-87
library/src/tensor_operation_instance/gpu/gemm_bias_add_reduce/device_gemm_bias_add_reduce_xdl_cshuffle_f16_f16_f16_f32_f32_mk_kn_mn_instance.cpp
...ce_xdl_cshuffle_f16_f16_f16_f32_f32_mk_kn_mn_instance.cpp
+0
-87
library/src/tensor_operation_instance/gpu/gemm_reduce/device_gemm_reduce_xdl_cshuffle_f16_f16_f16_f32_f32_km_kn_mn_instance.cpp
...ce_xdl_cshuffle_f16_f16_f16_f32_f32_km_kn_mn_instance.cpp
+29
-31
library/src/tensor_operation_instance/gpu/gemm_reduce/device_gemm_reduce_xdl_cshuffle_f16_f16_f16_f32_f32_km_nk_mn_instance.cpp
...ce_xdl_cshuffle_f16_f16_f16_f32_f32_km_nk_mn_instance.cpp
+29
-31
library/src/tensor_operation_instance/gpu/gemm_reduce/device_gemm_reduce_xdl_cshuffle_f16_f16_f16_f32_f32_mk_kn_mn_instance.cpp
...ce_xdl_cshuffle_f16_f16_f16_f32_f32_mk_kn_mn_instance.cpp
+29
-31
library/src/tensor_operation_instance/gpu/gemm_reduce/device_gemm_reduce_xdl_cshuffle_f16_f16_f16_f32_f32_mk_nk_mn_instance.cpp
...ce_xdl_cshuffle_f16_f16_f16_f32_f32_mk_nk_mn_instance.cpp
+26
-28
No files found.
library/include/ck/library/utility/check_err.hpp
View file @
f5de8b57
...
@@ -159,7 +159,7 @@ check_err(const std::vector<T>& out,
...
@@ -159,7 +159,7 @@ check_err(const std::vector<T>& out,
const
std
::
vector
<
T
>&
ref
,
const
std
::
vector
<
T
>&
ref
,
const
std
::
string
&
msg
=
"Error: Incorrect results!"
,
const
std
::
string
&
msg
=
"Error: Incorrect results!"
,
double
=
0
,
double
=
0
,
double
=
0
)
double
atol
=
0
)
{
{
if
(
out
.
size
()
!=
ref
.
size
())
if
(
out
.
size
()
!=
ref
.
size
())
{
{
...
@@ -179,7 +179,7 @@ check_err(const std::vector<T>& out,
...
@@ -179,7 +179,7 @@ check_err(const std::vector<T>& out,
int64_t
r
=
ref
[
i
];
int64_t
r
=
ref
[
i
];
err
=
std
::
abs
(
o
-
r
);
err
=
std
::
abs
(
o
-
r
);
if
(
err
>
0
)
if
(
err
>
atol
)
{
{
max_err
=
err
>
max_err
?
err
:
max_err
;
max_err
=
err
>
max_err
?
err
:
max_err
;
err_count
++
;
err_count
++
;
...
...
library/src/tensor_operation_instance/gpu/CMakeLists.txt
View file @
f5de8b57
...
@@ -5,6 +5,7 @@ function(add_instance_library INSTANCE_NAME)
...
@@ -5,6 +5,7 @@ function(add_instance_library INSTANCE_NAME)
set_target_properties
(
${
INSTANCE_NAME
}
PROPERTIES POSITION_INDEPENDENT_CODE ON
)
set_target_properties
(
${
INSTANCE_NAME
}
PROPERTIES POSITION_INDEPENDENT_CODE ON
)
endfunction
(
add_instance_library INSTANCE_NAME
)
endfunction
(
add_instance_library INSTANCE_NAME
)
add_subdirectory
(
elementwise
)
add_subdirectory
(
gemm
)
add_subdirectory
(
gemm
)
add_subdirectory
(
gemm_splitk
)
add_subdirectory
(
gemm_splitk
)
add_subdirectory
(
gemm_bias2d
)
add_subdirectory
(
gemm_bias2d
)
...
@@ -24,6 +25,7 @@ add_subdirectory(conv2d_fwd_bias_relu_add)
...
@@ -24,6 +25,7 @@ add_subdirectory(conv2d_fwd_bias_relu_add)
add_subdirectory
(
conv2d_bwd_data
)
add_subdirectory
(
conv2d_bwd_data
)
add_subdirectory
(
convnd_bwd_data
)
add_subdirectory
(
convnd_bwd_data
)
add_subdirectory
(
conv2d_bwd_weight
)
add_subdirectory
(
conv2d_bwd_weight
)
add_subdirectory
(
normalization
)
add_subdirectory
(
reduce
)
add_subdirectory
(
reduce
)
add_library
(
device_operations STATIC
add_library
(
device_operations STATIC
...
@@ -31,6 +33,7 @@ add_library(device_operations STATIC
...
@@ -31,6 +33,7 @@ add_library(device_operations STATIC
$<TARGET_OBJECTS:device_gemm_splitk_instance>
$<TARGET_OBJECTS:device_gemm_splitk_instance>
$<TARGET_OBJECTS:device_gemm_bias_relu_instance>
$<TARGET_OBJECTS:device_gemm_bias_relu_instance>
$<TARGET_OBJECTS:device_gemm_bias_relu_add_instance>
$<TARGET_OBJECTS:device_gemm_bias_relu_add_instance>
$<TARGET_OBJECTS:device_gemm_bias_add_reduce_instance>
$<TARGET_OBJECTS:device_gemm_bias2d_instance>
$<TARGET_OBJECTS:device_gemm_bias2d_instance>
$<TARGET_OBJECTS:device_gemm_add_add_fastgelu_instance>
$<TARGET_OBJECTS:device_gemm_add_add_fastgelu_instance>
$<TARGET_OBJECTS:device_batched_gemm_instance>
$<TARGET_OBJECTS:device_batched_gemm_instance>
...
@@ -44,6 +47,8 @@ add_library(device_operations STATIC
...
@@ -44,6 +47,8 @@ add_library(device_operations STATIC
$<TARGET_OBJECTS:device_conv2d_bwd_data_instance>
$<TARGET_OBJECTS:device_conv2d_bwd_data_instance>
$<TARGET_OBJECTS:device_convnd_bwd_data_instance>
$<TARGET_OBJECTS:device_convnd_bwd_data_instance>
$<TARGET_OBJECTS:device_conv2d_bwd_weight_instance>
$<TARGET_OBJECTS:device_conv2d_bwd_weight_instance>
$<TARGET_OBJECTS:device_elementwise_instance>
$<TARGET_OBJECTS:device_gemm_add_add_fastgelu_instance>
$<TARGET_OBJECTS:device_reduce_instance>
$<TARGET_OBJECTS:device_reduce_instance>
)
)
add_library
(
composablekernels::device_operations ALIAS device_operations
)
add_library
(
composablekernels::device_operations ALIAS device_operations
)
...
...
library/src/tensor_operation_instance/gpu/batched_gemm_reduce/device_batched_gemm_reduce_xdl_cshuffle_f16_f16_f16_f32_f32_gkm_gkn_gmn_instance.cpp
View file @
f5de8b57
...
@@ -15,9 +15,9 @@ namespace tensor_operation {
...
@@ -15,9 +15,9 @@ namespace tensor_operation {
namespace
device
{
namespace
device
{
namespace
device_gemm_instance
{
namespace
device_gemm_instance
{
using
F16
=
ck
::
half_t
;
using
F16
=
ck
::
half_t
;
using
F32
=
float
;
using
F32
=
float
;
using
D
PtrsGlobal
=
ck
::
Tuple
<
F32
*
,
F32
*>
;
using
Reduce
PtrsGlobal
=
ck
::
Tuple
<
F32
*
,
F32
*>
;
using
Row
=
ck
::
tensor_layout
::
gemm
::
RowMajor
;
using
Row
=
ck
::
tensor_layout
::
gemm
::
RowMajor
;
using
Col
=
ck
::
tensor_layout
::
gemm
::
ColumnMajor
;
using
Col
=
ck
::
tensor_layout
::
gemm
::
ColumnMajor
;
...
@@ -29,10 +29,10 @@ using PassThrough = ck::tensor_operation::element_wise::PassThrough;
...
@@ -29,10 +29,10 @@ using PassThrough = ck::tensor_operation::element_wise::PassThrough;
using
ReduceSum
=
ck
::
reduce
::
Add
;
using
ReduceSum
=
ck
::
reduce
::
Add
;
using
ReduceOps
=
ck
::
Tuple
<
ReduceSum
,
ReduceSum
>
;
using
ReduceOps
=
ck
::
Tuple
<
ReduceSum
,
ReduceSum
>
;
using
Identity
=
ck
::
tensor_operation
::
element_wise
::
PassThrough
;
using
Identity
=
ck
::
tensor_operation
::
element_wise
::
PassThrough
;
using
Square
=
ck
::
tensor_operation
::
element_wise
::
UnarySquare
;
using
Square
=
ck
::
tensor_operation
::
element_wise
::
UnarySquare
;
using
D
InElementOps
=
ck
::
Tuple
<
Identity
,
Square
>
;
using
Reduce
InElementOps
=
ck
::
Tuple
<
Identity
,
Square
>
;
using
D
OutElementOps
=
ck
::
Tuple
<
Identity
,
Identity
>
;
using
Reduce
OutElementOps
=
ck
::
Tuple
<
Identity
,
Identity
>
;
using
ReduceMemOp
=
ck
::
InMemoryDataOperationEnumSequence
<
ck
::
InMemoryDataOperationEnum
::
AtomicAdd
,
using
ReduceMemOp
=
ck
::
InMemoryDataOperationEnumSequence
<
ck
::
InMemoryDataOperationEnum
::
AtomicAdd
,
ck
::
InMemoryDataOperationEnum
::
AtomicAdd
>
;
ck
::
InMemoryDataOperationEnum
::
AtomicAdd
>
;
...
@@ -43,35 +43,31 @@ static constexpr auto GemmDefault = ck::tensor_operation::device::GemmSpecializa
...
@@ -43,35 +43,31 @@ static constexpr auto GemmDefault = ck::tensor_operation::device::GemmSpecializa
using
device_batched_gemm_reduce_xdl_cshuffle_f16_f16_f16_f32_f32_gkm_gkn_gmn_instances
=
using
device_batched_gemm_reduce_xdl_cshuffle_f16_f16_f16_f32_f32_gkm_gkn_gmn_instances
=
std
::
tuple
<
std
::
tuple
<
// clang-format off
// clang-format off
//##################################| ALayout| BLayout| CLayout|AData| BData| CData| GemmAcc| CShuffle| ReduceAcc|
D
Data| A| B| C|
Dxs| Dxs
InEleOp|
Dxs
AccEleOp|
D
| 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| CReduce| CReduceThreadLds2VGprCopy| CReduceThreadVgpr2GlobalCopy|
//##################################| ALayout| BLayout| CLayout|AData| BData| CData| GemmAcc| CShuffle| ReduceAcc|
Reduce
Data| A| B| C|
Reduce| Reduce
InEleOp|
Reduce
AccEleOp|
Reduce
| 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| CReduce| CReduceThreadLds2VGprCopy| CReduceThreadVgpr2GlobalCopy|
//##################################| | | | Type| Type| Type| DataType| DataType| DataType| Type Tuple| Elementwise| Elementwise| Elementwise|
Reduce|
| | MemoryData|Spacialization| 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_MPerBlock| ScalarPerVector| ThreadClusterLengths| SrcDstScalarPerVector| SrcDstScalarPerVector|
//##################################| | | | Type| Type| Type| DataType| DataType| DataType|
Type Tuple| Elementwise| Elementwise| Elementwise|
Operation|
|
| MemoryData|Spacialization| 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_MPerBlock| ScalarPerVector| ThreadClusterLengths| SrcDstScalarPerVector| SrcDstScalarPerVector|
//##################################| | | | | | | | | |
|
Operation
| Operation| 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_NPerBlock| _NPerBlock| _MPerBlock_NPerBlock| _NPerBlock| _MPerBlock|
//##################################| | | | | | | | | |
| Operation| 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_NPerBlock| _NPerBlock| _MPerBlock_NPerBlock| _NPerBlock| _MPerBlock|
//##################################| | | | | | | | | | | | | | |
|
| | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | |
//##################################| | | | | | | | | |
| | | | |
|
| | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | |
DeviceBatchedGemmReduce_Xdl_CShuffle
<
Col
,
Row
,
Row
,
F16
,
F16
,
F16
,
F32
,
F32
,
F32
,
D
PtrsGlobal
,
PassThrough
,
PassThrough
,
PassThrough
,
ReduceOps
,
D
InElementOps
,
D
OutElementOps
,
ReduceMemOp
,
GemmDefault
,
1
,
256
,
256
,
128
,
32
,
2
,
2
,
32
,
32
,
4
,
2
,
S
<
4
,
64
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
4
,
2
,
false
,
S
<
8
,
32
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
4
,
2
,
false
,
1
,
1
,
S
<
1
,
32
,
1
,
8
>
,
8
,
S
<
64
,
4
>
,
4
,
1
>
,
DeviceBatchedGemmReduce_Xdl_CShuffle
<
Col
,
Row
,
Row
,
F16
,
F16
,
F16
,
F32
,
F32
,
F32
,
Reduce
PtrsGlobal
,
PassThrough
,
PassThrough
,
PassThrough
,
ReduceOps
,
Reduce
InElementOps
,
Reduce
OutElementOps
,
ReduceMemOp
,
GemmDefault
,
1
,
256
,
256
,
128
,
32
,
2
,
2
,
32
,
32
,
4
,
2
,
S
<
4
,
64
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
4
,
2
,
false
,
S
<
8
,
32
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
4
,
2
,
false
,
1
,
1
,
S
<
1
,
32
,
1
,
8
>
,
8
,
S
<
64
,
4
>
,
4
,
1
>
,
DeviceBatchedGemmReduce_Xdl_CShuffle
<
Col
,
Row
,
Row
,
F16
,
F16
,
F16
,
F32
,
F32
,
F32
,
D
PtrsGlobal
,
PassThrough
,
PassThrough
,
PassThrough
,
ReduceOps
,
D
InElementOps
,
D
OutElementOps
,
ReduceMemOp
,
GemmDefault
,
1
,
256
,
256
,
128
,
32
,
8
,
8
,
32
,
32
,
4
,
2
,
S
<
4
,
64
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
4
,
8
,
true
,
S
<
4
,
64
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
2
,
8
,
true
,
1
,
1
,
S
<
1
,
32
,
1
,
8
>
,
8
,
S
<
64
,
4
>
,
4
,
1
>
,
DeviceBatchedGemmReduce_Xdl_CShuffle
<
Col
,
Row
,
Row
,
F16
,
F16
,
F16
,
F32
,
F32
,
F32
,
Reduce
PtrsGlobal
,
PassThrough
,
PassThrough
,
PassThrough
,
ReduceOps
,
Reduce
InElementOps
,
Reduce
OutElementOps
,
ReduceMemOp
,
GemmDefault
,
1
,
256
,
256
,
128
,
32
,
8
,
8
,
32
,
32
,
4
,
2
,
S
<
4
,
64
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
4
,
8
,
true
,
S
<
4
,
64
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
2
,
8
,
true
,
1
,
1
,
S
<
1
,
32
,
1
,
8
>
,
8
,
S
<
64
,
4
>
,
4
,
1
>
,
DeviceBatchedGemmReduce_Xdl_CShuffle
<
Col
,
Row
,
Row
,
F16
,
F16
,
F16
,
F32
,
F32
,
F32
,
D
PtrsGlobal
,
PassThrough
,
PassThrough
,
PassThrough
,
ReduceOps
,
D
InElementOps
,
D
OutElementOps
,
ReduceMemOp
,
GemmDefault
,
1
,
256
,
128
,
256
,
32
,
4
,
4
,
32
,
32
,
2
,
4
,
S
<
8
,
32
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
4
,
2
,
false
,
S
<
4
,
64
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
4
,
2
,
false
,
1
,
1
,
S
<
1
,
32
,
1
,
8
>
,
8
,
S
<
64
,
4
>
,
4
,
1
>
,
DeviceBatchedGemmReduce_Xdl_CShuffle
<
Col
,
Row
,
Row
,
F16
,
F16
,
F16
,
F32
,
F32
,
F32
,
Reduce
PtrsGlobal
,
PassThrough
,
PassThrough
,
PassThrough
,
ReduceOps
,
Reduce
InElementOps
,
Reduce
OutElementOps
,
ReduceMemOp
,
GemmDefault
,
1
,
256
,
128
,
256
,
32
,
4
,
4
,
32
,
32
,
2
,
4
,
S
<
8
,
32
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
4
,
2
,
false
,
S
<
4
,
64
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
4
,
2
,
false
,
1
,
1
,
S
<
1
,
32
,
1
,
8
>
,
8
,
S
<
64
,
4
>
,
4
,
1
>
,
DeviceBatchedGemmReduce_Xdl_CShuffle
<
Col
,
Row
,
Row
,
F16
,
F16
,
F16
,
F32
,
F32
,
F32
,
D
PtrsGlobal
,
PassThrough
,
PassThrough
,
PassThrough
,
ReduceOps
,
D
InElementOps
,
D
OutElementOps
,
ReduceMemOp
,
GemmDefault
,
1
,
256
,
128
,
256
,
32
,
8
,
8
,
32
,
32
,
2
,
4
,
S
<
4
,
64
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
2
,
8
,
true
,
S
<
4
,
64
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
4
,
8
,
true
,
1
,
1
,
S
<
1
,
32
,
1
,
8
>
,
8
,
S
<
64
,
4
>
,
4
,
1
>
,
DeviceBatchedGemmReduce_Xdl_CShuffle
<
Col
,
Row
,
Row
,
F16
,
F16
,
F16
,
F32
,
F32
,
F32
,
Reduce
PtrsGlobal
,
PassThrough
,
PassThrough
,
PassThrough
,
ReduceOps
,
Reduce
InElementOps
,
Reduce
OutElementOps
,
ReduceMemOp
,
GemmDefault
,
1
,
256
,
128
,
256
,
32
,
8
,
8
,
32
,
32
,
2
,
4
,
S
<
4
,
64
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
2
,
8
,
true
,
S
<
4
,
64
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
4
,
8
,
true
,
1
,
1
,
S
<
1
,
32
,
1
,
8
>
,
8
,
S
<
64
,
4
>
,
4
,
1
>
,
DeviceBatchedGemmReduce_Xdl_CShuffle
<
Col
,
Row
,
Row
,
F16
,
F16
,
F16
,
F32
,
F32
,
F32
,
D
PtrsGlobal
,
PassThrough
,
PassThrough
,
PassThrough
,
ReduceOps
,
D
InElementOps
,
D
OutElementOps
,
ReduceMemOp
,
GemmDefault
,
1
,
128
,
128
,
128
,
32
,
2
,
2
,
32
,
32
,
4
,
2
,
S
<
4
,
32
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
4
,
2
,
false
,
S
<
4
,
32
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
4
,
2
,
false
,
1
,
1
,
S
<
1
,
16
,
1
,
8
>
,
8
,
S
<
32
,
4
>
,
4
,
1
>
,
DeviceBatchedGemmReduce_Xdl_CShuffle
<
Col
,
Row
,
Row
,
F16
,
F16
,
F16
,
F32
,
F32
,
F32
,
Reduce
PtrsGlobal
,
PassThrough
,
PassThrough
,
PassThrough
,
ReduceOps
,
Reduce
InElementOps
,
Reduce
OutElementOps
,
ReduceMemOp
,
GemmDefault
,
1
,
128
,
128
,
128
,
32
,
2
,
2
,
32
,
32
,
4
,
2
,
S
<
4
,
32
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
4
,
2
,
false
,
S
<
4
,
32
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
4
,
2
,
false
,
1
,
1
,
S
<
1
,
16
,
1
,
8
>
,
8
,
S
<
32
,
4
>
,
4
,
1
>
,
DeviceBatchedGemmReduce_Xdl_CShuffle
<
Col
,
Row
,
Row
,
F16
,
F16
,
F16
,
F32
,
F32
,
F32
,
D
PtrsGlobal
,
PassThrough
,
PassThrough
,
PassThrough
,
ReduceOps
,
D
InElementOps
,
D
OutElementOps
,
ReduceMemOp
,
GemmDefault
,
1
,
128
,
128
,
128
,
32
,
8
,
8
,
32
,
32
,
4
,
2
,
S
<
4
,
32
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
4
,
8
,
true
,
S
<
4
,
32
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
4
,
8
,
true
,
1
,
1
,
S
<
1
,
16
,
1
,
8
>
,
8
,
S
<
32
,
4
>
,
4
,
1
>
,
DeviceBatchedGemmReduce_Xdl_CShuffle
<
Col
,
Row
,
Row
,
F16
,
F16
,
F16
,
F32
,
F32
,
F32
,
Reduce
PtrsGlobal
,
PassThrough
,
PassThrough
,
PassThrough
,
ReduceOps
,
Reduce
InElementOps
,
Reduce
OutElementOps
,
ReduceMemOp
,
GemmDefault
,
1
,
128
,
128
,
128
,
32
,
8
,
8
,
32
,
32
,
4
,
2
,
S
<
4
,
32
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
4
,
8
,
true
,
S
<
4
,
32
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
4
,
8
,
true
,
1
,
1
,
S
<
1
,
16
,
1
,
8
>
,
8
,
S
<
32
,
4
>
,
4
,
1
>
,
DeviceBatchedGemmReduce_Xdl_CShuffle
<
Col
,
Row
,
Row
,
F16
,
F16
,
F16
,
F32
,
F32
,
F32
,
D
PtrsGlobal
,
PassThrough
,
PassThrough
,
PassThrough
,
ReduceOps
,
D
InElementOps
,
D
OutElementOps
,
ReduceMemOp
,
GemmDefault
,
1
,
256
,
128
,
128
,
32
,
2
,
2
,
32
,
32
,
2
,
2
,
S
<
8
,
32
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
4
,
2
,
false
,
S
<
8
,
32
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
4
,
2
,
false
,
1
,
1
,
S
<
1
,
32
,
1
,
8
>
,
8
,
S
<
64
,
4
>
,
4
,
1
>
,
DeviceBatchedGemmReduce_Xdl_CShuffle
<
Col
,
Row
,
Row
,
F16
,
F16
,
F16
,
F32
,
F32
,
F32
,
Reduce
PtrsGlobal
,
PassThrough
,
PassThrough
,
PassThrough
,
ReduceOps
,
Reduce
InElementOps
,
Reduce
OutElementOps
,
ReduceMemOp
,
GemmDefault
,
1
,
256
,
128
,
128
,
32
,
2
,
2
,
32
,
32
,
2
,
2
,
S
<
8
,
32
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
4
,
2
,
false
,
S
<
8
,
32
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
4
,
2
,
false
,
1
,
1
,
S
<
1
,
32
,
1
,
8
>
,
8
,
S
<
64
,
4
>
,
4
,
1
>
,
DeviceBatchedGemmReduce_Xdl_CShuffle
<
Col
,
Row
,
Row
,
F16
,
F16
,
F16
,
F32
,
F32
,
F32
,
D
PtrsGlobal
,
PassThrough
,
PassThrough
,
PassThrough
,
ReduceOps
,
D
InElementOps
,
D
OutElementOps
,
ReduceMemOp
,
GemmDefault
,
1
,
256
,
128
,
128
,
32
,
8
,
8
,
32
,
32
,
2
,
2
,
S
<
4
,
64
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
2
,
8
,
true
,
S
<
4
,
64
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
2
,
8
,
true
,
1
,
1
,
S
<
1
,
32
,
1
,
8
>
,
8
,
S
<
64
,
4
>
,
4
,
1
>
,
DeviceBatchedGemmReduce_Xdl_CShuffle
<
Col
,
Row
,
Row
,
F16
,
F16
,
F16
,
F32
,
F32
,
F32
,
Reduce
PtrsGlobal
,
PassThrough
,
PassThrough
,
PassThrough
,
ReduceOps
,
Reduce
InElementOps
,
Reduce
OutElementOps
,
ReduceMemOp
,
GemmDefault
,
1
,
256
,
128
,
128
,
32
,
8
,
8
,
32
,
32
,
2
,
2
,
S
<
4
,
64
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
2
,
8
,
true
,
S
<
4
,
64
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
2
,
8
,
true
,
1
,
1
,
S
<
1
,
32
,
1
,
8
>
,
8
,
S
<
64
,
4
>
,
4
,
1
>
,
DeviceBatchedGemmReduce_Xdl_CShuffle
<
Col
,
Row
,
Row
,
F16
,
F16
,
F16
,
F32
,
F32
,
F32
,
D
PtrsGlobal
,
PassThrough
,
PassThrough
,
PassThrough
,
ReduceOps
,
D
InElementOps
,
D
OutElementOps
,
ReduceMemOp
,
GemmDefault
,
1
,
128
,
128
,
64
,
32
,
2
,
2
,
32
,
32
,
2
,
2
,
S
<
4
,
32
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
4
,
2
,
false
,
S
<
4
,
16
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
4
,
2
,
false
,
1
,
1
,
S
<
1
,
32
,
1
,
4
>
,
8
,
S
<
64
,
2
>
,
4
,
1
>
,
DeviceBatchedGemmReduce_Xdl_CShuffle
<
Col
,
Row
,
Row
,
F16
,
F16
,
F16
,
F32
,
F32
,
F32
,
Reduce
PtrsGlobal
,
PassThrough
,
PassThrough
,
PassThrough
,
ReduceOps
,
Reduce
InElementOps
,
Reduce
OutElementOps
,
ReduceMemOp
,
GemmDefault
,
1
,
128
,
128
,
64
,
32
,
2
,
2
,
32
,
32
,
2
,
2
,
S
<
4
,
32
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
4
,
2
,
false
,
S
<
4
,
16
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
4
,
2
,
false
,
1
,
1
,
S
<
1
,
32
,
1
,
4
>
,
8
,
S
<
64
,
2
>
,
4
,
1
>
,
DeviceBatchedGemmReduce_Xdl_CShuffle
<
Col
,
Row
,
Row
,
F16
,
F16
,
F16
,
F32
,
F32
,
F32
,
D
PtrsGlobal
,
PassThrough
,
PassThrough
,
PassThrough
,
ReduceOps
,
D
InElementOps
,
D
OutElementOps
,
ReduceMemOp
,
GemmDefault
,
1
,
128
,
128
,
64
,
32
,
8
,
8
,
32
,
32
,
2
,
2
,
S
<
4
,
32
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
4
,
8
,
true
,
S
<
4
,
32
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
2
,
8
,
true
,
1
,
1
,
S
<
1
,
32
,
1
,
4
>
,
8
,
S
<
64
,
2
>
,
4
,
1
>
,
DeviceBatchedGemmReduce_Xdl_CShuffle
<
Col
,
Row
,
Row
,
F16
,
F16
,
F16
,
F32
,
F32
,
F32
,
Reduce
PtrsGlobal
,
PassThrough
,
PassThrough
,
PassThrough
,
ReduceOps
,
Reduce
InElementOps
,
Reduce
OutElementOps
,
ReduceMemOp
,
GemmDefault
,
1
,
128
,
128
,
64
,
32
,
8
,
8
,
32
,
32
,
2
,
2
,
S
<
4
,
32
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
4
,
8
,
true
,
S
<
4
,
32
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
2
,
8
,
true
,
1
,
1
,
S
<
1
,
32
,
1
,
4
>
,
8
,
S
<
64
,
2
>
,
4
,
1
>
,
DeviceBatchedGemmReduce_Xdl_CShuffle
<
Col
,
Row
,
Row
,
F16
,
F16
,
F16
,
F32
,
F32
,
F32
,
D
PtrsGlobal
,
PassThrough
,
PassThrough
,
PassThrough
,
ReduceOps
,
D
InElementOps
,
D
OutElementOps
,
ReduceMemOp
,
GemmDefault
,
1
,
128
,
64
,
128
,
32
,
2
,
2
,
32
,
32
,
2
,
2
,
S
<
8
,
16
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
4
,
2
,
false
,
S
<
4
,
32
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
4
,
2
,
false
,
1
,
1
,
S
<
1
,
16
,
1
,
8
>
,
8
,
S
<
32
,
4
>
,
4
,
1
>
,
DeviceBatchedGemmReduce_Xdl_CShuffle
<
Col
,
Row
,
Row
,
F16
,
F16
,
F16
,
F32
,
F32
,
F32
,
Reduce
PtrsGlobal
,
PassThrough
,
PassThrough
,
PassThrough
,
ReduceOps
,
Reduce
InElementOps
,
Reduce
OutElementOps
,
ReduceMemOp
,
GemmDefault
,
1
,
128
,
64
,
128
,
32
,
2
,
2
,
32
,
32
,
2
,
2
,
S
<
8
,
16
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
4
,
2
,
false
,
S
<
4
,
32
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
4
,
2
,
false
,
1
,
1
,
S
<
1
,
16
,
1
,
8
>
,
8
,
S
<
32
,
4
>
,
4
,
1
>
,
DeviceBatchedGemmReduce_Xdl_CShuffle
<
Col
,
Row
,
Row
,
F16
,
F16
,
F16
,
F32
,
F32
,
F32
,
D
PtrsGlobal
,
PassThrough
,
PassThrough
,
PassThrough
,
ReduceOps
,
D
InElementOps
,
D
OutElementOps
,
ReduceMemOp
,
GemmDefault
,
1
,
128
,
64
,
128
,
32
,
8
,
8
,
32
,
32
,
2
,
2
,
S
<
4
,
32
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
2
,
8
,
true
,
S
<
4
,
32
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
4
,
8
,
true
,
1
,
1
,
S
<
1
,
16
,
1
,
8
>
,
8
,
S
<
32
,
4
>
,
4
,
1
>
,
DeviceBatchedGemmReduce_Xdl_CShuffle
<
Col
,
Row
,
Row
,
F16
,
F16
,
F16
,
F32
,
F32
,
F32
,
Reduce
PtrsGlobal
,
PassThrough
,
PassThrough
,
PassThrough
,
ReduceOps
,
Reduce
InElementOps
,
Reduce
OutElementOps
,
ReduceMemOp
,
GemmDefault
,
1
,
128
,
64
,
128
,
32
,
8
,
8
,
32
,
32
,
2
,
2
,
S
<
4
,
32
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
2
,
8
,
true
,
S
<
4
,
32
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
4
,
8
,
true
,
1
,
1
,
S
<
1
,
16
,
1
,
8
>
,
8
,
S
<
32
,
4
>
,
4
,
1
>
,
DeviceBatchedGemmReduce_Xdl_CShuffle
<
Col
,
Row
,
Row
,
F16
,
F16
,
F16
,
F32
,
F32
,
F32
,
D
PtrsGlobal
,
PassThrough
,
PassThrough
,
PassThrough
,
ReduceOps
,
D
InElementOps
,
D
OutElementOps
,
ReduceMemOp
,
GemmDefault
,
1
,
256
,
128
,
64
,
32
,
2
,
2
,
32
,
32
,
2
,
1
,
S
<
8
,
32
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
4
,
2
,
false
,
S
<
16
,
16
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
4
,
2
,
false
,
1
,
1
,
S
<
1
,
16
,
1
,
4
>
,
8
,
S
<
64
,
4
>
,
4
,
1
>
,
DeviceBatchedGemmReduce_Xdl_CShuffle
<
Col
,
Row
,
Row
,
F16
,
F16
,
F16
,
F32
,
F32
,
F32
,
Reduce
PtrsGlobal
,
PassThrough
,
PassThrough
,
PassThrough
,
ReduceOps
,
Reduce
InElementOps
,
Reduce
OutElementOps
,
ReduceMemOp
,
GemmDefault
,
1
,
256
,
128
,
64
,
32
,
2
,
2
,
32
,
32
,
2
,
1
,
S
<
8
,
32
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
4
,
2
,
false
,
S
<
16
,
16
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
4
,
2
,
false
,
1
,
1
,
S
<
1
,
16
,
1
,
4
>
,
8
,
S
<
64
,
4
>
,
4
,
1
>
,
DeviceBatchedGemmReduce_Xdl_CShuffle
<
Col
,
Row
,
Row
,
F16
,
F16
,
F16
,
F32
,
F32
,
F32
,
D
PtrsGlobal
,
PassThrough
,
PassThrough
,
PassThrough
,
ReduceOps
,
D
InElementOps
,
D
OutElementOps
,
ReduceMemOp
,
GemmDefault
,
1
,
256
,
128
,
64
,
32
,
8
,
8
,
32
,
32
,
2
,
1
,
S
<
4
,
64
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
2
,
8
,
true
,
S
<
4
,
64
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
1
,
8
,
true
,
1
,
1
,
S
<
1
,
16
,
1
,
4
>
,
8
,
S
<
64
,
4
>
,
4
,
1
>
,
DeviceBatchedGemmReduce_Xdl_CShuffle
<
Col
,
Row
,
Row
,
F16
,
F16
,
F16
,
F32
,
F32
,
F32
,
Reduce
PtrsGlobal
,
PassThrough
,
PassThrough
,
PassThrough
,
ReduceOps
,
Reduce
InElementOps
,
Reduce
OutElementOps
,
ReduceMemOp
,
GemmDefault
,
1
,
256
,
128
,
64
,
32
,
8
,
8
,
32
,
32
,
2
,
1
,
S
<
4
,
64
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
2
,
8
,
true
,
S
<
4
,
64
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
1
,
8
,
true
,
1
,
1
,
S
<
1
,
16
,
1
,
4
>
,
8
,
S
<
64
,
4
>
,
4
,
1
>
,
DeviceBatchedGemmReduce_Xdl_CShuffle
<
Col
,
Row
,
Row
,
F16
,
F16
,
F16
,
F32
,
F32
,
F32
,
D
PtrsGlobal
,
PassThrough
,
PassThrough
,
PassThrough
,
ReduceOps
,
D
InElementOps
,
D
OutElementOps
,
ReduceMemOp
,
GemmDefault
,
1
,
256
,
64
,
128
,
32
,
2
,
2
,
32
,
32
,
1
,
2
,
S
<
16
,
16
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
4
,
2
,
false
,
S
<
8
,
32
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
4
,
2
,
false
,
1
,
1
,
S
<
1
,
32
,
1
,
8
>
,
8
,
S
<
64
,
4
>
,
4
,
1
>
,
DeviceBatchedGemmReduce_Xdl_CShuffle
<
Col
,
Row
,
Row
,
F16
,
F16
,
F16
,
F32
,
F32
,
F32
,
Reduce
PtrsGlobal
,
PassThrough
,
PassThrough
,
PassThrough
,
ReduceOps
,
Reduce
InElementOps
,
Reduce
OutElementOps
,
ReduceMemOp
,
GemmDefault
,
1
,
256
,
64
,
128
,
32
,
2
,
2
,
32
,
32
,
1
,
2
,
S
<
16
,
16
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
4
,
2
,
false
,
S
<
8
,
32
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
4
,
2
,
false
,
1
,
1
,
S
<
1
,
32
,
1
,
8
>
,
8
,
S
<
64
,
4
>
,
4
,
1
>
,
DeviceBatchedGemmReduce_Xdl_CShuffle
<
Col
,
Row
,
Row
,
F16
,
F16
,
F16
,
F32
,
F32
,
F32
,
D
PtrsGlobal
,
PassThrough
,
PassThrough
,
PassThrough
,
ReduceOps
,
D
InElementOps
,
D
OutElementOps
,
ReduceMemOp
,
GemmDefault
,
1
,
256
,
64
,
128
,
32
,
8
,
8
,
32
,
32
,
1
,
2
,
S
<
4
,
64
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
1
,
8
,
true
,
S
<
4
,
64
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
2
,
8
,
true
,
1
,
1
,
S
<
1
,
32
,
1
,
8
>
,
8
,
S
<
64
,
4
>
,
4
,
1
>
DeviceBatchedGemmReduce_Xdl_CShuffle
<
Col
,
Row
,
Row
,
F16
,
F16
,
F16
,
F32
,
F32
,
F32
,
Reduce
PtrsGlobal
,
PassThrough
,
PassThrough
,
PassThrough
,
ReduceOps
,
Reduce
InElementOps
,
Reduce
OutElementOps
,
ReduceMemOp
,
GemmDefault
,
1
,
256
,
64
,
128
,
32
,
8
,
8
,
32
,
32
,
1
,
2
,
S
<
4
,
64
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
1
,
8
,
true
,
S
<
4
,
64
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
2
,
8
,
true
,
1
,
1
,
S
<
1
,
32
,
1
,
8
>
,
8
,
S
<
64
,
4
>
,
4
,
1
>
// clang-format on
// clang-format on
>
;
>
;
void
add_device_batched_gemm_reduce_xdl_cshuffle_f16_f16_f16_f32_f32_gkm_gkn_gmn_instances
(
void
add_device_batched_gemm_reduce_xdl_cshuffle_f16_f16_f16_f32_f32_gkm_gkn_gmn_instances
(
std
::
vector
<
DeviceBatchedGemmReducePtr
<
PassThrough
,
std
::
vector
<
DeviceGemmReducePtr
<
0
,
ReducePtrsGlobal
::
Size
()
>>&
instances
)
PassThrough
,
PassThrough
,
DInElementOps
,
DOutElementOps
>>&
instances
)
{
{
add_device_operation_instances
(
add_device_operation_instances
(
instances
,
instances
,
...
...
library/src/tensor_operation_instance/gpu/batched_gemm_reduce/device_batched_gemm_reduce_xdl_cshuffle_f16_f16_f16_f32_f32_gkm_gnk_gmn_instance.cpp
View file @
f5de8b57
...
@@ -15,9 +15,9 @@ namespace tensor_operation {
...
@@ -15,9 +15,9 @@ namespace tensor_operation {
namespace
device
{
namespace
device
{
namespace
device_gemm_instance
{
namespace
device_gemm_instance
{
using
F16
=
ck
::
half_t
;
using
F16
=
ck
::
half_t
;
using
F32
=
float
;
using
F32
=
float
;
using
D
PtrsGlobal
=
ck
::
Tuple
<
F32
*
,
F32
*>
;
using
Reduce
PtrsGlobal
=
ck
::
Tuple
<
F32
*
,
F32
*>
;
using
Row
=
ck
::
tensor_layout
::
gemm
::
RowMajor
;
using
Row
=
ck
::
tensor_layout
::
gemm
::
RowMajor
;
using
Col
=
ck
::
tensor_layout
::
gemm
::
ColumnMajor
;
using
Col
=
ck
::
tensor_layout
::
gemm
::
ColumnMajor
;
...
@@ -29,10 +29,10 @@ using PassThrough = ck::tensor_operation::element_wise::PassThrough;
...
@@ -29,10 +29,10 @@ using PassThrough = ck::tensor_operation::element_wise::PassThrough;
using
ReduceSum
=
ck
::
reduce
::
Add
;
using
ReduceSum
=
ck
::
reduce
::
Add
;
using
ReduceOps
=
ck
::
Tuple
<
ReduceSum
,
ReduceSum
>
;
using
ReduceOps
=
ck
::
Tuple
<
ReduceSum
,
ReduceSum
>
;
using
Identity
=
ck
::
tensor_operation
::
element_wise
::
PassThrough
;
using
Identity
=
ck
::
tensor_operation
::
element_wise
::
PassThrough
;
using
Square
=
ck
::
tensor_operation
::
element_wise
::
UnarySquare
;
using
Square
=
ck
::
tensor_operation
::
element_wise
::
UnarySquare
;
using
D
InElementOps
=
ck
::
Tuple
<
Identity
,
Square
>
;
using
Reduce
InElementOps
=
ck
::
Tuple
<
Identity
,
Square
>
;
using
D
OutElementOps
=
ck
::
Tuple
<
Identity
,
Identity
>
;
using
Reduce
OutElementOps
=
ck
::
Tuple
<
Identity
,
Identity
>
;
using
ReduceMemOp
=
ck
::
InMemoryDataOperationEnumSequence
<
ck
::
InMemoryDataOperationEnum
::
AtomicAdd
,
using
ReduceMemOp
=
ck
::
InMemoryDataOperationEnumSequence
<
ck
::
InMemoryDataOperationEnum
::
AtomicAdd
,
ck
::
InMemoryDataOperationEnum
::
AtomicAdd
>
;
ck
::
InMemoryDataOperationEnum
::
AtomicAdd
>
;
...
@@ -43,35 +43,31 @@ static constexpr auto GemmDefault = ck::tensor_operation::device::GemmSpecializa
...
@@ -43,35 +43,31 @@ static constexpr auto GemmDefault = ck::tensor_operation::device::GemmSpecializa
using
device_batched_gemm_reduce_xdl_cshuffle_f16_f16_f16_f32_f32_gkm_gnk_gmn_instances
=
using
device_batched_gemm_reduce_xdl_cshuffle_f16_f16_f16_f32_f32_gkm_gnk_gmn_instances
=
std
::
tuple
<
std
::
tuple
<
// clang-format off
// clang-format off
//##################################| ALayout| BLayout| CLayout|AData| BData| CData| GemmAcc| CShuffle| ReduceAcc|
D
Data| A| B| C|
Dxs| Dxs
InEleOp|
Dxs
AccEleOp|
D
| 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| CReduce| CReduceThreadLds2VGprCopy| CReduceThreadVgpr2GlobalCopy|
//##################################| ALayout| BLayout| CLayout|AData| BData| CData| GemmAcc| CShuffle| ReduceAcc|
Reduce
Data| A| B| C|
Reduce| Reduce
InEleOp|
Reduce
AccEleOp|
Reduce
| 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| CReduce| CReduceThreadLds2VGprCopy| CReduceThreadVgpr2GlobalCopy|
//##################################| | | | Type| Type| Type| DataType| DataType| DataType| Type Tuple| Elementwise| Elementwise| Elementwise|
Reduce|
|
|
MemoryData|Spacialization| 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_MPerBlock| ScalarPerVector| ThreadClusterLengths| SrcDstScalarPerVector| SrcDstScalarPerVector|
//##################################| | | | Type| Type| Type| DataType| DataType| DataType|
Type Tuple| Elementwise| Elementwise| Elementwise|
Operation|
|
|
MemoryData|Spacialization| 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_MPerBlock| ScalarPerVector| ThreadClusterLengths| SrcDstScalarPerVector| SrcDstScalarPerVector|
//##################################| | | | | | | | | | | Operation| Operation| 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_NPerBlock| _NPerBlock| _MPerBlock_NPerBlock| _NPerBlock| _MPerBlock|
//##################################| | | | | | | | | |
| Operation| 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_NPerBlock| _NPerBlock| _MPerBlock_NPerBlock| _NPerBlock| _MPerBlock|
//##################################| | | | | | | | | | | | | |
|
|
|
| | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | |
//##################################| | | | | | | | | |
|
| | | | |
|
| | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | |
DeviceBatchedGemmReduce_Xdl_CShuffle
<
Col
,
Col
,
Row
,
F16
,
F16
,
F16
,
F32
,
F32
,
F32
,
D
PtrsGlobal
,
PassThrough
,
PassThrough
,
PassThrough
,
ReduceOps
,
D
InElementOps
,
D
OutElementOps
,
ReduceMemOp
,
GemmDefault
,
1
,
256
,
256
,
128
,
32
,
2
,
8
,
32
,
32
,
4
,
2
,
S
<
4
,
64
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
4
,
2
,
false
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
1
,
1
,
S
<
1
,
32
,
1
,
8
>
,
8
,
S
<
64
,
4
>
,
4
,
1
>
,
DeviceBatchedGemmReduce_Xdl_CShuffle
<
Col
,
Col
,
Row
,
F16
,
F16
,
F16
,
F32
,
F32
,
F32
,
Reduce
PtrsGlobal
,
PassThrough
,
PassThrough
,
PassThrough
,
ReduceOps
,
Reduce
InElementOps
,
Reduce
OutElementOps
,
ReduceMemOp
,
GemmDefault
,
1
,
256
,
256
,
128
,
32
,
2
,
8
,
32
,
32
,
4
,
2
,
S
<
4
,
64
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
4
,
2
,
false
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
1
,
1
,
S
<
1
,
32
,
1
,
8
>
,
8
,
S
<
64
,
4
>
,
4
,
1
>
,
DeviceBatchedGemmReduce_Xdl_CShuffle
<
Col
,
Col
,
Row
,
F16
,
F16
,
F16
,
F32
,
F32
,
F32
,
D
PtrsGlobal
,
PassThrough
,
PassThrough
,
PassThrough
,
ReduceOps
,
D
InElementOps
,
D
OutElementOps
,
ReduceMemOp
,
GemmDefault
,
1
,
256
,
256
,
128
,
32
,
8
,
8
,
32
,
32
,
4
,
2
,
S
<
4
,
64
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
4
,
8
,
true
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
1
,
1
,
S
<
1
,
32
,
1
,
8
>
,
8
,
S
<
64
,
4
>
,
4
,
1
>
,
DeviceBatchedGemmReduce_Xdl_CShuffle
<
Col
,
Col
,
Row
,
F16
,
F16
,
F16
,
F32
,
F32
,
F32
,
Reduce
PtrsGlobal
,
PassThrough
,
PassThrough
,
PassThrough
,
ReduceOps
,
Reduce
InElementOps
,
Reduce
OutElementOps
,
ReduceMemOp
,
GemmDefault
,
1
,
256
,
256
,
128
,
32
,
8
,
8
,
32
,
32
,
4
,
2
,
S
<
4
,
64
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
4
,
8
,
true
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
1
,
1
,
S
<
1
,
32
,
1
,
8
>
,
8
,
S
<
64
,
4
>
,
4
,
1
>
,
DeviceBatchedGemmReduce_Xdl_CShuffle
<
Col
,
Col
,
Row
,
F16
,
F16
,
F16
,
F32
,
F32
,
F32
,
D
PtrsGlobal
,
PassThrough
,
PassThrough
,
PassThrough
,
ReduceOps
,
D
InElementOps
,
D
OutElementOps
,
ReduceMemOp
,
GemmDefault
,
1
,
256
,
128
,
256
,
32
,
2
,
8
,
32
,
32
,
2
,
4
,
S
<
8
,
32
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
4
,
2
,
false
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
1
,
1
,
S
<
1
,
32
,
1
,
8
>
,
8
,
S
<
64
,
4
>
,
4
,
1
>
,
DeviceBatchedGemmReduce_Xdl_CShuffle
<
Col
,
Col
,
Row
,
F16
,
F16
,
F16
,
F32
,
F32
,
F32
,
Reduce
PtrsGlobal
,
PassThrough
,
PassThrough
,
PassThrough
,
ReduceOps
,
Reduce
InElementOps
,
Reduce
OutElementOps
,
ReduceMemOp
,
GemmDefault
,
1
,
256
,
128
,
256
,
32
,
2
,
8
,
32
,
32
,
2
,
4
,
S
<
8
,
32
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
4
,
2
,
false
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
1
,
1
,
S
<
1
,
32
,
1
,
8
>
,
8
,
S
<
64
,
4
>
,
4
,
1
>
,
DeviceBatchedGemmReduce_Xdl_CShuffle
<
Col
,
Col
,
Row
,
F16
,
F16
,
F16
,
F32
,
F32
,
F32
,
D
PtrsGlobal
,
PassThrough
,
PassThrough
,
PassThrough
,
ReduceOps
,
D
InElementOps
,
D
OutElementOps
,
ReduceMemOp
,
GemmDefault
,
1
,
256
,
128
,
256
,
32
,
8
,
8
,
32
,
32
,
2
,
4
,
S
<
4
,
64
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
2
,
8
,
true
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
1
,
1
,
S
<
1
,
32
,
1
,
8
>
,
8
,
S
<
64
,
4
>
,
4
,
1
>
,
DeviceBatchedGemmReduce_Xdl_CShuffle
<
Col
,
Col
,
Row
,
F16
,
F16
,
F16
,
F32
,
F32
,
F32
,
Reduce
PtrsGlobal
,
PassThrough
,
PassThrough
,
PassThrough
,
ReduceOps
,
Reduce
InElementOps
,
Reduce
OutElementOps
,
ReduceMemOp
,
GemmDefault
,
1
,
256
,
128
,
256
,
32
,
8
,
8
,
32
,
32
,
2
,
4
,
S
<
4
,
64
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
2
,
8
,
true
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
1
,
1
,
S
<
1
,
32
,
1
,
8
>
,
8
,
S
<
64
,
4
>
,
4
,
1
>
,
DeviceBatchedGemmReduce_Xdl_CShuffle
<
Col
,
Col
,
Row
,
F16
,
F16
,
F16
,
F32
,
F32
,
F32
,
D
PtrsGlobal
,
PassThrough
,
PassThrough
,
PassThrough
,
ReduceOps
,
D
InElementOps
,
D
OutElementOps
,
ReduceMemOp
,
GemmDefault
,
1
,
128
,
128
,
128
,
32
,
2
,
8
,
32
,
32
,
4
,
2
,
S
<
4
,
32
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
4
,
2
,
false
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
1
,
1
,
S
<
1
,
16
,
1
,
8
>
,
8
,
S
<
32
,
4
>
,
4
,
1
>
,
DeviceBatchedGemmReduce_Xdl_CShuffle
<
Col
,
Col
,
Row
,
F16
,
F16
,
F16
,
F32
,
F32
,
F32
,
Reduce
PtrsGlobal
,
PassThrough
,
PassThrough
,
PassThrough
,
ReduceOps
,
Reduce
InElementOps
,
Reduce
OutElementOps
,
ReduceMemOp
,
GemmDefault
,
1
,
128
,
128
,
128
,
32
,
2
,
8
,
32
,
32
,
4
,
2
,
S
<
4
,
32
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
4
,
2
,
false
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
1
,
1
,
S
<
1
,
16
,
1
,
8
>
,
8
,
S
<
32
,
4
>
,
4
,
1
>
,
DeviceBatchedGemmReduce_Xdl_CShuffle
<
Col
,
Col
,
Row
,
F16
,
F16
,
F16
,
F32
,
F32
,
F32
,
D
PtrsGlobal
,
PassThrough
,
PassThrough
,
PassThrough
,
ReduceOps
,
D
InElementOps
,
D
OutElementOps
,
ReduceMemOp
,
GemmDefault
,
1
,
128
,
128
,
128
,
32
,
8
,
8
,
32
,
32
,
4
,
2
,
S
<
4
,
32
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
4
,
8
,
true
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
1
,
1
,
S
<
1
,
16
,
1
,
8
>
,
8
,
S
<
32
,
4
>
,
4
,
1
>
,
DeviceBatchedGemmReduce_Xdl_CShuffle
<
Col
,
Col
,
Row
,
F16
,
F16
,
F16
,
F32
,
F32
,
F32
,
Reduce
PtrsGlobal
,
PassThrough
,
PassThrough
,
PassThrough
,
ReduceOps
,
Reduce
InElementOps
,
Reduce
OutElementOps
,
ReduceMemOp
,
GemmDefault
,
1
,
128
,
128
,
128
,
32
,
8
,
8
,
32
,
32
,
4
,
2
,
S
<
4
,
32
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
4
,
8
,
true
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
1
,
1
,
S
<
1
,
16
,
1
,
8
>
,
8
,
S
<
32
,
4
>
,
4
,
1
>
,
DeviceBatchedGemmReduce_Xdl_CShuffle
<
Col
,
Col
,
Row
,
F16
,
F16
,
F16
,
F32
,
F32
,
F32
,
D
PtrsGlobal
,
PassThrough
,
PassThrough
,
PassThrough
,
ReduceOps
,
D
InElementOps
,
D
OutElementOps
,
ReduceMemOp
,
GemmDefault
,
1
,
256
,
128
,
128
,
32
,
2
,
8
,
32
,
32
,
2
,
2
,
S
<
8
,
32
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
4
,
2
,
false
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
1
,
1
,
S
<
1
,
32
,
1
,
8
>
,
8
,
S
<
64
,
4
>
,
4
,
1
>
,
DeviceBatchedGemmReduce_Xdl_CShuffle
<
Col
,
Col
,
Row
,
F16
,
F16
,
F16
,
F32
,
F32
,
F32
,
Reduce
PtrsGlobal
,
PassThrough
,
PassThrough
,
PassThrough
,
ReduceOps
,
Reduce
InElementOps
,
Reduce
OutElementOps
,
ReduceMemOp
,
GemmDefault
,
1
,
256
,
128
,
128
,
32
,
2
,
8
,
32
,
32
,
2
,
2
,
S
<
8
,
32
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
4
,
2
,
false
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
1
,
1
,
S
<
1
,
32
,
1
,
8
>
,
8
,
S
<
64
,
4
>
,
4
,
1
>
,
DeviceBatchedGemmReduce_Xdl_CShuffle
<
Col
,
Col
,
Row
,
F16
,
F16
,
F16
,
F32
,
F32
,
F32
,
D
PtrsGlobal
,
PassThrough
,
PassThrough
,
PassThrough
,
ReduceOps
,
D
InElementOps
,
D
OutElementOps
,
ReduceMemOp
,
GemmDefault
,
1
,
256
,
128
,
128
,
32
,
8
,
8
,
32
,
32
,
2
,
2
,
S
<
4
,
64
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
2
,
8
,
true
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
1
,
1
,
S
<
1
,
32
,
1
,
8
>
,
8
,
S
<
64
,
4
>
,
4
,
1
>
,
DeviceBatchedGemmReduce_Xdl_CShuffle
<
Col
,
Col
,
Row
,
F16
,
F16
,
F16
,
F32
,
F32
,
F32
,
Reduce
PtrsGlobal
,
PassThrough
,
PassThrough
,
PassThrough
,
ReduceOps
,
Reduce
InElementOps
,
Reduce
OutElementOps
,
ReduceMemOp
,
GemmDefault
,
1
,
256
,
128
,
128
,
32
,
8
,
8
,
32
,
32
,
2
,
2
,
S
<
4
,
64
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
2
,
8
,
true
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
1
,
1
,
S
<
1
,
32
,
1
,
8
>
,
8
,
S
<
64
,
4
>
,
4
,
1
>
,
DeviceBatchedGemmReduce_Xdl_CShuffle
<
Col
,
Col
,
Row
,
F16
,
F16
,
F16
,
F32
,
F32
,
F32
,
D
PtrsGlobal
,
PassThrough
,
PassThrough
,
PassThrough
,
ReduceOps
,
D
InElementOps
,
D
OutElementOps
,
ReduceMemOp
,
GemmDefault
,
1
,
128
,
128
,
64
,
32
,
2
,
8
,
32
,
32
,
2
,
2
,
S
<
4
,
32
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
4
,
2
,
false
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
1
,
1
,
S
<
1
,
32
,
1
,
4
>
,
8
,
S
<
64
,
2
>
,
4
,
1
>
,
DeviceBatchedGemmReduce_Xdl_CShuffle
<
Col
,
Col
,
Row
,
F16
,
F16
,
F16
,
F32
,
F32
,
F32
,
Reduce
PtrsGlobal
,
PassThrough
,
PassThrough
,
PassThrough
,
ReduceOps
,
Reduce
InElementOps
,
Reduce
OutElementOps
,
ReduceMemOp
,
GemmDefault
,
1
,
128
,
128
,
64
,
32
,
2
,
8
,
32
,
32
,
2
,
2
,
S
<
4
,
32
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
4
,
2
,
false
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
1
,
1
,
S
<
1
,
32
,
1
,
4
>
,
8
,
S
<
64
,
2
>
,
4
,
1
>
,
DeviceBatchedGemmReduce_Xdl_CShuffle
<
Col
,
Col
,
Row
,
F16
,
F16
,
F16
,
F32
,
F32
,
F32
,
D
PtrsGlobal
,
PassThrough
,
PassThrough
,
PassThrough
,
ReduceOps
,
D
InElementOps
,
D
OutElementOps
,
ReduceMemOp
,
GemmDefault
,
1
,
128
,
128
,
64
,
32
,
8
,
8
,
32
,
32
,
2
,
2
,
S
<
4
,
32
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
4
,
8
,
true
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
1
,
1
,
S
<
1
,
32
,
1
,
4
>
,
8
,
S
<
64
,
2
>
,
4
,
1
>
,
DeviceBatchedGemmReduce_Xdl_CShuffle
<
Col
,
Col
,
Row
,
F16
,
F16
,
F16
,
F32
,
F32
,
F32
,
Reduce
PtrsGlobal
,
PassThrough
,
PassThrough
,
PassThrough
,
ReduceOps
,
Reduce
InElementOps
,
Reduce
OutElementOps
,
ReduceMemOp
,
GemmDefault
,
1
,
128
,
128
,
64
,
32
,
8
,
8
,
32
,
32
,
2
,
2
,
S
<
4
,
32
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
4
,
8
,
true
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
1
,
1
,
S
<
1
,
32
,
1
,
4
>
,
8
,
S
<
64
,
2
>
,
4
,
1
>
,
DeviceBatchedGemmReduce_Xdl_CShuffle
<
Col
,
Col
,
Row
,
F16
,
F16
,
F16
,
F32
,
F32
,
F32
,
D
PtrsGlobal
,
PassThrough
,
PassThrough
,
PassThrough
,
ReduceOps
,
D
InElementOps
,
D
OutElementOps
,
ReduceMemOp
,
GemmDefault
,
1
,
128
,
64
,
128
,
32
,
2
,
8
,
32
,
32
,
2
,
2
,
S
<
8
,
16
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
4
,
2
,
false
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
1
,
1
,
S
<
1
,
16
,
1
,
8
>
,
8
,
S
<
32
,
4
>
,
4
,
1
>
,
DeviceBatchedGemmReduce_Xdl_CShuffle
<
Col
,
Col
,
Row
,
F16
,
F16
,
F16
,
F32
,
F32
,
F32
,
Reduce
PtrsGlobal
,
PassThrough
,
PassThrough
,
PassThrough
,
ReduceOps
,
Reduce
InElementOps
,
Reduce
OutElementOps
,
ReduceMemOp
,
GemmDefault
,
1
,
128
,
64
,
128
,
32
,
2
,
8
,
32
,
32
,
2
,
2
,
S
<
8
,
16
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
4
,
2
,
false
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
1
,
1
,
S
<
1
,
16
,
1
,
8
>
,
8
,
S
<
32
,
4
>
,
4
,
1
>
,
DeviceBatchedGemmReduce_Xdl_CShuffle
<
Col
,
Col
,
Row
,
F16
,
F16
,
F16
,
F32
,
F32
,
F32
,
D
PtrsGlobal
,
PassThrough
,
PassThrough
,
PassThrough
,
ReduceOps
,
D
InElementOps
,
D
OutElementOps
,
ReduceMemOp
,
GemmDefault
,
1
,
128
,
64
,
128
,
32
,
8
,
8
,
32
,
32
,
2
,
2
,
S
<
4
,
32
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
2
,
8
,
true
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
1
,
1
,
S
<
1
,
16
,
1
,
8
>
,
8
,
S
<
32
,
4
>
,
4
,
1
>
,
DeviceBatchedGemmReduce_Xdl_CShuffle
<
Col
,
Col
,
Row
,
F16
,
F16
,
F16
,
F32
,
F32
,
F32
,
Reduce
PtrsGlobal
,
PassThrough
,
PassThrough
,
PassThrough
,
ReduceOps
,
Reduce
InElementOps
,
Reduce
OutElementOps
,
ReduceMemOp
,
GemmDefault
,
1
,
128
,
64
,
128
,
32
,
8
,
8
,
32
,
32
,
2
,
2
,
S
<
4
,
32
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
2
,
8
,
true
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
1
,
1
,
S
<
1
,
16
,
1
,
8
>
,
8
,
S
<
32
,
4
>
,
4
,
1
>
,
DeviceBatchedGemmReduce_Xdl_CShuffle
<
Col
,
Col
,
Row
,
F16
,
F16
,
F16
,
F32
,
F32
,
F32
,
D
PtrsGlobal
,
PassThrough
,
PassThrough
,
PassThrough
,
ReduceOps
,
D
InElementOps
,
D
OutElementOps
,
ReduceMemOp
,
GemmDefault
,
1
,
256
,
128
,
64
,
32
,
2
,
8
,
32
,
32
,
2
,
1
,
S
<
8
,
32
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
4
,
2
,
false
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
1
,
1
,
S
<
1
,
16
,
1
,
4
>
,
8
,
S
<
64
,
4
>
,
4
,
1
>
,
DeviceBatchedGemmReduce_Xdl_CShuffle
<
Col
,
Col
,
Row
,
F16
,
F16
,
F16
,
F32
,
F32
,
F32
,
Reduce
PtrsGlobal
,
PassThrough
,
PassThrough
,
PassThrough
,
ReduceOps
,
Reduce
InElementOps
,
Reduce
OutElementOps
,
ReduceMemOp
,
GemmDefault
,
1
,
256
,
128
,
64
,
32
,
2
,
8
,
32
,
32
,
2
,
1
,
S
<
8
,
32
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
4
,
2
,
false
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
1
,
1
,
S
<
1
,
16
,
1
,
4
>
,
8
,
S
<
64
,
4
>
,
4
,
1
>
,
DeviceBatchedGemmReduce_Xdl_CShuffle
<
Col
,
Col
,
Row
,
F16
,
F16
,
F16
,
F32
,
F32
,
F32
,
D
PtrsGlobal
,
PassThrough
,
PassThrough
,
PassThrough
,
ReduceOps
,
D
InElementOps
,
D
OutElementOps
,
ReduceMemOp
,
GemmDefault
,
1
,
256
,
128
,
64
,
32
,
8
,
8
,
32
,
32
,
2
,
1
,
S
<
4
,
64
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
2
,
8
,
true
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
1
,
1
,
S
<
1
,
16
,
1
,
4
>
,
8
,
S
<
64
,
4
>
,
4
,
1
>
,
DeviceBatchedGemmReduce_Xdl_CShuffle
<
Col
,
Col
,
Row
,
F16
,
F16
,
F16
,
F32
,
F32
,
F32
,
Reduce
PtrsGlobal
,
PassThrough
,
PassThrough
,
PassThrough
,
ReduceOps
,
Reduce
InElementOps
,
Reduce
OutElementOps
,
ReduceMemOp
,
GemmDefault
,
1
,
256
,
128
,
64
,
32
,
8
,
8
,
32
,
32
,
2
,
1
,
S
<
4
,
64
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
2
,
8
,
true
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
1
,
1
,
S
<
1
,
16
,
1
,
4
>
,
8
,
S
<
64
,
4
>
,
4
,
1
>
,
DeviceBatchedGemmReduce_Xdl_CShuffle
<
Col
,
Col
,
Row
,
F16
,
F16
,
F16
,
F32
,
F32
,
F32
,
D
PtrsGlobal
,
PassThrough
,
PassThrough
,
PassThrough
,
ReduceOps
,
D
InElementOps
,
D
OutElementOps
,
ReduceMemOp
,
GemmDefault
,
1
,
256
,
64
,
128
,
32
,
2
,
8
,
32
,
32
,
1
,
2
,
S
<
16
,
16
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
4
,
2
,
false
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
1
,
1
,
S
<
1
,
32
,
1
,
8
>
,
8
,
S
<
64
,
4
>
,
4
,
1
>
,
DeviceBatchedGemmReduce_Xdl_CShuffle
<
Col
,
Col
,
Row
,
F16
,
F16
,
F16
,
F32
,
F32
,
F32
,
Reduce
PtrsGlobal
,
PassThrough
,
PassThrough
,
PassThrough
,
ReduceOps
,
Reduce
InElementOps
,
Reduce
OutElementOps
,
ReduceMemOp
,
GemmDefault
,
1
,
256
,
64
,
128
,
32
,
2
,
8
,
32
,
32
,
1
,
2
,
S
<
16
,
16
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
4
,
2
,
false
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
1
,
1
,
S
<
1
,
32
,
1
,
8
>
,
8
,
S
<
64
,
4
>
,
4
,
1
>
,
DeviceBatchedGemmReduce_Xdl_CShuffle
<
Col
,
Col
,
Row
,
F16
,
F16
,
F16
,
F32
,
F32
,
F32
,
D
PtrsGlobal
,
PassThrough
,
PassThrough
,
PassThrough
,
ReduceOps
,
D
InElementOps
,
D
OutElementOps
,
ReduceMemOp
,
GemmDefault
,
1
,
256
,
64
,
128
,
32
,
8
,
8
,
32
,
32
,
1
,
2
,
S
<
4
,
64
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
1
,
8
,
true
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
1
,
1
,
S
<
1
,
32
,
1
,
8
>
,
8
,
S
<
64
,
4
>
,
4
,
1
>
DeviceBatchedGemmReduce_Xdl_CShuffle
<
Col
,
Col
,
Row
,
F16
,
F16
,
F16
,
F32
,
F32
,
F32
,
Reduce
PtrsGlobal
,
PassThrough
,
PassThrough
,
PassThrough
,
ReduceOps
,
Reduce
InElementOps
,
Reduce
OutElementOps
,
ReduceMemOp
,
GemmDefault
,
1
,
256
,
64
,
128
,
32
,
8
,
8
,
32
,
32
,
1
,
2
,
S
<
4
,
64
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
1
,
8
,
true
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
1
,
1
,
S
<
1
,
32
,
1
,
8
>
,
8
,
S
<
64
,
4
>
,
4
,
1
>
// clang-format on
// clang-format on
>
;
>
;
void
add_device_batched_gemm_reduce_xdl_cshuffle_f16_f16_f16_f32_f32_gkm_gnk_gmn_instances
(
void
add_device_batched_gemm_reduce_xdl_cshuffle_f16_f16_f16_f32_f32_gkm_gnk_gmn_instances
(
std
::
vector
<
DeviceBatchedGemmReducePtr
<
PassThrough
,
std
::
vector
<
DeviceGemmReducePtr
<
0
,
ReducePtrsGlobal
::
Size
()
>>&
instances
)
PassThrough
,
PassThrough
,
DInElementOps
,
DOutElementOps
>>&
instances
)
{
{
add_device_operation_instances
(
add_device_operation_instances
(
instances
,
instances
,
...
...
library/src/tensor_operation_instance/gpu/batched_gemm_reduce/device_batched_gemm_reduce_xdl_cshuffle_f16_f16_f16_f32_f32_gmk_gkn_gmn_instance.cpp
View file @
f5de8b57
...
@@ -15,9 +15,9 @@ namespace tensor_operation {
...
@@ -15,9 +15,9 @@ namespace tensor_operation {
namespace
device
{
namespace
device
{
namespace
device_gemm_instance
{
namespace
device_gemm_instance
{
using
F16
=
ck
::
half_t
;
using
F16
=
ck
::
half_t
;
using
F32
=
float
;
using
F32
=
float
;
using
D
PtrsGlobal
=
ck
::
Tuple
<
F32
*
,
F32
*>
;
using
Reduce
PtrsGlobal
=
ck
::
Tuple
<
F32
*
,
F32
*>
;
using
Row
=
ck
::
tensor_layout
::
gemm
::
RowMajor
;
using
Row
=
ck
::
tensor_layout
::
gemm
::
RowMajor
;
using
Col
=
ck
::
tensor_layout
::
gemm
::
ColumnMajor
;
using
Col
=
ck
::
tensor_layout
::
gemm
::
ColumnMajor
;
...
@@ -29,10 +29,10 @@ using PassThrough = ck::tensor_operation::element_wise::PassThrough;
...
@@ -29,10 +29,10 @@ using PassThrough = ck::tensor_operation::element_wise::PassThrough;
using
ReduceSum
=
ck
::
reduce
::
Add
;
using
ReduceSum
=
ck
::
reduce
::
Add
;
using
ReduceOps
=
ck
::
Tuple
<
ReduceSum
,
ReduceSum
>
;
using
ReduceOps
=
ck
::
Tuple
<
ReduceSum
,
ReduceSum
>
;
using
Identity
=
ck
::
tensor_operation
::
element_wise
::
PassThrough
;
using
Identity
=
ck
::
tensor_operation
::
element_wise
::
PassThrough
;
using
Square
=
ck
::
tensor_operation
::
element_wise
::
UnarySquare
;
using
Square
=
ck
::
tensor_operation
::
element_wise
::
UnarySquare
;
using
D
InElementOps
=
ck
::
Tuple
<
Identity
,
Square
>
;
using
Reduce
InElementOps
=
ck
::
Tuple
<
Identity
,
Square
>
;
using
D
OutElementOps
=
ck
::
Tuple
<
Identity
,
Identity
>
;
using
Reduce
OutElementOps
=
ck
::
Tuple
<
Identity
,
Identity
>
;
using
ReduceMemOp
=
ck
::
InMemoryDataOperationEnumSequence
<
ck
::
InMemoryDataOperationEnum
::
AtomicAdd
,
using
ReduceMemOp
=
ck
::
InMemoryDataOperationEnumSequence
<
ck
::
InMemoryDataOperationEnum
::
AtomicAdd
,
ck
::
InMemoryDataOperationEnum
::
AtomicAdd
>
;
ck
::
InMemoryDataOperationEnum
::
AtomicAdd
>
;
...
@@ -43,35 +43,31 @@ static constexpr auto GemmDefault = ck::tensor_operation::device::GemmSpecializa
...
@@ -43,35 +43,31 @@ static constexpr auto GemmDefault = ck::tensor_operation::device::GemmSpecializa
using
device_batched_gemm_reduce_xdl_cshuffle_f16_f16_f16_f32_f32_gmk_gkn_gmn_instances
=
using
device_batched_gemm_reduce_xdl_cshuffle_f16_f16_f16_f32_f32_gmk_gkn_gmn_instances
=
std
::
tuple
<
std
::
tuple
<
// clang-format off
// clang-format off
//##################################| ALayout| BLayout| CLayout|
AData| BData| CData| GemmAcc| CShuffle| ReduceAcc|
D
Data| A| B| C|
Dxs| Dxs
InEleOp|
Dxs
AccEleOp|
D
| 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| CReduce| CReduceThreadLds2VGprCopy| CReduceThreadVgpr2GlobalCopy|
//##################################| ALayout| BLayout| CLayout|AData| BData| CData| GemmAcc| CShuffle| ReduceAcc|
Reduce
Data| A| B| C|
Reduce| Reduce
InEleOp|
Reduce
AccEleOp|
Reduce
| 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| CReduce| CReduceThreadLds2VGprCopy| CReduceThreadVgpr2GlobalCopy|
//##################################| | | |
Type| Type| Type| DataType| DataType| DataType| Type Tuple| Elementwise| Elementwise| Elementwise|
Reduce|
|
|
MemoryData|Spacialization| 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_MPerBlock| ScalarPerVector| ThreadClusterLengths| SrcDstScalarPerVector| SrcDstScalarPerVector|
//##################################| | | | Type| Type| Type| DataType| DataType| DataType|
Type Tuple| Elementwise| Elementwise| Elementwise|
Operation|
|
|
MemoryData|Spacialization| 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_MPerBlock| ScalarPerVector| ThreadClusterLengths| SrcDstScalarPerVector| SrcDstScalarPerVector|
//##################################| | | |
| | | | | | | Operation| Operation| 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_NPerBlock| _NPerBlock| _MPerBlock_NPerBlock| _NPerBlock| _MPerBlock|
//##################################| | | | | | | | | |
| Operation| 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_NPerBlock| _NPerBlock| _MPerBlock_NPerBlock| _NPerBlock| _MPerBlock|
//##################################| | | |
| | | | | | | | | | |
|
| | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | |
//##################################| | | | | | | | | |
| | | | |
|
|
| | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | |
DeviceBatchedGemmReduce_Xdl_CShuffle
<
Row
,
Row
,
Row
,
F16
,
F16
,
F16
,
F32
,
F32
,
F32
,
D
PtrsGlobal
,
PassThrough
,
PassThrough
,
PassThrough
,
ReduceOps
,
D
InElementOps
,
D
OutElementOps
,
ReduceMemOp
,
GemmDefault
,
1
,
256
,
256
,
128
,
32
,
8
,
2
,
32
,
32
,
4
,
2
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
S
<
8
,
32
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
4
,
2
,
false
,
1
,
1
,
S
<
1
,
32
,
1
,
8
>
,
8
,
S
<
64
,
4
>
,
4
,
1
>
,
DeviceBatchedGemmReduce_Xdl_CShuffle
<
Row
,
Row
,
Row
,
F16
,
F16
,
F16
,
F32
,
F32
,
F32
,
Reduce
PtrsGlobal
,
PassThrough
,
PassThrough
,
PassThrough
,
ReduceOps
,
Reduce
InElementOps
,
Reduce
OutElementOps
,
ReduceMemOp
,
GemmDefault
,
1
,
256
,
256
,
128
,
32
,
8
,
2
,
32
,
32
,
4
,
2
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
S
<
8
,
32
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
4
,
2
,
false
,
1
,
1
,
S
<
1
,
32
,
1
,
8
>
,
8
,
S
<
64
,
4
>
,
4
,
1
>
,
DeviceBatchedGemmReduce_Xdl_CShuffle
<
Row
,
Row
,
Row
,
F16
,
F16
,
F16
,
F32
,
F32
,
F32
,
D
PtrsGlobal
,
PassThrough
,
PassThrough
,
PassThrough
,
ReduceOps
,
D
InElementOps
,
D
OutElementOps
,
ReduceMemOp
,
GemmDefault
,
1
,
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
,
true
,
S
<
4
,
64
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
2
,
8
,
true
,
1
,
1
,
S
<
1
,
32
,
1
,
8
>
,
8
,
S
<
64
,
4
>
,
4
,
1
>
,
DeviceBatchedGemmReduce_Xdl_CShuffle
<
Row
,
Row
,
Row
,
F16
,
F16
,
F16
,
F32
,
F32
,
F32
,
Reduce
PtrsGlobal
,
PassThrough
,
PassThrough
,
PassThrough
,
ReduceOps
,
Reduce
InElementOps
,
Reduce
OutElementOps
,
ReduceMemOp
,
GemmDefault
,
1
,
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
,
true
,
S
<
4
,
64
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
2
,
8
,
true
,
1
,
1
,
S
<
1
,
32
,
1
,
8
>
,
8
,
S
<
64
,
4
>
,
4
,
1
>
,
DeviceBatchedGemmReduce_Xdl_CShuffle
<
Row
,
Row
,
Row
,
F16
,
F16
,
F16
,
F32
,
F32
,
F32
,
D
PtrsGlobal
,
PassThrough
,
PassThrough
,
PassThrough
,
ReduceOps
,
D
InElementOps
,
D
OutElementOps
,
ReduceMemOp
,
GemmDefault
,
1
,
256
,
128
,
256
,
32
,
8
,
2
,
32
,
32
,
2
,
4
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
S
<
4
,
64
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
4
,
2
,
false
,
1
,
1
,
S
<
1
,
32
,
1
,
8
>
,
8
,
S
<
64
,
4
>
,
4
,
1
>
,
DeviceBatchedGemmReduce_Xdl_CShuffle
<
Row
,
Row
,
Row
,
F16
,
F16
,
F16
,
F32
,
F32
,
F32
,
Reduce
PtrsGlobal
,
PassThrough
,
PassThrough
,
PassThrough
,
ReduceOps
,
Reduce
InElementOps
,
Reduce
OutElementOps
,
ReduceMemOp
,
GemmDefault
,
1
,
256
,
128
,
256
,
32
,
8
,
2
,
32
,
32
,
2
,
4
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
S
<
4
,
64
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
4
,
2
,
false
,
1
,
1
,
S
<
1
,
32
,
1
,
8
>
,
8
,
S
<
64
,
4
>
,
4
,
1
>
,
DeviceBatchedGemmReduce_Xdl_CShuffle
<
Row
,
Row
,
Row
,
F16
,
F16
,
F16
,
F32
,
F32
,
F32
,
D
PtrsGlobal
,
PassThrough
,
PassThrough
,
PassThrough
,
ReduceOps
,
D
InElementOps
,
D
OutElementOps
,
ReduceMemOp
,
GemmDefault
,
1
,
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
,
true
,
S
<
4
,
64
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
4
,
8
,
true
,
1
,
1
,
S
<
1
,
32
,
1
,
8
>
,
8
,
S
<
64
,
4
>
,
4
,
1
>
,
DeviceBatchedGemmReduce_Xdl_CShuffle
<
Row
,
Row
,
Row
,
F16
,
F16
,
F16
,
F32
,
F32
,
F32
,
Reduce
PtrsGlobal
,
PassThrough
,
PassThrough
,
PassThrough
,
ReduceOps
,
Reduce
InElementOps
,
Reduce
OutElementOps
,
ReduceMemOp
,
GemmDefault
,
1
,
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
,
true
,
S
<
4
,
64
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
4
,
8
,
true
,
1
,
1
,
S
<
1
,
32
,
1
,
8
>
,
8
,
S
<
64
,
4
>
,
4
,
1
>
,
DeviceBatchedGemmReduce_Xdl_CShuffle
<
Row
,
Row
,
Row
,
F16
,
F16
,
F16
,
F32
,
F32
,
F32
,
D
PtrsGlobal
,
PassThrough
,
PassThrough
,
PassThrough
,
ReduceOps
,
D
InElementOps
,
D
OutElementOps
,
ReduceMemOp
,
GemmDefault
,
1
,
128
,
128
,
128
,
32
,
8
,
2
,
32
,
32
,
4
,
2
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
S
<
4
,
32
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
4
,
2
,
false
,
1
,
1
,
S
<
1
,
16
,
1
,
8
>
,
8
,
S
<
32
,
4
>
,
4
,
1
>
,
DeviceBatchedGemmReduce_Xdl_CShuffle
<
Row
,
Row
,
Row
,
F16
,
F16
,
F16
,
F32
,
F32
,
F32
,
Reduce
PtrsGlobal
,
PassThrough
,
PassThrough
,
PassThrough
,
ReduceOps
,
Reduce
InElementOps
,
Reduce
OutElementOps
,
ReduceMemOp
,
GemmDefault
,
1
,
128
,
128
,
128
,
32
,
8
,
2
,
32
,
32
,
4
,
2
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
S
<
4
,
32
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
4
,
2
,
false
,
1
,
1
,
S
<
1
,
16
,
1
,
8
>
,
8
,
S
<
32
,
4
>
,
4
,
1
>
,
DeviceBatchedGemmReduce_Xdl_CShuffle
<
Row
,
Row
,
Row
,
F16
,
F16
,
F16
,
F32
,
F32
,
F32
,
D
PtrsGlobal
,
PassThrough
,
PassThrough
,
PassThrough
,
ReduceOps
,
D
InElementOps
,
D
OutElementOps
,
ReduceMemOp
,
GemmDefault
,
1
,
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
,
true
,
S
<
4
,
32
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
4
,
8
,
true
,
1
,
1
,
S
<
1
,
16
,
1
,
8
>
,
8
,
S
<
32
,
4
>
,
4
,
1
>
,
DeviceBatchedGemmReduce_Xdl_CShuffle
<
Row
,
Row
,
Row
,
F16
,
F16
,
F16
,
F32
,
F32
,
F32
,
Reduce
PtrsGlobal
,
PassThrough
,
PassThrough
,
PassThrough
,
ReduceOps
,
Reduce
InElementOps
,
Reduce
OutElementOps
,
ReduceMemOp
,
GemmDefault
,
1
,
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
,
true
,
S
<
4
,
32
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
4
,
8
,
true
,
1
,
1
,
S
<
1
,
16
,
1
,
8
>
,
8
,
S
<
32
,
4
>
,
4
,
1
>
,
DeviceBatchedGemmReduce_Xdl_CShuffle
<
Row
,
Row
,
Row
,
F16
,
F16
,
F16
,
F32
,
F32
,
F32
,
D
PtrsGlobal
,
PassThrough
,
PassThrough
,
PassThrough
,
ReduceOps
,
D
InElementOps
,
D
OutElementOps
,
ReduceMemOp
,
GemmDefault
,
1
,
256
,
128
,
128
,
32
,
8
,
2
,
32
,
32
,
2
,
2
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
S
<
8
,
32
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
4
,
2
,
false
,
1
,
1
,
S
<
1
,
32
,
1
,
8
>
,
8
,
S
<
64
,
4
>
,
4
,
1
>
,
DeviceBatchedGemmReduce_Xdl_CShuffle
<
Row
,
Row
,
Row
,
F16
,
F16
,
F16
,
F32
,
F32
,
F32
,
Reduce
PtrsGlobal
,
PassThrough
,
PassThrough
,
PassThrough
,
ReduceOps
,
Reduce
InElementOps
,
Reduce
OutElementOps
,
ReduceMemOp
,
GemmDefault
,
1
,
256
,
128
,
128
,
32
,
8
,
2
,
32
,
32
,
2
,
2
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
S
<
8
,
32
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
4
,
2
,
false
,
1
,
1
,
S
<
1
,
32
,
1
,
8
>
,
8
,
S
<
64
,
4
>
,
4
,
1
>
,
DeviceBatchedGemmReduce_Xdl_CShuffle
<
Row
,
Row
,
Row
,
F16
,
F16
,
F16
,
F32
,
F32
,
F32
,
D
PtrsGlobal
,
PassThrough
,
PassThrough
,
PassThrough
,
ReduceOps
,
D
InElementOps
,
D
OutElementOps
,
ReduceMemOp
,
GemmDefault
,
1
,
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
,
true
,
S
<
4
,
64
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
2
,
8
,
true
,
1
,
1
,
S
<
1
,
32
,
1
,
8
>
,
8
,
S
<
64
,
4
>
,
4
,
1
>
,
DeviceBatchedGemmReduce_Xdl_CShuffle
<
Row
,
Row
,
Row
,
F16
,
F16
,
F16
,
F32
,
F32
,
F32
,
Reduce
PtrsGlobal
,
PassThrough
,
PassThrough
,
PassThrough
,
ReduceOps
,
Reduce
InElementOps
,
Reduce
OutElementOps
,
ReduceMemOp
,
GemmDefault
,
1
,
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
,
true
,
S
<
4
,
64
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
2
,
8
,
true
,
1
,
1
,
S
<
1
,
32
,
1
,
8
>
,
8
,
S
<
64
,
4
>
,
4
,
1
>
,
DeviceBatchedGemmReduce_Xdl_CShuffle
<
Row
,
Row
,
Row
,
F16
,
F16
,
F16
,
F32
,
F32
,
F32
,
D
PtrsGlobal
,
PassThrough
,
PassThrough
,
PassThrough
,
ReduceOps
,
D
InElementOps
,
D
OutElementOps
,
ReduceMemOp
,
GemmDefault
,
1
,
128
,
128
,
64
,
32
,
8
,
2
,
32
,
32
,
2
,
2
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
S
<
8
,
16
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
4
,
2
,
false
,
1
,
1
,
S
<
1
,
32
,
1
,
4
>
,
8
,
S
<
64
,
2
>
,
4
,
1
>
,
DeviceBatchedGemmReduce_Xdl_CShuffle
<
Row
,
Row
,
Row
,
F16
,
F16
,
F16
,
F32
,
F32
,
F32
,
Reduce
PtrsGlobal
,
PassThrough
,
PassThrough
,
PassThrough
,
ReduceOps
,
Reduce
InElementOps
,
Reduce
OutElementOps
,
ReduceMemOp
,
GemmDefault
,
1
,
128
,
128
,
64
,
32
,
8
,
2
,
32
,
32
,
2
,
2
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
S
<
8
,
16
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
4
,
2
,
false
,
1
,
1
,
S
<
1
,
32
,
1
,
4
>
,
8
,
S
<
64
,
2
>
,
4
,
1
>
,
DeviceBatchedGemmReduce_Xdl_CShuffle
<
Row
,
Row
,
Row
,
F16
,
F16
,
F16
,
F32
,
F32
,
F32
,
D
PtrsGlobal
,
PassThrough
,
PassThrough
,
PassThrough
,
ReduceOps
,
D
InElementOps
,
D
OutElementOps
,
ReduceMemOp
,
GemmDefault
,
1
,
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
,
true
,
S
<
4
,
32
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
2
,
8
,
true
,
1
,
1
,
S
<
1
,
32
,
1
,
4
>
,
8
,
S
<
64
,
2
>
,
4
,
1
>
,
DeviceBatchedGemmReduce_Xdl_CShuffle
<
Row
,
Row
,
Row
,
F16
,
F16
,
F16
,
F32
,
F32
,
F32
,
Reduce
PtrsGlobal
,
PassThrough
,
PassThrough
,
PassThrough
,
ReduceOps
,
Reduce
InElementOps
,
Reduce
OutElementOps
,
ReduceMemOp
,
GemmDefault
,
1
,
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
,
true
,
S
<
4
,
32
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
2
,
8
,
true
,
1
,
1
,
S
<
1
,
32
,
1
,
4
>
,
8
,
S
<
64
,
2
>
,
4
,
1
>
,
DeviceBatchedGemmReduce_Xdl_CShuffle
<
Row
,
Row
,
Row
,
F16
,
F16
,
F16
,
F32
,
F32
,
F32
,
D
PtrsGlobal
,
PassThrough
,
PassThrough
,
PassThrough
,
ReduceOps
,
D
InElementOps
,
D
OutElementOps
,
ReduceMemOp
,
GemmDefault
,
1
,
128
,
64
,
128
,
32
,
8
,
2
,
32
,
32
,
2
,
2
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
S
<
4
,
32
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
4
,
2
,
false
,
1
,
1
,
S
<
1
,
16
,
1
,
8
>
,
8
,
S
<
32
,
4
>
,
4
,
1
>
,
DeviceBatchedGemmReduce_Xdl_CShuffle
<
Row
,
Row
,
Row
,
F16
,
F16
,
F16
,
F32
,
F32
,
F32
,
Reduce
PtrsGlobal
,
PassThrough
,
PassThrough
,
PassThrough
,
ReduceOps
,
Reduce
InElementOps
,
Reduce
OutElementOps
,
ReduceMemOp
,
GemmDefault
,
1
,
128
,
64
,
128
,
32
,
8
,
2
,
32
,
32
,
2
,
2
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
S
<
4
,
32
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
4
,
2
,
false
,
1
,
1
,
S
<
1
,
16
,
1
,
8
>
,
8
,
S
<
32
,
4
>
,
4
,
1
>
,
DeviceBatchedGemmReduce_Xdl_CShuffle
<
Row
,
Row
,
Row
,
F16
,
F16
,
F16
,
F32
,
F32
,
F32
,
D
PtrsGlobal
,
PassThrough
,
PassThrough
,
PassThrough
,
ReduceOps
,
D
InElementOps
,
D
OutElementOps
,
ReduceMemOp
,
GemmDefault
,
1
,
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
,
true
,
S
<
4
,
32
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
4
,
8
,
true
,
1
,
1
,
S
<
1
,
16
,
1
,
8
>
,
8
,
S
<
32
,
4
>
,
4
,
1
>
,
DeviceBatchedGemmReduce_Xdl_CShuffle
<
Row
,
Row
,
Row
,
F16
,
F16
,
F16
,
F32
,
F32
,
F32
,
Reduce
PtrsGlobal
,
PassThrough
,
PassThrough
,
PassThrough
,
ReduceOps
,
Reduce
InElementOps
,
Reduce
OutElementOps
,
ReduceMemOp
,
GemmDefault
,
1
,
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
,
true
,
S
<
4
,
32
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
4
,
8
,
true
,
1
,
1
,
S
<
1
,
16
,
1
,
8
>
,
8
,
S
<
32
,
4
>
,
4
,
1
>
,
DeviceBatchedGemmReduce_Xdl_CShuffle
<
Row
,
Row
,
Row
,
F16
,
F16
,
F16
,
F32
,
F32
,
F32
,
D
PtrsGlobal
,
PassThrough
,
PassThrough
,
PassThrough
,
ReduceOps
,
D
InElementOps
,
D
OutElementOps
,
ReduceMemOp
,
GemmDefault
,
1
,
256
,
128
,
64
,
32
,
8
,
2
,
32
,
32
,
2
,
1
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
S
<
16
,
16
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
4
,
2
,
false
,
1
,
1
,
S
<
1
,
16
,
1
,
4
>
,
8
,
S
<
64
,
4
>
,
4
,
1
>
,
DeviceBatchedGemmReduce_Xdl_CShuffle
<
Row
,
Row
,
Row
,
F16
,
F16
,
F16
,
F32
,
F32
,
F32
,
Reduce
PtrsGlobal
,
PassThrough
,
PassThrough
,
PassThrough
,
ReduceOps
,
Reduce
InElementOps
,
Reduce
OutElementOps
,
ReduceMemOp
,
GemmDefault
,
1
,
256
,
128
,
64
,
32
,
8
,
2
,
32
,
32
,
2
,
1
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
S
<
16
,
16
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
4
,
2
,
false
,
1
,
1
,
S
<
1
,
16
,
1
,
4
>
,
8
,
S
<
64
,
4
>
,
4
,
1
>
,
DeviceBatchedGemmReduce_Xdl_CShuffle
<
Row
,
Row
,
Row
,
F16
,
F16
,
F16
,
F32
,
F32
,
F32
,
D
PtrsGlobal
,
PassThrough
,
PassThrough
,
PassThrough
,
ReduceOps
,
D
InElementOps
,
D
OutElementOps
,
ReduceMemOp
,
GemmDefault
,
1
,
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
,
true
,
S
<
4
,
64
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
1
,
8
,
true
,
1
,
1
,
S
<
1
,
16
,
1
,
4
>
,
8
,
S
<
64
,
4
>
,
4
,
1
>
,
DeviceBatchedGemmReduce_Xdl_CShuffle
<
Row
,
Row
,
Row
,
F16
,
F16
,
F16
,
F32
,
F32
,
F32
,
Reduce
PtrsGlobal
,
PassThrough
,
PassThrough
,
PassThrough
,
ReduceOps
,
Reduce
InElementOps
,
Reduce
OutElementOps
,
ReduceMemOp
,
GemmDefault
,
1
,
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
,
true
,
S
<
4
,
64
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
1
,
8
,
true
,
1
,
1
,
S
<
1
,
16
,
1
,
4
>
,
8
,
S
<
64
,
4
>
,
4
,
1
>
,
DeviceBatchedGemmReduce_Xdl_CShuffle
<
Row
,
Row
,
Row
,
F16
,
F16
,
F16
,
F32
,
F32
,
F32
,
D
PtrsGlobal
,
PassThrough
,
PassThrough
,
PassThrough
,
ReduceOps
,
D
InElementOps
,
D
OutElementOps
,
ReduceMemOp
,
GemmDefault
,
1
,
256
,
64
,
128
,
32
,
8
,
2
,
32
,
32
,
1
,
2
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
S
<
8
,
32
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
4
,
2
,
false
,
1
,
1
,
S
<
1
,
32
,
1
,
8
>
,
8
,
S
<
64
,
4
>
,
4
,
1
>
,
DeviceBatchedGemmReduce_Xdl_CShuffle
<
Row
,
Row
,
Row
,
F16
,
F16
,
F16
,
F32
,
F32
,
F32
,
Reduce
PtrsGlobal
,
PassThrough
,
PassThrough
,
PassThrough
,
ReduceOps
,
Reduce
InElementOps
,
Reduce
OutElementOps
,
ReduceMemOp
,
GemmDefault
,
1
,
256
,
64
,
128
,
32
,
8
,
2
,
32
,
32
,
1
,
2
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
S
<
8
,
32
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
4
,
2
,
false
,
1
,
1
,
S
<
1
,
32
,
1
,
8
>
,
8
,
S
<
64
,
4
>
,
4
,
1
>
,
DeviceBatchedGemmReduce_Xdl_CShuffle
<
Row
,
Row
,
Row
,
F16
,
F16
,
F16
,
F32
,
F32
,
F32
,
D
PtrsGlobal
,
PassThrough
,
PassThrough
,
PassThrough
,
ReduceOps
,
D
InElementOps
,
D
OutElementOps
,
ReduceMemOp
,
GemmDefault
,
1
,
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
,
true
,
S
<
4
,
64
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
2
,
8
,
true
,
1
,
1
,
S
<
1
,
32
,
1
,
8
>
,
8
,
S
<
64
,
4
>
,
4
,
1
>
DeviceBatchedGemmReduce_Xdl_CShuffle
<
Row
,
Row
,
Row
,
F16
,
F16
,
F16
,
F32
,
F32
,
F32
,
Reduce
PtrsGlobal
,
PassThrough
,
PassThrough
,
PassThrough
,
ReduceOps
,
Reduce
InElementOps
,
Reduce
OutElementOps
,
ReduceMemOp
,
GemmDefault
,
1
,
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
,
true
,
S
<
4
,
64
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
2
,
8
,
true
,
1
,
1
,
S
<
1
,
32
,
1
,
8
>
,
8
,
S
<
64
,
4
>
,
4
,
1
>
// clang-format on
// clang-format on
>
;
>
;
void
add_device_batched_gemm_reduce_xdl_cshuffle_f16_f16_f16_f32_f32_gmk_gkn_gmn_instances
(
void
add_device_batched_gemm_reduce_xdl_cshuffle_f16_f16_f16_f32_f32_gmk_gkn_gmn_instances
(
std
::
vector
<
DeviceBatchedGemmReducePtr
<
PassThrough
,
std
::
vector
<
DeviceGemmReducePtr
<
0
,
ReducePtrsGlobal
::
Size
()
>>&
instances
)
PassThrough
,
PassThrough
,
DInElementOps
,
DOutElementOps
>>&
instances
)
{
{
add_device_operation_instances
(
add_device_operation_instances
(
instances
,
instances
,
...
...
library/src/tensor_operation_instance/gpu/batched_gemm_reduce/device_batched_gemm_reduce_xdl_cshuffle_f16_f16_f16_f32_f32_gmk_gnk_gmn_instance.cpp
View file @
f5de8b57
...
@@ -15,9 +15,9 @@ namespace tensor_operation {
...
@@ -15,9 +15,9 @@ namespace tensor_operation {
namespace
device
{
namespace
device
{
namespace
device_gemm_instance
{
namespace
device_gemm_instance
{
using
F16
=
ck
::
half_t
;
using
F16
=
ck
::
half_t
;
using
F32
=
float
;
using
F32
=
float
;
using
D
PtrsGlobal
=
ck
::
Tuple
<
F32
*
,
F32
*>
;
using
Reduce
PtrsGlobal
=
ck
::
Tuple
<
F32
*
,
F32
*>
;
using
Row
=
ck
::
tensor_layout
::
gemm
::
RowMajor
;
using
Row
=
ck
::
tensor_layout
::
gemm
::
RowMajor
;
using
Col
=
ck
::
tensor_layout
::
gemm
::
ColumnMajor
;
using
Col
=
ck
::
tensor_layout
::
gemm
::
ColumnMajor
;
...
@@ -29,10 +29,10 @@ using PassThrough = ck::tensor_operation::element_wise::PassThrough;
...
@@ -29,10 +29,10 @@ using PassThrough = ck::tensor_operation::element_wise::PassThrough;
using
ReduceSum
=
ck
::
reduce
::
Add
;
using
ReduceSum
=
ck
::
reduce
::
Add
;
using
ReduceOps
=
ck
::
Tuple
<
ReduceSum
,
ReduceSum
>
;
using
ReduceOps
=
ck
::
Tuple
<
ReduceSum
,
ReduceSum
>
;
using
Identity
=
ck
::
tensor_operation
::
element_wise
::
PassThrough
;
using
Identity
=
ck
::
tensor_operation
::
element_wise
::
PassThrough
;
using
Square
=
ck
::
tensor_operation
::
element_wise
::
UnarySquare
;
using
Square
=
ck
::
tensor_operation
::
element_wise
::
UnarySquare
;
using
D
InElementOps
=
ck
::
Tuple
<
Identity
,
Square
>
;
using
Reduce
InElementOps
=
ck
::
Tuple
<
Identity
,
Square
>
;
using
D
OutElementOps
=
ck
::
Tuple
<
Identity
,
Identity
>
;
using
Reduce
OutElementOps
=
ck
::
Tuple
<
Identity
,
Identity
>
;
using
ReduceMemOp
=
ck
::
InMemoryDataOperationEnumSequence
<
ck
::
InMemoryDataOperationEnum
::
AtomicAdd
,
using
ReduceMemOp
=
ck
::
InMemoryDataOperationEnumSequence
<
ck
::
InMemoryDataOperationEnum
::
AtomicAdd
,
ck
::
InMemoryDataOperationEnum
::
AtomicAdd
>
;
ck
::
InMemoryDataOperationEnum
::
AtomicAdd
>
;
...
@@ -43,32 +43,28 @@ static constexpr auto GemmDefault = ck::tensor_operation::device::GemmSpecializa
...
@@ -43,32 +43,28 @@ static constexpr auto GemmDefault = ck::tensor_operation::device::GemmSpecializa
using
device_batched_gemm_reduce_xdl_cshuffle_f16_f16_f16_f32_f32_gmk_gnk_gmn_instances
=
using
device_batched_gemm_reduce_xdl_cshuffle_f16_f16_f16_f32_f32_gmk_gnk_gmn_instances
=
std
::
tuple
<
std
::
tuple
<
// clang-format off
// clang-format off
//##################################| ALayout| BLayout| CLayout|AData| BData| CData| GemmAcc| CShuffle| ReduceAcc|
D
Data| A| B| C|
Dxs| Dxs
InEleOp|
Dxs
AccEleOp|
D
| 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| CReduce| CReduceThreadLds2VGprCopy| CReduceThreadVgpr2GlobalCopy|
//##################################| ALayout| BLayout| CLayout|AData| BData| CData| GemmAcc| CShuffle| ReduceAcc|
Reduce
Data| A| B| C|
Reduce| Reduce
InEleOp|
Reduce
AccEleOp|
Reduce
| 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| CReduce| CReduceThreadLds2VGprCopy| CReduceThreadVgpr2GlobalCopy|
//##################################| | | | Type| Type| Type| DataType| DataType| DataType| Type Tuple| Elementwise| Elementwise| Elementwise|
Reduce|
|
|
MemoryData|Spacialization| 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_MPerBlock| ScalarPerVector| ThreadClusterLengths| SrcDstScalarPerVector| SrcDstScalarPerVector|
//##################################| | | | Type| Type| Type| DataType| DataType| DataType|
Type Tuple| Elementwise| Elementwise| Elementwise|
Operation|
|
|
MemoryData|Spacialization| 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_MPerBlock| ScalarPerVector| ThreadClusterLengths| SrcDstScalarPerVector| SrcDstScalarPerVector|
//##################################| | | | | | | | | | | Operation| Operation| 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_NPerBlock| _NPerBlock| _MPerBlock_NPerBlock| _NPerBlock| _MPerBlock|
//##################################| | | | | | | | | |
| Operation| 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_NPerBlock| _NPerBlock| _MPerBlock_NPerBlock| _NPerBlock| _MPerBlock|
//##################################| | | | | | | | | | | | | |
|
|
| | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | |
//##################################| | | | | | | | | |
| | | |
|
|
|
| | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | |
DeviceBatchedGemmReduce_Xdl_CShuffle
<
Row
,
Col
,
Row
,
F16
,
F16
,
F16
,
F32
,
F32
,
F32
,
D
PtrsGlobal
,
PassThrough
,
PassThrough
,
PassThrough
,
ReduceOps
,
D
InElementOps
,
D
OutElementOps
,
ReduceMemOp
,
GemmDefault
,
1
,
256
,
256
,
128
,
32
,
8
,
8
,
32
,
32
,
4
,
2
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S
<
4
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64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
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0
,
2
>
,
2
,
8
,
8
,
true
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S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
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0
,
2
>
,
2
,
8
,
8
,
true
,
1
,
1
,
S
<
1
,
32
,
1
,
8
>
,
8
,
S
<
64
,
4
>
,
4
,
1
>
,
DeviceBatchedGemmReduce_Xdl_CShuffle
<
Row
,
Col
,
Row
,
F16
,
F16
,
F16
,
F32
,
F32
,
F32
,
Reduce
PtrsGlobal
,
PassThrough
,
PassThrough
,
PassThrough
,
ReduceOps
,
Reduce
InElementOps
,
Reduce
OutElementOps
,
ReduceMemOp
,
GemmDefault
,
1
,
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
,
true
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
1
,
1
,
S
<
1
,
32
,
1
,
8
>
,
8
,
S
<
64
,
4
>
,
4
,
1
>
,
DeviceBatchedGemmReduce_Xdl_CShuffle
<
Row
,
Col
,
Row
,
F16
,
F16
,
F16
,
F32
,
F32
,
F32
,
D
PtrsGlobal
,
PassThrough
,
PassThrough
,
PassThrough
,
ReduceOps
,
D
InElementOps
,
D
OutElementOps
,
ReduceMemOp
,
GemmDefault
,
1
,
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
,
true
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
1
,
1
,
S
<
1
,
32
,
1
,
8
>
,
8
,
S
<
64
,
4
>
,
4
,
1
>
,
DeviceBatchedGemmReduce_Xdl_CShuffle
<
Row
,
Col
,
Row
,
F16
,
F16
,
F16
,
F32
,
F32
,
F32
,
Reduce
PtrsGlobal
,
PassThrough
,
PassThrough
,
PassThrough
,
ReduceOps
,
Reduce
InElementOps
,
Reduce
OutElementOps
,
ReduceMemOp
,
GemmDefault
,
1
,
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
,
true
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
1
,
1
,
S
<
1
,
32
,
1
,
8
>
,
8
,
S
<
64
,
4
>
,
4
,
1
>
,
DeviceBatchedGemmReduce_Xdl_CShuffle
<
Row
,
Col
,
Row
,
F16
,
F16
,
F16
,
F32
,
F32
,
F32
,
D
PtrsGlobal
,
PassThrough
,
PassThrough
,
PassThrough
,
ReduceOps
,
D
InElementOps
,
D
OutElementOps
,
ReduceMemOp
,
GemmDefault
,
1
,
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
,
true
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
1
,
1
,
S
<
1
,
16
,
1
,
8
>
,
8
,
S
<
32
,
4
>
,
4
,
1
>
,
DeviceBatchedGemmReduce_Xdl_CShuffle
<
Row
,
Col
,
Row
,
F16
,
F16
,
F16
,
F32
,
F32
,
F32
,
Reduce
PtrsGlobal
,
PassThrough
,
PassThrough
,
PassThrough
,
ReduceOps
,
Reduce
InElementOps
,
Reduce
OutElementOps
,
ReduceMemOp
,
GemmDefault
,
1
,
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
,
true
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
1
,
1
,
S
<
1
,
16
,
1
,
8
>
,
8
,
S
<
32
,
4
>
,
4
,
1
>
,
DeviceBatchedGemmReduce_Xdl_CShuffle
<
Row
,
Col
,
Row
,
F16
,
F16
,
F16
,
F32
,
F32
,
F32
,
D
PtrsGlobal
,
PassThrough
,
PassThrough
,
PassThrough
,
ReduceOps
,
D
InElementOps
,
D
OutElementOps
,
ReduceMemOp
,
GemmDefault
,
1
,
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
,
true
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
1
,
1
,
S
<
1
,
32
,
1
,
8
>
,
8
,
S
<
64
,
4
>
,
4
,
1
>
,
DeviceBatchedGemmReduce_Xdl_CShuffle
<
Row
,
Col
,
Row
,
F16
,
F16
,
F16
,
F32
,
F32
,
F32
,
Reduce
PtrsGlobal
,
PassThrough
,
PassThrough
,
PassThrough
,
ReduceOps
,
Reduce
InElementOps
,
Reduce
OutElementOps
,
ReduceMemOp
,
GemmDefault
,
1
,
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
,
true
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
1
,
1
,
S
<
1
,
32
,
1
,
8
>
,
8
,
S
<
64
,
4
>
,
4
,
1
>
,
DeviceBatchedGemmReduce_Xdl_CShuffle
<
Row
,
Col
,
Row
,
F16
,
F16
,
F16
,
F32
,
F32
,
F32
,
D
PtrsGlobal
,
PassThrough
,
PassThrough
,
PassThrough
,
ReduceOps
,
D
InElementOps
,
D
OutElementOps
,
ReduceMemOp
,
GemmDefault
,
1
,
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
,
true
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
1
,
1
,
S
<
1
,
32
,
1
,
4
>
,
8
,
S
<
64
,
2
>
,
4
,
1
>
,
DeviceBatchedGemmReduce_Xdl_CShuffle
<
Row
,
Col
,
Row
,
F16
,
F16
,
F16
,
F32
,
F32
,
F32
,
Reduce
PtrsGlobal
,
PassThrough
,
PassThrough
,
PassThrough
,
ReduceOps
,
Reduce
InElementOps
,
Reduce
OutElementOps
,
ReduceMemOp
,
GemmDefault
,
1
,
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
,
true
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
1
,
1
,
S
<
1
,
32
,
1
,
4
>
,
8
,
S
<
64
,
2
>
,
4
,
1
>
,
DeviceBatchedGemmReduce_Xdl_CShuffle
<
Row
,
Col
,
Row
,
F16
,
F16
,
F16
,
F32
,
F32
,
F32
,
D
PtrsGlobal
,
PassThrough
,
PassThrough
,
PassThrough
,
ReduceOps
,
D
InElementOps
,
D
OutElementOps
,
ReduceMemOp
,
GemmDefault
,
1
,
128
,
64
,
128
,
32
,
8
,
8
,
32
,
32
,
2
,
2
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
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2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
1
,
1
,
S
<
1
,
16
,
1
,
8
>
,
8
,
S
<
32
,
4
>
,
4
,
1
>
,
DeviceBatchedGemmReduce_Xdl_CShuffle
<
Row
,
Col
,
Row
,
F16
,
F16
,
F16
,
F32
,
F32
,
F32
,
Reduce
PtrsGlobal
,
PassThrough
,
PassThrough
,
PassThrough
,
ReduceOps
,
Reduce
InElementOps
,
Reduce
OutElementOps
,
ReduceMemOp
,
GemmDefault
,
1
,
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
,
true
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
1
,
1
,
S
<
1
,
16
,
1
,
8
>
,
8
,
S
<
32
,
4
>
,
4
,
1
>
,
DeviceBatchedGemmReduce_Xdl_CShuffle
<
Row
,
Col
,
Row
,
F16
,
F16
,
F16
,
F32
,
F32
,
F32
,
D
PtrsGlobal
,
PassThrough
,
PassThrough
,
PassThrough
,
ReduceOps
,
D
InElementOps
,
D
OutElementOps
,
ReduceMemOp
,
GemmDefault
,
1
,
64
,
64
,
64
,
32
,
8
,
8
,
32
,
32
,
2
,
2
,
S
<
4
,
16
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,
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<
1
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1
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0
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2
,
8
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true
,
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<
4
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16
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1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
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0
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2
>
,
2
,
8
,
8
,
true
,
1
,
1
,
S
<
1
,
16
,
1
,
4
>
,
8
,
S
<
32
,
2
>
,
4
,
1
>
,
DeviceBatchedGemmReduce_Xdl_CShuffle
<
Row
,
Col
,
Row
,
F16
,
F16
,
F16
,
F32
,
F32
,
F32
,
Reduce
PtrsGlobal
,
PassThrough
,
PassThrough
,
PassThrough
,
ReduceOps
,
Reduce
InElementOps
,
Reduce
OutElementOps
,
ReduceMemOp
,
GemmDefault
,
1
,
64
,
64
,
64
,
32
,
8
,
8
,
32
,
32
,
2
,
2
,
S
<
4
,
16
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1
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,
S
<
1
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0
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2
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<
1
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0
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2
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,
2
,
8
,
8
,
true
,
S
<
4
,
16
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
1
,
1
,
S
<
1
,
16
,
1
,
4
>
,
8
,
S
<
32
,
2
>
,
4
,
1
>
,
DeviceBatchedGemmReduce_Xdl_CShuffle
<
Row
,
Col
,
Row
,
F16
,
F16
,
F16
,
F32
,
F32
,
F32
,
D
PtrsGlobal
,
PassThrough
,
PassThrough
,
PassThrough
,
ReduceOps
,
D
InElementOps
,
D
OutElementOps
,
ReduceMemOp
,
GemmDefault
,
1
,
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
,
true
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
1
,
1
,
S
<
1
,
32
,
1
,
8
>
,
8
,
S
<
64
,
4
>
,
4
,
1
>
,
DeviceBatchedGemmReduce_Xdl_CShuffle
<
Row
,
Col
,
Row
,
F16
,
F16
,
F16
,
F32
,
F32
,
F32
,
Reduce
PtrsGlobal
,
PassThrough
,
PassThrough
,
PassThrough
,
ReduceOps
,
Reduce
InElementOps
,
Reduce
OutElementOps
,
ReduceMemOp
,
GemmDefault
,
1
,
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
,
true
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
1
,
1
,
S
<
1
,
32
,
1
,
8
>
,
8
,
S
<
64
,
4
>
,
4
,
1
>
,
DeviceBatchedGemmReduce_Xdl_CShuffle
<
Row
,
Col
,
Row
,
F16
,
F16
,
F16
,
F32
,
F32
,
F32
,
D
PtrsGlobal
,
PassThrough
,
PassThrough
,
PassThrough
,
ReduceOps
,
D
InElementOps
,
D
OutElementOps
,
ReduceMemOp
,
GemmDefault
,
1
,
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
,
true
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
1
,
1
,
S
<
1
,
32
,
1
,
8
>
,
8
,
S
<
64
,
4
>
,
4
,
1
>
,
DeviceBatchedGemmReduce_Xdl_CShuffle
<
Row
,
Col
,
Row
,
F16
,
F16
,
F16
,
F32
,
F32
,
F32
,
Reduce
PtrsGlobal
,
PassThrough
,
PassThrough
,
PassThrough
,
ReduceOps
,
Reduce
InElementOps
,
Reduce
OutElementOps
,
ReduceMemOp
,
GemmDefault
,
1
,
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
,
true
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
1
,
1
,
S
<
1
,
32
,
1
,
8
>
,
8
,
S
<
64
,
4
>
,
4
,
1
>
,
DeviceBatchedGemmReduce_Xdl_CShuffle
<
Row
,
Col
,
Row
,
F16
,
F16
,
F16
,
F32
,
F32
,
F32
,
D
PtrsGlobal
,
PassThrough
,
PassThrough
,
PassThrough
,
ReduceOps
,
D
InElementOps
,
D
OutElementOps
,
ReduceMemOp
,
GemmDefault
,
1
,
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
,
true
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
1
,
1
,
S
<
1
,
32
,
1
,
4
>
,
8
,
S
<
64
,
2
>
,
4
,
1
>
,
DeviceBatchedGemmReduce_Xdl_CShuffle
<
Row
,
Col
,
Row
,
F16
,
F16
,
F16
,
F32
,
F32
,
F32
,
Reduce
PtrsGlobal
,
PassThrough
,
PassThrough
,
PassThrough
,
ReduceOps
,
Reduce
InElementOps
,
Reduce
OutElementOps
,
ReduceMemOp
,
GemmDefault
,
1
,
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
,
true
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
1
,
1
,
S
<
1
,
32
,
1
,
4
>
,
8
,
S
<
64
,
2
>
,
4
,
1
>
,
DeviceBatchedGemmReduce_Xdl_CShuffle
<
Row
,
Col
,
Row
,
F16
,
F16
,
F16
,
F32
,
F32
,
F32
,
D
PtrsGlobal
,
PassThrough
,
PassThrough
,
PassThrough
,
ReduceOps
,
D
InElementOps
,
D
OutElementOps
,
ReduceMemOp
,
GemmDefault
,
1
,
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
,
true
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
1
,
1
,
S
<
1
,
16
,
1
,
8
>
,
8
,
S
<
32
,
4
>
,
4
,
1
>
,
DeviceBatchedGemmReduce_Xdl_CShuffle
<
Row
,
Col
,
Row
,
F16
,
F16
,
F16
,
F32
,
F32
,
F32
,
Reduce
PtrsGlobal
,
PassThrough
,
PassThrough
,
PassThrough
,
ReduceOps
,
Reduce
InElementOps
,
Reduce
OutElementOps
,
ReduceMemOp
,
GemmDefault
,
1
,
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
,
true
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
1
,
1
,
S
<
1
,
16
,
1
,
8
>
,
8
,
S
<
32
,
4
>
,
4
,
1
>
,
DeviceBatchedGemmReduce_Xdl_CShuffle
<
Row
,
Col
,
Row
,
F16
,
F16
,
F16
,
F32
,
F32
,
F32
,
D
PtrsGlobal
,
PassThrough
,
PassThrough
,
PassThrough
,
ReduceOps
,
D
InElementOps
,
D
OutElementOps
,
ReduceMemOp
,
GemmDefault
,
1
,
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
,
true
,
S
<
4
,
16
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
1
,
1
,
S
<
1
,
16
,
1
,
4
>
,
8
,
S
<
32
,
2
>
,
4
,
1
>
,
DeviceBatchedGemmReduce_Xdl_CShuffle
<
Row
,
Col
,
Row
,
F16
,
F16
,
F16
,
F32
,
F32
,
F32
,
Reduce
PtrsGlobal
,
PassThrough
,
PassThrough
,
PassThrough
,
ReduceOps
,
Reduce
InElementOps
,
Reduce
OutElementOps
,
ReduceMemOp
,
GemmDefault
,
1
,
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
,
true
,
S
<
4
,
16
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
1
,
1
,
S
<
1
,
16
,
1
,
4
>
,
8
,
S
<
32
,
2
>
,
4
,
1
>
,
DeviceBatchedGemmReduce_Xdl_CShuffle
<
Row
,
Col
,
Row
,
F16
,
F16
,
F16
,
F32
,
F32
,
F32
,
D
PtrsGlobal
,
PassThrough
,
PassThrough
,
PassThrough
,
ReduceOps
,
D
InElementOps
,
D
OutElementOps
,
ReduceMemOp
,
GemmDefault
,
1
,
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
,
true
,
S
<
4
,
16
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
1
,
1
,
S
<
1
,
16
,
1
,
4
>
,
8
,
S
<
32
,
2
>
,
4
,
1
>
DeviceBatchedGemmReduce_Xdl_CShuffle
<
Row
,
Col
,
Row
,
F16
,
F16
,
F16
,
F32
,
F32
,
F32
,
Reduce
PtrsGlobal
,
PassThrough
,
PassThrough
,
PassThrough
,
ReduceOps
,
Reduce
InElementOps
,
Reduce
OutElementOps
,
ReduceMemOp
,
GemmDefault
,
1
,
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
,
true
,
S
<
4
,
16
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
1
,
1
,
S
<
1
,
16
,
1
,
4
>
,
8
,
S
<
32
,
2
>
,
4
,
1
>
// clang-format on
// clang-format on
>
;
>
;
void
add_device_batched_gemm_reduce_xdl_cshuffle_f16_f16_f16_f32_f32_gmk_gnk_gmn_instances
(
void
add_device_batched_gemm_reduce_xdl_cshuffle_f16_f16_f16_f32_f32_gmk_gnk_gmn_instances
(
std
::
vector
<
DeviceBatchedGemmReducePtr
<
PassThrough
,
std
::
vector
<
DeviceGemmReducePtr
<
0
,
ReducePtrsGlobal
::
Size
()
>>&
instances
)
PassThrough
,
PassThrough
,
DInElementOps
,
DOutElementOps
>>&
instances
)
{
{
add_device_operation_instances
(
add_device_operation_instances
(
instances
,
instances
,
...
...
library/src/tensor_operation_instance/gpu/elementwise/CMakeLists.txt
0 → 100644
View file @
f5de8b57
set
(
DEVICE_ELEMENTWISE_INSTANCE_SOURCE
device_normalize_instance.cpp
)
add_instance_library
(
device_elementwise_instance
${
DEVICE_ELEMENTWISE_INSTANCE_SOURCE
}
)
target_compile_features
(
device_elementwise_instance PUBLIC
)
set_target_properties
(
device_elementwise_instance PROPERTIES POSITION_INDEPENDENT_CODE ON
)
clang_tidy_check
(
device_elementwise_instance
)
library/src/tensor_operation_instance/gpu/elementwise/device_normalize_instance.cpp
0 → 100644
View file @
f5de8b57
// SPDX-License-Identifier: MIT
// Copyright (c) 2018-2022, Advanced Micro Devices, Inc. All rights reserved.
#include <cstdlib>
#include "ck/ck.hpp"
#include "ck/tensor_operation/gpu/device/tensor_layout.hpp"
#include "ck/tensor_operation/gpu/device/gemm_specialization.hpp"
#include "ck/tensor_operation/gpu/device/device_5ary_elementwise.hpp"
#include "ck/library/tensor_operation_instance/device_operation_instance.hpp"
namespace
ck
{
namespace
tensor_operation
{
namespace
device
{
using
F16
=
ck
::
half_t
;
using
F32
=
float
;
using
inputType
=
F16
;
using
MeanType
=
F32
;
using
SquareMeanType
=
F32
;
using
GammaDataType
=
F16
;
using
BetaDataType
=
F16
;
using
outputType
=
F16
;
using
Normalize
=
ck
::
tensor_operation
::
element_wise
::
Normalize
;
using
device_normalize_from_mean_squaremean_f16_f32_f32_f16_f16_instances
=
std
::
tuple
<
// clang-format off
//###################|in | mean| square_mean| gamma| beta| out| ComputeDataType| functor| NDim| MPerThread| in, mean, square_mean, gamma, beta, out ScalarPerVector|
//###################|in | mean| square_mean| gamma| beta| out| ComputeDataType| functor| NDim| MPerThread| in, mean, square_mean, gamma, beta, out ScalarPerVector|
//###################|in | mean| square_mean| gamma| beta| out| ComputeDataType| functor| NDim| MPerThread| in, mean, square_mean, gamma, beta, out ScalarPerVector|
//###################|in | mean| square_mean| gamma| beta| out| ComputeDataType| functor| NDim| MPerThread| in, mean, square_mean, gamma, beta, out ScalarPerVector|
Device5AryElementwise
<
F16
,
F32
,
F32
,
F16
,
F16
,
F16
,
F32
,
Normalize
,
2
,
8
,
8
,
1
,
1
,
8
,
8
,
8
>
,
Device5AryElementwise
<
F16
,
F32
,
F32
,
F16
,
F16
,
F16
,
F32
,
Normalize
,
2
,
4
,
4
,
1
,
1
,
4
,
4
,
4
>
,
Device5AryElementwise
<
F16
,
F32
,
F32
,
F16
,
F16
,
F16
,
F32
,
Normalize
,
2
,
2
,
2
,
1
,
1
,
2
,
2
,
2
>
,
Device5AryElementwise
<
F16
,
F32
,
F32
,
F16
,
F16
,
F16
,
F32
,
Normalize
,
2
,
1
,
1
,
1
,
1
,
1
,
1
,
1
>
// clang-format on
>
;
void
add_device_normalize_from_mean_squaremean_f16_f32_f32_f16_f16_instances
(
std
::
vector
<
DeviceElementwisePtr
<
5
,
1
,
2
,
Normalize
>>&
instances
)
{
add_device_operation_instances
(
instances
,
device_normalize_from_mean_squaremean_f16_f32_f32_f16_f16_instances
{});
}
}
// namespace device
}
// namespace tensor_operation
}
// namespace ck
library/src/tensor_operation_instance/gpu/gemm_bias_add_reduce/CMakeLists.txt
View file @
f5de8b57
set
(
DEVICE_GEMM_REDUCE_INSTANCE_SOURCE
set
(
DEVICE_GEMM_
BIAS_ADD_
REDUCE_INSTANCE_SOURCE
device_gemm_bias_add_
reduce
_xdl_cshuffle_f16_f16_f16_f32_f32_mk_kn_mn_instance.cpp
device_gemm_bias_add_
mean_squaremean
_xdl_cshuffle_f16_f16_f16_f32_f32_mk_kn_mn_instance.cpp
device_gemm_bias_add_
reduce
_xdl_cshuffle_f16_f16_f16_f32_f32_mk_nk_mn_instance.cpp
device_gemm_bias_add_
mean_squaremean
_xdl_cshuffle_f16_f16_f16_f32_f32_mk_nk_mn_instance.cpp
device_gemm_bias_add_
reduce
_xdl_cshuffle_f16_f16_f16_f32_f32_km_kn_mn_instance.cpp
device_gemm_bias_add_
mean_squaremean
_xdl_cshuffle_f16_f16_f16_f32_f32_km_kn_mn_instance.cpp
device_gemm_bias_add_
reduce
_xdl_cshuffle_f16_f16_f16_f32_f32_km_nk_mn_instance.cpp
device_gemm_bias_add_
mean_squaremean
_xdl_cshuffle_f16_f16_f16_f32_f32_km_nk_mn_instance.cpp
)
)
add_instance_library
(
device_gemm_bias_add_reduce_instance
${
DEVICE_GEMM_REDUCE_INSTANCE_SOURCE
}
)
add_library
(
device_gemm_bias_add_reduce_instance OBJECT
${
DEVICE_GEMM_BIAS_ADD_REDUCE_INSTANCE_SOURCE
}
)
rocm_install
(
TARGETS device_gemm_bias_add_reduce_instance
)
target_compile_features
(
device_gemm_bias_add_reduce_instance PUBLIC
)
set_target_properties
(
device_gemm_bias_add_reduce_instance PROPERTIES POSITION_INDEPENDENT_CODE ON
)
clang_tidy_check
(
device_gemm_bias_add_reduce_instance
)
clang_tidy_check
(
device_gemm_bias_add_reduce_instance
)
library/src/tensor_operation_instance/gpu/gemm_bias_add_reduce/device_gemm_bias_add_mean_squaremean_xdl_cshuffle_f16_f16_f16_f32_f32_km_kn_mn_instance.cpp
0 → 100644
View file @
f5de8b57
// SPDX-License-Identifier: MIT
// Copyright (c) 2018-2022, Advanced Micro Devices, Inc. All rights reserved.
#include <cstdlib>
#include "ck/ck.hpp"
#include "ck/utility/reduction_operator.hpp"
#include "ck/tensor_operation/gpu/device/tensor_layout.hpp"
#include "ck/tensor_operation/gpu/device/gemm_specialization.hpp"
#include "ck/tensor_operation/gpu/device/device_gemm_bias_add_reduce_xdl_cshuffle.hpp"
#include "ck/tensor_operation/gpu/element/element_wise_operation.hpp"
#include "ck/library/tensor_operation_instance/device_operation_instance.hpp"
namespace
ck
{
namespace
tensor_operation
{
namespace
device
{
namespace
device_gemm_instance
{
using
F16
=
ck
::
half_t
;
using
F32
=
float
;
using
ReducePtrsGlobal
=
ck
::
Tuple
<
F32
*
,
F32
*>
;
using
Row
=
ck
::
tensor_layout
::
gemm
::
RowMajor
;
using
Col
=
ck
::
tensor_layout
::
gemm
::
ColumnMajor
;
template
<
ck
::
index_t
...
Is
>
using
S
=
ck
::
Sequence
<
Is
...
>
;
using
PassThrough
=
ck
::
tensor_operation
::
element_wise
::
PassThrough
;
using
ReduceSum
=
ck
::
reduce
::
Add
;
using
ReduceOps
=
ck
::
Tuple
<
ReduceSum
,
ReduceSum
>
;
using
Div
=
ck
::
tensor_operation
::
element_wise
::
UnaryDivide
;
using
Identity
=
ck
::
tensor_operation
::
element_wise
::
PassThrough
;
using
Square
=
ck
::
tensor_operation
::
element_wise
::
UnarySquare
;
using
ReduceInElementOps
=
ck
::
Tuple
<
Identity
,
Square
>
;
using
ReduceOutElementOps
=
ck
::
Tuple
<
Div
,
Div
>
;
using
ReduceMemOp
=
ck
::
InMemoryDataOperationEnumSequence
<
ck
::
InMemoryDataOperationEnum
::
AtomicAdd
,
ck
::
InMemoryDataOperationEnum
::
AtomicAdd
>
;
static
constexpr
auto
GemmDefault
=
ck
::
tensor_operation
::
device
::
GemmSpecialization
::
Default
;
// c[m, n] = a[k, m] * b[k, n]
using
device_gemm_bias_add_mean_squaremean_xdl_cshuffle_f16_f16_f16_f16_f16_f32_f32_km_kn_mn_instances
=
std
::
tuple
<
// clang-format off
//##################################| ALayout| BLayout| CLayout|AData| BData| CData|C0Data|C1Data| GemmAcc| CShuffle| ReduceAcc| ReduceData| A| B| C| C1| Reduce| ReduceInEleOp| ReduceAccEleOp| Reduce| 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| CReduce| CReduceThreadLds2VGprCopy| CReduceThreadVgpr2GlobalCopy|
//##################################| | | | Type| Type| Type| Type| Type| DataType| DataType| DataType| Type Tuple| Elementwise| Elementwise| Elementwise| Elementwise| Operation| | | MemoryData|Spacialization| 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_MPerBlock| ScalarPerVector| ThreadClusterLengths| SrcDstScalarPerVector| SrcDstScalarPerVector|
//##################################| | | | | | | | | | | | | Operation| Operation| 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_NPerBlock| _NPerBlock| _MPerBlock_NPerBlock| _NPerBlock| _MPerBlock|
//##################################| | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | |
DeviceGemmBiasAddReduce_Xdl_CShuffle
<
Col
,
Row
,
Row
,
F16
,
F16
,
F16
,
F16
,
F16
,
F32
,
F32
,
F32
,
ReducePtrsGlobal
,
PassThrough
,
PassThrough
,
PassThrough
,
PassThrough
,
ReduceOps
,
ReduceInElementOps
,
ReduceOutElementOps
,
ReduceMemOp
,
GemmDefault
,
1
,
256
,
256
,
128
,
32
,
2
,
2
,
32
,
32
,
4
,
2
,
S
<
4
,
64
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
4
,
2
,
false
,
S
<
8
,
32
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
4
,
2
,
false
,
1
,
1
,
S
<
1
,
32
,
1
,
8
>
,
8
,
S
<
64
,
4
>
,
4
,
1
>
,
DeviceGemmBiasAddReduce_Xdl_CShuffle
<
Col
,
Row
,
Row
,
F16
,
F16
,
F16
,
F16
,
F16
,
F32
,
F32
,
F32
,
ReducePtrsGlobal
,
PassThrough
,
PassThrough
,
PassThrough
,
PassThrough
,
ReduceOps
,
ReduceInElementOps
,
ReduceOutElementOps
,
ReduceMemOp
,
GemmDefault
,
1
,
256
,
256
,
128
,
32
,
8
,
8
,
32
,
32
,
4
,
2
,
S
<
4
,
64
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
4
,
8
,
true
,
S
<
4
,
64
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
2
,
8
,
true
,
1
,
1
,
S
<
1
,
32
,
1
,
8
>
,
8
,
S
<
64
,
4
>
,
4
,
1
>
,
DeviceGemmBiasAddReduce_Xdl_CShuffle
<
Col
,
Row
,
Row
,
F16
,
F16
,
F16
,
F16
,
F16
,
F32
,
F32
,
F32
,
ReducePtrsGlobal
,
PassThrough
,
PassThrough
,
PassThrough
,
PassThrough
,
ReduceOps
,
ReduceInElementOps
,
ReduceOutElementOps
,
ReduceMemOp
,
GemmDefault
,
1
,
256
,
128
,
256
,
32
,
2
,
2
,
32
,
32
,
2
,
4
,
S
<
8
,
32
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
4
,
2
,
false
,
S
<
4
,
64
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
4
,
2
,
false
,
1
,
1
,
S
<
1
,
32
,
1
,
8
>
,
8
,
S
<
64
,
4
>
,
4
,
1
>
,
DeviceGemmBiasAddReduce_Xdl_CShuffle
<
Col
,
Row
,
Row
,
F16
,
F16
,
F16
,
F16
,
F16
,
F32
,
F32
,
F32
,
ReducePtrsGlobal
,
PassThrough
,
PassThrough
,
PassThrough
,
PassThrough
,
ReduceOps
,
ReduceInElementOps
,
ReduceOutElementOps
,
ReduceMemOp
,
GemmDefault
,
1
,
256
,
128
,
256
,
32
,
8
,
8
,
32
,
32
,
2
,
4
,
S
<
4
,
64
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
2
,
8
,
true
,
S
<
4
,
64
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
4
,
8
,
true
,
1
,
1
,
S
<
1
,
32
,
1
,
8
>
,
8
,
S
<
64
,
4
>
,
4
,
1
>
,
DeviceGemmBiasAddReduce_Xdl_CShuffle
<
Col
,
Row
,
Row
,
F16
,
F16
,
F16
,
F16
,
F16
,
F32
,
F32
,
F32
,
ReducePtrsGlobal
,
PassThrough
,
PassThrough
,
PassThrough
,
PassThrough
,
ReduceOps
,
ReduceInElementOps
,
ReduceOutElementOps
,
ReduceMemOp
,
GemmDefault
,
1
,
128
,
128
,
128
,
32
,
2
,
2
,
32
,
32
,
4
,
2
,
S
<
4
,
32
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
4
,
2
,
false
,
S
<
4
,
32
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
4
,
2
,
false
,
1
,
1
,
S
<
1
,
16
,
1
,
8
>
,
8
,
S
<
32
,
4
>
,
4
,
1
>
,
DeviceGemmBiasAddReduce_Xdl_CShuffle
<
Col
,
Row
,
Row
,
F16
,
F16
,
F16
,
F16
,
F16
,
F32
,
F32
,
F32
,
ReducePtrsGlobal
,
PassThrough
,
PassThrough
,
PassThrough
,
PassThrough
,
ReduceOps
,
ReduceInElementOps
,
ReduceOutElementOps
,
ReduceMemOp
,
GemmDefault
,
1
,
128
,
128
,
128
,
32
,
8
,
8
,
32
,
32
,
4
,
2
,
S
<
4
,
32
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
4
,
8
,
true
,
S
<
4
,
32
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
4
,
8
,
true
,
1
,
1
,
S
<
1
,
16
,
1
,
8
>
,
8
,
S
<
32
,
4
>
,
4
,
1
>
,
DeviceGemmBiasAddReduce_Xdl_CShuffle
<
Col
,
Row
,
Row
,
F16
,
F16
,
F16
,
F16
,
F16
,
F32
,
F32
,
F32
,
ReducePtrsGlobal
,
PassThrough
,
PassThrough
,
PassThrough
,
PassThrough
,
ReduceOps
,
ReduceInElementOps
,
ReduceOutElementOps
,
ReduceMemOp
,
GemmDefault
,
1
,
256
,
128
,
128
,
32
,
2
,
2
,
32
,
32
,
2
,
2
,
S
<
8
,
32
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
4
,
2
,
false
,
S
<
8
,
32
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
4
,
2
,
false
,
1
,
1
,
S
<
1
,
32
,
1
,
8
>
,
8
,
S
<
64
,
4
>
,
4
,
1
>
,
DeviceGemmBiasAddReduce_Xdl_CShuffle
<
Col
,
Row
,
Row
,
F16
,
F16
,
F16
,
F16
,
F16
,
F32
,
F32
,
F32
,
ReducePtrsGlobal
,
PassThrough
,
PassThrough
,
PassThrough
,
PassThrough
,
ReduceOps
,
ReduceInElementOps
,
ReduceOutElementOps
,
ReduceMemOp
,
GemmDefault
,
1
,
256
,
128
,
128
,
32
,
8
,
8
,
32
,
32
,
2
,
2
,
S
<
4
,
64
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
2
,
8
,
true
,
S
<
4
,
64
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
2
,
8
,
true
,
1
,
1
,
S
<
1
,
32
,
1
,
8
>
,
8
,
S
<
64
,
4
>
,
4
,
1
>
,
DeviceGemmBiasAddReduce_Xdl_CShuffle
<
Col
,
Row
,
Row
,
F16
,
F16
,
F16
,
F16
,
F16
,
F32
,
F32
,
F32
,
ReducePtrsGlobal
,
PassThrough
,
PassThrough
,
PassThrough
,
PassThrough
,
ReduceOps
,
ReduceInElementOps
,
ReduceOutElementOps
,
ReduceMemOp
,
GemmDefault
,
1
,
128
,
128
,
64
,
32
,
2
,
2
,
32
,
32
,
2
,
2
,
S
<
4
,
32
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
4
,
2
,
false
,
S
<
4
,
16
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
4
,
2
,
false
,
1
,
1
,
S
<
1
,
32
,
1
,
4
>
,
8
,
S
<
64
,
2
>
,
4
,
1
>
,
DeviceGemmBiasAddReduce_Xdl_CShuffle
<
Col
,
Row
,
Row
,
F16
,
F16
,
F16
,
F16
,
F16
,
F32
,
F32
,
F32
,
ReducePtrsGlobal
,
PassThrough
,
PassThrough
,
PassThrough
,
PassThrough
,
ReduceOps
,
ReduceInElementOps
,
ReduceOutElementOps
,
ReduceMemOp
,
GemmDefault
,
1
,
128
,
128
,
64
,
32
,
8
,
8
,
32
,
32
,
2
,
2
,
S
<
4
,
32
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
4
,
8
,
true
,
S
<
4
,
32
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
2
,
8
,
true
,
1
,
1
,
S
<
1
,
32
,
1
,
4
>
,
8
,
S
<
64
,
2
>
,
4
,
1
>
,
DeviceGemmBiasAddReduce_Xdl_CShuffle
<
Col
,
Row
,
Row
,
F16
,
F16
,
F16
,
F16
,
F16
,
F32
,
F32
,
F32
,
ReducePtrsGlobal
,
PassThrough
,
PassThrough
,
PassThrough
,
PassThrough
,
ReduceOps
,
ReduceInElementOps
,
ReduceOutElementOps
,
ReduceMemOp
,
GemmDefault
,
1
,
128
,
64
,
128
,
32
,
2
,
2
,
32
,
32
,
2
,
2
,
S
<
8
,
16
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
4
,
2
,
false
,
S
<
4
,
32
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
4
,
2
,
false
,
1
,
1
,
S
<
1
,
16
,
1
,
8
>
,
8
,
S
<
32
,
4
>
,
4
,
1
>
,
DeviceGemmBiasAddReduce_Xdl_CShuffle
<
Col
,
Row
,
Row
,
F16
,
F16
,
F16
,
F16
,
F16
,
F32
,
F32
,
F32
,
ReducePtrsGlobal
,
PassThrough
,
PassThrough
,
PassThrough
,
PassThrough
,
ReduceOps
,
ReduceInElementOps
,
ReduceOutElementOps
,
ReduceMemOp
,
GemmDefault
,
1
,
128
,
64
,
128
,
32
,
8
,
8
,
32
,
32
,
2
,
2
,
S
<
4
,
32
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
2
,
8
,
true
,
S
<
4
,
32
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
4
,
8
,
true
,
1
,
1
,
S
<
1
,
16
,
1
,
8
>
,
8
,
S
<
32
,
4
>
,
4
,
1
>
,
DeviceGemmBiasAddReduce_Xdl_CShuffle
<
Col
,
Row
,
Row
,
F16
,
F16
,
F16
,
F16
,
F16
,
F32
,
F32
,
F32
,
ReducePtrsGlobal
,
PassThrough
,
PassThrough
,
PassThrough
,
PassThrough
,
ReduceOps
,
ReduceInElementOps
,
ReduceOutElementOps
,
ReduceMemOp
,
GemmDefault
,
1
,
256
,
128
,
64
,
32
,
2
,
2
,
32
,
32
,
2
,
1
,
S
<
8
,
32
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
4
,
2
,
false
,
S
<
16
,
16
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
4
,
2
,
false
,
1
,
1
,
S
<
1
,
16
,
1
,
4
>
,
8
,
S
<
64
,
4
>
,
4
,
1
>
,
DeviceGemmBiasAddReduce_Xdl_CShuffle
<
Col
,
Row
,
Row
,
F16
,
F16
,
F16
,
F16
,
F16
,
F32
,
F32
,
F32
,
ReducePtrsGlobal
,
PassThrough
,
PassThrough
,
PassThrough
,
PassThrough
,
ReduceOps
,
ReduceInElementOps
,
ReduceOutElementOps
,
ReduceMemOp
,
GemmDefault
,
1
,
256
,
128
,
64
,
32
,
8
,
8
,
32
,
32
,
2
,
1
,
S
<
4
,
64
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
2
,
8
,
true
,
S
<
4
,
64
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
1
,
8
,
true
,
1
,
1
,
S
<
1
,
16
,
1
,
4
>
,
8
,
S
<
64
,
4
>
,
4
,
1
>
,
DeviceGemmBiasAddReduce_Xdl_CShuffle
<
Col
,
Row
,
Row
,
F16
,
F16
,
F16
,
F16
,
F16
,
F32
,
F32
,
F32
,
ReducePtrsGlobal
,
PassThrough
,
PassThrough
,
PassThrough
,
PassThrough
,
ReduceOps
,
ReduceInElementOps
,
ReduceOutElementOps
,
ReduceMemOp
,
GemmDefault
,
1
,
256
,
64
,
128
,
32
,
2
,
2
,
32
,
32
,
1
,
2
,
S
<
16
,
16
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
4
,
2
,
false
,
S
<
8
,
32
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
4
,
2
,
false
,
1
,
1
,
S
<
1
,
32
,
1
,
8
>
,
8
,
S
<
64
,
4
>
,
4
,
1
>
,
DeviceGemmBiasAddReduce_Xdl_CShuffle
<
Col
,
Row
,
Row
,
F16
,
F16
,
F16
,
F16
,
F16
,
F32
,
F32
,
F32
,
ReducePtrsGlobal
,
PassThrough
,
PassThrough
,
PassThrough
,
PassThrough
,
ReduceOps
,
ReduceInElementOps
,
ReduceOutElementOps
,
ReduceMemOp
,
GemmDefault
,
1
,
256
,
64
,
128
,
32
,
8
,
8
,
32
,
32
,
1
,
2
,
S
<
4
,
64
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
1
,
8
,
true
,
S
<
4
,
64
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
2
,
8
,
true
,
1
,
1
,
S
<
1
,
32
,
1
,
8
>
,
8
,
S
<
64
,
4
>
,
4
,
1
>
// clang-format on
>
;
void
add_device_gemm_bias_add_mean_squaremean_xdl_cshuffle_f16_f16_f16_f16_f16_f32_f32_km_kn_mn_instances
(
std
::
vector
<
DeviceGemmReducePtr
<
1
,
ReduceOps
::
Size
()
>>&
instances
)
{
add_device_operation_instances
(
instances
,
device_gemm_bias_add_mean_squaremean_xdl_cshuffle_f16_f16_f16_f16_f16_f32_f32_km_kn_mn_instances
{});
}
}
// namespace device_gemm_instance
}
// namespace device
}
// namespace tensor_operation
}
// namespace ck
library/src/tensor_operation_instance/gpu/gemm_bias_add_reduce/device_gemm_bias_add_mean_squaremean_xdl_cshuffle_f16_f16_f16_f32_f32_km_nk_mn_instance.cpp
0 → 100644
View file @
f5de8b57
// SPDX-License-Identifier: MIT
// Copyright (c) 2018-2022, Advanced Micro Devices, Inc. All rights reserved.
#include <cstdlib>
#include "ck/ck.hpp"
#include "ck/utility/reduction_operator.hpp"
#include "ck/tensor_operation/gpu/device/tensor_layout.hpp"
#include "ck/tensor_operation/gpu/device/gemm_specialization.hpp"
#include "ck/tensor_operation/gpu/device/device_gemm_bias_add_reduce_xdl_cshuffle.hpp"
#include "ck/tensor_operation/gpu/element/element_wise_operation.hpp"
#include "ck/library/tensor_operation_instance/device_operation_instance.hpp"
namespace
ck
{
namespace
tensor_operation
{
namespace
device
{
namespace
device_gemm_instance
{
using
F16
=
ck
::
half_t
;
using
F32
=
float
;
using
ReducePtrsGlobal
=
ck
::
Tuple
<
F32
*
,
F32
*>
;
using
Row
=
ck
::
tensor_layout
::
gemm
::
RowMajor
;
using
Col
=
ck
::
tensor_layout
::
gemm
::
ColumnMajor
;
template
<
ck
::
index_t
...
Is
>
using
S
=
ck
::
Sequence
<
Is
...
>
;
using
PassThrough
=
ck
::
tensor_operation
::
element_wise
::
PassThrough
;
using
ReduceSum
=
ck
::
reduce
::
Add
;
using
ReduceOps
=
ck
::
Tuple
<
ReduceSum
,
ReduceSum
>
;
using
Div
=
ck
::
tensor_operation
::
element_wise
::
UnaryDivide
;
using
Identity
=
ck
::
tensor_operation
::
element_wise
::
PassThrough
;
using
Square
=
ck
::
tensor_operation
::
element_wise
::
UnarySquare
;
using
ReduceInElementOps
=
ck
::
Tuple
<
Identity
,
Square
>
;
using
ReduceOutElementOps
=
ck
::
Tuple
<
Div
,
Div
>
;
using
ReduceMemOp
=
ck
::
InMemoryDataOperationEnumSequence
<
ck
::
InMemoryDataOperationEnum
::
AtomicAdd
,
ck
::
InMemoryDataOperationEnum
::
AtomicAdd
>
;
static
constexpr
auto
GemmDefault
=
ck
::
tensor_operation
::
device
::
GemmSpecialization
::
Default
;
// c[m, n] = a[k, m] * b[n, k]
using
device_gemm_bias_add_mean_squaremean_xdl_cshuffle_f16_f16_f16_f16_f16_f32_f32_km_nk_mn_instances
=
std
::
tuple
<
// clang-format off
//##################################| ALayout| BLayout| CLayout|AData| BData| CData|C0Data|C1Data| GemmAcc| CShuffle| ReduceAcc| ReduceData| A| B| C| C1| Reduce| ReduceInEleOp| ReduceAccEleOp| Reduce| 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| CReduce| CReduceThreadLds2VGprCopy| CReduceThreadVgpr2GlobalCopy|
//##################################| | | | Type| Type| Type| Type| Type| DataType| DataType| DataType| Type Tuple| Elementwise| Elementwise| Elementwise| Elementwise| Operation| | | MemoryData|Spacialization| 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_MPerBlock| ScalarPerVector| ThreadClusterLengths| SrcDstScalarPerVector| SrcDstScalarPerVector|
//##################################| | | | | | | | | | | | | Operation| Operation| 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_NPerBlock| _NPerBlock| _MPerBlock_NPerBlock| _NPerBlock| _MPerBlock|
//##################################| | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | |
DeviceGemmBiasAddReduce_Xdl_CShuffle
<
Col
,
Col
,
Row
,
F16
,
F16
,
F16
,
F16
,
F16
,
F32
,
F32
,
F32
,
ReducePtrsGlobal
,
PassThrough
,
PassThrough
,
PassThrough
,
PassThrough
,
ReduceOps
,
ReduceInElementOps
,
ReduceOutElementOps
,
ReduceMemOp
,
GemmDefault
,
1
,
256
,
256
,
128
,
32
,
2
,
8
,
32
,
32
,
4
,
2
,
S
<
4
,
64
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
4
,
2
,
false
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
1
,
1
,
S
<
1
,
32
,
1
,
8
>
,
8
,
S
<
64
,
4
>
,
4
,
1
>
,
DeviceGemmBiasAddReduce_Xdl_CShuffle
<
Col
,
Col
,
Row
,
F16
,
F16
,
F16
,
F16
,
F16
,
F32
,
F32
,
F32
,
ReducePtrsGlobal
,
PassThrough
,
PassThrough
,
PassThrough
,
PassThrough
,
ReduceOps
,
ReduceInElementOps
,
ReduceOutElementOps
,
ReduceMemOp
,
GemmDefault
,
1
,
256
,
256
,
128
,
32
,
8
,
8
,
32
,
32
,
4
,
2
,
S
<
4
,
64
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
4
,
8
,
true
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
1
,
1
,
S
<
1
,
32
,
1
,
8
>
,
8
,
S
<
64
,
4
>
,
4
,
1
>
,
DeviceGemmBiasAddReduce_Xdl_CShuffle
<
Col
,
Col
,
Row
,
F16
,
F16
,
F16
,
F16
,
F16
,
F32
,
F32
,
F32
,
ReducePtrsGlobal
,
PassThrough
,
PassThrough
,
PassThrough
,
PassThrough
,
ReduceOps
,
ReduceInElementOps
,
ReduceOutElementOps
,
ReduceMemOp
,
GemmDefault
,
1
,
256
,
128
,
256
,
32
,
2
,
8
,
32
,
32
,
2
,
4
,
S
<
8
,
32
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
4
,
2
,
false
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
1
,
1
,
S
<
1
,
32
,
1
,
8
>
,
8
,
S
<
64
,
4
>
,
4
,
1
>
,
DeviceGemmBiasAddReduce_Xdl_CShuffle
<
Col
,
Col
,
Row
,
F16
,
F16
,
F16
,
F16
,
F16
,
F32
,
F32
,
F32
,
ReducePtrsGlobal
,
PassThrough
,
PassThrough
,
PassThrough
,
PassThrough
,
ReduceOps
,
ReduceInElementOps
,
ReduceOutElementOps
,
ReduceMemOp
,
GemmDefault
,
1
,
256
,
128
,
256
,
32
,
8
,
8
,
32
,
32
,
2
,
4
,
S
<
4
,
64
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
2
,
8
,
true
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
1
,
1
,
S
<
1
,
32
,
1
,
8
>
,
8
,
S
<
64
,
4
>
,
4
,
1
>
,
DeviceGemmBiasAddReduce_Xdl_CShuffle
<
Col
,
Col
,
Row
,
F16
,
F16
,
F16
,
F16
,
F16
,
F32
,
F32
,
F32
,
ReducePtrsGlobal
,
PassThrough
,
PassThrough
,
PassThrough
,
PassThrough
,
ReduceOps
,
ReduceInElementOps
,
ReduceOutElementOps
,
ReduceMemOp
,
GemmDefault
,
1
,
128
,
128
,
128
,
32
,
2
,
8
,
32
,
32
,
4
,
2
,
S
<
4
,
32
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
4
,
2
,
false
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
1
,
1
,
S
<
1
,
16
,
1
,
8
>
,
8
,
S
<
32
,
4
>
,
4
,
1
>
,
DeviceGemmBiasAddReduce_Xdl_CShuffle
<
Col
,
Col
,
Row
,
F16
,
F16
,
F16
,
F16
,
F16
,
F32
,
F32
,
F32
,
ReducePtrsGlobal
,
PassThrough
,
PassThrough
,
PassThrough
,
PassThrough
,
ReduceOps
,
ReduceInElementOps
,
ReduceOutElementOps
,
ReduceMemOp
,
GemmDefault
,
1
,
128
,
128
,
128
,
32
,
8
,
8
,
32
,
32
,
4
,
2
,
S
<
4
,
32
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
4
,
8
,
true
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
1
,
1
,
S
<
1
,
16
,
1
,
8
>
,
8
,
S
<
32
,
4
>
,
4
,
1
>
,
DeviceGemmBiasAddReduce_Xdl_CShuffle
<
Col
,
Col
,
Row
,
F16
,
F16
,
F16
,
F16
,
F16
,
F32
,
F32
,
F32
,
ReducePtrsGlobal
,
PassThrough
,
PassThrough
,
PassThrough
,
PassThrough
,
ReduceOps
,
ReduceInElementOps
,
ReduceOutElementOps
,
ReduceMemOp
,
GemmDefault
,
1
,
256
,
128
,
128
,
32
,
2
,
8
,
32
,
32
,
2
,
2
,
S
<
8
,
32
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
4
,
2
,
false
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
1
,
1
,
S
<
1
,
32
,
1
,
8
>
,
8
,
S
<
64
,
4
>
,
4
,
1
>
,
DeviceGemmBiasAddReduce_Xdl_CShuffle
<
Col
,
Col
,
Row
,
F16
,
F16
,
F16
,
F16
,
F16
,
F32
,
F32
,
F32
,
ReducePtrsGlobal
,
PassThrough
,
PassThrough
,
PassThrough
,
PassThrough
,
ReduceOps
,
ReduceInElementOps
,
ReduceOutElementOps
,
ReduceMemOp
,
GemmDefault
,
1
,
256
,
128
,
128
,
32
,
8
,
8
,
32
,
32
,
2
,
2
,
S
<
4
,
64
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
2
,
8
,
true
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
1
,
1
,
S
<
1
,
32
,
1
,
8
>
,
8
,
S
<
64
,
4
>
,
4
,
1
>
,
DeviceGemmBiasAddReduce_Xdl_CShuffle
<
Col
,
Col
,
Row
,
F16
,
F16
,
F16
,
F16
,
F16
,
F32
,
F32
,
F32
,
ReducePtrsGlobal
,
PassThrough
,
PassThrough
,
PassThrough
,
PassThrough
,
ReduceOps
,
ReduceInElementOps
,
ReduceOutElementOps
,
ReduceMemOp
,
GemmDefault
,
1
,
128
,
128
,
64
,
32
,
2
,
8
,
32
,
32
,
2
,
2
,
S
<
4
,
32
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
4
,
2
,
false
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
1
,
1
,
S
<
1
,
32
,
1
,
4
>
,
8
,
S
<
64
,
2
>
,
4
,
1
>
,
DeviceGemmBiasAddReduce_Xdl_CShuffle
<
Col
,
Col
,
Row
,
F16
,
F16
,
F16
,
F16
,
F16
,
F32
,
F32
,
F32
,
ReducePtrsGlobal
,
PassThrough
,
PassThrough
,
PassThrough
,
PassThrough
,
ReduceOps
,
ReduceInElementOps
,
ReduceOutElementOps
,
ReduceMemOp
,
GemmDefault
,
1
,
128
,
128
,
64
,
32
,
8
,
8
,
32
,
32
,
2
,
2
,
S
<
4
,
32
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
4
,
8
,
true
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
1
,
1
,
S
<
1
,
32
,
1
,
4
>
,
8
,
S
<
64
,
2
>
,
4
,
1
>
,
DeviceGemmBiasAddReduce_Xdl_CShuffle
<
Col
,
Col
,
Row
,
F16
,
F16
,
F16
,
F16
,
F16
,
F32
,
F32
,
F32
,
ReducePtrsGlobal
,
PassThrough
,
PassThrough
,
PassThrough
,
PassThrough
,
ReduceOps
,
ReduceInElementOps
,
ReduceOutElementOps
,
ReduceMemOp
,
GemmDefault
,
1
,
128
,
64
,
128
,
32
,
2
,
8
,
32
,
32
,
2
,
2
,
S
<
8
,
16
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
4
,
2
,
false
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
1
,
1
,
S
<
1
,
16
,
1
,
8
>
,
8
,
S
<
32
,
4
>
,
4
,
1
>
,
DeviceGemmBiasAddReduce_Xdl_CShuffle
<
Col
,
Col
,
Row
,
F16
,
F16
,
F16
,
F16
,
F16
,
F32
,
F32
,
F32
,
ReducePtrsGlobal
,
PassThrough
,
PassThrough
,
PassThrough
,
PassThrough
,
ReduceOps
,
ReduceInElementOps
,
ReduceOutElementOps
,
ReduceMemOp
,
GemmDefault
,
1
,
128
,
64
,
128
,
32
,
8
,
8
,
32
,
32
,
2
,
2
,
S
<
4
,
32
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
2
,
8
,
true
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
1
,
1
,
S
<
1
,
16
,
1
,
8
>
,
8
,
S
<
32
,
4
>
,
4
,
1
>
,
DeviceGemmBiasAddReduce_Xdl_CShuffle
<
Col
,
Col
,
Row
,
F16
,
F16
,
F16
,
F16
,
F16
,
F32
,
F32
,
F32
,
ReducePtrsGlobal
,
PassThrough
,
PassThrough
,
PassThrough
,
PassThrough
,
ReduceOps
,
ReduceInElementOps
,
ReduceOutElementOps
,
ReduceMemOp
,
GemmDefault
,
1
,
256
,
128
,
64
,
32
,
2
,
8
,
32
,
32
,
2
,
1
,
S
<
8
,
32
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
4
,
2
,
false
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
1
,
1
,
S
<
1
,
16
,
1
,
4
>
,
8
,
S
<
64
,
4
>
,
4
,
1
>
,
DeviceGemmBiasAddReduce_Xdl_CShuffle
<
Col
,
Col
,
Row
,
F16
,
F16
,
F16
,
F16
,
F16
,
F32
,
F32
,
F32
,
ReducePtrsGlobal
,
PassThrough
,
PassThrough
,
PassThrough
,
PassThrough
,
ReduceOps
,
ReduceInElementOps
,
ReduceOutElementOps
,
ReduceMemOp
,
GemmDefault
,
1
,
256
,
128
,
64
,
32
,
8
,
8
,
32
,
32
,
2
,
1
,
S
<
4
,
64
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
2
,
8
,
true
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
1
,
1
,
S
<
1
,
16
,
1
,
4
>
,
8
,
S
<
64
,
4
>
,
4
,
1
>
,
DeviceGemmBiasAddReduce_Xdl_CShuffle
<
Col
,
Col
,
Row
,
F16
,
F16
,
F16
,
F16
,
F16
,
F32
,
F32
,
F32
,
ReducePtrsGlobal
,
PassThrough
,
PassThrough
,
PassThrough
,
PassThrough
,
ReduceOps
,
ReduceInElementOps
,
ReduceOutElementOps
,
ReduceMemOp
,
GemmDefault
,
1
,
256
,
64
,
128
,
32
,
2
,
8
,
32
,
32
,
1
,
2
,
S
<
16
,
16
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
4
,
2
,
false
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
1
,
1
,
S
<
1
,
32
,
1
,
8
>
,
8
,
S
<
64
,
4
>
,
4
,
1
>
,
DeviceGemmBiasAddReduce_Xdl_CShuffle
<
Col
,
Col
,
Row
,
F16
,
F16
,
F16
,
F16
,
F16
,
F32
,
F32
,
F32
,
ReducePtrsGlobal
,
PassThrough
,
PassThrough
,
PassThrough
,
PassThrough
,
ReduceOps
,
ReduceInElementOps
,
ReduceOutElementOps
,
ReduceMemOp
,
GemmDefault
,
1
,
256
,
64
,
128
,
32
,
8
,
8
,
32
,
32
,
1
,
2
,
S
<
4
,
64
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
1
,
8
,
true
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
1
,
1
,
S
<
1
,
32
,
1
,
8
>
,
8
,
S
<
64
,
4
>
,
4
,
1
>
// clang-format on
>
;
void
add_device_gemm_bias_add_mean_squaremean_xdl_cshuffle_f16_f16_f16_f16_f16_f32_f32_km_nk_mn_instances
(
std
::
vector
<
DeviceGemmReducePtr
<
1
,
ReduceOps
::
Size
()
>>&
instances
)
{
add_device_operation_instances
(
instances
,
device_gemm_bias_add_mean_squaremean_xdl_cshuffle_f16_f16_f16_f16_f16_f32_f32_km_nk_mn_instances
{});
}
}
// namespace device_gemm_instance
}
// namespace device
}
// namespace tensor_operation
}
// namespace ck
library/src/tensor_operation_instance/gpu/gemm_bias_add_reduce/device_gemm_bias_add_mean_squaremean_xdl_cshuffle_f16_f16_f16_f32_f32_mk_kn_mn_instance.cpp
0 → 100644
View file @
f5de8b57
// SPDX-License-Identifier: MIT
// Copyright (c) 2018-2022, Advanced Micro Devices, Inc. All rights reserved.
#include <cstdlib>
#include "ck/ck.hpp"
#include "ck/utility/reduction_operator.hpp"
#include "ck/tensor_operation/gpu/device/tensor_layout.hpp"
#include "ck/tensor_operation/gpu/device/gemm_specialization.hpp"
#include "ck/tensor_operation/gpu/device/device_gemm_bias_add_reduce_xdl_cshuffle.hpp"
#include "ck/tensor_operation/gpu/element/element_wise_operation.hpp"
#include "ck/library/tensor_operation_instance/device_operation_instance.hpp"
namespace
ck
{
namespace
tensor_operation
{
namespace
device
{
namespace
device_gemm_instance
{
using
F16
=
ck
::
half_t
;
using
F32
=
float
;
using
ReducePtrsGlobal
=
ck
::
Tuple
<
F32
*
,
F32
*>
;
using
Row
=
ck
::
tensor_layout
::
gemm
::
RowMajor
;
using
Col
=
ck
::
tensor_layout
::
gemm
::
ColumnMajor
;
template
<
ck
::
index_t
...
Is
>
using
S
=
ck
::
Sequence
<
Is
...
>
;
using
PassThrough
=
ck
::
tensor_operation
::
element_wise
::
PassThrough
;
using
ReduceSum
=
ck
::
reduce
::
Add
;
using
ReduceOps
=
ck
::
Tuple
<
ReduceSum
,
ReduceSum
>
;
using
Div
=
ck
::
tensor_operation
::
element_wise
::
UnaryDivide
;
using
Identity
=
ck
::
tensor_operation
::
element_wise
::
PassThrough
;
using
Square
=
ck
::
tensor_operation
::
element_wise
::
UnarySquare
;
using
ReduceInElementOps
=
ck
::
Tuple
<
Identity
,
Square
>
;
using
ReduceOutElementOps
=
ck
::
Tuple
<
Div
,
Div
>
;
using
ReduceMemOp
=
ck
::
InMemoryDataOperationEnumSequence
<
ck
::
InMemoryDataOperationEnum
::
AtomicAdd
,
ck
::
InMemoryDataOperationEnum
::
AtomicAdd
>
;
static
constexpr
auto
GemmDefault
=
ck
::
tensor_operation
::
device
::
GemmSpecialization
::
Default
;
// c[m, n] = a[m, k] * b[n, k]
using
device_gemm_bias_add_mean_squaremean_xdl_cshuffle_f16_f16_f16_f16_f16_f32_f32_mk_kn_mn_instances
=
std
::
tuple
<
// clang-format off
//##################################| ALayout| BLayout| CLayout|AData| BData| CData|C0Data|C1Data| GemmAcc| CShuffle| ReduceAcc| ReduceData| A| B| C| C1| Reduce| ReduceInEleOp| ReduceAccEleOp| Reduce| 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| CReduce| CReduceThreadLds2VGprCopy| CReduceThreadVgpr2GlobalCopy|
//##################################| | | | Type| Type| Type| Type| Type| DataType| DataType| DataType| Type Tuple| Elementwise| Elementwise| Elementwise| Elementwise| Operation| | | MemoryData|Spacialization| 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_MPerBlock| ScalarPerVector| ThreadClusterLengths| SrcDstScalarPerVector| SrcDstScalarPerVector|
//##################################| | | | | | | | | | | | | Operation| Operation| 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_NPerBlock| _NPerBlock| _MPerBlock_NPerBlock| _NPerBlock| _MPerBlock|
//##################################| | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | |
DeviceGemmBiasAddReduce_Xdl_CShuffle
<
Row
,
Row
,
Row
,
F16
,
F16
,
F16
,
F16
,
F16
,
F32
,
F32
,
F32
,
ReducePtrsGlobal
,
PassThrough
,
PassThrough
,
PassThrough
,
PassThrough
,
ReduceOps
,
ReduceInElementOps
,
ReduceOutElementOps
,
ReduceMemOp
,
GemmDefault
,
1
,
256
,
256
,
128
,
32
,
8
,
2
,
32
,
32
,
4
,
2
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
S
<
8
,
32
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
4
,
2
,
false
,
1
,
1
,
S
<
1
,
32
,
1
,
8
>
,
8
,
S
<
64
,
4
>
,
4
,
1
>
,
DeviceGemmBiasAddReduce_Xdl_CShuffle
<
Row
,
Row
,
Row
,
F16
,
F16
,
F16
,
F16
,
F16
,
F32
,
F32
,
F32
,
ReducePtrsGlobal
,
PassThrough
,
PassThrough
,
PassThrough
,
PassThrough
,
ReduceOps
,
ReduceInElementOps
,
ReduceOutElementOps
,
ReduceMemOp
,
GemmDefault
,
1
,
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
,
true
,
S
<
4
,
64
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
2
,
8
,
true
,
1
,
1
,
S
<
1
,
32
,
1
,
8
>
,
8
,
S
<
64
,
4
>
,
4
,
1
>
,
DeviceGemmBiasAddReduce_Xdl_CShuffle
<
Row
,
Row
,
Row
,
F16
,
F16
,
F16
,
F16
,
F16
,
F32
,
F32
,
F32
,
ReducePtrsGlobal
,
PassThrough
,
PassThrough
,
PassThrough
,
PassThrough
,
ReduceOps
,
ReduceInElementOps
,
ReduceOutElementOps
,
ReduceMemOp
,
GemmDefault
,
1
,
256
,
128
,
256
,
32
,
8
,
2
,
32
,
32
,
2
,
4
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
S
<
4
,
64
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
4
,
2
,
false
,
1
,
1
,
S
<
1
,
32
,
1
,
8
>
,
8
,
S
<
64
,
4
>
,
4
,
1
>
,
DeviceGemmBiasAddReduce_Xdl_CShuffle
<
Row
,
Row
,
Row
,
F16
,
F16
,
F16
,
F16
,
F16
,
F32
,
F32
,
F32
,
ReducePtrsGlobal
,
PassThrough
,
PassThrough
,
PassThrough
,
PassThrough
,
ReduceOps
,
ReduceInElementOps
,
ReduceOutElementOps
,
ReduceMemOp
,
GemmDefault
,
1
,
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
,
true
,
S
<
4
,
64
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
4
,
8
,
true
,
1
,
1
,
S
<
1
,
32
,
1
,
8
>
,
8
,
S
<
64
,
4
>
,
4
,
1
>
,
DeviceGemmBiasAddReduce_Xdl_CShuffle
<
Row
,
Row
,
Row
,
F16
,
F16
,
F16
,
F16
,
F16
,
F32
,
F32
,
F32
,
ReducePtrsGlobal
,
PassThrough
,
PassThrough
,
PassThrough
,
PassThrough
,
ReduceOps
,
ReduceInElementOps
,
ReduceOutElementOps
,
ReduceMemOp
,
GemmDefault
,
1
,
128
,
128
,
128
,
32
,
8
,
2
,
32
,
32
,
4
,
2
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
S
<
4
,
32
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
4
,
2
,
false
,
1
,
1
,
S
<
1
,
16
,
1
,
8
>
,
8
,
S
<
32
,
4
>
,
4
,
1
>
,
DeviceGemmBiasAddReduce_Xdl_CShuffle
<
Row
,
Row
,
Row
,
F16
,
F16
,
F16
,
F16
,
F16
,
F32
,
F32
,
F32
,
ReducePtrsGlobal
,
PassThrough
,
PassThrough
,
PassThrough
,
PassThrough
,
ReduceOps
,
ReduceInElementOps
,
ReduceOutElementOps
,
ReduceMemOp
,
GemmDefault
,
1
,
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
,
true
,
S
<
4
,
32
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
4
,
8
,
true
,
1
,
1
,
S
<
1
,
16
,
1
,
8
>
,
8
,
S
<
32
,
4
>
,
4
,
1
>
,
DeviceGemmBiasAddReduce_Xdl_CShuffle
<
Row
,
Row
,
Row
,
F16
,
F16
,
F16
,
F16
,
F16
,
F32
,
F32
,
F32
,
ReducePtrsGlobal
,
PassThrough
,
PassThrough
,
PassThrough
,
PassThrough
,
ReduceOps
,
ReduceInElementOps
,
ReduceOutElementOps
,
ReduceMemOp
,
GemmDefault
,
1
,
256
,
128
,
128
,
32
,
8
,
2
,
32
,
32
,
2
,
2
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
S
<
8
,
32
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
4
,
2
,
false
,
1
,
1
,
S
<
1
,
32
,
1
,
8
>
,
8
,
S
<
64
,
4
>
,
4
,
1
>
,
DeviceGemmBiasAddReduce_Xdl_CShuffle
<
Row
,
Row
,
Row
,
F16
,
F16
,
F16
,
F16
,
F16
,
F32
,
F32
,
F32
,
ReducePtrsGlobal
,
PassThrough
,
PassThrough
,
PassThrough
,
PassThrough
,
ReduceOps
,
ReduceInElementOps
,
ReduceOutElementOps
,
ReduceMemOp
,
GemmDefault
,
1
,
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
,
true
,
S
<
4
,
64
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
2
,
8
,
true
,
1
,
1
,
S
<
1
,
32
,
1
,
8
>
,
8
,
S
<
64
,
4
>
,
4
,
1
>
,
DeviceGemmBiasAddReduce_Xdl_CShuffle
<
Row
,
Row
,
Row
,
F16
,
F16
,
F16
,
F16
,
F16
,
F32
,
F32
,
F32
,
ReducePtrsGlobal
,
PassThrough
,
PassThrough
,
PassThrough
,
PassThrough
,
ReduceOps
,
ReduceInElementOps
,
ReduceOutElementOps
,
ReduceMemOp
,
GemmDefault
,
1
,
128
,
128
,
64
,
32
,
8
,
2
,
32
,
32
,
2
,
2
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
S
<
8
,
16
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
4
,
2
,
false
,
1
,
1
,
S
<
1
,
32
,
1
,
4
>
,
8
,
S
<
64
,
2
>
,
4
,
1
>
,
DeviceGemmBiasAddReduce_Xdl_CShuffle
<
Row
,
Row
,
Row
,
F16
,
F16
,
F16
,
F16
,
F16
,
F32
,
F32
,
F32
,
ReducePtrsGlobal
,
PassThrough
,
PassThrough
,
PassThrough
,
PassThrough
,
ReduceOps
,
ReduceInElementOps
,
ReduceOutElementOps
,
ReduceMemOp
,
GemmDefault
,
1
,
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
,
true
,
S
<
4
,
32
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
2
,
8
,
true
,
1
,
1
,
S
<
1
,
32
,
1
,
4
>
,
8
,
S
<
64
,
2
>
,
4
,
1
>
,
DeviceGemmBiasAddReduce_Xdl_CShuffle
<
Row
,
Row
,
Row
,
F16
,
F16
,
F16
,
F16
,
F16
,
F32
,
F32
,
F32
,
ReducePtrsGlobal
,
PassThrough
,
PassThrough
,
PassThrough
,
PassThrough
,
ReduceOps
,
ReduceInElementOps
,
ReduceOutElementOps
,
ReduceMemOp
,
GemmDefault
,
1
,
128
,
64
,
128
,
32
,
8
,
2
,
32
,
32
,
2
,
2
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
S
<
4
,
32
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
4
,
2
,
false
,
1
,
1
,
S
<
1
,
16
,
1
,
8
>
,
8
,
S
<
32
,
4
>
,
4
,
1
>
,
DeviceGemmBiasAddReduce_Xdl_CShuffle
<
Row
,
Row
,
Row
,
F16
,
F16
,
F16
,
F16
,
F16
,
F32
,
F32
,
F32
,
ReducePtrsGlobal
,
PassThrough
,
PassThrough
,
PassThrough
,
PassThrough
,
ReduceOps
,
ReduceInElementOps
,
ReduceOutElementOps
,
ReduceMemOp
,
GemmDefault
,
1
,
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
,
true
,
S
<
4
,
32
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
4
,
8
,
true
,
1
,
1
,
S
<
1
,
16
,
1
,
8
>
,
8
,
S
<
32
,
4
>
,
4
,
1
>
,
DeviceGemmBiasAddReduce_Xdl_CShuffle
<
Row
,
Row
,
Row
,
F16
,
F16
,
F16
,
F16
,
F16
,
F32
,
F32
,
F32
,
ReducePtrsGlobal
,
PassThrough
,
PassThrough
,
PassThrough
,
PassThrough
,
ReduceOps
,
ReduceInElementOps
,
ReduceOutElementOps
,
ReduceMemOp
,
GemmDefault
,
1
,
256
,
128
,
64
,
32
,
8
,
2
,
32
,
32
,
2
,
1
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
S
<
16
,
16
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
4
,
2
,
false
,
1
,
1
,
S
<
1
,
16
,
1
,
4
>
,
8
,
S
<
64
,
4
>
,
4
,
1
>
,
DeviceGemmBiasAddReduce_Xdl_CShuffle
<
Row
,
Row
,
Row
,
F16
,
F16
,
F16
,
F16
,
F16
,
F32
,
F32
,
F32
,
ReducePtrsGlobal
,
PassThrough
,
PassThrough
,
PassThrough
,
PassThrough
,
ReduceOps
,
ReduceInElementOps
,
ReduceOutElementOps
,
ReduceMemOp
,
GemmDefault
,
1
,
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
,
true
,
S
<
4
,
64
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
1
,
8
,
true
,
1
,
1
,
S
<
1
,
16
,
1
,
4
>
,
8
,
S
<
64
,
4
>
,
4
,
1
>
,
DeviceGemmBiasAddReduce_Xdl_CShuffle
<
Row
,
Row
,
Row
,
F16
,
F16
,
F16
,
F16
,
F16
,
F32
,
F32
,
F32
,
ReducePtrsGlobal
,
PassThrough
,
PassThrough
,
PassThrough
,
PassThrough
,
ReduceOps
,
ReduceInElementOps
,
ReduceOutElementOps
,
ReduceMemOp
,
GemmDefault
,
1
,
256
,
64
,
128
,
32
,
8
,
2
,
32
,
32
,
1
,
2
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
S
<
8
,
32
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
4
,
2
,
false
,
1
,
1
,
S
<
1
,
32
,
1
,
8
>
,
8
,
S
<
64
,
4
>
,
4
,
1
>
,
DeviceGemmBiasAddReduce_Xdl_CShuffle
<
Row
,
Row
,
Row
,
F16
,
F16
,
F16
,
F16
,
F16
,
F32
,
F32
,
F32
,
ReducePtrsGlobal
,
PassThrough
,
PassThrough
,
PassThrough
,
PassThrough
,
ReduceOps
,
ReduceInElementOps
,
ReduceOutElementOps
,
ReduceMemOp
,
GemmDefault
,
1
,
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
,
true
,
S
<
4
,
64
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
2
,
8
,
true
,
1
,
1
,
S
<
1
,
32
,
1
,
8
>
,
8
,
S
<
64
,
4
>
,
4
,
1
>
// clang-format on
>
;
void
add_device_gemm_bias_add_mean_squaremean_xdl_cshuffle_f16_f16_f16_f16_f16_f32_f32_mk_kn_mn_instances
(
std
::
vector
<
DeviceGemmReducePtr
<
1
,
ReduceOps
::
Size
()
>>&
instances
)
{
add_device_operation_instances
(
instances
,
device_gemm_bias_add_mean_squaremean_xdl_cshuffle_f16_f16_f16_f16_f16_f32_f32_mk_kn_mn_instances
{});
}
}
// namespace device_gemm_instance
}
// namespace device
}
// namespace tensor_operation
}
// namespace ck
library/src/tensor_operation_instance/gpu/gemm_bias_add_reduce/device_gemm_bias_add_
reduce
_xdl_cshuffle_f16_f16_f16_f32_f32_mk_nk_mn_instance.cpp
→
library/src/tensor_operation_instance/gpu/gemm_bias_add_reduce/device_gemm_bias_add_
mean_squaremean
_xdl_cshuffle_f16_f16_f16_f32_f32_mk_nk_mn_instance.cpp
View file @
f5de8b57
...
@@ -16,9 +16,9 @@ namespace tensor_operation {
...
@@ -16,9 +16,9 @@ namespace tensor_operation {
namespace
device
{
namespace
device
{
namespace
device_gemm_instance
{
namespace
device_gemm_instance
{
using
F16
=
ck
::
half_t
;
using
F16
=
ck
::
half_t
;
using
F32
=
float
;
using
F32
=
float
;
using
D
PtrsGlobal
=
ck
::
Tuple
<
F32
*
,
F32
*>
;
using
Reduce
PtrsGlobal
=
ck
::
Tuple
<
F32
*
,
F32
*>
;
using
Row
=
ck
::
tensor_layout
::
gemm
::
RowMajor
;
using
Row
=
ck
::
tensor_layout
::
gemm
::
RowMajor
;
using
Col
=
ck
::
tensor_layout
::
gemm
::
ColumnMajor
;
using
Col
=
ck
::
tensor_layout
::
gemm
::
ColumnMajor
;
...
@@ -30,11 +30,11 @@ using PassThrough = ck::tensor_operation::element_wise::PassThrough;
...
@@ -30,11 +30,11 @@ using PassThrough = ck::tensor_operation::element_wise::PassThrough;
using
ReduceSum
=
ck
::
reduce
::
Add
;
using
ReduceSum
=
ck
::
reduce
::
Add
;
using
ReduceOps
=
ck
::
Tuple
<
ReduceSum
,
ReduceSum
>
;
using
ReduceOps
=
ck
::
Tuple
<
ReduceSum
,
ReduceSum
>
;
using
Div
=
ck
::
tensor_operation
::
element_wise
::
UnaryDivide
;
using
Div
=
ck
::
tensor_operation
::
element_wise
::
UnaryDivide
;
using
Identity
=
ck
::
tensor_operation
::
element_wise
::
PassThrough
;
using
Identity
=
ck
::
tensor_operation
::
element_wise
::
PassThrough
;
using
Square
=
ck
::
tensor_operation
::
element_wise
::
UnarySquare
;
using
Square
=
ck
::
tensor_operation
::
element_wise
::
UnarySquare
;
using
D
InElementOps
=
ck
::
Tuple
<
Identity
,
Square
>
;
using
Reduce
InElementOps
=
ck
::
Tuple
<
Identity
,
Square
>
;
using
D
OutElementOps
=
ck
::
Tuple
<
Div
,
Div
>
;
using
Reduce
OutElementOps
=
ck
::
Tuple
<
Div
,
Div
>
;
using
ReduceMemOp
=
ck
::
InMemoryDataOperationEnumSequence
<
ck
::
InMemoryDataOperationEnum
::
AtomicAdd
,
using
ReduceMemOp
=
ck
::
InMemoryDataOperationEnumSequence
<
ck
::
InMemoryDataOperationEnum
::
AtomicAdd
,
ck
::
InMemoryDataOperationEnum
::
AtomicAdd
>
;
ck
::
InMemoryDataOperationEnum
::
AtomicAdd
>
;
...
@@ -42,40 +42,35 @@ using ReduceMemOp = ck::InMemoryDataOperationEnumSequence<ck::InMemoryDataOperat
...
@@ -42,40 +42,35 @@ using ReduceMemOp = ck::InMemoryDataOperationEnumSequence<ck::InMemoryDataOperat
static
constexpr
auto
GemmDefault
=
ck
::
tensor_operation
::
device
::
GemmSpecialization
::
Default
;
static
constexpr
auto
GemmDefault
=
ck
::
tensor_operation
::
device
::
GemmSpecialization
::
Default
;
// c[m, n] = a[m, k] * b[n, k]
// c[m, n] = a[m, k] * b[n, k]
using
device_gemm_bias_add_
reduce
_xdl_cshuffle_f16_f16_f16_f16_f16_f32_f32_mk_nk_mn_instances
=
using
device_gemm_bias_add_
mean_squaremean
_xdl_cshuffle_f16_f16_f16_f16_f16_f32_f32_mk_nk_mn_instances
=
std
::
tuple
<
std
::
tuple
<
// clang-format off
// clang-format off
//##################################| ALayout| BLayout| CLayout|AData| BData| CData|C0Data|C1Data| GemmAcc| CShuffle| ReduceAcc| DData| A| B| C| C1| Dxs| DxsInEleOp| DxsAccEleOp| D| 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| CReduce| CReduceThreadLds2VGprCopy| CReduceThreadVgpr2GlobalCopy|
//##################################| ALayout| BLayout| CLayout|AData| BData| CData|C0Data|C1Data| GemmAcc| CShuffle| ReduceAcc| DData| A| B| C| C1| Dxs| DxsInEleOp| DxsAccEleOp| D| 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| CReduce| CReduceThreadLds2VGprCopy| CReduceThreadVgpr2GlobalCopy|
//##################################| | | | Type| Type| Type| Type| Type| DataType| DataType| DataType| Type Tuple| Elementwise| Elementwise| Elementwise| Elementwise| Reduce| | | MemoryData| Spacialization| 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_MPerBlock| ScalarPerVector| ThreadClusterLengths| SrcDstScalarPerVector| SrcDstScalarPerVector|
//##################################| | | | Type| Type| Type| Type| Type| DataType| DataType| DataType| Type Tuple| Elementwise| Elementwise| Elementwise| Elementwise| Reduce| | | MemoryData| Spacialization| 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_MPerBlock| ScalarPerVector| ThreadClusterLengths| SrcDstScalarPerVector| SrcDstScalarPerVector|
//##################################| | | | | | | | | | | | | Operation| Operation| Operation| 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_NPerBlock| _NPerBlock| _MPerBlock_NPerBlock| _NPerBlock| _MPerBlock|
//##################################| | | | | | | | | | | | | Operation| Operation| Operation| 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_NPerBlock| _NPerBlock| _MPerBlock_NPerBlock| _NPerBlock| _MPerBlock|
//##################################| | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | |
//##################################| | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | |
DeviceGemmBiasAddReduce_Xdl_CShuffle
<
Row
,
Col
,
Row
,
F16
,
F16
,
F16
,
F16
,
F16
,
F32
,
F32
,
F32
,
D
PtrsGlobal
,
PassThrough
,
PassThrough
,
PassThrough
,
PassThrough
,
ReduceOps
,
D
InElementOps
,
D
OutElementOps
,
ReduceMemOp
,
GemmDefault
,
1
,
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
,
true
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
1
,
1
,
S
<
1
,
32
,
1
,
8
>
,
8
,
S
<
64
,
4
>
,
4
,
1
>
,
DeviceGemmBiasAddReduce_Xdl_CShuffle
<
Row
,
Col
,
Row
,
F16
,
F16
,
F16
,
F16
,
F16
,
F32
,
F32
,
F32
,
Reduce
PtrsGlobal
,
PassThrough
,
PassThrough
,
PassThrough
,
PassThrough
,
ReduceOps
,
Reduce
InElementOps
,
Reduce
OutElementOps
,
ReduceMemOp
,
GemmDefault
,
1
,
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
,
true
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
1
,
1
,
S
<
1
,
32
,
1
,
8
>
,
8
,
S
<
64
,
4
>
,
4
,
1
>
,
DeviceGemmBiasAddReduce_Xdl_CShuffle
<
Row
,
Col
,
Row
,
F16
,
F16
,
F16
,
F16
,
F16
,
F32
,
F32
,
F32
,
D
PtrsGlobal
,
PassThrough
,
PassThrough
,
PassThrough
,
PassThrough
,
ReduceOps
,
D
InElementOps
,
D
OutElementOps
,
ReduceMemOp
,
GemmDefault
,
1
,
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
,
true
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
1
,
1
,
S
<
1
,
32
,
1
,
8
>
,
8
,
S
<
64
,
4
>
,
4
,
1
>
,
DeviceGemmBiasAddReduce_Xdl_CShuffle
<
Row
,
Col
,
Row
,
F16
,
F16
,
F16
,
F16
,
F16
,
F32
,
F32
,
F32
,
Reduce
PtrsGlobal
,
PassThrough
,
PassThrough
,
PassThrough
,
PassThrough
,
ReduceOps
,
Reduce
InElementOps
,
Reduce
OutElementOps
,
ReduceMemOp
,
GemmDefault
,
1
,
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
,
true
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
1
,
1
,
S
<
1
,
32
,
1
,
8
>
,
8
,
S
<
64
,
4
>
,
4
,
1
>
,
DeviceGemmBiasAddReduce_Xdl_CShuffle
<
Row
,
Col
,
Row
,
F16
,
F16
,
F16
,
F16
,
F16
,
F32
,
F32
,
F32
,
D
PtrsGlobal
,
PassThrough
,
PassThrough
,
PassThrough
,
PassThrough
,
ReduceOps
,
D
InElementOps
,
D
OutElementOps
,
ReduceMemOp
,
GemmDefault
,
1
,
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
,
true
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
1
,
1
,
S
<
1
,
16
,
1
,
8
>
,
8
,
S
<
32
,
4
>
,
4
,
1
>
,
DeviceGemmBiasAddReduce_Xdl_CShuffle
<
Row
,
Col
,
Row
,
F16
,
F16
,
F16
,
F16
,
F16
,
F32
,
F32
,
F32
,
Reduce
PtrsGlobal
,
PassThrough
,
PassThrough
,
PassThrough
,
PassThrough
,
ReduceOps
,
Reduce
InElementOps
,
Reduce
OutElementOps
,
ReduceMemOp
,
GemmDefault
,
1
,
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
,
true
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
1
,
1
,
S
<
1
,
16
,
1
,
8
>
,
8
,
S
<
32
,
4
>
,
4
,
1
>
,
DeviceGemmBiasAddReduce_Xdl_CShuffle
<
Row
,
Col
,
Row
,
F16
,
F16
,
F16
,
F16
,
F16
,
F32
,
F32
,
F32
,
D
PtrsGlobal
,
PassThrough
,
PassThrough
,
PassThrough
,
PassThrough
,
ReduceOps
,
D
InElementOps
,
D
OutElementOps
,
ReduceMemOp
,
GemmDefault
,
1
,
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
,
true
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
1
,
1
,
S
<
1
,
32
,
1
,
8
>
,
8
,
S
<
64
,
4
>
,
4
,
1
>
,
DeviceGemmBiasAddReduce_Xdl_CShuffle
<
Row
,
Col
,
Row
,
F16
,
F16
,
F16
,
F16
,
F16
,
F32
,
F32
,
F32
,
Reduce
PtrsGlobal
,
PassThrough
,
PassThrough
,
PassThrough
,
PassThrough
,
ReduceOps
,
Reduce
InElementOps
,
Reduce
OutElementOps
,
ReduceMemOp
,
GemmDefault
,
1
,
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
,
true
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
1
,
1
,
S
<
1
,
32
,
1
,
8
>
,
8
,
S
<
64
,
4
>
,
4
,
1
>
,
DeviceGemmBiasAddReduce_Xdl_CShuffle
<
Row
,
Col
,
Row
,
F16
,
F16
,
F16
,
F16
,
F16
,
F32
,
F32
,
F32
,
D
PtrsGlobal
,
PassThrough
,
PassThrough
,
PassThrough
,
PassThrough
,
ReduceOps
,
D
InElementOps
,
D
OutElementOps
,
ReduceMemOp
,
GemmDefault
,
1
,
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
,
true
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
1
,
1
,
S
<
1
,
32
,
1
,
4
>
,
8
,
S
<
64
,
2
>
,
4
,
1
>
,
DeviceGemmBiasAddReduce_Xdl_CShuffle
<
Row
,
Col
,
Row
,
F16
,
F16
,
F16
,
F16
,
F16
,
F32
,
F32
,
F32
,
Reduce
PtrsGlobal
,
PassThrough
,
PassThrough
,
PassThrough
,
PassThrough
,
ReduceOps
,
Reduce
InElementOps
,
Reduce
OutElementOps
,
ReduceMemOp
,
GemmDefault
,
1
,
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
,
true
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
1
,
1
,
S
<
1
,
32
,
1
,
4
>
,
8
,
S
<
64
,
2
>
,
4
,
1
>
,
DeviceGemmBiasAddReduce_Xdl_CShuffle
<
Row
,
Col
,
Row
,
F16
,
F16
,
F16
,
F16
,
F16
,
F32
,
F32
,
F32
,
D
PtrsGlobal
,
PassThrough
,
PassThrough
,
PassThrough
,
PassThrough
,
ReduceOps
,
D
InElementOps
,
D
OutElementOps
,
ReduceMemOp
,
GemmDefault
,
1
,
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
,
true
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
1
,
1
,
S
<
1
,
16
,
1
,
8
>
,
8
,
S
<
32
,
4
>
,
4
,
1
>
,
DeviceGemmBiasAddReduce_Xdl_CShuffle
<
Row
,
Col
,
Row
,
F16
,
F16
,
F16
,
F16
,
F16
,
F32
,
F32
,
F32
,
Reduce
PtrsGlobal
,
PassThrough
,
PassThrough
,
PassThrough
,
PassThrough
,
ReduceOps
,
Reduce
InElementOps
,
Reduce
OutElementOps
,
ReduceMemOp
,
GemmDefault
,
1
,
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
,
true
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
1
,
1
,
S
<
1
,
16
,
1
,
8
>
,
8
,
S
<
32
,
4
>
,
4
,
1
>
,
DeviceGemmBiasAddReduce_Xdl_CShuffle
<
Row
,
Col
,
Row
,
F16
,
F16
,
F16
,
F16
,
F16
,
F32
,
F32
,
F32
,
D
PtrsGlobal
,
PassThrough
,
PassThrough
,
PassThrough
,
PassThrough
,
ReduceOps
,
D
InElementOps
,
D
OutElementOps
,
ReduceMemOp
,
GemmDefault
,
1
,
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
,
true
,
S
<
4
,
16
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
1
,
1
,
S
<
1
,
16
,
1
,
4
>
,
8
,
S
<
32
,
2
>
,
4
,
1
>
,
DeviceGemmBiasAddReduce_Xdl_CShuffle
<
Row
,
Col
,
Row
,
F16
,
F16
,
F16
,
F16
,
F16
,
F32
,
F32
,
F32
,
Reduce
PtrsGlobal
,
PassThrough
,
PassThrough
,
PassThrough
,
PassThrough
,
ReduceOps
,
Reduce
InElementOps
,
Reduce
OutElementOps
,
ReduceMemOp
,
GemmDefault
,
1
,
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
,
true
,
S
<
4
,
16
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
1
,
1
,
S
<
1
,
16
,
1
,
4
>
,
8
,
S
<
32
,
2
>
,
4
,
1
>
,
DeviceGemmBiasAddReduce_Xdl_CShuffle
<
Row
,
Col
,
Row
,
F16
,
F16
,
F16
,
F16
,
F16
,
F32
,
F32
,
F32
,
D
PtrsGlobal
,
PassThrough
,
PassThrough
,
PassThrough
,
PassThrough
,
ReduceOps
,
D
InElementOps
,
D
OutElementOps
,
ReduceMemOp
,
GemmDefault
,
1
,
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
,
true
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
1
,
1
,
S
<
1
,
32
,
1
,
8
>
,
8
,
S
<
64
,
4
>
,
4
,
1
>
,
DeviceGemmBiasAddReduce_Xdl_CShuffle
<
Row
,
Col
,
Row
,
F16
,
F16
,
F16
,
F16
,
F16
,
F32
,
F32
,
F32
,
Reduce
PtrsGlobal
,
PassThrough
,
PassThrough
,
PassThrough
,
PassThrough
,
ReduceOps
,
Reduce
InElementOps
,
Reduce
OutElementOps
,
ReduceMemOp
,
GemmDefault
,
1
,
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
,
true
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
1
,
1
,
S
<
1
,
32
,
1
,
8
>
,
8
,
S
<
64
,
4
>
,
4
,
1
>
,
DeviceGemmBiasAddReduce_Xdl_CShuffle
<
Row
,
Col
,
Row
,
F16
,
F16
,
F16
,
F16
,
F16
,
F32
,
F32
,
F32
,
D
PtrsGlobal
,
PassThrough
,
PassThrough
,
PassThrough
,
PassThrough
,
ReduceOps
,
D
InElementOps
,
D
OutElementOps
,
ReduceMemOp
,
GemmDefault
,
1
,
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
,
true
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
1
,
1
,
S
<
1
,
32
,
1
,
8
>
,
8
,
S
<
64
,
4
>
,
4
,
1
>
,
DeviceGemmBiasAddReduce_Xdl_CShuffle
<
Row
,
Col
,
Row
,
F16
,
F16
,
F16
,
F16
,
F16
,
F32
,
F32
,
F32
,
Reduce
PtrsGlobal
,
PassThrough
,
PassThrough
,
PassThrough
,
PassThrough
,
ReduceOps
,
Reduce
InElementOps
,
Reduce
OutElementOps
,
ReduceMemOp
,
GemmDefault
,
1
,
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
,
true
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
1
,
1
,
S
<
1
,
32
,
1
,
8
>
,
8
,
S
<
64
,
4
>
,
4
,
1
>
,
DeviceGemmBiasAddReduce_Xdl_CShuffle
<
Row
,
Col
,
Row
,
F16
,
F16
,
F16
,
F16
,
F16
,
F32
,
F32
,
F32
,
D
PtrsGlobal
,
PassThrough
,
PassThrough
,
PassThrough
,
PassThrough
,
ReduceOps
,
D
InElementOps
,
D
OutElementOps
,
ReduceMemOp
,
GemmDefault
,
1
,
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
,
true
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
1
,
1
,
S
<
1
,
32
,
1
,
4
>
,
8
,
S
<
64
,
2
>
,
4
,
1
>
,
DeviceGemmBiasAddReduce_Xdl_CShuffle
<
Row
,
Col
,
Row
,
F16
,
F16
,
F16
,
F16
,
F16
,
F32
,
F32
,
F32
,
Reduce
PtrsGlobal
,
PassThrough
,
PassThrough
,
PassThrough
,
PassThrough
,
ReduceOps
,
Reduce
InElementOps
,
Reduce
OutElementOps
,
ReduceMemOp
,
GemmDefault
,
1
,
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
,
true
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
1
,
1
,
S
<
1
,
32
,
1
,
4
>
,
8
,
S
<
64
,
2
>
,
4
,
1
>
,
DeviceGemmBiasAddReduce_Xdl_CShuffle
<
Row
,
Col
,
Row
,
F16
,
F16
,
F16
,
F16
,
F16
,
F32
,
F32
,
F32
,
D
PtrsGlobal
,
PassThrough
,
PassThrough
,
PassThrough
,
PassThrough
,
ReduceOps
,
D
InElementOps
,
D
OutElementOps
,
ReduceMemOp
,
GemmDefault
,
1
,
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
,
true
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
1
,
1
,
S
<
1
,
16
,
1
,
8
>
,
8
,
S
<
32
,
4
>
,
4
,
1
>
,
DeviceGemmBiasAddReduce_Xdl_CShuffle
<
Row
,
Col
,
Row
,
F16
,
F16
,
F16
,
F16
,
F16
,
F32
,
F32
,
F32
,
Reduce
PtrsGlobal
,
PassThrough
,
PassThrough
,
PassThrough
,
PassThrough
,
ReduceOps
,
Reduce
InElementOps
,
Reduce
OutElementOps
,
ReduceMemOp
,
GemmDefault
,
1
,
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
,
true
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
1
,
1
,
S
<
1
,
16
,
1
,
8
>
,
8
,
S
<
32
,
4
>
,
4
,
1
>
,
DeviceGemmBiasAddReduce_Xdl_CShuffle
<
Row
,
Col
,
Row
,
F16
,
F16
,
F16
,
F16
,
F16
,
F32
,
F32
,
F32
,
D
PtrsGlobal
,
PassThrough
,
PassThrough
,
PassThrough
,
PassThrough
,
ReduceOps
,
D
InElementOps
,
D
OutElementOps
,
ReduceMemOp
,
GemmDefault
,
1
,
64
,
64
,
32
,
32
,
8
,
8
,
32
,
32
,
2
,
1
,
S
<
4
,
16
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1
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,
S
<
1
,
0
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2
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,
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<
1
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0
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,
2
,
8
,
8
,
true
,
S
<
4
,
16
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
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2
>
,
2
,
8
,
8
,
true
,
1
,
1
,
S
<
1
,
16
,
1
,
4
>
,
8
,
S
<
32
,
2
>
,
4
,
1
>
,
DeviceGemmBiasAddReduce_Xdl_CShuffle
<
Row
,
Col
,
Row
,
F16
,
F16
,
F16
,
F16
,
F16
,
F32
,
F32
,
F32
,
Reduce
PtrsGlobal
,
PassThrough
,
PassThrough
,
PassThrough
,
PassThrough
,
ReduceOps
,
Reduce
InElementOps
,
Reduce
OutElementOps
,
ReduceMemOp
,
GemmDefault
,
1
,
64
,
64
,
32
,
32
,
8
,
8
,
32
,
32
,
2
,
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,
S
<
4
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16
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,
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<
1
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1
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0
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,
2
,
8
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true
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<
4
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16
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,
S
<
1
,
0
,
2
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,
S
<
1
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0
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,
2
,
8
,
8
,
true
,
1
,
1
,
S
<
1
,
16
,
1
,
4
>
,
8
,
S
<
32
,
2
>
,
4
,
1
>
,
DeviceGemmBiasAddReduce_Xdl_CShuffle
<
Row
,
Col
,
Row
,
F16
,
F16
,
F16
,
F16
,
F16
,
F32
,
F32
,
F32
,
D
PtrsGlobal
,
PassThrough
,
PassThrough
,
PassThrough
,
PassThrough
,
ReduceOps
,
D
InElementOps
,
D
OutElementOps
,
ReduceMemOp
,
GemmDefault
,
1
,
64
,
32
,
64
,
32
,
8
,
8
,
32
,
32
,
1
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<
4
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,
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<
1
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1
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,
2
,
8
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true
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S
<
4
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16
,
1
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,
S
<
1
,
0
,
2
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,
S
<
1
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0
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2
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,
2
,
8
,
8
,
true
,
1
,
1
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<
1
,
16
,
1
,
4
>
,
8
,
S
<
32
,
2
>
,
4
,
1
>
DeviceGemmBiasAddReduce_Xdl_CShuffle
<
Row
,
Col
,
Row
,
F16
,
F16
,
F16
,
F16
,
F16
,
F32
,
F32
,
F32
,
Reduce
PtrsGlobal
,
PassThrough
,
PassThrough
,
PassThrough
,
PassThrough
,
ReduceOps
,
Reduce
InElementOps
,
Reduce
OutElementOps
,
ReduceMemOp
,
GemmDefault
,
1
,
64
,
32
,
64
,
32
,
8
,
8
,
32
,
32
,
1
,
2
,
S
<
4
,
16
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,
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1
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0
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1
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,
2
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8
,
8
,
true
,
S
<
4
,
16
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
1
,
1
,
S
<
1
,
16
,
1
,
4
>
,
8
,
S
<
32
,
2
>
,
4
,
1
>
// clang-format on
// clang-format on
>
;
>
;
void
add_device_gemm_bias_add_reduce_xdl_cshuffle_f16_f16_f16_f16_f16_f32_f32_mk_nk_mn_instances
(
void
add_device_gemm_bias_add_mean_squaremean_xdl_cshuffle_f16_f16_f16_f16_f16_f32_f32_mk_nk_mn_instances
(
std
::
vector
<
DeviceGemmBiasAddReducePtr
<
PassThrough
,
std
::
vector
<
DeviceGemmReducePtr
<
1
,
ReduceOps
::
Size
()
>>&
instances
)
PassThrough
,
PassThrough
,
PassThrough
,
DInElementOps
,
DOutElementOps
>>&
instances
)
{
{
add_device_operation_instances
(
add_device_operation_instances
(
instances
,
instances
,
device_gemm_bias_add_
reduce
_xdl_cshuffle_f16_f16_f16_f16_f16_f32_f32_mk_nk_mn_instances
{});
device_gemm_bias_add_
mean_squaremean
_xdl_cshuffle_f16_f16_f16_f16_f16_f32_f32_mk_nk_mn_instances
{});
}
}
}
// namespace device_gemm_instance
}
// namespace device_gemm_instance
...
...
library/src/tensor_operation_instance/gpu/gemm_bias_add_reduce/device_gemm_bias_add_reduce_xdl_cshuffle_f16_f16_f16_f32_f32_km_kn_mn_instance.cpp
deleted
100644 → 0
View file @
e83c7061
// SPDX-License-Identifier: MIT
// Copyright (c) 2018-2022, Advanced Micro Devices, Inc. All rights reserved.
#include <cstdlib>
#include "ck/ck.hpp"
#include "ck/utility/reduction_operator.hpp"
#include "ck/tensor_operation/gpu/device/tensor_layout.hpp"
#include "ck/tensor_operation/gpu/device/gemm_specialization.hpp"
#include "ck/tensor_operation/gpu/device/device_gemm_bias_add_reduce_xdl_cshuffle.hpp"
#include "ck/tensor_operation/gpu/element/element_wise_operation.hpp"
#include "ck/library/tensor_operation_instance/device_operation_instance.hpp"
namespace
ck
{
namespace
tensor_operation
{
namespace
device
{
namespace
device_gemm_instance
{
using
F16
=
ck
::
half_t
;
using
F32
=
float
;
using
DPtrsGlobal
=
ck
::
Tuple
<
F32
*
,
F32
*>
;
using
Row
=
ck
::
tensor_layout
::
gemm
::
RowMajor
;
using
Col
=
ck
::
tensor_layout
::
gemm
::
ColumnMajor
;
template
<
ck
::
index_t
...
Is
>
using
S
=
ck
::
Sequence
<
Is
...
>
;
using
PassThrough
=
ck
::
tensor_operation
::
element_wise
::
PassThrough
;
using
ReduceSum
=
ck
::
reduce
::
Add
;
using
ReduceOps
=
ck
::
Tuple
<
ReduceSum
,
ReduceSum
>
;
using
Div
=
ck
::
tensor_operation
::
element_wise
::
UnaryDivide
;
using
Identity
=
ck
::
tensor_operation
::
element_wise
::
PassThrough
;
using
Square
=
ck
::
tensor_operation
::
element_wise
::
UnarySquare
;
using
DInElementOps
=
ck
::
Tuple
<
Identity
,
Square
>
;
using
DOutElementOps
=
ck
::
Tuple
<
Div
,
Div
>
;
using
ReduceMemOp
=
ck
::
InMemoryDataOperationEnumSequence
<
ck
::
InMemoryDataOperationEnum
::
AtomicAdd
,
ck
::
InMemoryDataOperationEnum
::
AtomicAdd
>
;
static
constexpr
auto
GemmDefault
=
ck
::
tensor_operation
::
device
::
GemmSpecialization
::
Default
;
// c[m, n] = a[k, m] * b[k, n]
using
device_gemm_bias_add_reduce_xdl_cshuffle_f16_f16_f16_f16_f16_f32_f32_km_kn_mn_instances
=
std
::
tuple
<
// clang-format off
//##################################| ALayout| BLayout| CLayout|AData| BData| CData|C0Data|C1Data| GemmAcc| CShuffle| ReduceAcc| DData| A| B| C| C1| Dxs| DxsInEleOp| DxsAccEleOp| D| 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| CReduce| CReduceThreadLds2VGprCopy| CReduceThreadVgpr2GlobalCopy|
//##################################| | | | Type| Type| Type| Type| Type| DataType| DataType| DataType| Type Tuple| Elementwise| Elementwise| Elementwise| Elementwise| Reduce| | | MemoryData|Spacialization| 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_MPerBlock| ScalarPerVector| ThreadClusterLengths| SrcDstScalarPerVector| SrcDstScalarPerVector|
//##################################| | | | | | | | | | | | | Operation| Operation| Operation| 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_NPerBlock| _NPerBlock| _MPerBlock_NPerBlock| _NPerBlock| _MPerBlock|
//##################################| | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | |
DeviceGemmBiasAddReduce_Xdl_CShuffle
<
Col
,
Row
,
Row
,
F16
,
F16
,
F16
,
F16
,
F16
,
F32
,
F32
,
F32
,
DPtrsGlobal
,
PassThrough
,
PassThrough
,
PassThrough
,
PassThrough
,
ReduceOps
,
DInElementOps
,
DOutElementOps
,
ReduceMemOp
,
GemmDefault
,
1
,
256
,
256
,
128
,
32
,
2
,
2
,
32
,
32
,
4
,
2
,
S
<
4
,
64
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
4
,
2
,
false
,
S
<
8
,
32
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
4
,
2
,
false
,
1
,
1
,
S
<
1
,
32
,
1
,
8
>
,
8
,
S
<
64
,
4
>
,
4
,
1
>
,
DeviceGemmBiasAddReduce_Xdl_CShuffle
<
Col
,
Row
,
Row
,
F16
,
F16
,
F16
,
F16
,
F16
,
F32
,
F32
,
F32
,
DPtrsGlobal
,
PassThrough
,
PassThrough
,
PassThrough
,
PassThrough
,
ReduceOps
,
DInElementOps
,
DOutElementOps
,
ReduceMemOp
,
GemmDefault
,
1
,
256
,
256
,
128
,
32
,
8
,
8
,
32
,
32
,
4
,
2
,
S
<
4
,
64
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
4
,
8
,
true
,
S
<
4
,
64
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
2
,
8
,
true
,
1
,
1
,
S
<
1
,
32
,
1
,
8
>
,
8
,
S
<
64
,
4
>
,
4
,
1
>
,
DeviceGemmBiasAddReduce_Xdl_CShuffle
<
Col
,
Row
,
Row
,
F16
,
F16
,
F16
,
F16
,
F16
,
F32
,
F32
,
F32
,
DPtrsGlobal
,
PassThrough
,
PassThrough
,
PassThrough
,
PassThrough
,
ReduceOps
,
DInElementOps
,
DOutElementOps
,
ReduceMemOp
,
GemmDefault
,
1
,
256
,
128
,
256
,
32
,
2
,
2
,
32
,
32
,
2
,
4
,
S
<
8
,
32
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
4
,
2
,
false
,
S
<
4
,
64
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
4
,
2
,
false
,
1
,
1
,
S
<
1
,
32
,
1
,
8
>
,
8
,
S
<
64
,
4
>
,
4
,
1
>
,
DeviceGemmBiasAddReduce_Xdl_CShuffle
<
Col
,
Row
,
Row
,
F16
,
F16
,
F16
,
F16
,
F16
,
F32
,
F32
,
F32
,
DPtrsGlobal
,
PassThrough
,
PassThrough
,
PassThrough
,
PassThrough
,
ReduceOps
,
DInElementOps
,
DOutElementOps
,
ReduceMemOp
,
GemmDefault
,
1
,
256
,
128
,
256
,
32
,
8
,
8
,
32
,
32
,
2
,
4
,
S
<
4
,
64
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
2
,
8
,
true
,
S
<
4
,
64
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
4
,
8
,
true
,
1
,
1
,
S
<
1
,
32
,
1
,
8
>
,
8
,
S
<
64
,
4
>
,
4
,
1
>
,
DeviceGemmBiasAddReduce_Xdl_CShuffle
<
Col
,
Row
,
Row
,
F16
,
F16
,
F16
,
F16
,
F16
,
F32
,
F32
,
F32
,
DPtrsGlobal
,
PassThrough
,
PassThrough
,
PassThrough
,
PassThrough
,
ReduceOps
,
DInElementOps
,
DOutElementOps
,
ReduceMemOp
,
GemmDefault
,
1
,
128
,
128
,
128
,
32
,
2
,
2
,
32
,
32
,
4
,
2
,
S
<
4
,
32
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
4
,
2
,
false
,
S
<
4
,
32
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
4
,
2
,
false
,
1
,
1
,
S
<
1
,
16
,
1
,
8
>
,
8
,
S
<
32
,
4
>
,
4
,
1
>
,
DeviceGemmBiasAddReduce_Xdl_CShuffle
<
Col
,
Row
,
Row
,
F16
,
F16
,
F16
,
F16
,
F16
,
F32
,
F32
,
F32
,
DPtrsGlobal
,
PassThrough
,
PassThrough
,
PassThrough
,
PassThrough
,
ReduceOps
,
DInElementOps
,
DOutElementOps
,
ReduceMemOp
,
GemmDefault
,
1
,
128
,
128
,
128
,
32
,
8
,
8
,
32
,
32
,
4
,
2
,
S
<
4
,
32
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
4
,
8
,
true
,
S
<
4
,
32
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
4
,
8
,
true
,
1
,
1
,
S
<
1
,
16
,
1
,
8
>
,
8
,
S
<
32
,
4
>
,
4
,
1
>
,
DeviceGemmBiasAddReduce_Xdl_CShuffle
<
Col
,
Row
,
Row
,
F16
,
F16
,
F16
,
F16
,
F16
,
F32
,
F32
,
F32
,
DPtrsGlobal
,
PassThrough
,
PassThrough
,
PassThrough
,
PassThrough
,
ReduceOps
,
DInElementOps
,
DOutElementOps
,
ReduceMemOp
,
GemmDefault
,
1
,
256
,
128
,
128
,
32
,
2
,
2
,
32
,
32
,
2
,
2
,
S
<
8
,
32
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
4
,
2
,
false
,
S
<
8
,
32
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
4
,
2
,
false
,
1
,
1
,
S
<
1
,
32
,
1
,
8
>
,
8
,
S
<
64
,
4
>
,
4
,
1
>
,
DeviceGemmBiasAddReduce_Xdl_CShuffle
<
Col
,
Row
,
Row
,
F16
,
F16
,
F16
,
F16
,
F16
,
F32
,
F32
,
F32
,
DPtrsGlobal
,
PassThrough
,
PassThrough
,
PassThrough
,
PassThrough
,
ReduceOps
,
DInElementOps
,
DOutElementOps
,
ReduceMemOp
,
GemmDefault
,
1
,
256
,
128
,
128
,
32
,
8
,
8
,
32
,
32
,
2
,
2
,
S
<
4
,
64
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
2
,
8
,
true
,
S
<
4
,
64
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
2
,
8
,
true
,
1
,
1
,
S
<
1
,
32
,
1
,
8
>
,
8
,
S
<
64
,
4
>
,
4
,
1
>
,
DeviceGemmBiasAddReduce_Xdl_CShuffle
<
Col
,
Row
,
Row
,
F16
,
F16
,
F16
,
F16
,
F16
,
F32
,
F32
,
F32
,
DPtrsGlobal
,
PassThrough
,
PassThrough
,
PassThrough
,
PassThrough
,
ReduceOps
,
DInElementOps
,
DOutElementOps
,
ReduceMemOp
,
GemmDefault
,
1
,
128
,
128
,
64
,
32
,
2
,
2
,
32
,
32
,
2
,
2
,
S
<
4
,
32
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
4
,
2
,
false
,
S
<
4
,
16
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
4
,
2
,
false
,
1
,
1
,
S
<
1
,
32
,
1
,
4
>
,
8
,
S
<
64
,
2
>
,
4
,
1
>
,
DeviceGemmBiasAddReduce_Xdl_CShuffle
<
Col
,
Row
,
Row
,
F16
,
F16
,
F16
,
F16
,
F16
,
F32
,
F32
,
F32
,
DPtrsGlobal
,
PassThrough
,
PassThrough
,
PassThrough
,
PassThrough
,
ReduceOps
,
DInElementOps
,
DOutElementOps
,
ReduceMemOp
,
GemmDefault
,
1
,
128
,
128
,
64
,
32
,
8
,
8
,
32
,
32
,
2
,
2
,
S
<
4
,
32
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
4
,
8
,
true
,
S
<
4
,
32
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
2
,
8
,
true
,
1
,
1
,
S
<
1
,
32
,
1
,
4
>
,
8
,
S
<
64
,
2
>
,
4
,
1
>
,
DeviceGemmBiasAddReduce_Xdl_CShuffle
<
Col
,
Row
,
Row
,
F16
,
F16
,
F16
,
F16
,
F16
,
F32
,
F32
,
F32
,
DPtrsGlobal
,
PassThrough
,
PassThrough
,
PassThrough
,
PassThrough
,
ReduceOps
,
DInElementOps
,
DOutElementOps
,
ReduceMemOp
,
GemmDefault
,
1
,
128
,
64
,
128
,
32
,
2
,
2
,
32
,
32
,
2
,
2
,
S
<
8
,
16
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
4
,
2
,
false
,
S
<
4
,
32
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
4
,
2
,
false
,
1
,
1
,
S
<
1
,
16
,
1
,
8
>
,
8
,
S
<
32
,
4
>
,
4
,
1
>
,
DeviceGemmBiasAddReduce_Xdl_CShuffle
<
Col
,
Row
,
Row
,
F16
,
F16
,
F16
,
F16
,
F16
,
F32
,
F32
,
F32
,
DPtrsGlobal
,
PassThrough
,
PassThrough
,
PassThrough
,
PassThrough
,
ReduceOps
,
DInElementOps
,
DOutElementOps
,
ReduceMemOp
,
GemmDefault
,
1
,
128
,
64
,
128
,
32
,
8
,
8
,
32
,
32
,
2
,
2
,
S
<
4
,
32
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
2
,
8
,
true
,
S
<
4
,
32
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
4
,
8
,
true
,
1
,
1
,
S
<
1
,
16
,
1
,
8
>
,
8
,
S
<
32
,
4
>
,
4
,
1
>
,
DeviceGemmBiasAddReduce_Xdl_CShuffle
<
Col
,
Row
,
Row
,
F16
,
F16
,
F16
,
F16
,
F16
,
F32
,
F32
,
F32
,
DPtrsGlobal
,
PassThrough
,
PassThrough
,
PassThrough
,
PassThrough
,
ReduceOps
,
DInElementOps
,
DOutElementOps
,
ReduceMemOp
,
GemmDefault
,
1
,
256
,
128
,
64
,
32
,
2
,
2
,
32
,
32
,
2
,
1
,
S
<
8
,
32
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
4
,
2
,
false
,
S
<
16
,
16
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
4
,
2
,
false
,
1
,
1
,
S
<
1
,
16
,
1
,
4
>
,
8
,
S
<
64
,
4
>
,
4
,
1
>
,
DeviceGemmBiasAddReduce_Xdl_CShuffle
<
Col
,
Row
,
Row
,
F16
,
F16
,
F16
,
F16
,
F16
,
F32
,
F32
,
F32
,
DPtrsGlobal
,
PassThrough
,
PassThrough
,
PassThrough
,
PassThrough
,
ReduceOps
,
DInElementOps
,
DOutElementOps
,
ReduceMemOp
,
GemmDefault
,
1
,
256
,
128
,
64
,
32
,
8
,
8
,
32
,
32
,
2
,
1
,
S
<
4
,
64
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
2
,
8
,
true
,
S
<
4
,
64
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
1
,
8
,
true
,
1
,
1
,
S
<
1
,
16
,
1
,
4
>
,
8
,
S
<
64
,
4
>
,
4
,
1
>
,
DeviceGemmBiasAddReduce_Xdl_CShuffle
<
Col
,
Row
,
Row
,
F16
,
F16
,
F16
,
F16
,
F16
,
F32
,
F32
,
F32
,
DPtrsGlobal
,
PassThrough
,
PassThrough
,
PassThrough
,
PassThrough
,
ReduceOps
,
DInElementOps
,
DOutElementOps
,
ReduceMemOp
,
GemmDefault
,
1
,
256
,
64
,
128
,
32
,
2
,
2
,
32
,
32
,
1
,
2
,
S
<
16
,
16
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
4
,
2
,
false
,
S
<
8
,
32
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
4
,
2
,
false
,
1
,
1
,
S
<
1
,
32
,
1
,
8
>
,
8
,
S
<
64
,
4
>
,
4
,
1
>
,
DeviceGemmBiasAddReduce_Xdl_CShuffle
<
Col
,
Row
,
Row
,
F16
,
F16
,
F16
,
F16
,
F16
,
F32
,
F32
,
F32
,
DPtrsGlobal
,
PassThrough
,
PassThrough
,
PassThrough
,
PassThrough
,
ReduceOps
,
DInElementOps
,
DOutElementOps
,
ReduceMemOp
,
GemmDefault
,
1
,
256
,
64
,
128
,
32
,
8
,
8
,
32
,
32
,
1
,
2
,
S
<
4
,
64
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
1
,
8
,
true
,
S
<
4
,
64
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
2
,
8
,
true
,
1
,
1
,
S
<
1
,
32
,
1
,
8
>
,
8
,
S
<
64
,
4
>
,
4
,
1
>
// clang-format on
>
;
void
add_device_gemm_bias_add_reduce_xdl_cshuffle_f16_f16_f16_f16_f16_f32_f32_km_kn_mn_instances
(
std
::
vector
<
DeviceGemmBiasAddReducePtr
<
PassThrough
,
PassThrough
,
PassThrough
,
PassThrough
,
DInElementOps
,
DOutElementOps
>>&
instances
)
{
add_device_operation_instances
(
instances
,
device_gemm_bias_add_reduce_xdl_cshuffle_f16_f16_f16_f16_f16_f32_f32_km_kn_mn_instances
{});
}
}
// namespace device_gemm_instance
}
// namespace device
}
// namespace tensor_operation
}
// namespace ck
library/src/tensor_operation_instance/gpu/gemm_bias_add_reduce/device_gemm_bias_add_reduce_xdl_cshuffle_f16_f16_f16_f32_f32_km_nk_mn_instance.cpp
deleted
100644 → 0
View file @
e83c7061
// SPDX-License-Identifier: MIT
// Copyright (c) 2018-2022, Advanced Micro Devices, Inc. All rights reserved.
#include <cstdlib>
#include "ck/ck.hpp"
#include "ck/utility/reduction_operator.hpp"
#include "ck/tensor_operation/gpu/device/tensor_layout.hpp"
#include "ck/tensor_operation/gpu/device/gemm_specialization.hpp"
#include "ck/tensor_operation/gpu/device/device_gemm_bias_add_reduce_xdl_cshuffle.hpp"
#include "ck/tensor_operation/gpu/element/element_wise_operation.hpp"
#include "ck/library/tensor_operation_instance/device_operation_instance.hpp"
namespace
ck
{
namespace
tensor_operation
{
namespace
device
{
namespace
device_gemm_instance
{
using
F16
=
ck
::
half_t
;
using
F32
=
float
;
using
DPtrsGlobal
=
ck
::
Tuple
<
F32
*
,
F32
*>
;
using
Row
=
ck
::
tensor_layout
::
gemm
::
RowMajor
;
using
Col
=
ck
::
tensor_layout
::
gemm
::
ColumnMajor
;
template
<
ck
::
index_t
...
Is
>
using
S
=
ck
::
Sequence
<
Is
...
>
;
using
PassThrough
=
ck
::
tensor_operation
::
element_wise
::
PassThrough
;
using
ReduceSum
=
ck
::
reduce
::
Add
;
using
ReduceOps
=
ck
::
Tuple
<
ReduceSum
,
ReduceSum
>
;
using
Div
=
ck
::
tensor_operation
::
element_wise
::
UnaryDivide
;
using
Identity
=
ck
::
tensor_operation
::
element_wise
::
PassThrough
;
using
Square
=
ck
::
tensor_operation
::
element_wise
::
UnarySquare
;
using
DInElementOps
=
ck
::
Tuple
<
Identity
,
Square
>
;
using
DOutElementOps
=
ck
::
Tuple
<
Div
,
Div
>
;
using
ReduceMemOp
=
ck
::
InMemoryDataOperationEnumSequence
<
ck
::
InMemoryDataOperationEnum
::
AtomicAdd
,
ck
::
InMemoryDataOperationEnum
::
AtomicAdd
>
;
static
constexpr
auto
GemmDefault
=
ck
::
tensor_operation
::
device
::
GemmSpecialization
::
Default
;
// c[m, n] = a[k, m] * b[n, k]
using
device_gemm_bias_add_reduce_xdl_cshuffle_f16_f16_f16_f16_f16_f32_f32_km_nk_mn_instances
=
std
::
tuple
<
// clang-format off
//##################################| ALayout| BLayout| CLayout|AData| BData| CData|C0Data|C1Data| GemmAcc| CShuffle| ReduceAcc| DData| A| B| C| C1| Dxs| DxsInEleOp| DxsAccEleOp| D| 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| CReduce| CReduceThreadLds2VGprCopy| CReduceThreadVgpr2GlobalCopy|
//##################################| | | | Type| Type| Type| Type| Type| DataType| DataType| DataType| Type Tuple| Elementwise| Elementwise| Elementwise| Elementwise| Reduce| | | MemoryData|Spacialization| 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_MPerBlock| ScalarPerVector| ThreadClusterLengths| SrcDstScalarPerVector| SrcDstScalarPerVector|
//##################################| | | | | | | | | | | | | Operation| Operation| Operation| 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_NPerBlock| _NPerBlock| _MPerBlock_NPerBlock| _NPerBlock| _MPerBlock|
//##################################| | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | |
DeviceGemmBiasAddReduce_Xdl_CShuffle
<
Col
,
Col
,
Row
,
F16
,
F16
,
F16
,
F16
,
F16
,
F32
,
F32
,
F32
,
DPtrsGlobal
,
PassThrough
,
PassThrough
,
PassThrough
,
PassThrough
,
ReduceOps
,
DInElementOps
,
DOutElementOps
,
ReduceMemOp
,
GemmDefault
,
1
,
256
,
256
,
128
,
32
,
2
,
8
,
32
,
32
,
4
,
2
,
S
<
4
,
64
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
4
,
2
,
false
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
1
,
1
,
S
<
1
,
32
,
1
,
8
>
,
8
,
S
<
64
,
4
>
,
4
,
1
>
,
DeviceGemmBiasAddReduce_Xdl_CShuffle
<
Col
,
Col
,
Row
,
F16
,
F16
,
F16
,
F16
,
F16
,
F32
,
F32
,
F32
,
DPtrsGlobal
,
PassThrough
,
PassThrough
,
PassThrough
,
PassThrough
,
ReduceOps
,
DInElementOps
,
DOutElementOps
,
ReduceMemOp
,
GemmDefault
,
1
,
256
,
256
,
128
,
32
,
8
,
8
,
32
,
32
,
4
,
2
,
S
<
4
,
64
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
4
,
8
,
true
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
1
,
1
,
S
<
1
,
32
,
1
,
8
>
,
8
,
S
<
64
,
4
>
,
4
,
1
>
,
DeviceGemmBiasAddReduce_Xdl_CShuffle
<
Col
,
Col
,
Row
,
F16
,
F16
,
F16
,
F16
,
F16
,
F32
,
F32
,
F32
,
DPtrsGlobal
,
PassThrough
,
PassThrough
,
PassThrough
,
PassThrough
,
ReduceOps
,
DInElementOps
,
DOutElementOps
,
ReduceMemOp
,
GemmDefault
,
1
,
256
,
128
,
256
,
32
,
2
,
8
,
32
,
32
,
2
,
4
,
S
<
8
,
32
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
4
,
2
,
false
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
1
,
1
,
S
<
1
,
32
,
1
,
8
>
,
8
,
S
<
64
,
4
>
,
4
,
1
>
,
DeviceGemmBiasAddReduce_Xdl_CShuffle
<
Col
,
Col
,
Row
,
F16
,
F16
,
F16
,
F16
,
F16
,
F32
,
F32
,
F32
,
DPtrsGlobal
,
PassThrough
,
PassThrough
,
PassThrough
,
PassThrough
,
ReduceOps
,
DInElementOps
,
DOutElementOps
,
ReduceMemOp
,
GemmDefault
,
1
,
256
,
128
,
256
,
32
,
8
,
8
,
32
,
32
,
2
,
4
,
S
<
4
,
64
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
2
,
8
,
true
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
1
,
1
,
S
<
1
,
32
,
1
,
8
>
,
8
,
S
<
64
,
4
>
,
4
,
1
>
,
DeviceGemmBiasAddReduce_Xdl_CShuffle
<
Col
,
Col
,
Row
,
F16
,
F16
,
F16
,
F16
,
F16
,
F32
,
F32
,
F32
,
DPtrsGlobal
,
PassThrough
,
PassThrough
,
PassThrough
,
PassThrough
,
ReduceOps
,
DInElementOps
,
DOutElementOps
,
ReduceMemOp
,
GemmDefault
,
1
,
128
,
128
,
128
,
32
,
2
,
8
,
32
,
32
,
4
,
2
,
S
<
4
,
32
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
4
,
2
,
false
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
1
,
1
,
S
<
1
,
16
,
1
,
8
>
,
8
,
S
<
32
,
4
>
,
4
,
1
>
,
DeviceGemmBiasAddReduce_Xdl_CShuffle
<
Col
,
Col
,
Row
,
F16
,
F16
,
F16
,
F16
,
F16
,
F32
,
F32
,
F32
,
DPtrsGlobal
,
PassThrough
,
PassThrough
,
PassThrough
,
PassThrough
,
ReduceOps
,
DInElementOps
,
DOutElementOps
,
ReduceMemOp
,
GemmDefault
,
1
,
128
,
128
,
128
,
32
,
8
,
8
,
32
,
32
,
4
,
2
,
S
<
4
,
32
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
4
,
8
,
true
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
1
,
1
,
S
<
1
,
16
,
1
,
8
>
,
8
,
S
<
32
,
4
>
,
4
,
1
>
,
DeviceGemmBiasAddReduce_Xdl_CShuffle
<
Col
,
Col
,
Row
,
F16
,
F16
,
F16
,
F16
,
F16
,
F32
,
F32
,
F32
,
DPtrsGlobal
,
PassThrough
,
PassThrough
,
PassThrough
,
PassThrough
,
ReduceOps
,
DInElementOps
,
DOutElementOps
,
ReduceMemOp
,
GemmDefault
,
1
,
256
,
128
,
128
,
32
,
2
,
8
,
32
,
32
,
2
,
2
,
S
<
8
,
32
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
4
,
2
,
false
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
1
,
1
,
S
<
1
,
32
,
1
,
8
>
,
8
,
S
<
64
,
4
>
,
4
,
1
>
,
DeviceGemmBiasAddReduce_Xdl_CShuffle
<
Col
,
Col
,
Row
,
F16
,
F16
,
F16
,
F16
,
F16
,
F32
,
F32
,
F32
,
DPtrsGlobal
,
PassThrough
,
PassThrough
,
PassThrough
,
PassThrough
,
ReduceOps
,
DInElementOps
,
DOutElementOps
,
ReduceMemOp
,
GemmDefault
,
1
,
256
,
128
,
128
,
32
,
8
,
8
,
32
,
32
,
2
,
2
,
S
<
4
,
64
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
2
,
8
,
true
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
1
,
1
,
S
<
1
,
32
,
1
,
8
>
,
8
,
S
<
64
,
4
>
,
4
,
1
>
,
DeviceGemmBiasAddReduce_Xdl_CShuffle
<
Col
,
Col
,
Row
,
F16
,
F16
,
F16
,
F16
,
F16
,
F32
,
F32
,
F32
,
DPtrsGlobal
,
PassThrough
,
PassThrough
,
PassThrough
,
PassThrough
,
ReduceOps
,
DInElementOps
,
DOutElementOps
,
ReduceMemOp
,
GemmDefault
,
1
,
128
,
128
,
64
,
32
,
2
,
8
,
32
,
32
,
2
,
2
,
S
<
4
,
32
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
4
,
2
,
false
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
1
,
1
,
S
<
1
,
32
,
1
,
4
>
,
8
,
S
<
64
,
2
>
,
4
,
1
>
,
DeviceGemmBiasAddReduce_Xdl_CShuffle
<
Col
,
Col
,
Row
,
F16
,
F16
,
F16
,
F16
,
F16
,
F32
,
F32
,
F32
,
DPtrsGlobal
,
PassThrough
,
PassThrough
,
PassThrough
,
PassThrough
,
ReduceOps
,
DInElementOps
,
DOutElementOps
,
ReduceMemOp
,
GemmDefault
,
1
,
128
,
128
,
64
,
32
,
8
,
8
,
32
,
32
,
2
,
2
,
S
<
4
,
32
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
4
,
8
,
true
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
1
,
1
,
S
<
1
,
32
,
1
,
4
>
,
8
,
S
<
64
,
2
>
,
4
,
1
>
,
DeviceGemmBiasAddReduce_Xdl_CShuffle
<
Col
,
Col
,
Row
,
F16
,
F16
,
F16
,
F16
,
F16
,
F32
,
F32
,
F32
,
DPtrsGlobal
,
PassThrough
,
PassThrough
,
PassThrough
,
PassThrough
,
ReduceOps
,
DInElementOps
,
DOutElementOps
,
ReduceMemOp
,
GemmDefault
,
1
,
128
,
64
,
128
,
32
,
2
,
8
,
32
,
32
,
2
,
2
,
S
<
8
,
16
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
4
,
2
,
false
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
1
,
1
,
S
<
1
,
16
,
1
,
8
>
,
8
,
S
<
32
,
4
>
,
4
,
1
>
,
DeviceGemmBiasAddReduce_Xdl_CShuffle
<
Col
,
Col
,
Row
,
F16
,
F16
,
F16
,
F16
,
F16
,
F32
,
F32
,
F32
,
DPtrsGlobal
,
PassThrough
,
PassThrough
,
PassThrough
,
PassThrough
,
ReduceOps
,
DInElementOps
,
DOutElementOps
,
ReduceMemOp
,
GemmDefault
,
1
,
128
,
64
,
128
,
32
,
8
,
8
,
32
,
32
,
2
,
2
,
S
<
4
,
32
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
2
,
8
,
true
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
1
,
1
,
S
<
1
,
16
,
1
,
8
>
,
8
,
S
<
32
,
4
>
,
4
,
1
>
,
DeviceGemmBiasAddReduce_Xdl_CShuffle
<
Col
,
Col
,
Row
,
F16
,
F16
,
F16
,
F16
,
F16
,
F32
,
F32
,
F32
,
DPtrsGlobal
,
PassThrough
,
PassThrough
,
PassThrough
,
PassThrough
,
ReduceOps
,
DInElementOps
,
DOutElementOps
,
ReduceMemOp
,
GemmDefault
,
1
,
256
,
128
,
64
,
32
,
2
,
8
,
32
,
32
,
2
,
1
,
S
<
8
,
32
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
4
,
2
,
false
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
1
,
1
,
S
<
1
,
16
,
1
,
4
>
,
8
,
S
<
64
,
4
>
,
4
,
1
>
,
DeviceGemmBiasAddReduce_Xdl_CShuffle
<
Col
,
Col
,
Row
,
F16
,
F16
,
F16
,
F16
,
F16
,
F32
,
F32
,
F32
,
DPtrsGlobal
,
PassThrough
,
PassThrough
,
PassThrough
,
PassThrough
,
ReduceOps
,
DInElementOps
,
DOutElementOps
,
ReduceMemOp
,
GemmDefault
,
1
,
256
,
128
,
64
,
32
,
8
,
8
,
32
,
32
,
2
,
1
,
S
<
4
,
64
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
2
,
8
,
true
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
1
,
1
,
S
<
1
,
16
,
1
,
4
>
,
8
,
S
<
64
,
4
>
,
4
,
1
>
,
DeviceGemmBiasAddReduce_Xdl_CShuffle
<
Col
,
Col
,
Row
,
F16
,
F16
,
F16
,
F16
,
F16
,
F32
,
F32
,
F32
,
DPtrsGlobal
,
PassThrough
,
PassThrough
,
PassThrough
,
PassThrough
,
ReduceOps
,
DInElementOps
,
DOutElementOps
,
ReduceMemOp
,
GemmDefault
,
1
,
256
,
64
,
128
,
32
,
2
,
8
,
32
,
32
,
1
,
2
,
S
<
16
,
16
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
4
,
2
,
false
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
1
,
1
,
S
<
1
,
32
,
1
,
8
>
,
8
,
S
<
64
,
4
>
,
4
,
1
>
,
DeviceGemmBiasAddReduce_Xdl_CShuffle
<
Col
,
Col
,
Row
,
F16
,
F16
,
F16
,
F16
,
F16
,
F32
,
F32
,
F32
,
DPtrsGlobal
,
PassThrough
,
PassThrough
,
PassThrough
,
PassThrough
,
ReduceOps
,
DInElementOps
,
DOutElementOps
,
ReduceMemOp
,
GemmDefault
,
1
,
256
,
64
,
128
,
32
,
8
,
8
,
32
,
32
,
1
,
2
,
S
<
4
,
64
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
1
,
8
,
true
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
1
,
1
,
S
<
1
,
32
,
1
,
8
>
,
8
,
S
<
64
,
4
>
,
4
,
1
>
// clang-format on
>
;
void
add_device_gemm_bias_add_reduce_xdl_cshuffle_f16_f16_f16_f16_f16_f32_f32_km_nk_mn_instances
(
std
::
vector
<
DeviceGemmBiasAddReducePtr
<
PassThrough
,
PassThrough
,
PassThrough
,
PassThrough
,
DInElementOps
,
DOutElementOps
>>&
instances
)
{
add_device_operation_instances
(
instances
,
device_gemm_bias_add_reduce_xdl_cshuffle_f16_f16_f16_f16_f16_f32_f32_km_nk_mn_instances
{});
}
}
// namespace device_gemm_instance
}
// namespace device
}
// namespace tensor_operation
}
// namespace ck
library/src/tensor_operation_instance/gpu/gemm_bias_add_reduce/device_gemm_bias_add_reduce_xdl_cshuffle_f16_f16_f16_f32_f32_mk_kn_mn_instance.cpp
deleted
100644 → 0
View file @
e83c7061
// SPDX-License-Identifier: MIT
// Copyright (c) 2018-2022, Advanced Micro Devices, Inc. All rights reserved.
#include <cstdlib>
#include "ck/ck.hpp"
#include "ck/utility/reduction_operator.hpp"
#include "ck/tensor_operation/gpu/device/tensor_layout.hpp"
#include "ck/tensor_operation/gpu/device/gemm_specialization.hpp"
#include "ck/tensor_operation/gpu/device/device_gemm_bias_add_reduce_xdl_cshuffle.hpp"
#include "ck/tensor_operation/gpu/element/element_wise_operation.hpp"
#include "ck/library/tensor_operation_instance/device_operation_instance.hpp"
namespace
ck
{
namespace
tensor_operation
{
namespace
device
{
namespace
device_gemm_instance
{
using
F16
=
ck
::
half_t
;
using
F32
=
float
;
using
DPtrsGlobal
=
ck
::
Tuple
<
F32
*
,
F32
*>
;
using
Row
=
ck
::
tensor_layout
::
gemm
::
RowMajor
;
using
Col
=
ck
::
tensor_layout
::
gemm
::
ColumnMajor
;
template
<
ck
::
index_t
...
Is
>
using
S
=
ck
::
Sequence
<
Is
...
>
;
using
PassThrough
=
ck
::
tensor_operation
::
element_wise
::
PassThrough
;
using
ReduceSum
=
ck
::
reduce
::
Add
;
using
ReduceOps
=
ck
::
Tuple
<
ReduceSum
,
ReduceSum
>
;
using
Div
=
ck
::
tensor_operation
::
element_wise
::
UnaryDivide
;
using
Identity
=
ck
::
tensor_operation
::
element_wise
::
PassThrough
;
using
Square
=
ck
::
tensor_operation
::
element_wise
::
UnarySquare
;
using
DInElementOps
=
ck
::
Tuple
<
Identity
,
Square
>
;
using
DOutElementOps
=
ck
::
Tuple
<
Div
,
Div
>
;
using
ReduceMemOp
=
ck
::
InMemoryDataOperationEnumSequence
<
ck
::
InMemoryDataOperationEnum
::
AtomicAdd
,
ck
::
InMemoryDataOperationEnum
::
AtomicAdd
>
;
static
constexpr
auto
GemmDefault
=
ck
::
tensor_operation
::
device
::
GemmSpecialization
::
Default
;
// c[m, n] = a[m, k] * b[n, k]
using
device_gemm_bias_add_reduce_xdl_cshuffle_f16_f16_f16_f16_f16_f32_f32_mk_kn_mn_instances
=
std
::
tuple
<
// clang-format off
//##################################| ALayout| BLayout| CLayout| AData| BData| CData|C0Data|C1Data| GemmAcc| CShuffle| ReduceAcc| DData| A| B| C| C1| Dxs| DxsInEleOp| DxsAccEleOp| D| 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| CReduce| CReduceThreadLds2VGprCopy| CReduceThreadVgpr2GlobalCopy|
//##################################| | | | Type| Type| Type| Type| Type| DataType| DataType| DataType| Type Tuple| Elementwise| Elementwise| Elementwise| Elementwise| Reduce| | | MemoryData|Spacialization| 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_MPerBlock| ScalarPerVector| ThreadClusterLengths| SrcDstScalarPerVector| SrcDstScalarPerVector|
//##################################| | | | | | | | | | | | | Operation| Operation| Operation| 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_NPerBlock| _NPerBlock| _MPerBlock_NPerBlock| _NPerBlock| _MPerBlock|
//##################################| | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | |
DeviceGemmBiasAddReduce_Xdl_CShuffle
<
Row
,
Row
,
Row
,
F16
,
F16
,
F16
,
F16
,
F16
,
F32
,
F32
,
F32
,
DPtrsGlobal
,
PassThrough
,
PassThrough
,
PassThrough
,
PassThrough
,
ReduceOps
,
DInElementOps
,
DOutElementOps
,
ReduceMemOp
,
GemmDefault
,
1
,
256
,
256
,
128
,
32
,
8
,
2
,
32
,
32
,
4
,
2
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
S
<
8
,
32
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
4
,
2
,
false
,
1
,
1
,
S
<
1
,
32
,
1
,
8
>
,
8
,
S
<
64
,
4
>
,
4
,
1
>
,
DeviceGemmBiasAddReduce_Xdl_CShuffle
<
Row
,
Row
,
Row
,
F16
,
F16
,
F16
,
F16
,
F16
,
F32
,
F32
,
F32
,
DPtrsGlobal
,
PassThrough
,
PassThrough
,
PassThrough
,
PassThrough
,
ReduceOps
,
DInElementOps
,
DOutElementOps
,
ReduceMemOp
,
GemmDefault
,
1
,
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
,
true
,
S
<
4
,
64
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
2
,
8
,
true
,
1
,
1
,
S
<
1
,
32
,
1
,
8
>
,
8
,
S
<
64
,
4
>
,
4
,
1
>
,
DeviceGemmBiasAddReduce_Xdl_CShuffle
<
Row
,
Row
,
Row
,
F16
,
F16
,
F16
,
F16
,
F16
,
F32
,
F32
,
F32
,
DPtrsGlobal
,
PassThrough
,
PassThrough
,
PassThrough
,
PassThrough
,
ReduceOps
,
DInElementOps
,
DOutElementOps
,
ReduceMemOp
,
GemmDefault
,
1
,
256
,
128
,
256
,
32
,
8
,
2
,
32
,
32
,
2
,
4
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
S
<
4
,
64
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
4
,
2
,
false
,
1
,
1
,
S
<
1
,
32
,
1
,
8
>
,
8
,
S
<
64
,
4
>
,
4
,
1
>
,
DeviceGemmBiasAddReduce_Xdl_CShuffle
<
Row
,
Row
,
Row
,
F16
,
F16
,
F16
,
F16
,
F16
,
F32
,
F32
,
F32
,
DPtrsGlobal
,
PassThrough
,
PassThrough
,
PassThrough
,
PassThrough
,
ReduceOps
,
DInElementOps
,
DOutElementOps
,
ReduceMemOp
,
GemmDefault
,
1
,
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
,
true
,
S
<
4
,
64
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
4
,
8
,
true
,
1
,
1
,
S
<
1
,
32
,
1
,
8
>
,
8
,
S
<
64
,
4
>
,
4
,
1
>
,
DeviceGemmBiasAddReduce_Xdl_CShuffle
<
Row
,
Row
,
Row
,
F16
,
F16
,
F16
,
F16
,
F16
,
F32
,
F32
,
F32
,
DPtrsGlobal
,
PassThrough
,
PassThrough
,
PassThrough
,
PassThrough
,
ReduceOps
,
DInElementOps
,
DOutElementOps
,
ReduceMemOp
,
GemmDefault
,
1
,
128
,
128
,
128
,
32
,
8
,
2
,
32
,
32
,
4
,
2
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
S
<
4
,
32
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
4
,
2
,
false
,
1
,
1
,
S
<
1
,
16
,
1
,
8
>
,
8
,
S
<
32
,
4
>
,
4
,
1
>
,
DeviceGemmBiasAddReduce_Xdl_CShuffle
<
Row
,
Row
,
Row
,
F16
,
F16
,
F16
,
F16
,
F16
,
F32
,
F32
,
F32
,
DPtrsGlobal
,
PassThrough
,
PassThrough
,
PassThrough
,
PassThrough
,
ReduceOps
,
DInElementOps
,
DOutElementOps
,
ReduceMemOp
,
GemmDefault
,
1
,
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
,
true
,
S
<
4
,
32
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
4
,
8
,
true
,
1
,
1
,
S
<
1
,
16
,
1
,
8
>
,
8
,
S
<
32
,
4
>
,
4
,
1
>
,
DeviceGemmBiasAddReduce_Xdl_CShuffle
<
Row
,
Row
,
Row
,
F16
,
F16
,
F16
,
F16
,
F16
,
F32
,
F32
,
F32
,
DPtrsGlobal
,
PassThrough
,
PassThrough
,
PassThrough
,
PassThrough
,
ReduceOps
,
DInElementOps
,
DOutElementOps
,
ReduceMemOp
,
GemmDefault
,
1
,
256
,
128
,
128
,
32
,
8
,
2
,
32
,
32
,
2
,
2
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
S
<
8
,
32
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
4
,
2
,
false
,
1
,
1
,
S
<
1
,
32
,
1
,
8
>
,
8
,
S
<
64
,
4
>
,
4
,
1
>
,
DeviceGemmBiasAddReduce_Xdl_CShuffle
<
Row
,
Row
,
Row
,
F16
,
F16
,
F16
,
F16
,
F16
,
F32
,
F32
,
F32
,
DPtrsGlobal
,
PassThrough
,
PassThrough
,
PassThrough
,
PassThrough
,
ReduceOps
,
DInElementOps
,
DOutElementOps
,
ReduceMemOp
,
GemmDefault
,
1
,
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
,
true
,
S
<
4
,
64
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
2
,
8
,
true
,
1
,
1
,
S
<
1
,
32
,
1
,
8
>
,
8
,
S
<
64
,
4
>
,
4
,
1
>
,
DeviceGemmBiasAddReduce_Xdl_CShuffle
<
Row
,
Row
,
Row
,
F16
,
F16
,
F16
,
F16
,
F16
,
F32
,
F32
,
F32
,
DPtrsGlobal
,
PassThrough
,
PassThrough
,
PassThrough
,
PassThrough
,
ReduceOps
,
DInElementOps
,
DOutElementOps
,
ReduceMemOp
,
GemmDefault
,
1
,
128
,
128
,
64
,
32
,
8
,
2
,
32
,
32
,
2
,
2
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
S
<
8
,
16
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
4
,
2
,
false
,
1
,
1
,
S
<
1
,
32
,
1
,
4
>
,
8
,
S
<
64
,
2
>
,
4
,
1
>
,
DeviceGemmBiasAddReduce_Xdl_CShuffle
<
Row
,
Row
,
Row
,
F16
,
F16
,
F16
,
F16
,
F16
,
F32
,
F32
,
F32
,
DPtrsGlobal
,
PassThrough
,
PassThrough
,
PassThrough
,
PassThrough
,
ReduceOps
,
DInElementOps
,
DOutElementOps
,
ReduceMemOp
,
GemmDefault
,
1
,
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
,
true
,
S
<
4
,
32
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
2
,
8
,
true
,
1
,
1
,
S
<
1
,
32
,
1
,
4
>
,
8
,
S
<
64
,
2
>
,
4
,
1
>
,
DeviceGemmBiasAddReduce_Xdl_CShuffle
<
Row
,
Row
,
Row
,
F16
,
F16
,
F16
,
F16
,
F16
,
F32
,
F32
,
F32
,
DPtrsGlobal
,
PassThrough
,
PassThrough
,
PassThrough
,
PassThrough
,
ReduceOps
,
DInElementOps
,
DOutElementOps
,
ReduceMemOp
,
GemmDefault
,
1
,
128
,
64
,
128
,
32
,
8
,
2
,
32
,
32
,
2
,
2
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
S
<
4
,
32
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
4
,
2
,
false
,
1
,
1
,
S
<
1
,
16
,
1
,
8
>
,
8
,
S
<
32
,
4
>
,
4
,
1
>
,
DeviceGemmBiasAddReduce_Xdl_CShuffle
<
Row
,
Row
,
Row
,
F16
,
F16
,
F16
,
F16
,
F16
,
F32
,
F32
,
F32
,
DPtrsGlobal
,
PassThrough
,
PassThrough
,
PassThrough
,
PassThrough
,
ReduceOps
,
DInElementOps
,
DOutElementOps
,
ReduceMemOp
,
GemmDefault
,
1
,
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
,
true
,
S
<
4
,
32
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
4
,
8
,
true
,
1
,
1
,
S
<
1
,
16
,
1
,
8
>
,
8
,
S
<
32
,
4
>
,
4
,
1
>
,
DeviceGemmBiasAddReduce_Xdl_CShuffle
<
Row
,
Row
,
Row
,
F16
,
F16
,
F16
,
F16
,
F16
,
F32
,
F32
,
F32
,
DPtrsGlobal
,
PassThrough
,
PassThrough
,
PassThrough
,
PassThrough
,
ReduceOps
,
DInElementOps
,
DOutElementOps
,
ReduceMemOp
,
GemmDefault
,
1
,
256
,
128
,
64
,
32
,
8
,
2
,
32
,
32
,
2
,
1
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
S
<
16
,
16
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
4
,
2
,
false
,
1
,
1
,
S
<
1
,
16
,
1
,
4
>
,
8
,
S
<
64
,
4
>
,
4
,
1
>
,
DeviceGemmBiasAddReduce_Xdl_CShuffle
<
Row
,
Row
,
Row
,
F16
,
F16
,
F16
,
F16
,
F16
,
F32
,
F32
,
F32
,
DPtrsGlobal
,
PassThrough
,
PassThrough
,
PassThrough
,
PassThrough
,
ReduceOps
,
DInElementOps
,
DOutElementOps
,
ReduceMemOp
,
GemmDefault
,
1
,
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
,
true
,
S
<
4
,
64
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
1
,
8
,
true
,
1
,
1
,
S
<
1
,
16
,
1
,
4
>
,
8
,
S
<
64
,
4
>
,
4
,
1
>
,
DeviceGemmBiasAddReduce_Xdl_CShuffle
<
Row
,
Row
,
Row
,
F16
,
F16
,
F16
,
F16
,
F16
,
F32
,
F32
,
F32
,
DPtrsGlobal
,
PassThrough
,
PassThrough
,
PassThrough
,
PassThrough
,
ReduceOps
,
DInElementOps
,
DOutElementOps
,
ReduceMemOp
,
GemmDefault
,
1
,
256
,
64
,
128
,
32
,
8
,
2
,
32
,
32
,
1
,
2
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
S
<
8
,
32
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
4
,
2
,
false
,
1
,
1
,
S
<
1
,
32
,
1
,
8
>
,
8
,
S
<
64
,
4
>
,
4
,
1
>
,
DeviceGemmBiasAddReduce_Xdl_CShuffle
<
Row
,
Row
,
Row
,
F16
,
F16
,
F16
,
F16
,
F16
,
F32
,
F32
,
F32
,
DPtrsGlobal
,
PassThrough
,
PassThrough
,
PassThrough
,
PassThrough
,
ReduceOps
,
DInElementOps
,
DOutElementOps
,
ReduceMemOp
,
GemmDefault
,
1
,
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
,
true
,
S
<
4
,
64
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
2
,
8
,
true
,
1
,
1
,
S
<
1
,
32
,
1
,
8
>
,
8
,
S
<
64
,
4
>
,
4
,
1
>
// clang-format on
>
;
void
add_device_gemm_bias_add_reduce_xdl_cshuffle_f16_f16_f16_f16_f16_f32_f32_mk_kn_mn_instances
(
std
::
vector
<
DeviceGemmBiasAddReducePtr
<
PassThrough
,
PassThrough
,
PassThrough
,
PassThrough
,
DInElementOps
,
DOutElementOps
>>&
instances
)
{
add_device_operation_instances
(
instances
,
device_gemm_bias_add_reduce_xdl_cshuffle_f16_f16_f16_f16_f16_f32_f32_mk_kn_mn_instances
{});
}
}
// namespace device_gemm_instance
}
// namespace device
}
// namespace tensor_operation
}
// namespace ck
library/src/tensor_operation_instance/gpu/gemm_reduce/device_gemm_reduce_xdl_cshuffle_f16_f16_f16_f32_f32_km_kn_mn_instance.cpp
View file @
f5de8b57
...
@@ -16,9 +16,9 @@ namespace tensor_operation {
...
@@ -16,9 +16,9 @@ namespace tensor_operation {
namespace
device
{
namespace
device
{
namespace
device_gemm_instance
{
namespace
device_gemm_instance
{
using
F16
=
ck
::
half_t
;
using
F16
=
ck
::
half_t
;
using
F32
=
float
;
using
F32
=
float
;
using
D
PtrsGlobal
=
ck
::
Tuple
<
F32
*
,
F32
*>
;
using
Reduce
PtrsGlobal
=
ck
::
Tuple
<
F32
*
,
F32
*>
;
using
Row
=
ck
::
tensor_layout
::
gemm
::
RowMajor
;
using
Row
=
ck
::
tensor_layout
::
gemm
::
RowMajor
;
using
Col
=
ck
::
tensor_layout
::
gemm
::
ColumnMajor
;
using
Col
=
ck
::
tensor_layout
::
gemm
::
ColumnMajor
;
...
@@ -30,11 +30,11 @@ using PassThrough = ck::tensor_operation::element_wise::PassThrough;
...
@@ -30,11 +30,11 @@ using PassThrough = ck::tensor_operation::element_wise::PassThrough;
using
ReduceSum
=
ck
::
reduce
::
Add
;
using
ReduceSum
=
ck
::
reduce
::
Add
;
using
ReduceOps
=
ck
::
Tuple
<
ReduceSum
,
ReduceSum
>
;
using
ReduceOps
=
ck
::
Tuple
<
ReduceSum
,
ReduceSum
>
;
using
Div
=
ck
::
tensor_operation
::
element_wise
::
UnaryDivide
;
using
Div
=
ck
::
tensor_operation
::
element_wise
::
UnaryDivide
;
using
Identity
=
ck
::
tensor_operation
::
element_wise
::
PassThrough
;
using
Identity
=
ck
::
tensor_operation
::
element_wise
::
PassThrough
;
using
Square
=
ck
::
tensor_operation
::
element_wise
::
UnarySquare
;
using
Square
=
ck
::
tensor_operation
::
element_wise
::
UnarySquare
;
using
D
InElementOps
=
ck
::
Tuple
<
Identity
,
Square
>
;
using
Reduce
InElementOps
=
ck
::
Tuple
<
Identity
,
Square
>
;
using
D
OutElementOps
=
ck
::
Tuple
<
Div
,
Div
>
;
using
Reduce
OutElementOps
=
ck
::
Tuple
<
Div
,
Div
>
;
using
ReduceMemOp
=
ck
::
InMemoryDataOperationEnumSequence
<
ck
::
InMemoryDataOperationEnum
::
AtomicAdd
,
using
ReduceMemOp
=
ck
::
InMemoryDataOperationEnumSequence
<
ck
::
InMemoryDataOperationEnum
::
AtomicAdd
,
ck
::
InMemoryDataOperationEnum
::
AtomicAdd
>
;
ck
::
InMemoryDataOperationEnum
::
AtomicAdd
>
;
...
@@ -44,33 +44,31 @@ static constexpr auto GemmDefault = ck::tensor_operation::device::GemmSpecializa
...
@@ -44,33 +44,31 @@ static constexpr auto GemmDefault = ck::tensor_operation::device::GemmSpecializa
// c[m, n] = a[k, m] * b[k, n]
// c[m, n] = a[k, m] * b[k, n]
using
device_gemm_reduce_xdl_cshuffle_f16_f16_f16_f32_f32_km_kn_mn_instances
=
std
::
tuple
<
using
device_gemm_reduce_xdl_cshuffle_f16_f16_f16_f32_f32_km_kn_mn_instances
=
std
::
tuple
<
// clang-format off
// clang-format off
//###########################| ALayout| BLayout| CLayout|AData| BData| CData| GemmAcc| CShuffle| ReduceAcc|
D
Data| A| B| C|
Dxs| Dxs
InEleOp|
Dxs
AccEleOp|
D
| 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| CReduce| CReduceThreadLds2VGprCopy| CReduceThreadVgpr2GlobalCopy|
//###########################| ALayout| BLayout| CLayout|AData| BData| CData| GemmAcc| CShuffle| ReduceAcc|
Reduce
Data| A| B| C|
Reduce| Reduce
InEleOp|
Reduce
AccEleOp|
Reduce
| 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| CReduce| CReduceThreadLds2VGprCopy| CReduceThreadVgpr2GlobalCopy|
//###########################| | | | Type| Type| Type| DataType| DataType| DataType| Type Tuple| Elementwise| Elementwise| Elementwise|
Reduce|
| | MemoryData|Spacialization| 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_MPerBlock| ScalarPerVector| ThreadClusterLengths| SrcDstScalarPerVector| SrcDstScalarPerVector|
//###########################| | | | Type| Type| Type| DataType| DataType| DataType|
Type Tuple| Elementwise| Elementwise| Elementwise|
Operation|
|
| MemoryData|Spacialization| 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_MPerBlock| ScalarPerVector| ThreadClusterLengths| SrcDstScalarPerVector| SrcDstScalarPerVector|
//###########################| | | | | | | | | | | Operation| Operation| 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_NPerBlock| _NPerBlock| _MPerBlock_NPerBlock| _NPerBlock| _MPerBlock|
//###########################| | | | | | | | | |
| Operation| 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_NPerBlock| _NPerBlock| _MPerBlock_NPerBlock| _NPerBlock| _MPerBlock|
//###########################| | | | | | | | | | | | | | |
|
| | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | |
//###########################| | | | | | | | | |
| | | | |
|
| | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | |
DeviceGemmReduce_Xdl_CShuffle
<
Col
,
Row
,
Row
,
F16
,
F16
,
F16
,
F32
,
F32
,
F32
,
D
PtrsGlobal
,
PassThrough
,
PassThrough
,
PassThrough
,
ReduceOps
,
D
InElementOps
,
D
OutElementOps
,
ReduceMemOp
,
GemmDefault
,
1
,
256
,
256
,
128
,
32
,
2
,
2
,
32
,
32
,
4
,
2
,
S
<
4
,
64
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
4
,
2
,
false
,
S
<
8
,
32
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
4
,
2
,
false
,
1
,
1
,
S
<
1
,
32
,
1
,
8
>
,
8
,
S
<
64
,
4
>
,
4
,
1
>
,
DeviceGemmReduce_Xdl_CShuffle
<
Col
,
Row
,
Row
,
F16
,
F16
,
F16
,
F32
,
F32
,
F32
,
Reduce
PtrsGlobal
,
PassThrough
,
PassThrough
,
PassThrough
,
ReduceOps
,
Reduce
InElementOps
,
Reduce
OutElementOps
,
ReduceMemOp
,
GemmDefault
,
1
,
256
,
256
,
128
,
32
,
2
,
2
,
32
,
32
,
4
,
2
,
S
<
4
,
64
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
4
,
2
,
false
,
S
<
8
,
32
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
4
,
2
,
false
,
1
,
1
,
S
<
1
,
32
,
1
,
8
>
,
8
,
S
<
64
,
4
>
,
4
,
1
>
,
DeviceGemmReduce_Xdl_CShuffle
<
Col
,
Row
,
Row
,
F16
,
F16
,
F16
,
F32
,
F32
,
F32
,
D
PtrsGlobal
,
PassThrough
,
PassThrough
,
PassThrough
,
ReduceOps
,
D
InElementOps
,
D
OutElementOps
,
ReduceMemOp
,
GemmDefault
,
1
,
256
,
256
,
128
,
32
,
8
,
8
,
32
,
32
,
4
,
2
,
S
<
4
,
64
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
4
,
8
,
true
,
S
<
4
,
64
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
2
,
8
,
true
,
1
,
1
,
S
<
1
,
32
,
1
,
8
>
,
8
,
S
<
64
,
4
>
,
4
,
1
>
,
DeviceGemmReduce_Xdl_CShuffle
<
Col
,
Row
,
Row
,
F16
,
F16
,
F16
,
F32
,
F32
,
F32
,
Reduce
PtrsGlobal
,
PassThrough
,
PassThrough
,
PassThrough
,
ReduceOps
,
Reduce
InElementOps
,
Reduce
OutElementOps
,
ReduceMemOp
,
GemmDefault
,
1
,
256
,
256
,
128
,
32
,
8
,
8
,
32
,
32
,
4
,
2
,
S
<
4
,
64
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
4
,
8
,
true
,
S
<
4
,
64
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
2
,
8
,
true
,
1
,
1
,
S
<
1
,
32
,
1
,
8
>
,
8
,
S
<
64
,
4
>
,
4
,
1
>
,
DeviceGemmReduce_Xdl_CShuffle
<
Col
,
Row
,
Row
,
F16
,
F16
,
F16
,
F32
,
F32
,
F32
,
D
PtrsGlobal
,
PassThrough
,
PassThrough
,
PassThrough
,
ReduceOps
,
D
InElementOps
,
D
OutElementOps
,
ReduceMemOp
,
GemmDefault
,
1
,
256
,
128
,
256
,
32
,
2
,
2
,
32
,
32
,
2
,
4
,
S
<
8
,
32
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
4
,
2
,
false
,
S
<
4
,
64
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
4
,
2
,
false
,
1
,
1
,
S
<
1
,
32
,
1
,
8
>
,
8
,
S
<
64
,
4
>
,
4
,
1
>
,
DeviceGemmReduce_Xdl_CShuffle
<
Col
,
Row
,
Row
,
F16
,
F16
,
F16
,
F32
,
F32
,
F32
,
Reduce
PtrsGlobal
,
PassThrough
,
PassThrough
,
PassThrough
,
ReduceOps
,
Reduce
InElementOps
,
Reduce
OutElementOps
,
ReduceMemOp
,
GemmDefault
,
1
,
256
,
128
,
256
,
32
,
2
,
2
,
32
,
32
,
2
,
4
,
S
<
8
,
32
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
4
,
2
,
false
,
S
<
4
,
64
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
4
,
2
,
false
,
1
,
1
,
S
<
1
,
32
,
1
,
8
>
,
8
,
S
<
64
,
4
>
,
4
,
1
>
,
DeviceGemmReduce_Xdl_CShuffle
<
Col
,
Row
,
Row
,
F16
,
F16
,
F16
,
F32
,
F32
,
F32
,
D
PtrsGlobal
,
PassThrough
,
PassThrough
,
PassThrough
,
ReduceOps
,
D
InElementOps
,
D
OutElementOps
,
ReduceMemOp
,
GemmDefault
,
1
,
256
,
128
,
256
,
32
,
8
,
8
,
32
,
32
,
2
,
4
,
S
<
4
,
64
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
2
,
8
,
true
,
S
<
4
,
64
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
4
,
8
,
true
,
1
,
1
,
S
<
1
,
32
,
1
,
8
>
,
8
,
S
<
64
,
4
>
,
4
,
1
>
,
DeviceGemmReduce_Xdl_CShuffle
<
Col
,
Row
,
Row
,
F16
,
F16
,
F16
,
F32
,
F32
,
F32
,
Reduce
PtrsGlobal
,
PassThrough
,
PassThrough
,
PassThrough
,
ReduceOps
,
Reduce
InElementOps
,
Reduce
OutElementOps
,
ReduceMemOp
,
GemmDefault
,
1
,
256
,
128
,
256
,
32
,
8
,
8
,
32
,
32
,
2
,
4
,
S
<
4
,
64
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
2
,
8
,
true
,
S
<
4
,
64
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
4
,
8
,
true
,
1
,
1
,
S
<
1
,
32
,
1
,
8
>
,
8
,
S
<
64
,
4
>
,
4
,
1
>
,
DeviceGemmReduce_Xdl_CShuffle
<
Col
,
Row
,
Row
,
F16
,
F16
,
F16
,
F32
,
F32
,
F32
,
D
PtrsGlobal
,
PassThrough
,
PassThrough
,
PassThrough
,
ReduceOps
,
D
InElementOps
,
D
OutElementOps
,
ReduceMemOp
,
GemmDefault
,
1
,
128
,
128
,
128
,
32
,
2
,
2
,
32
,
32
,
4
,
2
,
S
<
4
,
32
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
4
,
2
,
false
,
S
<
4
,
32
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
4
,
2
,
false
,
1
,
1
,
S
<
1
,
16
,
1
,
8
>
,
8
,
S
<
32
,
4
>
,
4
,
1
>
,
DeviceGemmReduce_Xdl_CShuffle
<
Col
,
Row
,
Row
,
F16
,
F16
,
F16
,
F32
,
F32
,
F32
,
Reduce
PtrsGlobal
,
PassThrough
,
PassThrough
,
PassThrough
,
ReduceOps
,
Reduce
InElementOps
,
Reduce
OutElementOps
,
ReduceMemOp
,
GemmDefault
,
1
,
128
,
128
,
128
,
32
,
2
,
2
,
32
,
32
,
4
,
2
,
S
<
4
,
32
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
4
,
2
,
false
,
S
<
4
,
32
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
4
,
2
,
false
,
1
,
1
,
S
<
1
,
16
,
1
,
8
>
,
8
,
S
<
32
,
4
>
,
4
,
1
>
,
DeviceGemmReduce_Xdl_CShuffle
<
Col
,
Row
,
Row
,
F16
,
F16
,
F16
,
F32
,
F32
,
F32
,
D
PtrsGlobal
,
PassThrough
,
PassThrough
,
PassThrough
,
ReduceOps
,
D
InElementOps
,
D
OutElementOps
,
ReduceMemOp
,
GemmDefault
,
1
,
128
,
128
,
128
,
32
,
8
,
8
,
32
,
32
,
4
,
2
,
S
<
4
,
32
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
4
,
8
,
true
,
S
<
4
,
32
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
4
,
8
,
true
,
1
,
1
,
S
<
1
,
16
,
1
,
8
>
,
8
,
S
<
32
,
4
>
,
4
,
1
>
,
DeviceGemmReduce_Xdl_CShuffle
<
Col
,
Row
,
Row
,
F16
,
F16
,
F16
,
F32
,
F32
,
F32
,
Reduce
PtrsGlobal
,
PassThrough
,
PassThrough
,
PassThrough
,
ReduceOps
,
Reduce
InElementOps
,
Reduce
OutElementOps
,
ReduceMemOp
,
GemmDefault
,
1
,
128
,
128
,
128
,
32
,
8
,
8
,
32
,
32
,
4
,
2
,
S
<
4
,
32
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
4
,
8
,
true
,
S
<
4
,
32
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
4
,
8
,
true
,
1
,
1
,
S
<
1
,
16
,
1
,
8
>
,
8
,
S
<
32
,
4
>
,
4
,
1
>
,
DeviceGemmReduce_Xdl_CShuffle
<
Col
,
Row
,
Row
,
F16
,
F16
,
F16
,
F32
,
F32
,
F32
,
D
PtrsGlobal
,
PassThrough
,
PassThrough
,
PassThrough
,
ReduceOps
,
D
InElementOps
,
D
OutElementOps
,
ReduceMemOp
,
GemmDefault
,
1
,
256
,
128
,
128
,
32
,
2
,
2
,
32
,
32
,
2
,
2
,
S
<
8
,
32
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
4
,
2
,
false
,
S
<
8
,
32
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
4
,
2
,
false
,
1
,
1
,
S
<
1
,
32
,
1
,
8
>
,
8
,
S
<
64
,
4
>
,
4
,
1
>
,
DeviceGemmReduce_Xdl_CShuffle
<
Col
,
Row
,
Row
,
F16
,
F16
,
F16
,
F32
,
F32
,
F32
,
Reduce
PtrsGlobal
,
PassThrough
,
PassThrough
,
PassThrough
,
ReduceOps
,
Reduce
InElementOps
,
Reduce
OutElementOps
,
ReduceMemOp
,
GemmDefault
,
1
,
256
,
128
,
128
,
32
,
2
,
2
,
32
,
32
,
2
,
2
,
S
<
8
,
32
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
4
,
2
,
false
,
S
<
8
,
32
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
4
,
2
,
false
,
1
,
1
,
S
<
1
,
32
,
1
,
8
>
,
8
,
S
<
64
,
4
>
,
4
,
1
>
,
DeviceGemmReduce_Xdl_CShuffle
<
Col
,
Row
,
Row
,
F16
,
F16
,
F16
,
F32
,
F32
,
F32
,
D
PtrsGlobal
,
PassThrough
,
PassThrough
,
PassThrough
,
ReduceOps
,
D
InElementOps
,
D
OutElementOps
,
ReduceMemOp
,
GemmDefault
,
1
,
256
,
128
,
128
,
32
,
8
,
8
,
32
,
32
,
2
,
2
,
S
<
4
,
64
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
2
,
8
,
true
,
S
<
4
,
64
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
2
,
8
,
true
,
1
,
1
,
S
<
1
,
32
,
1
,
8
>
,
8
,
S
<
64
,
4
>
,
4
,
1
>
,
DeviceGemmReduce_Xdl_CShuffle
<
Col
,
Row
,
Row
,
F16
,
F16
,
F16
,
F32
,
F32
,
F32
,
Reduce
PtrsGlobal
,
PassThrough
,
PassThrough
,
PassThrough
,
ReduceOps
,
Reduce
InElementOps
,
Reduce
OutElementOps
,
ReduceMemOp
,
GemmDefault
,
1
,
256
,
128
,
128
,
32
,
8
,
8
,
32
,
32
,
2
,
2
,
S
<
4
,
64
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
2
,
8
,
true
,
S
<
4
,
64
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
2
,
8
,
true
,
1
,
1
,
S
<
1
,
32
,
1
,
8
>
,
8
,
S
<
64
,
4
>
,
4
,
1
>
,
DeviceGemmReduce_Xdl_CShuffle
<
Col
,
Row
,
Row
,
F16
,
F16
,
F16
,
F32
,
F32
,
F32
,
D
PtrsGlobal
,
PassThrough
,
PassThrough
,
PassThrough
,
ReduceOps
,
D
InElementOps
,
D
OutElementOps
,
ReduceMemOp
,
GemmDefault
,
1
,
128
,
128
,
64
,
32
,
2
,
2
,
32
,
32
,
2
,
2
,
S
<
4
,
32
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
4
,
2
,
false
,
S
<
4
,
16
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
4
,
2
,
false
,
1
,
1
,
S
<
1
,
32
,
1
,
4
>
,
8
,
S
<
64
,
2
>
,
4
,
1
>
,
DeviceGemmReduce_Xdl_CShuffle
<
Col
,
Row
,
Row
,
F16
,
F16
,
F16
,
F32
,
F32
,
F32
,
Reduce
PtrsGlobal
,
PassThrough
,
PassThrough
,
PassThrough
,
ReduceOps
,
Reduce
InElementOps
,
Reduce
OutElementOps
,
ReduceMemOp
,
GemmDefault
,
1
,
128
,
128
,
64
,
32
,
2
,
2
,
32
,
32
,
2
,
2
,
S
<
4
,
32
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
4
,
2
,
false
,
S
<
4
,
16
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
4
,
2
,
false
,
1
,
1
,
S
<
1
,
32
,
1
,
4
>
,
8
,
S
<
64
,
2
>
,
4
,
1
>
,
DeviceGemmReduce_Xdl_CShuffle
<
Col
,
Row
,
Row
,
F16
,
F16
,
F16
,
F32
,
F32
,
F32
,
D
PtrsGlobal
,
PassThrough
,
PassThrough
,
PassThrough
,
ReduceOps
,
D
InElementOps
,
D
OutElementOps
,
ReduceMemOp
,
GemmDefault
,
1
,
128
,
128
,
64
,
32
,
8
,
8
,
32
,
32
,
2
,
2
,
S
<
4
,
32
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
4
,
8
,
true
,
S
<
4
,
32
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
2
,
8
,
true
,
1
,
1
,
S
<
1
,
32
,
1
,
4
>
,
8
,
S
<
64
,
2
>
,
4
,
1
>
,
DeviceGemmReduce_Xdl_CShuffle
<
Col
,
Row
,
Row
,
F16
,
F16
,
F16
,
F32
,
F32
,
F32
,
Reduce
PtrsGlobal
,
PassThrough
,
PassThrough
,
PassThrough
,
ReduceOps
,
Reduce
InElementOps
,
Reduce
OutElementOps
,
ReduceMemOp
,
GemmDefault
,
1
,
128
,
128
,
64
,
32
,
8
,
8
,
32
,
32
,
2
,
2
,
S
<
4
,
32
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
4
,
8
,
true
,
S
<
4
,
32
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
2
,
8
,
true
,
1
,
1
,
S
<
1
,
32
,
1
,
4
>
,
8
,
S
<
64
,
2
>
,
4
,
1
>
,
DeviceGemmReduce_Xdl_CShuffle
<
Col
,
Row
,
Row
,
F16
,
F16
,
F16
,
F32
,
F32
,
F32
,
D
PtrsGlobal
,
PassThrough
,
PassThrough
,
PassThrough
,
ReduceOps
,
D
InElementOps
,
D
OutElementOps
,
ReduceMemOp
,
GemmDefault
,
1
,
128
,
64
,
128
,
32
,
2
,
2
,
32
,
32
,
2
,
2
,
S
<
8
,
16
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
4
,
2
,
false
,
S
<
4
,
32
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
4
,
2
,
false
,
1
,
1
,
S
<
1
,
16
,
1
,
8
>
,
8
,
S
<
32
,
4
>
,
4
,
1
>
,
DeviceGemmReduce_Xdl_CShuffle
<
Col
,
Row
,
Row
,
F16
,
F16
,
F16
,
F32
,
F32
,
F32
,
Reduce
PtrsGlobal
,
PassThrough
,
PassThrough
,
PassThrough
,
ReduceOps
,
Reduce
InElementOps
,
Reduce
OutElementOps
,
ReduceMemOp
,
GemmDefault
,
1
,
128
,
64
,
128
,
32
,
2
,
2
,
32
,
32
,
2
,
2
,
S
<
8
,
16
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
4
,
2
,
false
,
S
<
4
,
32
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
4
,
2
,
false
,
1
,
1
,
S
<
1
,
16
,
1
,
8
>
,
8
,
S
<
32
,
4
>
,
4
,
1
>
,
DeviceGemmReduce_Xdl_CShuffle
<
Col
,
Row
,
Row
,
F16
,
F16
,
F16
,
F32
,
F32
,
F32
,
D
PtrsGlobal
,
PassThrough
,
PassThrough
,
PassThrough
,
ReduceOps
,
D
InElementOps
,
D
OutElementOps
,
ReduceMemOp
,
GemmDefault
,
1
,
128
,
64
,
128
,
32
,
8
,
8
,
32
,
32
,
2
,
2
,
S
<
4
,
32
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
2
,
8
,
true
,
S
<
4
,
32
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
4
,
8
,
true
,
1
,
1
,
S
<
1
,
16
,
1
,
8
>
,
8
,
S
<
32
,
4
>
,
4
,
1
>
,
DeviceGemmReduce_Xdl_CShuffle
<
Col
,
Row
,
Row
,
F16
,
F16
,
F16
,
F32
,
F32
,
F32
,
Reduce
PtrsGlobal
,
PassThrough
,
PassThrough
,
PassThrough
,
ReduceOps
,
Reduce
InElementOps
,
Reduce
OutElementOps
,
ReduceMemOp
,
GemmDefault
,
1
,
128
,
64
,
128
,
32
,
8
,
8
,
32
,
32
,
2
,
2
,
S
<
4
,
32
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
2
,
8
,
true
,
S
<
4
,
32
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
4
,
8
,
true
,
1
,
1
,
S
<
1
,
16
,
1
,
8
>
,
8
,
S
<
32
,
4
>
,
4
,
1
>
,
DeviceGemmReduce_Xdl_CShuffle
<
Col
,
Row
,
Row
,
F16
,
F16
,
F16
,
F32
,
F32
,
F32
,
D
PtrsGlobal
,
PassThrough
,
PassThrough
,
PassThrough
,
ReduceOps
,
D
InElementOps
,
D
OutElementOps
,
ReduceMemOp
,
GemmDefault
,
1
,
256
,
128
,
64
,
32
,
2
,
2
,
32
,
32
,
2
,
1
,
S
<
8
,
32
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
4
,
2
,
false
,
S
<
16
,
16
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
4
,
2
,
false
,
1
,
1
,
S
<
1
,
16
,
1
,
4
>
,
8
,
S
<
64
,
4
>
,
4
,
1
>
,
DeviceGemmReduce_Xdl_CShuffle
<
Col
,
Row
,
Row
,
F16
,
F16
,
F16
,
F32
,
F32
,
F32
,
Reduce
PtrsGlobal
,
PassThrough
,
PassThrough
,
PassThrough
,
ReduceOps
,
Reduce
InElementOps
,
Reduce
OutElementOps
,
ReduceMemOp
,
GemmDefault
,
1
,
256
,
128
,
64
,
32
,
2
,
2
,
32
,
32
,
2
,
1
,
S
<
8
,
32
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
4
,
2
,
false
,
S
<
16
,
16
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
4
,
2
,
false
,
1
,
1
,
S
<
1
,
16
,
1
,
4
>
,
8
,
S
<
64
,
4
>
,
4
,
1
>
,
DeviceGemmReduce_Xdl_CShuffle
<
Col
,
Row
,
Row
,
F16
,
F16
,
F16
,
F32
,
F32
,
F32
,
D
PtrsGlobal
,
PassThrough
,
PassThrough
,
PassThrough
,
ReduceOps
,
D
InElementOps
,
D
OutElementOps
,
ReduceMemOp
,
GemmDefault
,
1
,
256
,
128
,
64
,
32
,
8
,
8
,
32
,
32
,
2
,
1
,
S
<
4
,
64
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
2
,
8
,
true
,
S
<
4
,
64
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
1
,
8
,
true
,
1
,
1
,
S
<
1
,
16
,
1
,
4
>
,
8
,
S
<
64
,
4
>
,
4
,
1
>
,
DeviceGemmReduce_Xdl_CShuffle
<
Col
,
Row
,
Row
,
F16
,
F16
,
F16
,
F32
,
F32
,
F32
,
Reduce
PtrsGlobal
,
PassThrough
,
PassThrough
,
PassThrough
,
ReduceOps
,
Reduce
InElementOps
,
Reduce
OutElementOps
,
ReduceMemOp
,
GemmDefault
,
1
,
256
,
128
,
64
,
32
,
8
,
8
,
32
,
32
,
2
,
1
,
S
<
4
,
64
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
2
,
8
,
true
,
S
<
4
,
64
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
1
,
8
,
true
,
1
,
1
,
S
<
1
,
16
,
1
,
4
>
,
8
,
S
<
64
,
4
>
,
4
,
1
>
,
DeviceGemmReduce_Xdl_CShuffle
<
Col
,
Row
,
Row
,
F16
,
F16
,
F16
,
F32
,
F32
,
F32
,
D
PtrsGlobal
,
PassThrough
,
PassThrough
,
PassThrough
,
ReduceOps
,
D
InElementOps
,
D
OutElementOps
,
ReduceMemOp
,
GemmDefault
,
1
,
256
,
64
,
128
,
32
,
2
,
2
,
32
,
32
,
1
,
2
,
S
<
16
,
16
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
4
,
2
,
false
,
S
<
8
,
32
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
4
,
2
,
false
,
1
,
1
,
S
<
1
,
32
,
1
,
8
>
,
8
,
S
<
64
,
4
>
,
4
,
1
>
,
DeviceGemmReduce_Xdl_CShuffle
<
Col
,
Row
,
Row
,
F16
,
F16
,
F16
,
F32
,
F32
,
F32
,
Reduce
PtrsGlobal
,
PassThrough
,
PassThrough
,
PassThrough
,
ReduceOps
,
Reduce
InElementOps
,
Reduce
OutElementOps
,
ReduceMemOp
,
GemmDefault
,
1
,
256
,
64
,
128
,
32
,
2
,
2
,
32
,
32
,
1
,
2
,
S
<
16
,
16
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
4
,
2
,
false
,
S
<
8
,
32
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
4
,
2
,
false
,
1
,
1
,
S
<
1
,
32
,
1
,
8
>
,
8
,
S
<
64
,
4
>
,
4
,
1
>
,
DeviceGemmReduce_Xdl_CShuffle
<
Col
,
Row
,
Row
,
F16
,
F16
,
F16
,
F32
,
F32
,
F32
,
D
PtrsGlobal
,
PassThrough
,
PassThrough
,
PassThrough
,
ReduceOps
,
D
InElementOps
,
D
OutElementOps
,
ReduceMemOp
,
GemmDefault
,
1
,
256
,
64
,
128
,
32
,
8
,
8
,
32
,
32
,
1
,
2
,
S
<
4
,
64
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
1
,
8
,
true
,
S
<
4
,
64
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
2
,
8
,
true
,
1
,
1
,
S
<
1
,
32
,
1
,
8
>
,
8
,
S
<
64
,
4
>
,
4
,
1
>
DeviceGemmReduce_Xdl_CShuffle
<
Col
,
Row
,
Row
,
F16
,
F16
,
F16
,
F32
,
F32
,
F32
,
Reduce
PtrsGlobal
,
PassThrough
,
PassThrough
,
PassThrough
,
ReduceOps
,
Reduce
InElementOps
,
Reduce
OutElementOps
,
ReduceMemOp
,
GemmDefault
,
1
,
256
,
64
,
128
,
32
,
8
,
8
,
32
,
32
,
1
,
2
,
S
<
4
,
64
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
1
,
8
,
true
,
S
<
4
,
64
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
2
,
8
,
true
,
1
,
1
,
S
<
1
,
32
,
1
,
8
>
,
8
,
S
<
64
,
4
>
,
4
,
1
>
// clang-format on
// clang-format on
>
;
>
;
void
add_device_gemm_reduce_xdl_cshuffle_f16_f16_f16_f32_f32_km_kn_mn_instances
(
void
add_device_gemm_reduce_xdl_cshuffle_f16_f16_f16_f32_f32_km_kn_mn_instances
(
std
::
vector
<
std
::
vector
<
DeviceGemmReducePtr
<
0
,
ReducePtrsGlobal
::
Size
()
>>&
instances
)
DeviceGemmReducePtr
<
PassThrough
,
PassThrough
,
PassThrough
,
DInElementOps
,
DOutElementOps
>>&
instances
)
{
{
add_device_operation_instances
(
add_device_operation_instances
(
instances
,
device_gemm_reduce_xdl_cshuffle_f16_f16_f16_f32_f32_km_kn_mn_instances
{});
instances
,
device_gemm_reduce_xdl_cshuffle_f16_f16_f16_f32_f32_km_kn_mn_instances
{});
...
...
library/src/tensor_operation_instance/gpu/gemm_reduce/device_gemm_reduce_xdl_cshuffle_f16_f16_f16_f32_f32_km_nk_mn_instance.cpp
View file @
f5de8b57
...
@@ -16,9 +16,9 @@ namespace tensor_operation {
...
@@ -16,9 +16,9 @@ namespace tensor_operation {
namespace
device
{
namespace
device
{
namespace
device_gemm_instance
{
namespace
device_gemm_instance
{
using
F16
=
ck
::
half_t
;
using
F16
=
ck
::
half_t
;
using
F32
=
float
;
using
F32
=
float
;
using
D
PtrsGlobal
=
ck
::
Tuple
<
F32
*
,
F32
*>
;
using
Reduce
PtrsGlobal
=
ck
::
Tuple
<
F32
*
,
F32
*>
;
using
Row
=
ck
::
tensor_layout
::
gemm
::
RowMajor
;
using
Row
=
ck
::
tensor_layout
::
gemm
::
RowMajor
;
using
Col
=
ck
::
tensor_layout
::
gemm
::
ColumnMajor
;
using
Col
=
ck
::
tensor_layout
::
gemm
::
ColumnMajor
;
...
@@ -30,11 +30,11 @@ using PassThrough = ck::tensor_operation::element_wise::PassThrough;
...
@@ -30,11 +30,11 @@ using PassThrough = ck::tensor_operation::element_wise::PassThrough;
using
ReduceSum
=
ck
::
reduce
::
Add
;
using
ReduceSum
=
ck
::
reduce
::
Add
;
using
ReduceOps
=
ck
::
Tuple
<
ReduceSum
,
ReduceSum
>
;
using
ReduceOps
=
ck
::
Tuple
<
ReduceSum
,
ReduceSum
>
;
using
Div
=
ck
::
tensor_operation
::
element_wise
::
UnaryDivide
;
using
Div
=
ck
::
tensor_operation
::
element_wise
::
UnaryDivide
;
using
Identity
=
ck
::
tensor_operation
::
element_wise
::
PassThrough
;
using
Identity
=
ck
::
tensor_operation
::
element_wise
::
PassThrough
;
using
Square
=
ck
::
tensor_operation
::
element_wise
::
UnarySquare
;
using
Square
=
ck
::
tensor_operation
::
element_wise
::
UnarySquare
;
using
D
InElementOps
=
ck
::
Tuple
<
Identity
,
Square
>
;
using
Reduce
InElementOps
=
ck
::
Tuple
<
Identity
,
Square
>
;
using
D
OutElementOps
=
ck
::
Tuple
<
Div
,
Div
>
;
using
Reduce
OutElementOps
=
ck
::
Tuple
<
Div
,
Div
>
;
using
ReduceMemOp
=
ck
::
InMemoryDataOperationEnumSequence
<
ck
::
InMemoryDataOperationEnum
::
AtomicAdd
,
using
ReduceMemOp
=
ck
::
InMemoryDataOperationEnumSequence
<
ck
::
InMemoryDataOperationEnum
::
AtomicAdd
,
ck
::
InMemoryDataOperationEnum
::
AtomicAdd
>
;
ck
::
InMemoryDataOperationEnum
::
AtomicAdd
>
;
...
@@ -44,33 +44,31 @@ static constexpr auto GemmDefault = ck::tensor_operation::device::GemmSpecializa
...
@@ -44,33 +44,31 @@ static constexpr auto GemmDefault = ck::tensor_operation::device::GemmSpecializa
// c[m, n] = a[k, m] * b[n, k]
// c[m, n] = a[k, m] * b[n, k]
using
device_gemm_reduce_xdl_cshuffle_f16_f16_f16_f32_f32_km_nk_mn_instances
=
std
::
tuple
<
using
device_gemm_reduce_xdl_cshuffle_f16_f16_f16_f32_f32_km_nk_mn_instances
=
std
::
tuple
<
// clang-format off
// clang-format off
//###########################| ALayout| BLayout| CLayout|AData| BData| CData| GemmAcc| CShuffle| ReduceAcc|
D
Data| A| B| C|
Dxs| Dxs
InEleOp|
Dxs
AccEleOp|
D
| 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| CReduce| CReduceThreadLds2VGprCopy| CReduceThreadVgpr2GlobalCopy|
//###########################| ALayout| BLayout| CLayout|AData| BData| CData| GemmAcc| CShuffle| ReduceAcc|
Reduce
Data| A| B| C|
Reduce| Reduce
InEleOp|
Reduce
AccEleOp|
Reduce
| 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| CReduce| CReduceThreadLds2VGprCopy| CReduceThreadVgpr2GlobalCopy|
//###########################| | | | Type| Type| Type| DataType| DataType| DataType| Type Tuple| Elementwise| Elementwise| Elementwise|
Reduce|
| | MemoryData|Spacialization| 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_MPerBlock| ScalarPerVector| ThreadClusterLengths| SrcDstScalarPerVector| SrcDstScalarPerVector|
//###########################| | | | Type| Type| Type| DataType| DataType| DataType|
Type Tuple| Elementwise| Elementwise| Elementwise|
Operation|
|
| MemoryData|Spacialization| 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_MPerBlock| ScalarPerVector| ThreadClusterLengths| SrcDstScalarPerVector| SrcDstScalarPerVector|
//###########################| | | | | | | | | | | Operation| Operation| 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_NPerBlock| _NPerBlock| _MPerBlock_NPerBlock| _NPerBlock| _MPerBlock|
//###########################| | | | | | | | | |
| Operation| 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_NPerBlock| _NPerBlock| _MPerBlock_NPerBlock| _NPerBlock| _MPerBlock|
//###########################| | | | | | | | | | | | | | |
|
| | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | |
//###########################| | | | | | | | | |
| | | | |
|
| | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | |
DeviceGemmReduce_Xdl_CShuffle
<
Col
,
Col
,
Row
,
F16
,
F16
,
F16
,
F32
,
F32
,
F32
,
D
PtrsGlobal
,
PassThrough
,
PassThrough
,
PassThrough
,
ReduceOps
,
D
InElementOps
,
D
OutElementOps
,
ReduceMemOp
,
GemmDefault
,
1
,
256
,
256
,
128
,
32
,
2
,
8
,
32
,
32
,
4
,
2
,
S
<
4
,
64
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
4
,
2
,
false
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
1
,
1
,
S
<
1
,
32
,
1
,
8
>
,
8
,
S
<
64
,
4
>
,
4
,
1
>
,
DeviceGemmReduce_Xdl_CShuffle
<
Col
,
Col
,
Row
,
F16
,
F16
,
F16
,
F32
,
F32
,
F32
,
Reduce
PtrsGlobal
,
PassThrough
,
PassThrough
,
PassThrough
,
ReduceOps
,
Reduce
InElementOps
,
Reduce
OutElementOps
,
ReduceMemOp
,
GemmDefault
,
1
,
256
,
256
,
128
,
32
,
2
,
8
,
32
,
32
,
4
,
2
,
S
<
4
,
64
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
4
,
2
,
false
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
1
,
1
,
S
<
1
,
32
,
1
,
8
>
,
8
,
S
<
64
,
4
>
,
4
,
1
>
,
DeviceGemmReduce_Xdl_CShuffle
<
Col
,
Col
,
Row
,
F16
,
F16
,
F16
,
F32
,
F32
,
F32
,
D
PtrsGlobal
,
PassThrough
,
PassThrough
,
PassThrough
,
ReduceOps
,
D
InElementOps
,
D
OutElementOps
,
ReduceMemOp
,
GemmDefault
,
1
,
256
,
256
,
128
,
32
,
8
,
8
,
32
,
32
,
4
,
2
,
S
<
4
,
64
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
4
,
8
,
true
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
1
,
1
,
S
<
1
,
32
,
1
,
8
>
,
8
,
S
<
64
,
4
>
,
4
,
1
>
,
DeviceGemmReduce_Xdl_CShuffle
<
Col
,
Col
,
Row
,
F16
,
F16
,
F16
,
F32
,
F32
,
F32
,
Reduce
PtrsGlobal
,
PassThrough
,
PassThrough
,
PassThrough
,
ReduceOps
,
Reduce
InElementOps
,
Reduce
OutElementOps
,
ReduceMemOp
,
GemmDefault
,
1
,
256
,
256
,
128
,
32
,
8
,
8
,
32
,
32
,
4
,
2
,
S
<
4
,
64
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
4
,
8
,
true
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
1
,
1
,
S
<
1
,
32
,
1
,
8
>
,
8
,
S
<
64
,
4
>
,
4
,
1
>
,
DeviceGemmReduce_Xdl_CShuffle
<
Col
,
Col
,
Row
,
F16
,
F16
,
F16
,
F32
,
F32
,
F32
,
D
PtrsGlobal
,
PassThrough
,
PassThrough
,
PassThrough
,
ReduceOps
,
D
InElementOps
,
D
OutElementOps
,
ReduceMemOp
,
GemmDefault
,
1
,
256
,
128
,
256
,
32
,
2
,
8
,
32
,
32
,
2
,
4
,
S
<
8
,
32
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
4
,
2
,
false
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
1
,
1
,
S
<
1
,
32
,
1
,
8
>
,
8
,
S
<
64
,
4
>
,
4
,
1
>
,
DeviceGemmReduce_Xdl_CShuffle
<
Col
,
Col
,
Row
,
F16
,
F16
,
F16
,
F32
,
F32
,
F32
,
Reduce
PtrsGlobal
,
PassThrough
,
PassThrough
,
PassThrough
,
ReduceOps
,
Reduce
InElementOps
,
Reduce
OutElementOps
,
ReduceMemOp
,
GemmDefault
,
1
,
256
,
128
,
256
,
32
,
2
,
8
,
32
,
32
,
2
,
4
,
S
<
8
,
32
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
4
,
2
,
false
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
1
,
1
,
S
<
1
,
32
,
1
,
8
>
,
8
,
S
<
64
,
4
>
,
4
,
1
>
,
DeviceGemmReduce_Xdl_CShuffle
<
Col
,
Col
,
Row
,
F16
,
F16
,
F16
,
F32
,
F32
,
F32
,
D
PtrsGlobal
,
PassThrough
,
PassThrough
,
PassThrough
,
ReduceOps
,
D
InElementOps
,
D
OutElementOps
,
ReduceMemOp
,
GemmDefault
,
1
,
256
,
128
,
256
,
32
,
8
,
8
,
32
,
32
,
2
,
4
,
S
<
4
,
64
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
2
,
8
,
true
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
1
,
1
,
S
<
1
,
32
,
1
,
8
>
,
8
,
S
<
64
,
4
>
,
4
,
1
>
,
DeviceGemmReduce_Xdl_CShuffle
<
Col
,
Col
,
Row
,
F16
,
F16
,
F16
,
F32
,
F32
,
F32
,
Reduce
PtrsGlobal
,
PassThrough
,
PassThrough
,
PassThrough
,
ReduceOps
,
Reduce
InElementOps
,
Reduce
OutElementOps
,
ReduceMemOp
,
GemmDefault
,
1
,
256
,
128
,
256
,
32
,
8
,
8
,
32
,
32
,
2
,
4
,
S
<
4
,
64
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
2
,
8
,
true
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
1
,
1
,
S
<
1
,
32
,
1
,
8
>
,
8
,
S
<
64
,
4
>
,
4
,
1
>
,
DeviceGemmReduce_Xdl_CShuffle
<
Col
,
Col
,
Row
,
F16
,
F16
,
F16
,
F32
,
F32
,
F32
,
D
PtrsGlobal
,
PassThrough
,
PassThrough
,
PassThrough
,
ReduceOps
,
D
InElementOps
,
D
OutElementOps
,
ReduceMemOp
,
GemmDefault
,
1
,
128
,
128
,
128
,
32
,
2
,
8
,
32
,
32
,
4
,
2
,
S
<
4
,
32
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
4
,
2
,
false
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
1
,
1
,
S
<
1
,
16
,
1
,
8
>
,
8
,
S
<
32
,
4
>
,
4
,
1
>
,
DeviceGemmReduce_Xdl_CShuffle
<
Col
,
Col
,
Row
,
F16
,
F16
,
F16
,
F32
,
F32
,
F32
,
Reduce
PtrsGlobal
,
PassThrough
,
PassThrough
,
PassThrough
,
ReduceOps
,
Reduce
InElementOps
,
Reduce
OutElementOps
,
ReduceMemOp
,
GemmDefault
,
1
,
128
,
128
,
128
,
32
,
2
,
8
,
32
,
32
,
4
,
2
,
S
<
4
,
32
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
4
,
2
,
false
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
1
,
1
,
S
<
1
,
16
,
1
,
8
>
,
8
,
S
<
32
,
4
>
,
4
,
1
>
,
DeviceGemmReduce_Xdl_CShuffle
<
Col
,
Col
,
Row
,
F16
,
F16
,
F16
,
F32
,
F32
,
F32
,
D
PtrsGlobal
,
PassThrough
,
PassThrough
,
PassThrough
,
ReduceOps
,
D
InElementOps
,
D
OutElementOps
,
ReduceMemOp
,
GemmDefault
,
1
,
128
,
128
,
128
,
32
,
8
,
8
,
32
,
32
,
4
,
2
,
S
<
4
,
32
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
4
,
8
,
true
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
1
,
1
,
S
<
1
,
16
,
1
,
8
>
,
8
,
S
<
32
,
4
>
,
4
,
1
>
,
DeviceGemmReduce_Xdl_CShuffle
<
Col
,
Col
,
Row
,
F16
,
F16
,
F16
,
F32
,
F32
,
F32
,
Reduce
PtrsGlobal
,
PassThrough
,
PassThrough
,
PassThrough
,
ReduceOps
,
Reduce
InElementOps
,
Reduce
OutElementOps
,
ReduceMemOp
,
GemmDefault
,
1
,
128
,
128
,
128
,
32
,
8
,
8
,
32
,
32
,
4
,
2
,
S
<
4
,
32
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
4
,
8
,
true
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
1
,
1
,
S
<
1
,
16
,
1
,
8
>
,
8
,
S
<
32
,
4
>
,
4
,
1
>
,
DeviceGemmReduce_Xdl_CShuffle
<
Col
,
Col
,
Row
,
F16
,
F16
,
F16
,
F32
,
F32
,
F32
,
D
PtrsGlobal
,
PassThrough
,
PassThrough
,
PassThrough
,
ReduceOps
,
D
InElementOps
,
D
OutElementOps
,
ReduceMemOp
,
GemmDefault
,
1
,
256
,
128
,
128
,
32
,
2
,
8
,
32
,
32
,
2
,
2
,
S
<
8
,
32
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
4
,
2
,
false
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
1
,
1
,
S
<
1
,
32
,
1
,
8
>
,
8
,
S
<
64
,
4
>
,
4
,
1
>
,
DeviceGemmReduce_Xdl_CShuffle
<
Col
,
Col
,
Row
,
F16
,
F16
,
F16
,
F32
,
F32
,
F32
,
Reduce
PtrsGlobal
,
PassThrough
,
PassThrough
,
PassThrough
,
ReduceOps
,
Reduce
InElementOps
,
Reduce
OutElementOps
,
ReduceMemOp
,
GemmDefault
,
1
,
256
,
128
,
128
,
32
,
2
,
8
,
32
,
32
,
2
,
2
,
S
<
8
,
32
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
4
,
2
,
false
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
1
,
1
,
S
<
1
,
32
,
1
,
8
>
,
8
,
S
<
64
,
4
>
,
4
,
1
>
,
DeviceGemmReduce_Xdl_CShuffle
<
Col
,
Col
,
Row
,
F16
,
F16
,
F16
,
F32
,
F32
,
F32
,
D
PtrsGlobal
,
PassThrough
,
PassThrough
,
PassThrough
,
ReduceOps
,
D
InElementOps
,
D
OutElementOps
,
ReduceMemOp
,
GemmDefault
,
1
,
256
,
128
,
128
,
32
,
8
,
8
,
32
,
32
,
2
,
2
,
S
<
4
,
64
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
2
,
8
,
true
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
1
,
1
,
S
<
1
,
32
,
1
,
8
>
,
8
,
S
<
64
,
4
>
,
4
,
1
>
,
DeviceGemmReduce_Xdl_CShuffle
<
Col
,
Col
,
Row
,
F16
,
F16
,
F16
,
F32
,
F32
,
F32
,
Reduce
PtrsGlobal
,
PassThrough
,
PassThrough
,
PassThrough
,
ReduceOps
,
Reduce
InElementOps
,
Reduce
OutElementOps
,
ReduceMemOp
,
GemmDefault
,
1
,
256
,
128
,
128
,
32
,
8
,
8
,
32
,
32
,
2
,
2
,
S
<
4
,
64
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
2
,
8
,
true
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
1
,
1
,
S
<
1
,
32
,
1
,
8
>
,
8
,
S
<
64
,
4
>
,
4
,
1
>
,
DeviceGemmReduce_Xdl_CShuffle
<
Col
,
Col
,
Row
,
F16
,
F16
,
F16
,
F32
,
F32
,
F32
,
D
PtrsGlobal
,
PassThrough
,
PassThrough
,
PassThrough
,
ReduceOps
,
D
InElementOps
,
D
OutElementOps
,
ReduceMemOp
,
GemmDefault
,
1
,
128
,
128
,
64
,
32
,
2
,
8
,
32
,
32
,
2
,
2
,
S
<
4
,
32
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
4
,
2
,
false
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
1
,
1
,
S
<
1
,
32
,
1
,
4
>
,
8
,
S
<
64
,
2
>
,
4
,
1
>
,
DeviceGemmReduce_Xdl_CShuffle
<
Col
,
Col
,
Row
,
F16
,
F16
,
F16
,
F32
,
F32
,
F32
,
Reduce
PtrsGlobal
,
PassThrough
,
PassThrough
,
PassThrough
,
ReduceOps
,
Reduce
InElementOps
,
Reduce
OutElementOps
,
ReduceMemOp
,
GemmDefault
,
1
,
128
,
128
,
64
,
32
,
2
,
8
,
32
,
32
,
2
,
2
,
S
<
4
,
32
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
4
,
2
,
false
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
1
,
1
,
S
<
1
,
32
,
1
,
4
>
,
8
,
S
<
64
,
2
>
,
4
,
1
>
,
DeviceGemmReduce_Xdl_CShuffle
<
Col
,
Col
,
Row
,
F16
,
F16
,
F16
,
F32
,
F32
,
F32
,
D
PtrsGlobal
,
PassThrough
,
PassThrough
,
PassThrough
,
ReduceOps
,
D
InElementOps
,
D
OutElementOps
,
ReduceMemOp
,
GemmDefault
,
1
,
128
,
128
,
64
,
32
,
8
,
8
,
32
,
32
,
2
,
2
,
S
<
4
,
32
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
4
,
8
,
true
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
1
,
1
,
S
<
1
,
32
,
1
,
4
>
,
8
,
S
<
64
,
2
>
,
4
,
1
>
,
DeviceGemmReduce_Xdl_CShuffle
<
Col
,
Col
,
Row
,
F16
,
F16
,
F16
,
F32
,
F32
,
F32
,
Reduce
PtrsGlobal
,
PassThrough
,
PassThrough
,
PassThrough
,
ReduceOps
,
Reduce
InElementOps
,
Reduce
OutElementOps
,
ReduceMemOp
,
GemmDefault
,
1
,
128
,
128
,
64
,
32
,
8
,
8
,
32
,
32
,
2
,
2
,
S
<
4
,
32
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
4
,
8
,
true
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
1
,
1
,
S
<
1
,
32
,
1
,
4
>
,
8
,
S
<
64
,
2
>
,
4
,
1
>
,
DeviceGemmReduce_Xdl_CShuffle
<
Col
,
Col
,
Row
,
F16
,
F16
,
F16
,
F32
,
F32
,
F32
,
D
PtrsGlobal
,
PassThrough
,
PassThrough
,
PassThrough
,
ReduceOps
,
D
InElementOps
,
D
OutElementOps
,
ReduceMemOp
,
GemmDefault
,
1
,
128
,
64
,
128
,
32
,
2
,
8
,
32
,
32
,
2
,
2
,
S
<
8
,
16
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
4
,
2
,
false
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
1
,
1
,
S
<
1
,
16
,
1
,
8
>
,
8
,
S
<
32
,
4
>
,
4
,
1
>
,
DeviceGemmReduce_Xdl_CShuffle
<
Col
,
Col
,
Row
,
F16
,
F16
,
F16
,
F32
,
F32
,
F32
,
Reduce
PtrsGlobal
,
PassThrough
,
PassThrough
,
PassThrough
,
ReduceOps
,
Reduce
InElementOps
,
Reduce
OutElementOps
,
ReduceMemOp
,
GemmDefault
,
1
,
128
,
64
,
128
,
32
,
2
,
8
,
32
,
32
,
2
,
2
,
S
<
8
,
16
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
4
,
2
,
false
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
1
,
1
,
S
<
1
,
16
,
1
,
8
>
,
8
,
S
<
32
,
4
>
,
4
,
1
>
,
DeviceGemmReduce_Xdl_CShuffle
<
Col
,
Col
,
Row
,
F16
,
F16
,
F16
,
F32
,
F32
,
F32
,
D
PtrsGlobal
,
PassThrough
,
PassThrough
,
PassThrough
,
ReduceOps
,
D
InElementOps
,
D
OutElementOps
,
ReduceMemOp
,
GemmDefault
,
1
,
128
,
64
,
128
,
32
,
8
,
8
,
32
,
32
,
2
,
2
,
S
<
4
,
32
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
2
,
8
,
true
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
1
,
1
,
S
<
1
,
16
,
1
,
8
>
,
8
,
S
<
32
,
4
>
,
4
,
1
>
,
DeviceGemmReduce_Xdl_CShuffle
<
Col
,
Col
,
Row
,
F16
,
F16
,
F16
,
F32
,
F32
,
F32
,
Reduce
PtrsGlobal
,
PassThrough
,
PassThrough
,
PassThrough
,
ReduceOps
,
Reduce
InElementOps
,
Reduce
OutElementOps
,
ReduceMemOp
,
GemmDefault
,
1
,
128
,
64
,
128
,
32
,
8
,
8
,
32
,
32
,
2
,
2
,
S
<
4
,
32
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
2
,
8
,
true
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
1
,
1
,
S
<
1
,
16
,
1
,
8
>
,
8
,
S
<
32
,
4
>
,
4
,
1
>
,
DeviceGemmReduce_Xdl_CShuffle
<
Col
,
Col
,
Row
,
F16
,
F16
,
F16
,
F32
,
F32
,
F32
,
D
PtrsGlobal
,
PassThrough
,
PassThrough
,
PassThrough
,
ReduceOps
,
D
InElementOps
,
D
OutElementOps
,
ReduceMemOp
,
GemmDefault
,
1
,
256
,
128
,
64
,
32
,
2
,
8
,
32
,
32
,
2
,
1
,
S
<
8
,
32
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
4
,
2
,
false
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
1
,
1
,
S
<
1
,
16
,
1
,
4
>
,
8
,
S
<
64
,
4
>
,
4
,
1
>
,
DeviceGemmReduce_Xdl_CShuffle
<
Col
,
Col
,
Row
,
F16
,
F16
,
F16
,
F32
,
F32
,
F32
,
Reduce
PtrsGlobal
,
PassThrough
,
PassThrough
,
PassThrough
,
ReduceOps
,
Reduce
InElementOps
,
Reduce
OutElementOps
,
ReduceMemOp
,
GemmDefault
,
1
,
256
,
128
,
64
,
32
,
2
,
8
,
32
,
32
,
2
,
1
,
S
<
8
,
32
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
4
,
2
,
false
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
1
,
1
,
S
<
1
,
16
,
1
,
4
>
,
8
,
S
<
64
,
4
>
,
4
,
1
>
,
DeviceGemmReduce_Xdl_CShuffle
<
Col
,
Col
,
Row
,
F16
,
F16
,
F16
,
F32
,
F32
,
F32
,
D
PtrsGlobal
,
PassThrough
,
PassThrough
,
PassThrough
,
ReduceOps
,
D
InElementOps
,
D
OutElementOps
,
ReduceMemOp
,
GemmDefault
,
1
,
256
,
128
,
64
,
32
,
8
,
8
,
32
,
32
,
2
,
1
,
S
<
4
,
64
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
2
,
8
,
true
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
1
,
1
,
S
<
1
,
16
,
1
,
4
>
,
8
,
S
<
64
,
4
>
,
4
,
1
>
,
DeviceGemmReduce_Xdl_CShuffle
<
Col
,
Col
,
Row
,
F16
,
F16
,
F16
,
F32
,
F32
,
F32
,
Reduce
PtrsGlobal
,
PassThrough
,
PassThrough
,
PassThrough
,
ReduceOps
,
Reduce
InElementOps
,
Reduce
OutElementOps
,
ReduceMemOp
,
GemmDefault
,
1
,
256
,
128
,
64
,
32
,
8
,
8
,
32
,
32
,
2
,
1
,
S
<
4
,
64
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
2
,
8
,
true
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
1
,
1
,
S
<
1
,
16
,
1
,
4
>
,
8
,
S
<
64
,
4
>
,
4
,
1
>
,
DeviceGemmReduce_Xdl_CShuffle
<
Col
,
Col
,
Row
,
F16
,
F16
,
F16
,
F32
,
F32
,
F32
,
D
PtrsGlobal
,
PassThrough
,
PassThrough
,
PassThrough
,
ReduceOps
,
D
InElementOps
,
D
OutElementOps
,
ReduceMemOp
,
GemmDefault
,
1
,
256
,
64
,
128
,
32
,
2
,
8
,
32
,
32
,
1
,
2
,
S
<
16
,
16
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
4
,
2
,
false
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
1
,
1
,
S
<
1
,
32
,
1
,
8
>
,
8
,
S
<
64
,
4
>
,
4
,
1
>
,
DeviceGemmReduce_Xdl_CShuffle
<
Col
,
Col
,
Row
,
F16
,
F16
,
F16
,
F32
,
F32
,
F32
,
Reduce
PtrsGlobal
,
PassThrough
,
PassThrough
,
PassThrough
,
ReduceOps
,
Reduce
InElementOps
,
Reduce
OutElementOps
,
ReduceMemOp
,
GemmDefault
,
1
,
256
,
64
,
128
,
32
,
2
,
8
,
32
,
32
,
1
,
2
,
S
<
16
,
16
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
4
,
2
,
false
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
1
,
1
,
S
<
1
,
32
,
1
,
8
>
,
8
,
S
<
64
,
4
>
,
4
,
1
>
,
DeviceGemmReduce_Xdl_CShuffle
<
Col
,
Col
,
Row
,
F16
,
F16
,
F16
,
F32
,
F32
,
F32
,
D
PtrsGlobal
,
PassThrough
,
PassThrough
,
PassThrough
,
ReduceOps
,
D
InElementOps
,
D
OutElementOps
,
ReduceMemOp
,
GemmDefault
,
1
,
256
,
64
,
128
,
32
,
8
,
8
,
32
,
32
,
1
,
2
,
S
<
4
,
64
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
1
,
8
,
true
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
1
,
1
,
S
<
1
,
32
,
1
,
8
>
,
8
,
S
<
64
,
4
>
,
4
,
1
>
DeviceGemmReduce_Xdl_CShuffle
<
Col
,
Col
,
Row
,
F16
,
F16
,
F16
,
F32
,
F32
,
F32
,
Reduce
PtrsGlobal
,
PassThrough
,
PassThrough
,
PassThrough
,
ReduceOps
,
Reduce
InElementOps
,
Reduce
OutElementOps
,
ReduceMemOp
,
GemmDefault
,
1
,
256
,
64
,
128
,
32
,
8
,
8
,
32
,
32
,
1
,
2
,
S
<
4
,
64
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
1
,
8
,
true
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
1
,
1
,
S
<
1
,
32
,
1
,
8
>
,
8
,
S
<
64
,
4
>
,
4
,
1
>
// clang-format on
// clang-format on
>
;
>
;
void
add_device_gemm_reduce_xdl_cshuffle_f16_f16_f16_f32_f32_km_nk_mn_instances
(
void
add_device_gemm_reduce_xdl_cshuffle_f16_f16_f16_f32_f32_km_nk_mn_instances
(
std
::
vector
<
std
::
vector
<
DeviceGemmReducePtr
<
0
,
ReducePtrsGlobal
::
Size
()
>>&
instances
)
DeviceGemmReducePtr
<
PassThrough
,
PassThrough
,
PassThrough
,
DInElementOps
,
DOutElementOps
>>&
instances
)
{
{
add_device_operation_instances
(
add_device_operation_instances
(
instances
,
device_gemm_reduce_xdl_cshuffle_f16_f16_f16_f32_f32_km_nk_mn_instances
{});
instances
,
device_gemm_reduce_xdl_cshuffle_f16_f16_f16_f32_f32_km_nk_mn_instances
{});
...
...
library/src/tensor_operation_instance/gpu/gemm_reduce/device_gemm_reduce_xdl_cshuffle_f16_f16_f16_f32_f32_mk_kn_mn_instance.cpp
View file @
f5de8b57
...
@@ -16,9 +16,9 @@ namespace tensor_operation {
...
@@ -16,9 +16,9 @@ namespace tensor_operation {
namespace
device
{
namespace
device
{
namespace
device_gemm_instance
{
namespace
device_gemm_instance
{
using
F16
=
ck
::
half_t
;
using
F16
=
ck
::
half_t
;
using
F32
=
float
;
using
F32
=
float
;
using
D
PtrsGlobal
=
ck
::
Tuple
<
F32
*
,
F32
*>
;
using
Reduce
PtrsGlobal
=
ck
::
Tuple
<
F32
*
,
F32
*>
;
using
Row
=
ck
::
tensor_layout
::
gemm
::
RowMajor
;
using
Row
=
ck
::
tensor_layout
::
gemm
::
RowMajor
;
using
Col
=
ck
::
tensor_layout
::
gemm
::
ColumnMajor
;
using
Col
=
ck
::
tensor_layout
::
gemm
::
ColumnMajor
;
...
@@ -30,11 +30,11 @@ using PassThrough = ck::tensor_operation::element_wise::PassThrough;
...
@@ -30,11 +30,11 @@ using PassThrough = ck::tensor_operation::element_wise::PassThrough;
using
ReduceSum
=
ck
::
reduce
::
Add
;
using
ReduceSum
=
ck
::
reduce
::
Add
;
using
ReduceOps
=
ck
::
Tuple
<
ReduceSum
,
ReduceSum
>
;
using
ReduceOps
=
ck
::
Tuple
<
ReduceSum
,
ReduceSum
>
;
using
Div
=
ck
::
tensor_operation
::
element_wise
::
UnaryDivide
;
using
Div
=
ck
::
tensor_operation
::
element_wise
::
UnaryDivide
;
using
Identity
=
ck
::
tensor_operation
::
element_wise
::
PassThrough
;
using
Identity
=
ck
::
tensor_operation
::
element_wise
::
PassThrough
;
using
Square
=
ck
::
tensor_operation
::
element_wise
::
UnarySquare
;
using
Square
=
ck
::
tensor_operation
::
element_wise
::
UnarySquare
;
using
D
InElementOps
=
ck
::
Tuple
<
Identity
,
Square
>
;
using
Reduce
InElementOps
=
ck
::
Tuple
<
Identity
,
Square
>
;
using
D
OutElementOps
=
ck
::
Tuple
<
Div
,
Div
>
;
using
Reduce
OutElementOps
=
ck
::
Tuple
<
Div
,
Div
>
;
using
ReduceMemOp
=
ck
::
InMemoryDataOperationEnumSequence
<
ck
::
InMemoryDataOperationEnum
::
AtomicAdd
,
using
ReduceMemOp
=
ck
::
InMemoryDataOperationEnumSequence
<
ck
::
InMemoryDataOperationEnum
::
AtomicAdd
,
ck
::
InMemoryDataOperationEnum
::
AtomicAdd
>
;
ck
::
InMemoryDataOperationEnum
::
AtomicAdd
>
;
...
@@ -44,33 +44,31 @@ static constexpr auto GemmDefault = ck::tensor_operation::device::GemmSpecializa
...
@@ -44,33 +44,31 @@ static constexpr auto GemmDefault = ck::tensor_operation::device::GemmSpecializa
// c[m, n] = a[m, k] * b[n, k]
// c[m, n] = a[m, k] * b[n, k]
using
device_gemm_reduce_xdl_cshuffle_f16_f16_f16_f32_f32_mk_kn_mn_instances
=
std
::
tuple
<
using
device_gemm_reduce_xdl_cshuffle_f16_f16_f16_f32_f32_mk_kn_mn_instances
=
std
::
tuple
<
// clang-format off
// clang-format off
//###########################| ALayout| BLayout| CLayout|
AData| BData| CData| GemmAcc| CShuffle| ReduceAcc|
D
Data| A| B| C|
Dxs| Dxs
InEleOp|
Dxs
AccEleOp|
D
| 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| CReduce| CReduceThreadLds2VGprCopy| CReduceThreadVgpr2GlobalCopy|
//###########################| ALayout| BLayout| CLayout|AData| BData| CData| GemmAcc| CShuffle| ReduceAcc|
Reduce
Data| A| B| C|
Reduce| Reduce
InEleOp|
Reduce
AccEleOp|
Reduce
| 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| CReduce| CReduceThreadLds2VGprCopy| CReduceThreadVgpr2GlobalCopy|
//###########################| | | |
Type| Type| Type| DataType| DataType| DataType| Type Tuple| Elementwise| Elementwise| Elementwise|
Reduce|
| | MemoryData|Spacialization| 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_MPerBlock| ScalarPerVector| ThreadClusterLengths| SrcDstScalarPerVector| SrcDstScalarPerVector|
//###########################| | | | Type| Type| Type| DataType| DataType| DataType|
Type Tuple| Elementwise| Elementwise| Elementwise|
Operation|
|
| MemoryData|Spacialization| 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_MPerBlock| ScalarPerVector| ThreadClusterLengths| SrcDstScalarPerVector| SrcDstScalarPerVector|
//###########################| | | |
| | | | | | | Operation| Operation| 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_NPerBlock| _NPerBlock| _MPerBlock_NPerBlock| _NPerBlock| _MPerBlock|
//###########################| | | | | | | | | |
| Operation| 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_NPerBlock| _NPerBlock| _MPerBlock_NPerBlock| _NPerBlock| _MPerBlock|
//###########################| | | |
| | | | | | | | | |
|
|
| | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | |
//###########################| | | | | | | | | |
| | | |
|
|
| | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | |
DeviceGemmReduce_Xdl_CShuffle
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Row
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Row
,
Row
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F16
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F16
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F16
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F32
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F32
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F32
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D
PtrsGlobal
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PassThrough
,
PassThrough
,
PassThrough
,
ReduceOps
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D
InElementOps
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OutElementOps
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ReduceMemOp
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GemmDefault
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1
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64
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DeviceGemmReduce_Xdl_CShuffle
<
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Reduce
PtrsGlobal
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DeviceGemmReduce_Xdl_CShuffle
<
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DeviceGemmReduce_Xdl_CShuffle
<
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InElementOps
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Reduce
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DeviceGemmReduce_Xdl_CShuffle
<
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DeviceGemmReduce_Xdl_CShuffle
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DeviceGemmReduce_Xdl_CShuffle
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DeviceGemmReduce_Xdl_CShuffle
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DeviceGemmReduce_Xdl_CShuffle
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,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
S
<
8
,
32
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
4
,
2
,
false
,
1
,
1
,
S
<
1
,
32
,
1
,
8
>
,
8
,
S
<
64
,
4
>
,
4
,
1
>
,
DeviceGemmReduce_Xdl_CShuffle
<
Row
,
Row
,
Row
,
F16
,
F16
,
F16
,
F32
,
F32
,
F32
,
D
PtrsGlobal
,
PassThrough
,
PassThrough
,
PassThrough
,
ReduceOps
,
D
InElementOps
,
D
OutElementOps
,
ReduceMemOp
,
GemmDefault
,
1
,
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
,
true
,
S
<
4
,
64
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
2
,
8
,
true
,
1
,
1
,
S
<
1
,
32
,
1
,
8
>
,
8
,
S
<
64
,
4
>
,
4
,
1
>
,
DeviceGemmReduce_Xdl_CShuffle
<
Row
,
Row
,
Row
,
F16
,
F16
,
F16
,
F32
,
F32
,
F32
,
Reduce
PtrsGlobal
,
PassThrough
,
PassThrough
,
PassThrough
,
ReduceOps
,
Reduce
InElementOps
,
Reduce
OutElementOps
,
ReduceMemOp
,
GemmDefault
,
1
,
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
,
true
,
S
<
4
,
64
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
2
,
8
,
true
,
1
,
1
,
S
<
1
,
32
,
1
,
8
>
,
8
,
S
<
64
,
4
>
,
4
,
1
>
,
DeviceGemmReduce_Xdl_CShuffle
<
Row
,
Row
,
Row
,
F16
,
F16
,
F16
,
F32
,
F32
,
F32
,
D
PtrsGlobal
,
PassThrough
,
PassThrough
,
PassThrough
,
ReduceOps
,
D
InElementOps
,
D
OutElementOps
,
ReduceMemOp
,
GemmDefault
,
1
,
128
,
128
,
64
,
32
,
8
,
2
,
32
,
32
,
2
,
2
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
S
<
8
,
16
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
4
,
2
,
false
,
1
,
1
,
S
<
1
,
32
,
1
,
4
>
,
8
,
S
<
64
,
2
>
,
4
,
1
>
,
DeviceGemmReduce_Xdl_CShuffle
<
Row
,
Row
,
Row
,
F16
,
F16
,
F16
,
F32
,
F32
,
F32
,
Reduce
PtrsGlobal
,
PassThrough
,
PassThrough
,
PassThrough
,
ReduceOps
,
Reduce
InElementOps
,
Reduce
OutElementOps
,
ReduceMemOp
,
GemmDefault
,
1
,
128
,
128
,
64
,
32
,
8
,
2
,
32
,
32
,
2
,
2
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
S
<
8
,
16
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
4
,
2
,
false
,
1
,
1
,
S
<
1
,
32
,
1
,
4
>
,
8
,
S
<
64
,
2
>
,
4
,
1
>
,
DeviceGemmReduce_Xdl_CShuffle
<
Row
,
Row
,
Row
,
F16
,
F16
,
F16
,
F32
,
F32
,
F32
,
D
PtrsGlobal
,
PassThrough
,
PassThrough
,
PassThrough
,
ReduceOps
,
D
InElementOps
,
D
OutElementOps
,
ReduceMemOp
,
GemmDefault
,
1
,
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
,
true
,
S
<
4
,
32
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
2
,
8
,
true
,
1
,
1
,
S
<
1
,
32
,
1
,
4
>
,
8
,
S
<
64
,
2
>
,
4
,
1
>
,
DeviceGemmReduce_Xdl_CShuffle
<
Row
,
Row
,
Row
,
F16
,
F16
,
F16
,
F32
,
F32
,
F32
,
Reduce
PtrsGlobal
,
PassThrough
,
PassThrough
,
PassThrough
,
ReduceOps
,
Reduce
InElementOps
,
Reduce
OutElementOps
,
ReduceMemOp
,
GemmDefault
,
1
,
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
,
true
,
S
<
4
,
32
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
2
,
8
,
true
,
1
,
1
,
S
<
1
,
32
,
1
,
4
>
,
8
,
S
<
64
,
2
>
,
4
,
1
>
,
DeviceGemmReduce_Xdl_CShuffle
<
Row
,
Row
,
Row
,
F16
,
F16
,
F16
,
F32
,
F32
,
F32
,
D
PtrsGlobal
,
PassThrough
,
PassThrough
,
PassThrough
,
ReduceOps
,
D
InElementOps
,
D
OutElementOps
,
ReduceMemOp
,
GemmDefault
,
1
,
128
,
64
,
128
,
32
,
8
,
2
,
32
,
32
,
2
,
2
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
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,
S
<
1
,
0
,
2
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,
2
,
8
,
8
,
true
,
S
<
4
,
32
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
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2
,
1
>
,
1
,
4
,
2
,
false
,
1
,
1
,
S
<
1
,
16
,
1
,
8
>
,
8
,
S
<
32
,
4
>
,
4
,
1
>
,
DeviceGemmReduce_Xdl_CShuffle
<
Row
,
Row
,
Row
,
F16
,
F16
,
F16
,
F32
,
F32
,
F32
,
Reduce
PtrsGlobal
,
PassThrough
,
PassThrough
,
PassThrough
,
ReduceOps
,
Reduce
InElementOps
,
Reduce
OutElementOps
,
ReduceMemOp
,
GemmDefault
,
1
,
128
,
64
,
128
,
32
,
8
,
2
,
32
,
32
,
2
,
2
,
S
<
4
,
32
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1
>
,
S
<
1
,
0
,
2
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,
S
<
1
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0
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2
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,
2
,
8
,
8
,
true
,
S
<
4
,
32
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
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2
,
1
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,
1
,
4
,
2
,
false
,
1
,
1
,
S
<
1
,
16
,
1
,
8
>
,
8
,
S
<
32
,
4
>
,
4
,
1
>
,
DeviceGemmReduce_Xdl_CShuffle
<
Row
,
Row
,
Row
,
F16
,
F16
,
F16
,
F32
,
F32
,
F32
,
D
PtrsGlobal
,
PassThrough
,
PassThrough
,
PassThrough
,
ReduceOps
,
D
InElementOps
,
D
OutElementOps
,
ReduceMemOp
,
GemmDefault
,
1
,
128
,
64
,
128
,
32
,
8
,
8
,
32
,
32
,
2
,
2
,
S
<
4
,
32
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1
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,
S
<
1
,
0
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2
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,
S
<
1
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0
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2
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,
2
,
8
,
8
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true
,
S
<
4
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32
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1
>
,
S
<
0
,
2
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1
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,
S
<
0
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2
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1
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,
1
,
4
,
8
,
true
,
1
,
1
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S
<
1
,
16
,
1
,
8
>
,
8
,
S
<
32
,
4
>
,
4
,
1
>
,
DeviceGemmReduce_Xdl_CShuffle
<
Row
,
Row
,
Row
,
F16
,
F16
,
F16
,
F32
,
F32
,
F32
,
Reduce
PtrsGlobal
,
PassThrough
,
PassThrough
,
PassThrough
,
ReduceOps
,
Reduce
InElementOps
,
Reduce
OutElementOps
,
ReduceMemOp
,
GemmDefault
,
1
,
128
,
64
,
128
,
32
,
8
,
8
,
32
,
32
,
2
,
2
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<
4
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32
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,
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<
1
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0
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,
S
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1
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0
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2
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8
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true
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S
<
4
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32
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,
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<
0
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2
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,
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<
0
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2
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1
,
4
,
8
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true
,
1
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1
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S
<
1
,
16
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1
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8
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,
8
,
S
<
32
,
4
>
,
4
,
1
>
,
DeviceGemmReduce_Xdl_CShuffle
<
Row
,
Row
,
Row
,
F16
,
F16
,
F16
,
F32
,
F32
,
F32
,
D
PtrsGlobal
,
PassThrough
,
PassThrough
,
PassThrough
,
ReduceOps
,
D
InElementOps
,
D
OutElementOps
,
ReduceMemOp
,
GemmDefault
,
1
,
256
,
128
,
64
,
32
,
8
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2
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32
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32
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2
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4
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64
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1
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1
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8
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16
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0
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2
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<
0
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2
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false
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1
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1
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1
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16
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1
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4
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,
8
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S
<
64
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4
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,
4
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>
,
DeviceGemmReduce_Xdl_CShuffle
<
Row
,
Row
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Row
,
F16
,
F16
,
F16
,
F32
,
F32
,
F32
,
Reduce
PtrsGlobal
,
PassThrough
,
PassThrough
,
PassThrough
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ReduceOps
,
Reduce
InElementOps
,
Reduce
OutElementOps
,
ReduceMemOp
,
GemmDefault
,
1
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256
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128
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64
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32
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32
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4
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1
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16
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0
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2
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0
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1
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1
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16
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4
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,
8
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S
<
64
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4
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,
4
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1
>
,
DeviceGemmReduce_Xdl_CShuffle
<
Row
,
Row
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Row
,
F16
,
F16
,
F16
,
F32
,
F32
,
F32
,
D
PtrsGlobal
,
PassThrough
,
PassThrough
,
PassThrough
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ReduceOps
,
D
InElementOps
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D
OutElementOps
,
ReduceMemOp
,
GemmDefault
,
1
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256
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128
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64
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32
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8
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32
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4
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4
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0
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1
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16
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,
8
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<
64
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DeviceGemmReduce_Xdl_CShuffle
<
Row
,
Row
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Row
,
F16
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F16
,
F16
,
F32
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F32
,
F32
,
Reduce
PtrsGlobal
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PassThrough
,
PassThrough
,
PassThrough
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ReduceOps
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Reduce
InElementOps
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Reduce
OutElementOps
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ReduceMemOp
,
GemmDefault
,
1
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128
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32
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32
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4
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0
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1
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16
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,
8
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<
64
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DeviceGemmReduce_Xdl_CShuffle
<
Row
,
Row
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Row
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F16
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F16
,
F16
,
F32
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F32
,
F32
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D
PtrsGlobal
,
PassThrough
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PassThrough
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PassThrough
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ReduceOps
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InElementOps
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D
OutElementOps
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ReduceMemOp
,
GemmDefault
,
1
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256
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64
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128
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32
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32
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0
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1
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1
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32
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8
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64
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4
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4
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,
DeviceGemmReduce_Xdl_CShuffle
<
Row
,
Row
,
Row
,
F16
,
F16
,
F16
,
F32
,
F32
,
F32
,
Reduce
PtrsGlobal
,
PassThrough
,
PassThrough
,
PassThrough
,
ReduceOps
,
Reduce
InElementOps
,
Reduce
OutElementOps
,
ReduceMemOp
,
GemmDefault
,
1
,
256
,
64
,
128
,
32
,
8
,
2
,
32
,
32
,
1
,
2
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
S
<
8
,
32
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
4
,
2
,
false
,
1
,
1
,
S
<
1
,
32
,
1
,
8
>
,
8
,
S
<
64
,
4
>
,
4
,
1
>
,
DeviceGemmReduce_Xdl_CShuffle
<
Row
,
Row
,
Row
,
F16
,
F16
,
F16
,
F32
,
F32
,
F32
,
D
PtrsGlobal
,
PassThrough
,
PassThrough
,
PassThrough
,
ReduceOps
,
D
InElementOps
,
D
OutElementOps
,
ReduceMemOp
,
GemmDefault
,
1
,
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
,
true
,
S
<
4
,
64
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
2
,
8
,
true
,
1
,
1
,
S
<
1
,
32
,
1
,
8
>
,
8
,
S
<
64
,
4
>
,
4
,
1
>
DeviceGemmReduce_Xdl_CShuffle
<
Row
,
Row
,
Row
,
F16
,
F16
,
F16
,
F32
,
F32
,
F32
,
Reduce
PtrsGlobal
,
PassThrough
,
PassThrough
,
PassThrough
,
ReduceOps
,
Reduce
InElementOps
,
Reduce
OutElementOps
,
ReduceMemOp
,
GemmDefault
,
1
,
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
,
true
,
S
<
4
,
64
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
2
,
8
,
true
,
1
,
1
,
S
<
1
,
32
,
1
,
8
>
,
8
,
S
<
64
,
4
>
,
4
,
1
>
// clang-format on
// clang-format on
>
;
>
;
void
add_device_gemm_reduce_xdl_cshuffle_f16_f16_f16_f32_f32_mk_kn_mn_instances
(
void
add_device_gemm_reduce_xdl_cshuffle_f16_f16_f16_f32_f32_mk_kn_mn_instances
(
std
::
vector
<
std
::
vector
<
DeviceGemmReducePtr
<
0
,
ReducePtrsGlobal
::
Size
()
>>&
instances
)
DeviceGemmReducePtr
<
PassThrough
,
PassThrough
,
PassThrough
,
DInElementOps
,
DOutElementOps
>>&
instances
)
{
{
add_device_operation_instances
(
add_device_operation_instances
(
instances
,
device_gemm_reduce_xdl_cshuffle_f16_f16_f16_f32_f32_mk_kn_mn_instances
{});
instances
,
device_gemm_reduce_xdl_cshuffle_f16_f16_f16_f32_f32_mk_kn_mn_instances
{});
...
...
library/src/tensor_operation_instance/gpu/gemm_reduce/device_gemm_reduce_xdl_cshuffle_f16_f16_f16_f32_f32_mk_nk_mn_instance.cpp
View file @
f5de8b57
...
@@ -16,9 +16,9 @@ namespace tensor_operation {
...
@@ -16,9 +16,9 @@ namespace tensor_operation {
namespace
device
{
namespace
device
{
namespace
device_gemm_instance
{
namespace
device_gemm_instance
{
using
F16
=
ck
::
half_t
;
using
F16
=
ck
::
half_t
;
using
F32
=
float
;
using
F32
=
float
;
using
D
PtrsGlobal
=
ck
::
Tuple
<
F32
*
,
F32
*>
;
using
Reduce
PtrsGlobal
=
ck
::
Tuple
<
F32
*
,
F32
*>
;
using
Row
=
ck
::
tensor_layout
::
gemm
::
RowMajor
;
using
Row
=
ck
::
tensor_layout
::
gemm
::
RowMajor
;
using
Col
=
ck
::
tensor_layout
::
gemm
::
ColumnMajor
;
using
Col
=
ck
::
tensor_layout
::
gemm
::
ColumnMajor
;
...
@@ -30,11 +30,11 @@ using PassThrough = ck::tensor_operation::element_wise::PassThrough;
...
@@ -30,11 +30,11 @@ using PassThrough = ck::tensor_operation::element_wise::PassThrough;
using
ReduceSum
=
ck
::
reduce
::
Add
;
using
ReduceSum
=
ck
::
reduce
::
Add
;
using
ReduceOps
=
ck
::
Tuple
<
ReduceSum
,
ReduceSum
>
;
using
ReduceOps
=
ck
::
Tuple
<
ReduceSum
,
ReduceSum
>
;
using
Div
=
ck
::
tensor_operation
::
element_wise
::
UnaryDivide
;
using
Div
=
ck
::
tensor_operation
::
element_wise
::
UnaryDivide
;
using
Identity
=
ck
::
tensor_operation
::
element_wise
::
PassThrough
;
using
Identity
=
ck
::
tensor_operation
::
element_wise
::
PassThrough
;
using
Square
=
ck
::
tensor_operation
::
element_wise
::
UnarySquare
;
using
Square
=
ck
::
tensor_operation
::
element_wise
::
UnarySquare
;
using
D
InElementOps
=
ck
::
Tuple
<
Identity
,
Square
>
;
using
Reduce
InElementOps
=
ck
::
Tuple
<
Identity
,
Square
>
;
using
D
OutElementOps
=
ck
::
Tuple
<
Div
,
Div
>
;
using
Reduce
OutElementOps
=
ck
::
Tuple
<
Div
,
Div
>
;
using
ReduceMemOp
=
ck
::
InMemoryDataOperationEnumSequence
<
ck
::
InMemoryDataOperationEnum
::
AtomicAdd
,
using
ReduceMemOp
=
ck
::
InMemoryDataOperationEnumSequence
<
ck
::
InMemoryDataOperationEnum
::
AtomicAdd
,
ck
::
InMemoryDataOperationEnum
::
AtomicAdd
>
;
ck
::
InMemoryDataOperationEnum
::
AtomicAdd
>
;
...
@@ -44,30 +44,28 @@ static constexpr auto GemmDefault = ck::tensor_operation::device::GemmSpecializa
...
@@ -44,30 +44,28 @@ static constexpr auto GemmDefault = ck::tensor_operation::device::GemmSpecializa
// c[m, n] = a[m, k] * b[n, k]
// c[m, n] = a[m, k] * b[n, k]
using
device_gemm_reduce_xdl_cshuffle_f16_f16_f16_f32_f32_mk_nk_mn_instances
=
std
::
tuple
<
using
device_gemm_reduce_xdl_cshuffle_f16_f16_f16_f32_f32_mk_nk_mn_instances
=
std
::
tuple
<
// clang-format off
// clang-format off
//###########################| ALayout| BLayout| CLayout|AData| BData| CData| GemmAcc| CShuffle| ReduceAcc|
D
Data| A| B| C|
Dxs| Dxs
InEleOp|
Dxs
AccEleOp|
D
| 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| CReduce| CReduceThreadLds2VGprCopy| CReduceThreadVgpr2GlobalCopy|
//###########################| ALayout| BLayout| CLayout|AData| BData| CData| GemmAcc| CShuffle| ReduceAcc|
Reduce
Data| A| B| C|
Reduce| Reduce
InEleOp|
Reduce
AccEleOp|
Reduce
| 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| CReduce| CReduceThreadLds2VGprCopy| CReduceThreadVgpr2GlobalCopy|
//###########################| | | | Type| Type| Type| DataType| DataType| DataType| Type Tuple| Elementwise| Elementwise| Elementwise|
Reduce|
| | MemoryData| Spacialization| 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_MPerBlock| ScalarPerVector| ThreadClusterLengths| SrcDstScalarPerVector| SrcDstScalarPerVector|
//###########################| | | | Type| Type| Type| DataType| DataType| DataType|
Type Tuple| Elementwise| Elementwise| Elementwise|
Operation|
|
| MemoryData| Spacialization| 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_MPerBlock| ScalarPerVector| ThreadClusterLengths| SrcDstScalarPerVector| SrcDstScalarPerVector|
//###########################| | | | | | | | | |
|
Operation
| Operation| 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_NPerBlock| _NPerBlock| _MPerBlock_NPerBlock| _NPerBlock| _MPerBlock|
//###########################| | | | | | | | | |
| Operation| 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_NPerBlock| _NPerBlock| _MPerBlock_NPerBlock| _NPerBlock| _MPerBlock|
//###########################| | | | | | | | | |
|
| | | |
|
| | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | |
//###########################| | | | | | | | | | | | | |
| |
| | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | |
DeviceGemmReduce_Xdl_CShuffle
<
Row
,
Col
,
Row
,
F16
,
F16
,
F16
,
F32
,
F32
,
F32
,
D
PtrsGlobal
,
PassThrough
,
PassThrough
,
PassThrough
,
ReduceOps
,
D
InElementOps
,
D
OutElementOps
,
ReduceMemOp
,
GemmDefault
,
1
,
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
,
true
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
1
,
1
,
S
<
1
,
32
,
1
,
8
>
,
8
,
S
<
64
,
4
>
,
4
,
1
>
,
DeviceGemmReduce_Xdl_CShuffle
<
Row
,
Col
,
Row
,
F16
,
F16
,
F16
,
F32
,
F32
,
F32
,
Reduce
PtrsGlobal
,
PassThrough
,
PassThrough
,
PassThrough
,
ReduceOps
,
Reduce
InElementOps
,
Reduce
OutElementOps
,
ReduceMemOp
,
GemmDefault
,
1
,
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
,
true
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
1
,
1
,
S
<
1
,
32
,
1
,
8
>
,
8
,
S
<
64
,
4
>
,
4
,
1
>
,
DeviceGemmReduce_Xdl_CShuffle
<
Row
,
Col
,
Row
,
F16
,
F16
,
F16
,
F32
,
F32
,
F32
,
D
PtrsGlobal
,
PassThrough
,
PassThrough
,
PassThrough
,
ReduceOps
,
D
InElementOps
,
D
OutElementOps
,
ReduceMemOp
,
GemmDefault
,
1
,
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
,
true
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
1
,
1
,
S
<
1
,
32
,
1
,
8
>
,
8
,
S
<
64
,
4
>
,
4
,
1
>
,
DeviceGemmReduce_Xdl_CShuffle
<
Row
,
Col
,
Row
,
F16
,
F16
,
F16
,
F32
,
F32
,
F32
,
Reduce
PtrsGlobal
,
PassThrough
,
PassThrough
,
PassThrough
,
ReduceOps
,
Reduce
InElementOps
,
Reduce
OutElementOps
,
ReduceMemOp
,
GemmDefault
,
1
,
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
,
true
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
1
,
1
,
S
<
1
,
32
,
1
,
8
>
,
8
,
S
<
64
,
4
>
,
4
,
1
>
,
DeviceGemmReduce_Xdl_CShuffle
<
Row
,
Col
,
Row
,
F16
,
F16
,
F16
,
F32
,
F32
,
F32
,
D
PtrsGlobal
,
PassThrough
,
PassThrough
,
PassThrough
,
ReduceOps
,
D
InElementOps
,
D
OutElementOps
,
ReduceMemOp
,
GemmDefault
,
1
,
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
,
true
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
1
,
1
,
S
<
1
,
16
,
1
,
8
>
,
8
,
S
<
32
,
4
>
,
4
,
1
>
,
DeviceGemmReduce_Xdl_CShuffle
<
Row
,
Col
,
Row
,
F16
,
F16
,
F16
,
F32
,
F32
,
F32
,
Reduce
PtrsGlobal
,
PassThrough
,
PassThrough
,
PassThrough
,
ReduceOps
,
Reduce
InElementOps
,
Reduce
OutElementOps
,
ReduceMemOp
,
GemmDefault
,
1
,
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
,
true
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
1
,
1
,
S
<
1
,
16
,
1
,
8
>
,
8
,
S
<
32
,
4
>
,
4
,
1
>
,
DeviceGemmReduce_Xdl_CShuffle
<
Row
,
Col
,
Row
,
F16
,
F16
,
F16
,
F32
,
F32
,
F32
,
D
PtrsGlobal
,
PassThrough
,
PassThrough
,
PassThrough
,
ReduceOps
,
D
InElementOps
,
D
OutElementOps
,
ReduceMemOp
,
GemmDefault
,
1
,
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
,
true
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
1
,
1
,
S
<
1
,
32
,
1
,
8
>
,
8
,
S
<
64
,
4
>
,
4
,
1
>
,
DeviceGemmReduce_Xdl_CShuffle
<
Row
,
Col
,
Row
,
F16
,
F16
,
F16
,
F32
,
F32
,
F32
,
Reduce
PtrsGlobal
,
PassThrough
,
PassThrough
,
PassThrough
,
ReduceOps
,
Reduce
InElementOps
,
Reduce
OutElementOps
,
ReduceMemOp
,
GemmDefault
,
1
,
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
,
true
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
1
,
1
,
S
<
1
,
32
,
1
,
8
>
,
8
,
S
<
64
,
4
>
,
4
,
1
>
,
DeviceGemmReduce_Xdl_CShuffle
<
Row
,
Col
,
Row
,
F16
,
F16
,
F16
,
F32
,
F32
,
F32
,
D
PtrsGlobal
,
PassThrough
,
PassThrough
,
PassThrough
,
ReduceOps
,
D
InElementOps
,
D
OutElementOps
,
ReduceMemOp
,
GemmDefault
,
1
,
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
,
true
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
1
,
1
,
S
<
1
,
32
,
1
,
4
>
,
8
,
S
<
64
,
2
>
,
4
,
1
>
,
DeviceGemmReduce_Xdl_CShuffle
<
Row
,
Col
,
Row
,
F16
,
F16
,
F16
,
F32
,
F32
,
F32
,
Reduce
PtrsGlobal
,
PassThrough
,
PassThrough
,
PassThrough
,
ReduceOps
,
Reduce
InElementOps
,
Reduce
OutElementOps
,
ReduceMemOp
,
GemmDefault
,
1
,
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
,
true
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
1
,
1
,
S
<
1
,
32
,
1
,
4
>
,
8
,
S
<
64
,
2
>
,
4
,
1
>
,
DeviceGemmReduce_Xdl_CShuffle
<
Row
,
Col
,
Row
,
F16
,
F16
,
F16
,
F32
,
F32
,
F32
,
D
PtrsGlobal
,
PassThrough
,
PassThrough
,
PassThrough
,
ReduceOps
,
D
InElementOps
,
D
OutElementOps
,
ReduceMemOp
,
GemmDefault
,
1
,
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
,
true
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
1
,
1
,
S
<
1
,
16
,
1
,
8
>
,
8
,
S
<
32
,
4
>
,
4
,
1
>
,
DeviceGemmReduce_Xdl_CShuffle
<
Row
,
Col
,
Row
,
F16
,
F16
,
F16
,
F32
,
F32
,
F32
,
Reduce
PtrsGlobal
,
PassThrough
,
PassThrough
,
PassThrough
,
ReduceOps
,
Reduce
InElementOps
,
Reduce
OutElementOps
,
ReduceMemOp
,
GemmDefault
,
1
,
128
,
64
,
128
,
32
,
8
,
8
,
32
,
32
,
2
,
2
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
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2
>
,
2
,
8
,
8
,
true
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
1
,
1
,
S
<
1
,
16
,
1
,
8
>
,
8
,
S
<
32
,
4
>
,
4
,
1
>
,
DeviceGemmReduce_Xdl_CShuffle
<
Row
,
Col
,
Row
,
F16
,
F16
,
F16
,
F32
,
F32
,
F32
,
D
PtrsGlobal
,
PassThrough
,
PassThrough
,
PassThrough
,
ReduceOps
,
D
InElementOps
,
D
OutElementOps
,
ReduceMemOp
,
GemmDefault
,
1
,
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
,
true
,
S
<
4
,
16
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
1
,
1
,
S
<
1
,
16
,
1
,
4
>
,
8
,
S
<
32
,
2
>
,
4
,
1
>
,
DeviceGemmReduce_Xdl_CShuffle
<
Row
,
Col
,
Row
,
F16
,
F16
,
F16
,
F32
,
F32
,
F32
,
Reduce
PtrsGlobal
,
PassThrough
,
PassThrough
,
PassThrough
,
ReduceOps
,
Reduce
InElementOps
,
Reduce
OutElementOps
,
ReduceMemOp
,
GemmDefault
,
1
,
64
,
64
,
64
,
32
,
8
,
8
,
32
,
32
,
2
,
2
,
S
<
4
,
16
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1
>
,
S
<
1
,
0
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2
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,
S
<
1
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0
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2
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,
2
,
8
,
8
,
true
,
S
<
4
,
16
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1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
1
,
1
,
S
<
1
,
16
,
1
,
4
>
,
8
,
S
<
32
,
2
>
,
4
,
1
>
,
DeviceGemmReduce_Xdl_CShuffle
<
Row
,
Col
,
Row
,
F16
,
F16
,
F16
,
F32
,
F32
,
F32
,
D
PtrsGlobal
,
PassThrough
,
PassThrough
,
PassThrough
,
ReduceOps
,
D
InElementOps
,
D
OutElementOps
,
ReduceMemOp
,
GemmDefault
,
1
,
256
,
128
,
64
,
32
,
8
,
8
,
32
,
32
,
2
,
1
,
S
<
4
,
64
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>
,
S
<
1
,
0
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2
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,
S
<
1
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0
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2
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,
2
,
8
,
8
,
true
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
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0
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2
>
,
2
,
8
,
8
,
true
,
1
,
1
,
S
<
1
,
32
,
1
,
8
>
,
8
,
S
<
64
,
4
>
,
4
,
1
>
,
DeviceGemmReduce_Xdl_CShuffle
<
Row
,
Col
,
Row
,
F16
,
F16
,
F16
,
F32
,
F32
,
F32
,
Reduce
PtrsGlobal
,
PassThrough
,
PassThrough
,
PassThrough
,
ReduceOps
,
Reduce
InElementOps
,
Reduce
OutElementOps
,
ReduceMemOp
,
GemmDefault
,
1
,
256
,
128
,
64
,
32
,
8
,
8
,
32
,
32
,
2
,
1
,
S
<
4
,
64
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>
,
S
<
1
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0
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2
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,
S
<
1
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0
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2
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,
2
,
8
,
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true
,
S
<
4
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64
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1
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,
S
<
1
,
0
,
2
>
,
S
<
1
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0
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2
>
,
2
,
8
,
8
,
true
,
1
,
1
,
S
<
1
,
32
,
1
,
8
>
,
8
,
S
<
64
,
4
>
,
4
,
1
>
,
DeviceGemmReduce_Xdl_CShuffle
<
Row
,
Col
,
Row
,
F16
,
F16
,
F16
,
F32
,
F32
,
F32
,
D
PtrsGlobal
,
PassThrough
,
PassThrough
,
PassThrough
,
ReduceOps
,
D
InElementOps
,
D
OutElementOps
,
ReduceMemOp
,
GemmDefault
,
1
,
256
,
64
,
128
,
32
,
8
,
8
,
32
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32
,
1
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2
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<
4
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64
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,
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<
1
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0
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2
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,
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1
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0
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2
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8
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true
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S
<
4
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64
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,
S
<
1
,
0
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2
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,
S
<
1
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0
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2
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,
2
,
8
,
8
,
true
,
1
,
1
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S
<
1
,
32
,
1
,
8
>
,
8
,
S
<
64
,
4
>
,
4
,
1
>
,
DeviceGemmReduce_Xdl_CShuffle
<
Row
,
Col
,
Row
,
F16
,
F16
,
F16
,
F32
,
F32
,
F32
,
Reduce
PtrsGlobal
,
PassThrough
,
PassThrough
,
PassThrough
,
ReduceOps
,
Reduce
InElementOps
,
Reduce
OutElementOps
,
ReduceMemOp
,
GemmDefault
,
1
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256
,
64
,
128
,
32
,
8
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8
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32
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32
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<
4
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64
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1
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4
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64
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<
1
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,
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<
1
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,
2
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8
,
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true
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1
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<
1
,
32
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1
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8
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,
8
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<
64
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4
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,
4
,
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>
,
DeviceGemmReduce_Xdl_CShuffle
<
Row
,
Col
,
Row
,
F16
,
F16
,
F16
,
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F32
,
F32
,
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PtrsGlobal
,
PassThrough
,
PassThrough
,
PassThrough
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ReduceOps
,
D
InElementOps
,
D
OutElementOps
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ReduceMemOp
,
GemmDefault
,
1
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128
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32
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32
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32
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4
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1
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32
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4
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,
8
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<
64
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4
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DeviceGemmReduce_Xdl_CShuffle
<
Row
,
Col
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Row
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F16
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F16
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F16
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F32
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F32
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,
Reduce
PtrsGlobal
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PassThrough
,
PassThrough
,
PassThrough
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ReduceOps
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Reduce
InElementOps
,
Reduce
OutElementOps
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ReduceMemOp
,
GemmDefault
,
1
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128
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1
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32
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,
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64
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DeviceGemmReduce_Xdl_CShuffle
<
Row
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Col
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Row
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F16
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,
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PtrsGlobal
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PassThrough
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PassThrough
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PassThrough
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ReduceOps
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InElementOps
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,
1
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1
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32
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DeviceGemmReduce_Xdl_CShuffle
<
Row
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Col
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Row
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Reduce
PtrsGlobal
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PassThrough
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PassThrough
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Reduce
InElementOps
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Reduce
OutElementOps
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GemmDefault
,
1
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1
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32
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DeviceGemmReduce_Xdl_CShuffle
<
Row
,
Col
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Row
,
F16
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F16
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,
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D
PtrsGlobal
,
PassThrough
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PassThrough
,
PassThrough
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ReduceOps
,
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InElementOps
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D
OutElementOps
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ReduceMemOp
,
GemmDefault
,
1
,
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,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
S
<
4
,
16
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
1
,
1
,
S
<
1
,
16
,
1
,
4
>
,
8
,
S
<
32
,
2
>
,
4
,
1
>
,
DeviceGemmReduce_Xdl_CShuffle
<
Row
,
Col
,
Row
,
F16
,
F16
,
F16
,
F32
,
F32
,
F32
,
Reduce
PtrsGlobal
,
PassThrough
,
PassThrough
,
PassThrough
,
ReduceOps
,
Reduce
InElementOps
,
Reduce
OutElementOps
,
ReduceMemOp
,
GemmDefault
,
1
,
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
,
true
,
S
<
4
,
16
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
1
,
1
,
S
<
1
,
16
,
1
,
4
>
,
8
,
S
<
32
,
2
>
,
4
,
1
>
,
DeviceGemmReduce_Xdl_CShuffle
<
Row
,
Col
,
Row
,
F16
,
F16
,
F16
,
F32
,
F32
,
F32
,
D
PtrsGlobal
,
PassThrough
,
PassThrough
,
PassThrough
,
ReduceOps
,
D
InElementOps
,
D
OutElementOps
,
ReduceMemOp
,
GemmDefault
,
1
,
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
,
true
,
S
<
4
,
16
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
1
,
1
,
S
<
1
,
16
,
1
,
4
>
,
8
,
S
<
32
,
2
>
,
4
,
1
>
DeviceGemmReduce_Xdl_CShuffle
<
Row
,
Col
,
Row
,
F16
,
F16
,
F16
,
F32
,
F32
,
F32
,
Reduce
PtrsGlobal
,
PassThrough
,
PassThrough
,
PassThrough
,
ReduceOps
,
Reduce
InElementOps
,
Reduce
OutElementOps
,
ReduceMemOp
,
GemmDefault
,
1
,
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
,
true
,
S
<
4
,
16
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
1
,
1
,
S
<
1
,
16
,
1
,
4
>
,
8
,
S
<
32
,
2
>
,
4
,
1
>
// clang-format on
// clang-format on
>
;
>
;
void
add_device_gemm_reduce_xdl_cshuffle_f16_f16_f16_f32_f32_mk_nk_mn_instances
(
void
add_device_gemm_reduce_xdl_cshuffle_f16_f16_f16_f32_f32_mk_nk_mn_instances
(
std
::
vector
<
std
::
vector
<
DeviceGemmReducePtr
<
0
,
ReducePtrsGlobal
::
Size
()
>>&
instances
)
DeviceGemmReducePtr
<
PassThrough
,
PassThrough
,
PassThrough
,
DInElementOps
,
DOutElementOps
>>&
instances
)
{
{
add_device_operation_instances
(
add_device_operation_instances
(
instances
,
device_gemm_reduce_xdl_cshuffle_f16_f16_f16_f32_f32_mk_nk_mn_instances
{});
instances
,
device_gemm_reduce_xdl_cshuffle_f16_f16_f16_f32_f32_mk_nk_mn_instances
{});
...
...
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