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gaoqiong
composable_kernel
Commits
4769425e
Commit
4769425e
authored
May 23, 2022
by
Chao Liu
Browse files
Merge remote-tracking branch 'origin/develop' into gelu
parents
b548c0be
ba58a93f
Changes
75
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Showing
15 changed files
with
475 additions
and
718 deletions
+475
-718
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
+38
-26
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
+38
-26
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
+38
-26
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
+35
-23
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
+38
-26
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
+38
-26
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
+38
-26
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
+35
-23
profiler/include/profile_batched_gemm_reduce_impl.hpp
profiler/include/profile_batched_gemm_reduce_impl.hpp
+37
-18
profiler/include/profile_conv_bwd_data_impl.hpp
profiler/include/profile_conv_bwd_data_impl.hpp
+0
-284
profiler/include/profile_gemm_reduce_impl.hpp
profiler/include/profile_gemm_reduce_impl.hpp
+37
-18
profiler/src/profile_conv_bwd_data.cpp
profiler/src/profile_conv_bwd_data.cpp
+0
-195
test/CMakeLists.txt
test/CMakeLists.txt
+2
-1
test/block_to_ctile_map/CMakeLists.txt
test/block_to_ctile_map/CMakeLists.txt
+1
-0
test/block_to_ctile_map/test_block_to_ctile_map.cpp
test/block_to_ctile_map/test_block_to_ctile_map.cpp
+100
-0
No files found.
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 @
4769425e
...
...
@@ -10,8 +10,9 @@ namespace tensor_operation {
namespace
device
{
namespace
device_gemm_instance
{
using
F16
=
ck
::
half_t
;
using
F32
=
float
;
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
;
...
...
@@ -21,41 +22,52 @@ using S = ck::Sequence<Is...>;
using
PassThrough
=
ck
::
tensor_operation
::
element_wise
::
PassThrough
;
using
ReduceSum
=
ck
::
reduce
::
Add
<
F32
>
;
using
Square
=
ck
::
tensor_operation
::
element_wise
::
UnarySquare
<
F32
,
F32
,
false
>
;
using
ReduceOps
=
ck
::
Tuple
<
ReduceSum
,
ReduceSum
>
;
using
Identity
=
ck
::
tensor_operation
::
element_wise
::
UnaryIdentic
<
F32
,
F32
,
false
>
;
using
Square
=
ck
::
tensor_operation
::
element_wise
::
UnarySquare
<
F32
,
F32
,
false
>
;
using
DInElementOps
=
ck
::
Tuple
<
Identity
,
Square
>
;
using
DOutElementOps
=
ck
::
Tuple
<
Identity
,
Identity
>
;
using
ReduceMemOp
=
ck
::
InMemoryDataOperationEnumSequence
<
ck
::
InMemoryDataOperationEnum
::
AtomicAdd
,
ck
::
InMemoryDataOperationEnum
::
AtomicAdd
>
;
static
constexpr
auto
GemmDefault
=
ck
::
tensor_operation
::
device
::
GemmSpecialization
::
Default
;
// c[g, m, n] = a[g, m, k] * b[g, n, k]
// d0[g, m] = reduce0(c[g, m, n])
// d1[g, m] = reduce1(c[g, m, n])
using
device_batched_gemm_reduce_xdl_cshuffle_f16_f16_f16_f32_f32_gkm_gkn_gmn_instances
=
std
::
tuple
<
// clang-format off
//##################################| ALayout| BLayout| CLayout|AData| BData| CData| GemmAcc| CShuffle| ReduceAcc| DData| A| B| C|
D0| D1
| D
1
EleOp| 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| Elementwise| Elementwise| Elementwise| Reduce|
Reduce|
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|
//##################################| | | | | | | | | | | | | |
|
|
| | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | |
DeviceBatchedGemmReduce_Xdl_CShuffle
<
Col
,
Row
,
Row
,
F16
,
F16
,
F16
,
F32
,
F32
,
F32
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
Reduce
Sum
,
ReduceSum
,
Square
,
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
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
Reduce
Sum
,
ReduceSum
,
Square
,
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
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
Reduce
Sum
,
ReduceSum
,
Square
,
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
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
Reduce
Sum
,
ReduceSum
,
Square
,
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
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
Reduce
Sum
,
ReduceSum
,
Square
,
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
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
Reduce
Sum
,
ReduceSum
,
Square
,
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
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
Reduce
Sum
,
ReduceSum
,
Square
,
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
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
Reduce
Sum
,
ReduceSum
,
Square
,
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
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
Reduce
Sum
,
ReduceSum
,
Square
,
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
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
Reduce
Sum
,
ReduceSum
,
Square
,
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
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
Reduce
Sum
,
ReduceSum
,
Square
,
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
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
Reduce
Sum
,
ReduceSum
,
Square
,
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
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
Reduce
Sum
,
ReduceSum
,
Square
,
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
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
Reduce
Sum
,
ReduceSum
,
Square
,
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
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
Reduce
Sum
,
ReduceSum
,
Square
,
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
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
Reduce
Sum
,
ReduceSum
,
Square
,
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
>
//##################################| ALayout| BLayout| CLayout|AData| BData| CData| GemmAcc| CShuffle| ReduceAcc|
DData| A| B| C|
Dxs| DxsInEleOp
| D
xsOut
EleOp|
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| 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|
//##################################| | | | | | | | | |
| 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|
//##################################| | | | | | | | | |
|
| | | |
|
| |
| | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | |
DeviceBatchedGemmReduce_Xdl_CShuffle
<
Col
,
Row
,
Row
,
F16
,
F16
,
F16
,
F32
,
F32
,
F32
,
DPtrsGlobal
,
PassThrough
,
PassThrough
,
PassThrough
,
Reduce
Ops
,
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
>
,
DeviceBatchedGemmReduce_Xdl_CShuffle
<
Col
,
Row
,
Row
,
F16
,
F16
,
F16
,
F32
,
F32
,
F32
,
DPtrsGlobal
,
PassThrough
,
PassThrough
,
PassThrough
,
Reduce
Ops
,
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
>
,
DeviceBatchedGemmReduce_Xdl_CShuffle
<
Col
,
Row
,
Row
,
F16
,
F16
,
F16
,
F32
,
F32
,
F32
,
DPtrsGlobal
,
PassThrough
,
PassThrough
,
PassThrough
,
Reduce
Ops
,
DInElementOps
,
DOutElementOps
,
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
,
DPtrsGlobal
,
PassThrough
,
PassThrough
,
PassThrough
,
Reduce
Ops
,
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
>
,
DeviceBatchedGemmReduce_Xdl_CShuffle
<
Col
,
Row
,
Row
,
F16
,
F16
,
F16
,
F32
,
F32
,
F32
,
DPtrsGlobal
,
PassThrough
,
PassThrough
,
PassThrough
,
Reduce
Ops
,
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
>
,
DeviceBatchedGemmReduce_Xdl_CShuffle
<
Col
,
Row
,
Row
,
F16
,
F16
,
F16
,
F32
,
F32
,
F32
,
DPtrsGlobal
,
PassThrough
,
PassThrough
,
PassThrough
,
Reduce
Ops
,
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
>
,
DeviceBatchedGemmReduce_Xdl_CShuffle
<
Col
,
Row
,
Row
,
F16
,
F16
,
F16
,
F32
,
F32
,
F32
,
DPtrsGlobal
,
PassThrough
,
PassThrough
,
PassThrough
,
Reduce
Ops
,
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
>
,
DeviceBatchedGemmReduce_Xdl_CShuffle
<
Col
,
Row
,
Row
,
F16
,
F16
,
F16
,
F32
,
F32
,
F32
,
DPtrsGlobal
,
PassThrough
,
PassThrough
,
PassThrough
,
Reduce
Ops
,
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
>
,
DeviceBatchedGemmReduce_Xdl_CShuffle
<
Col
,
Row
,
Row
,
F16
,
F16
,
F16
,
F32
,
F32
,
F32
,
DPtrsGlobal
,
PassThrough
,
PassThrough
,
PassThrough
,
Reduce
Ops
,
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
>
,
DeviceBatchedGemmReduce_Xdl_CShuffle
<
Col
,
Row
,
Row
,
F16
,
F16
,
F16
,
F32
,
F32
,
F32
,
DPtrsGlobal
,
PassThrough
,
PassThrough
,
PassThrough
,
Reduce
Ops
,
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
>
,
DeviceBatchedGemmReduce_Xdl_CShuffle
<
Col
,
Row
,
Row
,
F16
,
F16
,
F16
,
F32
,
F32
,
F32
,
DPtrsGlobal
,
PassThrough
,
PassThrough
,
PassThrough
,
Reduce
Ops
,
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
>
,
DeviceBatchedGemmReduce_Xdl_CShuffle
<
Col
,
Row
,
Row
,
F16
,
F16
,
F16
,
F32
,
F32
,
F32
,
DPtrsGlobal
,
PassThrough
,
PassThrough
,
PassThrough
,
Reduce
Ops
,
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
>
,
DeviceBatchedGemmReduce_Xdl_CShuffle
<
Col
,
Row
,
Row
,
F16
,
F16
,
F16
,
F32
,
F32
,
F32
,
DPtrsGlobal
,
PassThrough
,
PassThrough
,
PassThrough
,
Reduce
Ops
,
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
>
,
DeviceBatchedGemmReduce_Xdl_CShuffle
<
Col
,
Row
,
Row
,
F16
,
F16
,
F16
,
F32
,
F32
,
F32
,
DPtrsGlobal
,
PassThrough
,
PassThrough
,
PassThrough
,
Reduce
Ops
,
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
>
,
DeviceBatchedGemmReduce_Xdl_CShuffle
<
Col
,
Row
,
Row
,
F16
,
F16
,
F16
,
F32
,
F32
,
F32
,
DPtrsGlobal
,
PassThrough
,
PassThrough
,
PassThrough
,
Reduce
Ops
,
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
>
,
DeviceBatchedGemmReduce_Xdl_CShuffle
<
Col
,
Row
,
Row
,
F16
,
F16
,
F16
,
F32
,
F32
,
F32
,
DPtrsGlobal
,
PassThrough
,
PassThrough
,
PassThrough
,
Reduce
Ops
,
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_batched_gemm_reduce_xdl_cshuffle_f16_f16_f16_f32_f32_gkm_gkn_gmn_instances
(
std
::
vector
<
DeviceGemmReducePtr
<
PassThrough
,
PassThrough
,
PassThrough
,
Square
>>&
instances
)
std
::
vector
<
DeviceGemmReducePtr
<
DPtrsGlobal
,
PassThrough
,
PassThrough
,
PassThrough
,
DInElementOps
,
DOutElementOps
>>&
instances
)
{
add_device_operation_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 @
4769425e
...
...
@@ -10,8 +10,9 @@ namespace tensor_operation {
namespace
device
{
namespace
device_gemm_instance
{
using
F16
=
ck
::
half_t
;
using
F32
=
float
;
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
;
...
...
@@ -21,41 +22,52 @@ using S = ck::Sequence<Is...>;
using
PassThrough
=
ck
::
tensor_operation
::
element_wise
::
PassThrough
;
using
ReduceSum
=
ck
::
reduce
::
Add
<
F32
>
;
using
Square
=
ck
::
tensor_operation
::
element_wise
::
UnarySquare
<
F32
,
F32
,
false
>
;
using
ReduceOps
=
ck
::
Tuple
<
ReduceSum
,
ReduceSum
>
;
using
Identity
=
ck
::
tensor_operation
::
element_wise
::
UnaryIdentic
<
F32
,
F32
,
false
>
;
using
Square
=
ck
::
tensor_operation
::
element_wise
::
UnarySquare
<
F32
,
F32
,
false
>
;
using
DInElementOps
=
ck
::
Tuple
<
Identity
,
Square
>
;
using
DOutElementOps
=
ck
::
Tuple
<
Identity
,
Identity
>
;
using
ReduceMemOp
=
ck
::
InMemoryDataOperationEnumSequence
<
ck
::
InMemoryDataOperationEnum
::
AtomicAdd
,
ck
::
InMemoryDataOperationEnum
::
AtomicAdd
>
;
static
constexpr
auto
GemmDefault
=
ck
::
tensor_operation
::
device
::
GemmSpecialization
::
Default
;
// c[g, m, n] = a[g, m, k] * b[g, n, k]
// d0[g, m] = reduce0(c[g, m, n])
// d1[g, m] = reduce1(c[g, m, n])
using
device_batched_gemm_reduce_xdl_cshuffle_f16_f16_f16_f32_f32_gkm_gnk_gmn_instances
=
std
::
tuple
<
// clang-format off
//##################################| ALayout| BLayout| CLayout|AData| BData| CData| GemmAcc| CShuffle| ReduceAcc| DData| A| B| C|
D0| D1| D1EleOp|
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| Elementwise| Elementwise| Elementwise| Reduce|
Reduce|
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|
//##################################| | | | | | | | | | | | | | | |
| | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | |
DeviceBatchedGemmReduce_Xdl_CShuffle
<
Col
,
Col
,
Row
,
F16
,
F16
,
F16
,
F32
,
F32
,
F32
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
Reduce
Sum
,
ReduceSum
,
Square
,
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
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
Reduce
Sum
,
ReduceSum
,
Square
,
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
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
Reduce
Sum
,
ReduceSum
,
Square
,
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
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
Reduce
Sum
,
ReduceSum
,
Square
,
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
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
Reduce
Sum
,
ReduceSum
,
Square
,
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
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
Reduce
Sum
,
ReduceSum
,
Square
,
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
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
Reduce
Sum
,
ReduceSum
,
Square
,
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
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
Reduce
Sum
,
ReduceSum
,
Square
,
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
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
Reduce
Sum
,
ReduceSum
,
Square
,
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
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
Reduce
Sum
,
ReduceSum
,
Square
,
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
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
Reduce
Sum
,
ReduceSum
,
Square
,
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
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
Reduce
Sum
,
ReduceSum
,
Square
,
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
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
Reduce
Sum
,
ReduceSum
,
Square
,
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
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
Reduce
Sum
,
ReduceSum
,
Square
,
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
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
Reduce
Sum
,
ReduceSum
,
Square
,
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
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
Reduce
Sum
,
ReduceSum
,
Square
,
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
>
//##################################| ALayout| BLayout| CLayout|AData| BData| CData| GemmAcc| CShuffle| ReduceAcc|
DData| A| B| C|
Dxs| DxsInEleOp| DxsOutEleOp| 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| 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|
//##################################| | | | | | | | | |
| 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|
//##################################| | | | | | | | | |
| | | | |
| |
| | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | |
DeviceBatchedGemmReduce_Xdl_CShuffle
<
Col
,
Col
,
Row
,
F16
,
F16
,
F16
,
F32
,
F32
,
F32
,
DPtrsGlobal
,
PassThrough
,
PassThrough
,
PassThrough
,
Reduce
Ops
,
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
>
,
DeviceBatchedGemmReduce_Xdl_CShuffle
<
Col
,
Col
,
Row
,
F16
,
F16
,
F16
,
F32
,
F32
,
F32
,
DPtrsGlobal
,
PassThrough
,
PassThrough
,
PassThrough
,
Reduce
Ops
,
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
>
,
DeviceBatchedGemmReduce_Xdl_CShuffle
<
Col
,
Col
,
Row
,
F16
,
F16
,
F16
,
F32
,
F32
,
F32
,
DPtrsGlobal
,
PassThrough
,
PassThrough
,
PassThrough
,
Reduce
Ops
,
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
>
,
DeviceBatchedGemmReduce_Xdl_CShuffle
<
Col
,
Col
,
Row
,
F16
,
F16
,
F16
,
F32
,
F32
,
F32
,
DPtrsGlobal
,
PassThrough
,
PassThrough
,
PassThrough
,
Reduce
Ops
,
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
>
,
DeviceBatchedGemmReduce_Xdl_CShuffle
<
Col
,
Col
,
Row
,
F16
,
F16
,
F16
,
F32
,
F32
,
F32
,
DPtrsGlobal
,
PassThrough
,
PassThrough
,
PassThrough
,
Reduce
Ops
,
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
>
,
DeviceBatchedGemmReduce_Xdl_CShuffle
<
Col
,
Col
,
Row
,
F16
,
F16
,
F16
,
F32
,
F32
,
F32
,
DPtrsGlobal
,
PassThrough
,
PassThrough
,
PassThrough
,
Reduce
Ops
,
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
>
,
DeviceBatchedGemmReduce_Xdl_CShuffle
<
Col
,
Col
,
Row
,
F16
,
F16
,
F16
,
F32
,
F32
,
F32
,
DPtrsGlobal
,
PassThrough
,
PassThrough
,
PassThrough
,
Reduce
Ops
,
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
>
,
DeviceBatchedGemmReduce_Xdl_CShuffle
<
Col
,
Col
,
Row
,
F16
,
F16
,
F16
,
F32
,
F32
,
F32
,
DPtrsGlobal
,
PassThrough
,
PassThrough
,
PassThrough
,
Reduce
Ops
,
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
>
,
DeviceBatchedGemmReduce_Xdl_CShuffle
<
Col
,
Col
,
Row
,
F16
,
F16
,
F16
,
F32
,
F32
,
F32
,
DPtrsGlobal
,
PassThrough
,
PassThrough
,
PassThrough
,
Reduce
Ops
,
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
>
,
DeviceBatchedGemmReduce_Xdl_CShuffle
<
Col
,
Col
,
Row
,
F16
,
F16
,
F16
,
F32
,
F32
,
F32
,
DPtrsGlobal
,
PassThrough
,
PassThrough
,
PassThrough
,
Reduce
Ops
,
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
>
,
DeviceBatchedGemmReduce_Xdl_CShuffle
<
Col
,
Col
,
Row
,
F16
,
F16
,
F16
,
F32
,
F32
,
F32
,
DPtrsGlobal
,
PassThrough
,
PassThrough
,
PassThrough
,
Reduce
Ops
,
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
>
,
DeviceBatchedGemmReduce_Xdl_CShuffle
<
Col
,
Col
,
Row
,
F16
,
F16
,
F16
,
F32
,
F32
,
F32
,
DPtrsGlobal
,
PassThrough
,
PassThrough
,
PassThrough
,
Reduce
Ops
,
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
>
,
DeviceBatchedGemmReduce_Xdl_CShuffle
<
Col
,
Col
,
Row
,
F16
,
F16
,
F16
,
F32
,
F32
,
F32
,
DPtrsGlobal
,
PassThrough
,
PassThrough
,
PassThrough
,
Reduce
Ops
,
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
>
,
DeviceBatchedGemmReduce_Xdl_CShuffle
<
Col
,
Col
,
Row
,
F16
,
F16
,
F16
,
F32
,
F32
,
F32
,
DPtrsGlobal
,
PassThrough
,
PassThrough
,
PassThrough
,
Reduce
Ops
,
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
>
,
DeviceBatchedGemmReduce_Xdl_CShuffle
<
Col
,
Col
,
Row
,
F16
,
F16
,
F16
,
F32
,
F32
,
F32
,
DPtrsGlobal
,
PassThrough
,
PassThrough
,
PassThrough
,
Reduce
Ops
,
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
>
,
DeviceBatchedGemmReduce_Xdl_CShuffle
<
Col
,
Col
,
Row
,
F16
,
F16
,
F16
,
F32
,
F32
,
F32
,
DPtrsGlobal
,
PassThrough
,
PassThrough
,
PassThrough
,
Reduce
Ops
,
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_batched_gemm_reduce_xdl_cshuffle_f16_f16_f16_f32_f32_gkm_gnk_gmn_instances
(
std
::
vector
<
DeviceGemmReducePtr
<
PassThrough
,
PassThrough
,
PassThrough
,
Square
>>&
instances
)
std
::
vector
<
DeviceGemmReducePtr
<
DPtrsGlobal
,
PassThrough
,
PassThrough
,
PassThrough
,
DInElementOps
,
DOutElementOps
>>&
instances
)
{
add_device_operation_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 @
4769425e
...
...
@@ -10,8 +10,9 @@ namespace tensor_operation {
namespace
device
{
namespace
device_gemm_instance
{
using
F16
=
ck
::
half_t
;
using
F32
=
float
;
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
;
...
...
@@ -21,41 +22,52 @@ using S = ck::Sequence<Is...>;
using
PassThrough
=
ck
::
tensor_operation
::
element_wise
::
PassThrough
;
using
ReduceSum
=
ck
::
reduce
::
Add
<
F32
>
;
using
Square
=
ck
::
tensor_operation
::
element_wise
::
UnarySquare
<
F32
,
F32
,
false
>
;
using
ReduceOps
=
ck
::
Tuple
<
ReduceSum
,
ReduceSum
>
;
using
Identity
=
ck
::
tensor_operation
::
element_wise
::
UnaryIdentic
<
F32
,
F32
,
false
>
;
using
Square
=
ck
::
tensor_operation
::
element_wise
::
UnarySquare
<
F32
,
F32
,
false
>
;
using
DInElementOps
=
ck
::
Tuple
<
Identity
,
Square
>
;
using
DOutElementOps
=
ck
::
Tuple
<
Identity
,
Identity
>
;
using
ReduceMemOp
=
ck
::
InMemoryDataOperationEnumSequence
<
ck
::
InMemoryDataOperationEnum
::
AtomicAdd
,
ck
::
InMemoryDataOperationEnum
::
AtomicAdd
>
;
static
constexpr
auto
GemmDefault
=
ck
::
tensor_operation
::
device
::
GemmSpecialization
::
Default
;
// c[g, m, n] = a[g, m, k] * b[g, n, k]
// d0[g, m] = reduce0(c[g, m, n])
// d1[g, m] = reduce1(c[g, m, n])
using
device_batched_gemm_reduce_xdl_cshuffle_f16_f16_f16_f32_f32_gmk_gkn_gmn_instances
=
std
::
tuple
<
// clang-format off
//##################################| ALayout| BLayout| CLayout| AData| BData| CData| GemmAcc| CShuffle| ReduceAcc| DData| A| B| C|
D0
|
D1| D1EleOp|
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| Elementwise| Elementwise| Elementwise| Reduce|
Reduce|
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|
//##################################| | | | | | | | | | | | | |
|
|
| | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | |
DeviceBatchedGemmReduce_Xdl_CShuffle
<
Row
,
Row
,
Row
,
F16
,
F16
,
F16
,
F32
,
F32
,
F32
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
Reduce
Sum
,
ReduceSum
,
Square
,
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
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
Reduce
Sum
,
ReduceSum
,
Square
,
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
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
Reduce
Sum
,
ReduceSum
,
Square
,
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
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
Reduce
Sum
,
ReduceSum
,
Square
,
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
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
Reduce
Sum
,
ReduceSum
,
Square
,
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
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
Reduce
Sum
,
ReduceSum
,
Square
,
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
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
Reduce
Sum
,
ReduceSum
,
Square
,
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
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
Reduce
Sum
,
ReduceSum
,
Square
,
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
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
Reduce
Sum
,
ReduceSum
,
Square
,
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
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
Reduce
Sum
,
ReduceSum
,
Square
,
GemmDefault
,
1
,
128
,
128
,
64
,
32
,
8
,
8
,
32
,
32
,
2
,
2
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
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,
S
<
1
,
0
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2
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,
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
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
Reduce
Sum
,
ReduceSum
,
Square
,
GemmDefault
,
1
,
128
,
64
,
128
,
32
,
8
,
2
,
32
,
32
,
2
,
2
,
S
<
4
,
32
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1
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,
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
,
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
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
Reduce
Sum
,
ReduceSum
,
Square
,
GemmDefault
,
1
,
128
,
64
,
128
,
32
,
8
,
8
,
32
,
32
,
2
,
2
,
S
<
4
,
32
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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
,
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
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
Reduce
Sum
,
ReduceSum
,
Square
,
GemmDefault
,
1
,
256
,
128
,
64
,
32
,
8
,
2
,
32
,
32
,
2
,
1
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S
<
4
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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
<
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
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
Reduce
Sum
,
ReduceSum
,
Square
,
GemmDefault
,
1
,
256
,
128
,
64
,
32
,
8
,
8
,
32
,
32
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2
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S
<
4
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64
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<
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<
1
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2
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8
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true
,
S
<
4
,
64
,
1
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,
S
<
0
,
2
,
1
>
,
S
<
0
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2
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1
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,
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
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
Reduce
Sum
,
ReduceSum
,
Square
,
GemmDefault
,
1
,
256
,
64
,
128
,
32
,
8
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2
,
32
,
32
,
1
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S
<
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64
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1
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0
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2
,
8
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,
S
<
8
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32
,
1
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S
<
0
,
2
,
1
>
,
S
<
0
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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
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
Reduce
Sum
,
ReduceSum
,
Square
,
GemmDefault
,
1
,
256
,
64
,
128
,
32
,
8
,
8
,
32
,
32
,
1
,
2
,
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
,
8
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8
,
true
,
S
<
4
,
64
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
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2
,
1
>
,
1
,
2
,
8
,
true
,
1
,
1
,
S
<
1
,
32
,
1
,
8
>
,
8
,
S
<
64
,
4
>
,
4
,
1
>
//##################################| ALayout| BLayout| CLayout| AData| BData| CData| GemmAcc| CShuffle| ReduceAcc|
DData| A| B| C|
Dxs
|
DxsInEleOp| DxsOutEleOp| 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| 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|
//##################################| | | | | | | | | |
| 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|
//##################################| | | | | | | | | |
|
| | | |
|
| |
| | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | |
DeviceBatchedGemmReduce_Xdl_CShuffle
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DeviceBatchedGemmReduce_Xdl_CShuffle
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DeviceBatchedGemmReduce_Xdl_CShuffle
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Row
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1
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DeviceBatchedGemmReduce_Xdl_CShuffle
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Row
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Row
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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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F32
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DPtrsGlobal
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PassThrough
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DInElementOps
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ReduceMemOp
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GemmDefault
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4
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1
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DeviceBatchedGemmReduce_Xdl_CShuffle
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Row
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Row
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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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F32
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DPtrsGlobal
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PassThrough
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PassThrough
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DInElementOps
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DOutElementOps
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ReduceMemOp
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GemmDefault
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128
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128
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128
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32
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4
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1
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DeviceBatchedGemmReduce_Xdl_CShuffle
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Row
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Row
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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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F32
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DPtrsGlobal
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PassThrough
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PassThrough
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PassThrough
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DInElementOps
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DOutElementOps
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ReduceMemOp
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GemmDefault
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1
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128
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128
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128
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32
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1
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8
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S
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4
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4
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1
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DeviceBatchedGemmReduce_Xdl_CShuffle
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Row
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Row
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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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F32
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DPtrsGlobal
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PassThrough
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PassThrough
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PassThrough
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Reduce
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DInElementOps
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DOutElementOps
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ReduceMemOp
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GemmDefault
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1
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256
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128
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128
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32
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S
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4
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1
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DeviceBatchedGemmReduce_Xdl_CShuffle
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Row
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Row
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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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F32
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DPtrsGlobal
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PassThrough
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PassThrough
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PassThrough
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Reduce
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DInElementOps
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DOutElementOps
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ReduceMemOp
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GemmDefault
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1
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256
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128
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128
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32
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8
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S
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4
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4
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1
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DeviceBatchedGemmReduce_Xdl_CShuffle
<
Row
,
Row
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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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F32
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DPtrsGlobal
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PassThrough
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PassThrough
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PassThrough
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Reduce
Ops
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DInElementOps
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DOutElementOps
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ReduceMemOp
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GemmDefault
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1
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128
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128
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64
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32
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8
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2
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32
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2
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false
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1
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8
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S
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2
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,
4
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1
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,
DeviceBatchedGemmReduce_Xdl_CShuffle
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Row
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Row
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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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F32
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DPtrsGlobal
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PassThrough
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PassThrough
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PassThrough
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Reduce
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DInElementOps
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DOutElementOps
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ReduceMemOp
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GemmDefault
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1
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128
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128
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64
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32
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8
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8
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32
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32
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2
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2
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4
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1
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DeviceBatchedGemmReduce_Xdl_CShuffle
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Row
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Row
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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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F32
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DPtrsGlobal
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PassThrough
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PassThrough
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PassThrough
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Reduce
Ops
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DInElementOps
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DOutElementOps
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ReduceMemOp
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GemmDefault
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1
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128
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64
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128
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32
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8
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2
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32
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2
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false
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1
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8
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S
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4
,
1
>
,
DeviceBatchedGemmReduce_Xdl_CShuffle
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Row
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Row
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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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F32
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DPtrsGlobal
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PassThrough
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PassThrough
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PassThrough
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Reduce
Ops
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DInElementOps
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DOutElementOps
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ReduceMemOp
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GemmDefault
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1
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128
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64
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128
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32
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8
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8
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32
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32
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2
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2
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S
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32
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true
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1
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true
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1
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1
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16
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1
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8
>
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8
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S
<
32
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4
>
,
4
,
1
>
,
DeviceBatchedGemmReduce_Xdl_CShuffle
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Row
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Row
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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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F32
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DPtrsGlobal
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PassThrough
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PassThrough
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PassThrough
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Reduce
Ops
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DInElementOps
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DOutElementOps
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ReduceMemOp
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GemmDefault
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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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2
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32
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32
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2
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1
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S
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64
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S
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S
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2
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2
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false
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1
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1
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S
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16
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1
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4
>
,
8
,
S
<
64
,
4
>
,
4
,
1
>
,
DeviceBatchedGemmReduce_Xdl_CShuffle
<
Row
,
Row
,
Row
,
F16
,
F16
,
F16
,
F32
,
F32
,
F32
,
DPtrsGlobal
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PassThrough
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PassThrough
,
PassThrough
,
Reduce
Ops
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DInElementOps
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DOutElementOps
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ReduceMemOp
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GemmDefault
,
1
,
256
,
128
,
64
,
32
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8
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8
,
32
,
32
,
2
,
1
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S
<
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64
,
1
>
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S
<
1
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0
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2
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S
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2
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2
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8
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8
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true
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S
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64
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1
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S
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2
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1
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S
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2
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1
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1
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1
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8
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true
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1
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1
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S
<
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16
,
1
,
4
>
,
8
,
S
<
64
,
4
>
,
4
,
1
>
,
DeviceBatchedGemmReduce_Xdl_CShuffle
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Row
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Row
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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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F32
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DPtrsGlobal
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PassThrough
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PassThrough
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PassThrough
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Reduce
Ops
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DInElementOps
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DOutElementOps
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ReduceMemOp
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GemmDefault
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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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8
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2
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32
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32
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1
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2
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S
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64
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S
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S
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8
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32
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1
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S
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2
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1
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1
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4
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2
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false
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1
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1
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S
<
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32
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1
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8
>
,
8
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S
<
64
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4
>
,
4
,
1
>
,
DeviceBatchedGemmReduce_Xdl_CShuffle
<
Row
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Row
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Row
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F16
,
F16
,
F16
,
F32
,
F32
,
F32
,
DPtrsGlobal
,
PassThrough
,
PassThrough
,
PassThrough
,
Reduce
Ops
,
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_batched_gemm_reduce_xdl_cshuffle_f16_f16_f16_f32_f32_gmk_gkn_gmn_instances
(
std
::
vector
<
DeviceGemmReducePtr
<
PassThrough
,
PassThrough
,
PassThrough
,
Square
>>&
instances
)
std
::
vector
<
DeviceGemmReducePtr
<
DPtrsGlobal
,
PassThrough
,
PassThrough
,
PassThrough
,
DInElementOps
,
DOutElementOps
>>&
instances
)
{
add_device_operation_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 @
4769425e
...
...
@@ -10,8 +10,9 @@ namespace tensor_operation {
namespace
device
{
namespace
device_gemm_instance
{
using
F16
=
ck
::
half_t
;
using
F32
=
float
;
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
;
...
...
@@ -21,38 +22,49 @@ using S = ck::Sequence<Is...>;
using
PassThrough
=
ck
::
tensor_operation
::
element_wise
::
PassThrough
;
using
ReduceSum
=
ck
::
reduce
::
Add
<
F32
>
;
using
Square
=
ck
::
tensor_operation
::
element_wise
::
UnarySquare
<
F32
,
F32
,
false
>
;
using
ReduceOps
=
ck
::
Tuple
<
ReduceSum
,
ReduceSum
>
;
using
Identity
=
ck
::
tensor_operation
::
element_wise
::
UnaryIdentic
<
F32
,
F32
,
false
>
;
using
Square
=
ck
::
tensor_operation
::
element_wise
::
UnarySquare
<
F32
,
F32
,
false
>
;
using
DInElementOps
=
ck
::
Tuple
<
Identity
,
Square
>
;
using
DOutElementOps
=
ck
::
Tuple
<
Identity
,
Identity
>
;
using
ReduceMemOp
=
ck
::
InMemoryDataOperationEnumSequence
<
ck
::
InMemoryDataOperationEnum
::
AtomicAdd
,
ck
::
InMemoryDataOperationEnum
::
AtomicAdd
>
;
static
constexpr
auto
GemmDefault
=
ck
::
tensor_operation
::
device
::
GemmSpecialization
::
Default
;
// c[g, m, n] = a[g, m, k] * b[g, n, k]
// d0[g, m] = reduce0(c[g, m, n])
// d1[g, m] = reduce1(c[g, m, n])
using
device_batched_gemm_reduce_xdl_cshuffle_f16_f16_f16_f32_f32_gmk_gnk_gmn_instances
=
std
::
tuple
<
// clang-format off
//##################################| ALayout| BLayout| CLayout|AData| BData| CData| GemmAcc| CShuffle| ReduceAcc| DData| A| B| C|
D0
| D
1
| D
1
EleOp| 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| Elementwise| Elementwise| Elementwise| Reduce|
Reduce|
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|
//##################################| | | | | | | | | | | | | | | |
| | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | |
DeviceBatchedGemmReduce_Xdl_CShuffle
<
Row
,
Col
,
Row
,
F16
,
F16
,
F16
,
F32
,
F32
,
F32
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
Reduce
Sum
,
ReduceSum
,
Square
,
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
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
Reduce
Sum
,
ReduceSum
,
Square
,
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
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
Reduce
Sum
,
ReduceSum
,
Square
,
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
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
Reduce
Sum
,
ReduceSum
,
Square
,
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
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
Reduce
Sum
,
ReduceSum
,
Square
,
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
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
Reduce
Sum
,
ReduceSum
,
Square
,
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
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
Reduce
Sum
,
ReduceSum
,
Square
,
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
>
,
DeviceBatchedGemmReduce_Xdl_CShuffle
<
Row
,
Col
,
Row
,
F16
,
F16
,
F16
,
F32
,
F32
,
F32
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
Reduce
Sum
,
ReduceSum
,
Square
,
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
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
Reduce
Sum
,
ReduceSum
,
Square
,
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
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
Reduce
Sum
,
ReduceSum
,
Square
,
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
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
Reduce
Sum
,
ReduceSum
,
Square
,
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
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
Reduce
Sum
,
ReduceSum
,
Square
,
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
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
Reduce
Sum
,
ReduceSum
,
Square
,
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
>
//##################################| ALayout| BLayout| CLayout|AData| BData| CData| GemmAcc| CShuffle| ReduceAcc|
DData| A| B| C|
Dxs
| D
xsInEleOp
| D
xsOut
EleOp|
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| 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|
//##################################| | | | | | | | | |
| 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|
//##################################| | | | | | | | | |
| | | | |
| |
| | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | |
DeviceBatchedGemmReduce_Xdl_CShuffle
<
Row
,
Col
,
Row
,
F16
,
F16
,
F16
,
F32
,
F32
,
F32
,
DPtrsGlobal
,
PassThrough
,
PassThrough
,
PassThrough
,
Reduce
Ops
,
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
<
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
,
DPtrsGlobal
,
PassThrough
,
PassThrough
,
PassThrough
,
Reduce
Ops
,
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
<
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
,
DPtrsGlobal
,
PassThrough
,
PassThrough
,
PassThrough
,
Reduce
Ops
,
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
<
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
,
DPtrsGlobal
,
PassThrough
,
PassThrough
,
PassThrough
,
Reduce
Ops
,
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
<
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
,
DPtrsGlobal
,
PassThrough
,
PassThrough
,
PassThrough
,
Reduce
Ops
,
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
<
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
,
DPtrsGlobal
,
PassThrough
,
PassThrough
,
PassThrough
,
Reduce
Ops
,
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
<
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
,
DPtrsGlobal
,
PassThrough
,
PassThrough
,
PassThrough
,
Reduce
Ops
,
DInElementOps
,
DOutElementOps
,
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
>
,
DeviceBatchedGemmReduce_Xdl_CShuffle
<
Row
,
Col
,
Row
,
F16
,
F16
,
F16
,
F32
,
F32
,
F32
,
DPtrsGlobal
,
PassThrough
,
PassThrough
,
PassThrough
,
Reduce
Ops
,
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
<
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
,
DPtrsGlobal
,
PassThrough
,
PassThrough
,
PassThrough
,
Reduce
Ops
,
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
<
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
,
DPtrsGlobal
,
PassThrough
,
PassThrough
,
PassThrough
,
Reduce
Ops
,
DInElementOps
,
DOutElementOps
,
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
,
DPtrsGlobal
,
PassThrough
,
PassThrough
,
PassThrough
,
Reduce
Ops
,
DInElementOps
,
DOutElementOps
,
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
,
DPtrsGlobal
,
PassThrough
,
PassThrough
,
PassThrough
,
Reduce
Ops
,
DInElementOps
,
DOutElementOps
,
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
,
DPtrsGlobal
,
PassThrough
,
PassThrough
,
PassThrough
,
Reduce
Ops
,
DInElementOps
,
DOutElementOps
,
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
>
;
void
add_device_batched_gemm_reduce_xdl_cshuffle_f16_f16_f16_f32_f32_gmk_gnk_gmn_instances
(
std
::
vector
<
DeviceGemmReducePtr
<
PassThrough
,
PassThrough
,
PassThrough
,
Square
>>&
instances
)
std
::
vector
<
DeviceGemmReducePtr
<
DPtrsGlobal
,
PassThrough
,
PassThrough
,
PassThrough
,
DInElementOps
,
DOutElementOps
>>&
instances
)
{
add_device_operation_instances
(
instances
,
...
...
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 @
4769425e
...
...
@@ -10,8 +10,9 @@ namespace tensor_operation {
namespace
device
{
namespace
device_gemm_instance
{
using
F16
=
ck
::
half_t
;
using
F32
=
float
;
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
;
...
...
@@ -21,40 +22,51 @@ using S = ck::Sequence<Is...>;
using
PassThrough
=
ck
::
tensor_operation
::
element_wise
::
PassThrough
;
using
ReduceSum
=
ck
::
reduce
::
Add
<
F32
>
;
using
Square
=
ck
::
tensor_operation
::
element_wise
::
UnarySquare
<
F32
,
F32
,
false
>
;
using
ReduceOps
=
ck
::
Tuple
<
ReduceSum
,
ReduceSum
>
;
using
Identity
=
ck
::
tensor_operation
::
element_wise
::
UnaryIdentic
<
F32
,
F32
,
false
>
;
using
Square
=
ck
::
tensor_operation
::
element_wise
::
UnarySquare
<
F32
,
F32
,
false
>
;
using
DInElementOps
=
ck
::
Tuple
<
Identity
,
Square
>
;
using
DOutElementOps
=
ck
::
Tuple
<
Identity
,
Identity
>
;
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]
// d0[m] = reduce0(c[m, n])
// d1[m] = reduce1(c[m, n])
using
device_gemm_reduce_xdl_cshuffle_f16_f16_f16_f32_f32_km_kn_mn_instances
=
std
::
tuple
<
// clang-format off
//###########################| ALayout| BLayout| CLayout|AData| BData| CData| GemmAcc| CShuffle| ReduceAcc| DData| A| B| C|
D0| D1| D1EleOp|
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| Elementwise| Elementwise| Elementwise| Reduce|
Reduce|
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|
//###########################| | | | | | | | | | | | | | | |
| | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | |
DeviceGemmReduce_Xdl_CShuffle
<
Col
,
Row
,
Row
,
F16
,
F16
,
F16
,
F32
,
F32
,
F32
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
Reduce
Sum
,
ReduceSum
,
Square
,
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
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
Reduce
Sum
,
ReduceSum
,
Square
,
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
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
Reduce
Sum
,
ReduceSum
,
Square
,
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
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
Reduce
Sum
,
ReduceSum
,
Square
,
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
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
Reduce
Sum
,
ReduceSum
,
Square
,
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
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
Reduce
Sum
,
ReduceSum
,
Square
,
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
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
Reduce
Sum
,
ReduceSum
,
Square
,
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
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
Reduce
Sum
,
ReduceSum
,
Square
,
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
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
Reduce
Sum
,
ReduceSum
,
Square
,
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
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
Reduce
Sum
,
ReduceSum
,
Square
,
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
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
Reduce
Sum
,
ReduceSum
,
Square
,
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
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
Reduce
Sum
,
ReduceSum
,
Square
,
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
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
Reduce
Sum
,
ReduceSum
,
Square
,
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
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4
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4
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1
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DeviceGemmReduce_Xdl_CShuffle
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Col
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Row
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Row
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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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PassThrough
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PassThrough
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PassThrough
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Reduce
Sum
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ReduceSum
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Square
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GemmDefault
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1
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256
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DeviceGemmReduce_Xdl_CShuffle
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Col
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Row
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Row
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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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F32
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PassThrough
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PassThrough
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PassThrough
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ReduceSum
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Square
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256
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32
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32
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false
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false
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32
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1
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8
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8
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S
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4
>
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4
,
1
>
,
DeviceGemmReduce_Xdl_CShuffle
<
Col
,
Row
,
Row
,
F16
,
F16
,
F16
,
F32
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F32
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F32
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F32
,
PassThrough
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PassThrough
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PassThrough
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Reduce
Sum
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ReduceSum
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Square
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GemmDefault
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1
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256
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64
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128
,
32
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8
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8
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32
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32
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1
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2
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S
<
4
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64
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1
>
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S
<
0
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2
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S
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1
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8
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true
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64
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1
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S
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2
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1
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S
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2
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1
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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
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S
<
1
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32
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1
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8
>
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8
,
S
<
64
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4
>
,
4
,
1
>
//###########################| ALayout| BLayout| CLayout|AData| BData| CData| GemmAcc| CShuffle| ReduceAcc|
DData| A| B| C|
Dxs| DxsInEleOp| DxsOutEleOp| 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| 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|
//###########################| | | | | | | | | |
| 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|
//###########################| | | | | | | | | |
| | | | |
| |
| | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | |
DeviceGemmReduce_Xdl_CShuffle
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Col
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Row
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Row
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F16
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F32
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PassThrough
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PassThrough
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DInElementOps
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DOutElementOps
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ReduceMemOp
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DeviceGemmReduce_Xdl_CShuffle
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Col
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Row
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F16
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F32
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F32
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PassThrough
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PassThrough
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PassThrough
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DInElementOps
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1
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DeviceGemmReduce_Xdl_CShuffle
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Col
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Row
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Row
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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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DPtrsGlobal
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PassThrough
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PassThrough
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PassThrough
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Reduce
Ops
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DInElementOps
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DOutElementOps
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ReduceMemOp
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GemmDefault
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256
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128
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32
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DeviceGemmReduce_Xdl_CShuffle
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Col
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Row
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Row
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F16
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F32
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F32
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F32
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PassThrough
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PassThrough
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PassThrough
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Ops
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DInElementOps
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DOutElementOps
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ReduceMemOp
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S
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4
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1
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DeviceGemmReduce_Xdl_CShuffle
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Col
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Row
,
Row
,
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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DPtrsGlobal
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PassThrough
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PassThrough
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PassThrough
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Reduce
Ops
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DInElementOps
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DOutElementOps
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ReduceMemOp
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GemmDefault
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128
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128
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128
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32
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2
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2
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32
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32
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4
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2
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8
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8
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S
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4
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4
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1
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DeviceGemmReduce_Xdl_CShuffle
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Col
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Row
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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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F32
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DPtrsGlobal
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PassThrough
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PassThrough
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PassThrough
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Reduce
Ops
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DInElementOps
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DOutElementOps
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ReduceMemOp
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GemmDefault
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1
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128
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128
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128
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32
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8
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32
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DeviceGemmReduce_Xdl_CShuffle
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Col
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Row
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F16
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F32
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F32
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F32
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DPtrsGlobal
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PassThrough
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PassThrough
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PassThrough
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Reduce
Ops
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DInElementOps
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DOutElementOps
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ReduceMemOp
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128
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128
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DeviceGemmReduce_Xdl_CShuffle
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Col
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Row
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Row
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F16
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F32
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F32
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DPtrsGlobal
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PassThrough
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PassThrough
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PassThrough
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Reduce
Ops
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DInElementOps
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DOutElementOps
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ReduceMemOp
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GemmDefault
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1
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256
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128
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128
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32
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8
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32
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DeviceGemmReduce_Xdl_CShuffle
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Col
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Row
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F32
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PassThrough
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PassThrough
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PassThrough
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Reduce
Ops
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DInElementOps
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DOutElementOps
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ReduceMemOp
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64
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32
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2
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32
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1
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DeviceGemmReduce_Xdl_CShuffle
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Col
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Row
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PassThrough
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DeviceGemmReduce_Xdl_CShuffle
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DeviceGemmReduce_Xdl_CShuffle
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Col
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Row
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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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F32
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DPtrsGlobal
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PassThrough
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PassThrough
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PassThrough
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Reduce
Ops
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DInElementOps
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DOutElementOps
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ReduceMemOp
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GemmDefault
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128
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64
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128
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32
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8
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8
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32
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32
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2
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2
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2
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<
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
,
DPtrsGlobal
,
PassThrough
,
PassThrough
,
PassThrough
,
Reduce
Ops
,
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
>
,
DeviceGemmReduce_Xdl_CShuffle
<
Col
,
Row
,
Row
,
F16
,
F16
,
F16
,
F32
,
F32
,
F32
,
DPtrsGlobal
,
PassThrough
,
PassThrough
,
PassThrough
,
Reduce
Ops
,
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
>
,
DeviceGemmReduce_Xdl_CShuffle
<
Col
,
Row
,
Row
,
F16
,
F16
,
F16
,
F32
,
F32
,
F32
,
DPtrsGlobal
,
PassThrough
,
PassThrough
,
PassThrough
,
Reduce
Ops
,
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
>
,
DeviceGemmReduce_Xdl_CShuffle
<
Col
,
Row
,
Row
,
F16
,
F16
,
F16
,
F32
,
F32
,
F32
,
DPtrsGlobal
,
PassThrough
,
PassThrough
,
PassThrough
,
Reduce
Ops
,
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_reduce_xdl_cshuffle_f16_f16_f16_f32_f32_km_kn_mn_instances
(
std
::
vector
<
DeviceGemmReducePtr
<
PassThrough
,
PassThrough
,
PassThrough
,
Square
>>&
instances
)
std
::
vector
<
DeviceGemmReducePtr
<
DPtrsGlobal
,
PassThrough
,
PassThrough
,
PassThrough
,
DInElementOps
,
DOutElementOps
>>&
instances
)
{
add_device_operation_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 @
4769425e
...
...
@@ -10,8 +10,9 @@ namespace tensor_operation {
namespace
device
{
namespace
device_gemm_instance
{
using
F16
=
ck
::
half_t
;
using
F32
=
float
;
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
;
...
...
@@ -21,40 +22,51 @@ using S = ck::Sequence<Is...>;
using
PassThrough
=
ck
::
tensor_operation
::
element_wise
::
PassThrough
;
using
ReduceSum
=
ck
::
reduce
::
Add
<
F32
>
;
using
Square
=
ck
::
tensor_operation
::
element_wise
::
UnarySquare
<
F32
,
F32
,
false
>
;
using
ReduceOps
=
ck
::
Tuple
<
ReduceSum
,
ReduceSum
>
;
using
Identity
=
ck
::
tensor_operation
::
element_wise
::
UnaryIdentic
<
F32
,
F32
,
false
>
;
using
Square
=
ck
::
tensor_operation
::
element_wise
::
UnarySquare
<
F32
,
F32
,
false
>
;
using
DInElementOps
=
ck
::
Tuple
<
Identity
,
Square
>
;
using
DOutElementOps
=
ck
::
Tuple
<
Identity
,
Identity
>
;
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]
// d0[m] = reduce0(c[m, n])
// d1[m] = reduce1(c[m, n])
using
device_gemm_reduce_xdl_cshuffle_f16_f16_f16_f32_f32_km_nk_mn_instances
=
std
::
tuple
<
// clang-format off
//###########################| ALayout| BLayout| CLayout|AData| BData| CData| GemmAcc| CShuffle| ReduceAcc| DData| A| B| C|
D0| D1| D1EleOp|
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| Elementwise| Elementwise| Elementwise| Reduce|
Reduce|
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|
//###########################| | | | | | | | | | | | | | | |
| | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | |
DeviceGemmReduce_Xdl_CShuffle
<
Col
,
Col
,
Row
,
F16
,
F16
,
F16
,
F32
,
F32
,
F32
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
Reduce
Sum
,
ReduceSum
,
Square
,
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
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
Reduce
Sum
,
ReduceSum
,
Square
,
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
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
Reduce
Sum
,
ReduceSum
,
Square
,
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
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
Reduce
Sum
,
ReduceSum
,
Square
,
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
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
Reduce
Sum
,
ReduceSum
,
Square
,
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
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
Reduce
Sum
,
ReduceSum
,
Square
,
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
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
Reduce
Sum
,
ReduceSum
,
Square
,
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
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
Reduce
Sum
,
ReduceSum
,
Square
,
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
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
Reduce
Sum
,
ReduceSum
,
Square
,
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
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
Reduce
Sum
,
ReduceSum
,
Square
,
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
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
Reduce
Sum
,
ReduceSum
,
Square
,
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
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
Reduce
Sum
,
ReduceSum
,
Square
,
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
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
Reduce
Sum
,
ReduceSum
,
Square
,
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
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
Reduce
Sum
,
ReduceSum
,
Square
,
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
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
Reduce
Sum
,
ReduceSum
,
Square
,
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
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
Reduce
Sum
,
ReduceSum
,
Square
,
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
>
//###########################| ALayout| BLayout| CLayout|AData| BData| CData| GemmAcc| CShuffle| ReduceAcc|
DData| A| B| C|
Dxs| DxsInEleOp| DxsOutEleOp| 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| 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|
//###########################| | | | | | | | | |
| 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|
//###########################| | | | | | | | | |
| | | | |
| |
| | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | |
DeviceGemmReduce_Xdl_CShuffle
<
Col
,
Col
,
Row
,
F16
,
F16
,
F16
,
F32
,
F32
,
F32
,
DPtrsGlobal
,
PassThrough
,
PassThrough
,
PassThrough
,
Reduce
Ops
,
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
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2
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1
>
,
1
,
4
,
2
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false
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S
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4
,
64
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1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
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0
,
2
>
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2
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8
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8
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true
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1
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1
,
S
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1
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32
,
1
,
8
>
,
8
,
S
<
64
,
4
>
,
4
,
1
>
,
DeviceGemmReduce_Xdl_CShuffle
<
Col
,
Col
,
Row
,
F16
,
F16
,
F16
,
F32
,
F32
,
F32
,
DPtrsGlobal
,
PassThrough
,
PassThrough
,
PassThrough
,
Reduce
Ops
,
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
>
,
DeviceGemmReduce_Xdl_CShuffle
<
Col
,
Col
,
Row
,
F16
,
F16
,
F16
,
F32
,
F32
,
F32
,
DPtrsGlobal
,
PassThrough
,
PassThrough
,
PassThrough
,
Reduce
Ops
,
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
>
,
DeviceGemmReduce_Xdl_CShuffle
<
Col
,
Col
,
Row
,
F16
,
F16
,
F16
,
F32
,
F32
,
F32
,
DPtrsGlobal
,
PassThrough
,
PassThrough
,
PassThrough
,
Reduce
Ops
,
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
>
,
DeviceGemmReduce_Xdl_CShuffle
<
Col
,
Col
,
Row
,
F16
,
F16
,
F16
,
F32
,
F32
,
F32
,
DPtrsGlobal
,
PassThrough
,
PassThrough
,
PassThrough
,
Reduce
Ops
,
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
>
,
DeviceGemmReduce_Xdl_CShuffle
<
Col
,
Col
,
Row
,
F16
,
F16
,
F16
,
F32
,
F32
,
F32
,
DPtrsGlobal
,
PassThrough
,
PassThrough
,
PassThrough
,
Reduce
Ops
,
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
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2
,
1
>
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1
,
4
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8
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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
,
DPtrsGlobal
,
PassThrough
,
PassThrough
,
PassThrough
,
Reduce
Ops
,
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
>
,
DeviceGemmReduce_Xdl_CShuffle
<
Col
,
Col
,
Row
,
F16
,
F16
,
F16
,
F32
,
F32
,
F32
,
DPtrsGlobal
,
PassThrough
,
PassThrough
,
PassThrough
,
Reduce
Ops
,
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
>
,
DeviceGemmReduce_Xdl_CShuffle
<
Col
,
Col
,
Row
,
F16
,
F16
,
F16
,
F32
,
F32
,
F32
,
DPtrsGlobal
,
PassThrough
,
PassThrough
,
PassThrough
,
Reduce
Ops
,
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
>
,
DeviceGemmReduce_Xdl_CShuffle
<
Col
,
Col
,
Row
,
F16
,
F16
,
F16
,
F32
,
F32
,
F32
,
DPtrsGlobal
,
PassThrough
,
PassThrough
,
PassThrough
,
Reduce
Ops
,
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
>
,
DeviceGemmReduce_Xdl_CShuffle
<
Col
,
Col
,
Row
,
F16
,
F16
,
F16
,
F32
,
F32
,
F32
,
DPtrsGlobal
,
PassThrough
,
PassThrough
,
PassThrough
,
Reduce
Ops
,
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
>
,
DeviceGemmReduce_Xdl_CShuffle
<
Col
,
Col
,
Row
,
F16
,
F16
,
F16
,
F32
,
F32
,
F32
,
DPtrsGlobal
,
PassThrough
,
PassThrough
,
PassThrough
,
Reduce
Ops
,
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
>
,
DeviceGemmReduce_Xdl_CShuffle
<
Col
,
Col
,
Row
,
F16
,
F16
,
F16
,
F32
,
F32
,
F32
,
DPtrsGlobal
,
PassThrough
,
PassThrough
,
PassThrough
,
Reduce
Ops
,
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
>
,
DeviceGemmReduce_Xdl_CShuffle
<
Col
,
Col
,
Row
,
F16
,
F16
,
F16
,
F32
,
F32
,
F32
,
DPtrsGlobal
,
PassThrough
,
PassThrough
,
PassThrough
,
Reduce
Ops
,
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
>
,
DeviceGemmReduce_Xdl_CShuffle
<
Col
,
Col
,
Row
,
F16
,
F16
,
F16
,
F32
,
F32
,
F32
,
DPtrsGlobal
,
PassThrough
,
PassThrough
,
PassThrough
,
Reduce
Ops
,
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
>
,
DeviceGemmReduce_Xdl_CShuffle
<
Col
,
Col
,
Row
,
F16
,
F16
,
F16
,
F32
,
F32
,
F32
,
DPtrsGlobal
,
PassThrough
,
PassThrough
,
PassThrough
,
Reduce
Ops
,
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_reduce_xdl_cshuffle_f16_f16_f16_f32_f32_km_nk_mn_instances
(
std
::
vector
<
DeviceGemmReducePtr
<
PassThrough
,
PassThrough
,
PassThrough
,
Square
>>&
instances
)
std
::
vector
<
DeviceGemmReducePtr
<
DPtrsGlobal
,
PassThrough
,
PassThrough
,
PassThrough
,
DInElementOps
,
DOutElementOps
>>&
instances
)
{
add_device_operation_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 @
4769425e
...
...
@@ -10,8 +10,9 @@ namespace tensor_operation {
namespace
device
{
namespace
device_gemm_instance
{
using
F16
=
ck
::
half_t
;
using
F32
=
float
;
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
;
...
...
@@ -21,40 +22,51 @@ using S = ck::Sequence<Is...>;
using
PassThrough
=
ck
::
tensor_operation
::
element_wise
::
PassThrough
;
using
ReduceSum
=
ck
::
reduce
::
Add
<
F32
>
;
using
Square
=
ck
::
tensor_operation
::
element_wise
::
UnarySquare
<
F32
,
F32
,
false
>
;
using
ReduceOps
=
ck
::
Tuple
<
ReduceSum
,
ReduceSum
>
;
using
Identity
=
ck
::
tensor_operation
::
element_wise
::
UnaryIdentic
<
F32
,
F32
,
false
>
;
using
Square
=
ck
::
tensor_operation
::
element_wise
::
UnarySquare
<
F32
,
F32
,
false
>
;
using
DInElementOps
=
ck
::
Tuple
<
Identity
,
Square
>
;
using
DOutElementOps
=
ck
::
Tuple
<
Identity
,
Identity
>
;
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]
// d0[m] = reduce0(c[m, n])
// d1[m] = reduce1(c[m, n])
using
device_gemm_reduce_xdl_cshuffle_f16_f16_f16_f32_f32_mk_kn_mn_instances
=
std
::
tuple
<
// clang-format off
//###########################| ALayout| BLayout| CLayout| AData| BData| CData| GemmAcc| CShuffle| ReduceAcc| DData| A| B| C|
D0| D1| D1EleOp|
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| Elementwise| Elementwise| Elementwise| Reduce|
Reduce|
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|
//###########################| | | | | | | | | | | | | |
|
|
| | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | |
DeviceGemmReduce_Xdl_CShuffle
<
Row
,
Row
,
Row
,
F16
,
F16
,
F16
,
F32
,
F32
,
F32
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
Reduce
Sum
,
ReduceSum
,
Square
,
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
>
,
DeviceGemmReduce_Xdl_CShuffle
<
Row
,
Row
,
Row
,
F16
,
F16
,
F16
,
F32
,
F32
,
F32
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
Reduce
Sum
,
ReduceSum
,
Square
,
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
>
,
DeviceGemmReduce_Xdl_CShuffle
<
Row
,
Row
,
Row
,
F16
,
F16
,
F16
,
F32
,
F32
,
F32
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
Reduce
Sum
,
ReduceSum
,
Square
,
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
>
,
DeviceGemmReduce_Xdl_CShuffle
<
Row
,
Row
,
Row
,
F16
,
F16
,
F16
,
F32
,
F32
,
F32
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
Reduce
Sum
,
ReduceSum
,
Square
,
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
>
,
DeviceGemmReduce_Xdl_CShuffle
<
Row
,
Row
,
Row
,
F16
,
F16
,
F16
,
F32
,
F32
,
F32
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
Reduce
Sum
,
ReduceSum
,
Square
,
GemmDefault
,
1
,
128
,
128
,
128
,
32
,
8
,
2
,
32
,
32
,
4
,
2
,
S
<
4
,
32
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,
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<
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,
0
,
2
>
,
S
<
1
,
0
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,
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
>
,
DeviceGemmReduce_Xdl_CShuffle
<
Row
,
Row
,
Row
,
F16
,
F16
,
F16
,
F32
,
F32
,
F32
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
Reduce
Sum
,
ReduceSum
,
Square
,
GemmDefault
,
1
,
128
,
128
,
128
,
32
,
8
,
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,
32
,
32
,
4
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4
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32
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0
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<
1
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8
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,
S
<
4
,
32
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
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2
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1
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,
1
,
4
,
8
,
true
,
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
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
Reduce
Sum
,
ReduceSum
,
Square
,
GemmDefault
,
1
,
256
,
128
,
128
,
32
,
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,
32
,
32
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2
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S
<
4
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64
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<
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1
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S
<
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32
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,
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<
0
,
2
,
1
>
,
S
<
0
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2
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1
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,
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
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
Reduce
Sum
,
ReduceSum
,
Square
,
GemmDefault
,
1
,
256
,
128
,
128
,
32
,
8
,
8
,
32
,
32
,
2
,
2
,
S
<
4
,
64
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1
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,
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<
1
,
0
,
2
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,
S
<
1
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2
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8
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,
true
,
S
<
4
,
64
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
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2
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1
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,
1
,
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,
8
,
true
,
1
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1
,
S
<
1
,
32
,
1
,
8
>
,
8
,
S
<
64
,
4
>
,
4
,
1
>
,
DeviceGemmReduce_Xdl_CShuffle
<
Row
,
Row
,
Row
,
F16
,
F16
,
F16
,
F32
,
F32
,
F32
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
Reduce
Sum
,
ReduceSum
,
Square
,
GemmDefault
,
1
,
128
,
128
,
64
,
32
,
8
,
2
,
32
,
32
,
2
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2
,
S
<
4
,
32
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,
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<
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,
0
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<
1
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8
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S
<
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16
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1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
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2
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1
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,
1
,
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,
2
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,
1
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S
<
1
,
32
,
1
,
4
>
,
8
,
S
<
64
,
2
>
,
4
,
1
>
,
DeviceGemmReduce_Xdl_CShuffle
<
Row
,
Row
,
Row
,
F16
,
F16
,
F16
,
F32
,
F32
,
F32
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
Reduce
Sum
,
ReduceSum
,
Square
,
GemmDefault
,
1
,
128
,
128
,
64
,
32
,
8
,
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,
32
,
32
,
2
,
2
,
S
<
4
,
32
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1
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,
S
<
1
,
0
,
2
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,
S
<
1
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2
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8
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,
true
,
S
<
4
,
32
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
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2
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1
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,
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
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
Reduce
Sum
,
ReduceSum
,
Square
,
GemmDefault
,
1
,
128
,
64
,
128
,
32
,
8
,
2
,
32
,
32
,
2
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2
,
S
<
4
,
32
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1
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,
S
<
1
,
0
,
2
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,
S
<
1
,
0
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2
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,
2
,
8
,
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,
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
>
,
DeviceGemmReduce_Xdl_CShuffle
<
Row
,
Row
,
Row
,
F16
,
F16
,
F16
,
F32
,
F32
,
F32
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
Reduce
Sum
,
ReduceSum
,
Square
,
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
,
2
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,
S
<
1
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2
,
8
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,
true
,
S
<
4
,
32
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
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2
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1
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,
4
,
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,
true
,
1
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1
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<
1
,
16
,
1
,
8
>
,
8
,
S
<
32
,
4
>
,
4
,
1
>
,
DeviceGemmReduce_Xdl_CShuffle
<
Row
,
Row
,
Row
,
F16
,
F16
,
F16
,
F32
,
F32
,
F32
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
Reduce
Sum
,
ReduceSum
,
Square
,
GemmDefault
,
1
,
256
,
128
,
64
,
32
,
8
,
2
,
32
,
32
,
2
,
1
,
S
<
4
,
64
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,
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<
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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
,
8
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true
,
S
<
16
,
16
,
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
,
4
>
,
8
,
S
<
64
,
4
>
,
4
,
1
>
,
DeviceGemmReduce_Xdl_CShuffle
<
Row
,
Row
,
Row
,
F16
,
F16
,
F16
,
F32
,
F32
,
F32
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
Reduce
Sum
,
ReduceSum
,
Square
,
GemmDefault
,
1
,
256
,
128
,
64
,
32
,
8
,
8
,
32
,
32
,
2
,
1
,
S
<
4
,
64
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,
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<
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
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true
,
S
<
4
,
64
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
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2
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1
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,
1
,
1
,
8
,
true
,
1
,
1
,
S
<
1
,
16
,
1
,
4
>
,
8
,
S
<
64
,
4
>
,
4
,
1
>
,
DeviceGemmReduce_Xdl_CShuffle
<
Row
,
Row
,
Row
,
F16
,
F16
,
F16
,
F32
,
F32
,
F32
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
Reduce
Sum
,
ReduceSum
,
Square
,
GemmDefault
,
1
,
256
,
64
,
128
,
32
,
8
,
2
,
32
,
32
,
1
,
2
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S
<
4
,
64
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,
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<
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,
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,
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<
1
,
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,
S
<
8
,
32
,
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,
S
<
0
,
2
,
1
>
,
S
<
0
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2
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1
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,
1
,
4
,
2
,
false
,
1
,
1
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S
<
1
,
32
,
1
,
8
>
,
8
,
S
<
64
,
4
>
,
4
,
1
>
,
DeviceGemmReduce_Xdl_CShuffle
<
Row
,
Row
,
Row
,
F16
,
F16
,
F16
,
F32
,
F32
,
F32
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
Reduce
Sum
,
ReduceSum
,
Square
,
GemmDefault
,
1
,
256
,
64
,
128
,
32
,
8
,
8
,
32
,
32
,
1
,
2
,
S
<
4
,
64
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1
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,
S
<
1
,
0
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2
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,
S
<
1
,
0
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,
2
,
8
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,
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
>
//###########################| ALayout| BLayout| CLayout| AData| BData| CData| GemmAcc| CShuffle| ReduceAcc|
DData| A| B| C|
Dxs| DxsInEleOp| DxsOutEleOp| 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| 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|
//###########################| | | | | | | | | |
| 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|
//###########################| | | | | | | | | |
|
| | | |
|
| |
| | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | |
DeviceGemmReduce_Xdl_CShuffle
<
Row
,
Row
,
Row
,
F16
,
F16
,
F16
,
F32
,
F32
,
F32
,
DPtrsGlobal
,
PassThrough
,
PassThrough
,
PassThrough
,
Reduce
Ops
,
DInElementOps
,
DOutElementOps
,
ReduceMemOp
,
GemmDefault
,
1
,
256
,
256
,
128
,
32
,
8
,
2
,
32
,
32
,
4
,
2
,
S
<
4
,
64
,
1
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,
S
<
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,
0
,
2
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,
S
<
1
,
0
,
2
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,
2
,
8
,
8
,
true
,
S
<
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,
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
,
DPtrsGlobal
,
PassThrough
,
PassThrough
,
PassThrough
,
Reduce
Ops
,
DInElementOps
,
DOutElementOps
,
ReduceMemOp
,
GemmDefault
,
1
,
256
,
256
,
128
,
32
,
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,
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,
32
,
32
,
4
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<
4
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64
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,
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<
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,
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<
1
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2
,
8
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,
true
,
S
<
4
,
64
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
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2
,
1
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,
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
,
DPtrsGlobal
,
PassThrough
,
PassThrough
,
PassThrough
,
Reduce
Ops
,
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
>
,
DeviceGemmReduce_Xdl_CShuffle
<
Row
,
Row
,
Row
,
F16
,
F16
,
F16
,
F32
,
F32
,
F32
,
DPtrsGlobal
,
PassThrough
,
PassThrough
,
PassThrough
,
Reduce
Ops
,
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
>
,
DeviceGemmReduce_Xdl_CShuffle
<
Row
,
Row
,
Row
,
F16
,
F16
,
F16
,
F32
,
F32
,
F32
,
DPtrsGlobal
,
PassThrough
,
PassThrough
,
PassThrough
,
Reduce
Ops
,
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
>
,
DeviceGemmReduce_Xdl_CShuffle
<
Row
,
Row
,
Row
,
F16
,
F16
,
F16
,
F32
,
F32
,
F32
,
DPtrsGlobal
,
PassThrough
,
PassThrough
,
PassThrough
,
Reduce
Ops
,
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
>
,
DeviceGemmReduce_Xdl_CShuffle
<
Row
,
Row
,
Row
,
F16
,
F16
,
F16
,
F32
,
F32
,
F32
,
DPtrsGlobal
,
PassThrough
,
PassThrough
,
PassThrough
,
Reduce
Ops
,
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
>
,
DeviceGemmReduce_Xdl_CShuffle
<
Row
,
Row
,
Row
,
F16
,
F16
,
F16
,
F32
,
F32
,
F32
,
DPtrsGlobal
,
PassThrough
,
PassThrough
,
PassThrough
,
Reduce
Ops
,
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
>
,
DeviceGemmReduce_Xdl_CShuffle
<
Row
,
Row
,
Row
,
F16
,
F16
,
F16
,
F32
,
F32
,
F32
,
DPtrsGlobal
,
PassThrough
,
PassThrough
,
PassThrough
,
Reduce
Ops
,
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
>
,
DeviceGemmReduce_Xdl_CShuffle
<
Row
,
Row
,
Row
,
F16
,
F16
,
F16
,
F32
,
F32
,
F32
,
DPtrsGlobal
,
PassThrough
,
PassThrough
,
PassThrough
,
Reduce
Ops
,
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
>
,
DeviceGemmReduce_Xdl_CShuffle
<
Row
,
Row
,
Row
,
F16
,
F16
,
F16
,
F32
,
F32
,
F32
,
DPtrsGlobal
,
PassThrough
,
PassThrough
,
PassThrough
,
Reduce
Ops
,
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
>
,
DeviceGemmReduce_Xdl_CShuffle
<
Row
,
Row
,
Row
,
F16
,
F16
,
F16
,
F32
,
F32
,
F32
,
DPtrsGlobal
,
PassThrough
,
PassThrough
,
PassThrough
,
Reduce
Ops
,
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
>
,
DeviceGemmReduce_Xdl_CShuffle
<
Row
,
Row
,
Row
,
F16
,
F16
,
F16
,
F32
,
F32
,
F32
,
DPtrsGlobal
,
PassThrough
,
PassThrough
,
PassThrough
,
Reduce
Ops
,
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
>
,
DeviceGemmReduce_Xdl_CShuffle
<
Row
,
Row
,
Row
,
F16
,
F16
,
F16
,
F32
,
F32
,
F32
,
DPtrsGlobal
,
PassThrough
,
PassThrough
,
PassThrough
,
Reduce
Ops
,
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
>
,
DeviceGemmReduce_Xdl_CShuffle
<
Row
,
Row
,
Row
,
F16
,
F16
,
F16
,
F32
,
F32
,
F32
,
DPtrsGlobal
,
PassThrough
,
PassThrough
,
PassThrough
,
Reduce
Ops
,
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
>
,
DeviceGemmReduce_Xdl_CShuffle
<
Row
,
Row
,
Row
,
F16
,
F16
,
F16
,
F32
,
F32
,
F32
,
DPtrsGlobal
,
PassThrough
,
PassThrough
,
PassThrough
,
Reduce
Ops
,
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_reduce_xdl_cshuffle_f16_f16_f16_f32_f32_mk_kn_mn_instances
(
std
::
vector
<
DeviceGemmReducePtr
<
PassThrough
,
PassThrough
,
PassThrough
,
Square
>>&
instances
)
std
::
vector
<
DeviceGemmReducePtr
<
DPtrsGlobal
,
PassThrough
,
PassThrough
,
PassThrough
,
DInElementOps
,
DOutElementOps
>>&
instances
)
{
add_device_operation_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 @
4769425e
...
...
@@ -10,8 +10,9 @@ namespace tensor_operation {
namespace
device
{
namespace
device_gemm_instance
{
using
F16
=
ck
::
half_t
;
using
F32
=
float
;
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
;
...
...
@@ -21,37 +22,48 @@ using S = ck::Sequence<Is...>;
using
PassThrough
=
ck
::
tensor_operation
::
element_wise
::
PassThrough
;
using
ReduceSum
=
ck
::
reduce
::
Add
<
F32
>
;
using
Square
=
ck
::
tensor_operation
::
element_wise
::
UnarySquare
<
F32
,
F32
,
false
>
;
using
ReduceOps
=
ck
::
Tuple
<
ReduceSum
,
ReduceSum
>
;
using
Identity
=
ck
::
tensor_operation
::
element_wise
::
UnaryIdentic
<
F32
,
F32
,
false
>
;
using
Square
=
ck
::
tensor_operation
::
element_wise
::
UnarySquare
<
F32
,
F32
,
false
>
;
using
DInElementOps
=
ck
::
Tuple
<
Identity
,
Square
>
;
using
DOutElementOps
=
ck
::
Tuple
<
Identity
,
Identity
>
;
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]
// d0[m] = reduce0(c[m, n])
// d1[m] = reduce1(c[m, n])
using
device_gemm_reduce_xdl_cshuffle_f16_f16_f16_f32_f32_mk_nk_mn_instances
=
std
::
tuple
<
// clang-format off
//###########################| ALayout| BLayout| CLayout|AData| BData| CData| GemmAcc| CShuffle| ReduceAcc| DData| A| B| C|
D0
| D
1
| D
1
EleOp| 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| Elementwise| Elementwise| Elementwise| Reduce|
Reduce
| 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|
//###########################| | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | |
DeviceGemmReduce_Xdl_CShuffle
<
Row
,
Col
,
Row
,
F16
,
F16
,
F16
,
F32
,
F32
,
F32
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
Reduce
Sum
,
ReduceSum
,
Square
,
GemmDefault
,
1
,
256
,
256
,
128
,
32
,
8
,
8
,
32
,
32
,
4
,
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,
S
<
4
,
64
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1
>
,
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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8
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true
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S
<
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64
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1
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S
<
1
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0
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,
S
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1
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2
>
,
2
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8
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8
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,
1
,
1
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S
<
1
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32
,
1
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8
>
,
8
,
S
<
64
,
4
>
,
4
,
1
>
,
DeviceGemmReduce_Xdl_CShuffle
<
Row
,
Col
,
Row
,
F16
,
F16
,
F16
,
F32
,
F32
,
F32
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
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Reduce
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ReduceSum
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Square
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GemmDefault
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1
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256
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128
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256
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32
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8
,
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,
32
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32
,
2
,
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<
4
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,
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0
,
2
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,
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<
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2
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8
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true
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S
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64
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S
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true
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1
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S
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1
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8
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8
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S
<
64
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4
>
,
4
,
1
>
,
DeviceGemmReduce_Xdl_CShuffle
<
Row
,
Col
,
Row
,
F16
,
F16
,
F16
,
F32
,
F32
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F32
,
F32
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PassThrough
,
PassThrough
,
PassThrough
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Reduce
Sum
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ReduceSum
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Square
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GemmDefault
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1
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128
,
128
,
128
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32
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8
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8
,
32
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32
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4
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2
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S
<
4
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32
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1
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S
<
1
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S
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2
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true
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S
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32
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S
<
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S
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8
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8
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true
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1
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1
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S
<
1
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16
,
1
,
8
>
,
8
,
S
<
32
,
4
>
,
4
,
1
>
,
DeviceGemmReduce_Xdl_CShuffle
<
Row
,
Col
,
Row
,
F16
,
F16
,
F16
,
F32
,
F32
,
F32
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
Reduce
Sum
,
ReduceSum
,
Square
,
GemmDefault
,
1
,
256
,
128
,
128
,
32
,
8
,
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,
32
,
32
,
2
,
2
,
S
<
4
,
64
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1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
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2
>
,
2
,
8
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8
,
true
,
S
<
4
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64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
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0
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2
>
,
2
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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
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
Reduce
Sum
,
ReduceSum
,
Square
,
GemmDefault
,
1
,
128
,
128
,
64
,
32
,
8
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32
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32
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2
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<
4
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32
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,
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<
1
,
0
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2
>
,
S
<
1
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0
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2
,
8
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8
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true
,
S
<
4
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32
,
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
,
4
>
,
8
,
S
<
64
,
2
>
,
4
,
1
>
,
DeviceGemmReduce_Xdl_CShuffle
<
Row
,
Col
,
Row
,
F16
,
F16
,
F16
,
F32
,
F32
,
F32
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
Reduce
Sum
,
ReduceSum
,
Square
,
GemmDefault
,
1
,
128
,
64
,
128
,
32
,
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32
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32
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2
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<
4
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32
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,
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<
1
,
0
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2
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,
S
<
1
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0
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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
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
Reduce
Sum
,
ReduceSum
,
Square
,
GemmDefault
,
1
,
64
,
64
,
64
,
32
,
8
,
8
,
32
,
32
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2
,
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<
4
,
16
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1
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,
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<
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
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8
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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
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
Reduce
Sum
,
ReduceSum
,
Square
,
GemmDefault
,
1
,
256
,
128
,
64
,
32
,
8
,
8
,
32
,
32
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2
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<
4
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64
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,
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<
1
,
0
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2
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<
1
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2
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8
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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
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
Reduce
Sum
,
ReduceSum
,
Square
,
GemmDefault
,
1
,
256
,
64
,
128
,
32
,
8
,
8
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32
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,
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<
1
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0
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2
>
,
S
<
1
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8
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,
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
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
Reduce
Sum
,
ReduceSum
,
Square
,
GemmDefault
,
1
,
128
,
128
,
32
,
32
,
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32
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2
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1
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1
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<
4
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32
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,
S
<
1
,
0
,
2
>
,
S
<
1
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0
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2
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,
2
,
8
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8
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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
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
Reduce
Sum
,
ReduceSum
,
Square
,
GemmDefault
,
1
,
128
,
32
,
128
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32
,
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32
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4
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2
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4
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32
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,
S
<
1
,
0
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2
>
,
S
<
1
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1
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16
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1
,
8
>
,
8
,
S
<
32
,
4
>
,
4
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1
>
,
DeviceGemmReduce_Xdl_CShuffle
<
Row
,
Col
,
Row
,
F16
,
F16
,
F16
,
F32
,
F32
,
F32
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
Reduce
Sum
,
ReduceSum
,
Square
,
GemmDefault
,
1
,
64
,
64
,
32
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4
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<
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<
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16
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1
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4
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,
8
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<
32
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4
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,
DeviceGemmReduce_Xdl_CShuffle
<
Row
,
Col
,
Row
,
F16
,
F16
,
F16
,
F32
,
F32
,
F32
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
Reduce
Sum
,
ReduceSum
,
Square
,
GemmDefault
,
1
,
64
,
32
,
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32
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32
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<
4
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16
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,
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<
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2
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<
1
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2
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8
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true
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<
4
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16
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1
>
,
S
<
1
,
0
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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
>
//###########################| ALayout| BLayout| CLayout|AData| BData| CData| GemmAcc| CShuffle| ReduceAcc|
DData| A| B| C|
Dxs
| D
xsInEleOp
| D
xsOut
EleOp|
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| 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|
//###########################| | | | | | | | | |
| 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|
//###########################| | | | | | | | | |
|
| | | |
|
|
| | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | |
DeviceGemmReduce_Xdl_CShuffle
<
Row
,
Col
,
Row
,
F16
,
F16
,
F16
,
F32
,
F32
,
F32
,
DPtrsGlobal
,
PassThrough
,
PassThrough
,
PassThrough
,
Reduce
Ops
,
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
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8
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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
,
DPtrsGlobal
,
PassThrough
,
PassThrough
,
PassThrough
,
Reduce
Ops
,
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
<
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
,
DPtrsGlobal
,
PassThrough
,
PassThrough
,
PassThrough
,
Reduce
Ops
,
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
<
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
,
DPtrsGlobal
,
PassThrough
,
PassThrough
,
PassThrough
,
Reduce
Ops
,
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
<
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
,
DPtrsGlobal
,
PassThrough
,
PassThrough
,
PassThrough
,
Reduce
Ops
,
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
<
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
,
DPtrsGlobal
,
PassThrough
,
PassThrough
,
PassThrough
,
Reduce
Ops
,
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
<
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
,
DPtrsGlobal
,
PassThrough
,
PassThrough
,
PassThrough
,
Reduce
Ops
,
DInElementOps
,
DOutElementOps
,
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
,
DPtrsGlobal
,
PassThrough
,
PassThrough
,
PassThrough
,
Reduce
Ops
,
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
<
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
,
DPtrsGlobal
,
PassThrough
,
PassThrough
,
PassThrough
,
Reduce
Ops
,
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
<
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
,
DPtrsGlobal
,
PassThrough
,
PassThrough
,
PassThrough
,
Reduce
Ops
,
DInElementOps
,
DOutElementOps
,
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
>
,
DeviceGemmReduce_Xdl_CShuffle
<
Row
,
Col
,
Row
,
F16
,
F16
,
F16
,
F32
,
F32
,
F32
,
DPtrsGlobal
,
PassThrough
,
PassThrough
,
PassThrough
,
Reduce
Ops
,
DInElementOps
,
DOutElementOps
,
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
>
,
DeviceGemmReduce_Xdl_CShuffle
<
Row
,
Col
,
Row
,
F16
,
F16
,
F16
,
F32
,
F32
,
F32
,
DPtrsGlobal
,
PassThrough
,
PassThrough
,
PassThrough
,
Reduce
Ops
,
DInElementOps
,
DOutElementOps
,
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
,
DPtrsGlobal
,
PassThrough
,
PassThrough
,
PassThrough
,
Reduce
Ops
,
DInElementOps
,
DOutElementOps
,
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
>
;
void
add_device_gemm_reduce_xdl_cshuffle_f16_f16_f16_f32_f32_mk_nk_mn_instances
(
std
::
vector
<
DeviceGemmReducePtr
<
PassThrough
,
PassThrough
,
PassThrough
,
Square
>>&
instances
)
std
::
vector
<
DeviceGemmReducePtr
<
DPtrsGlobal
,
PassThrough
,
PassThrough
,
PassThrough
,
DInElementOps
,
DOutElementOps
>>&
instances
)
{
add_device_operation_instances
(
instances
,
device_gemm_reduce_xdl_cshuffle_f16_f16_f16_f32_f32_mk_nk_mn_instances
{});
...
...
profiler/include/profile_batched_gemm_reduce_impl.hpp
View file @
4769425e
...
...
@@ -17,11 +17,21 @@ namespace tensor_operation {
namespace
device
{
namespace
device_gemm_instance
{
using
F32
=
float
;
using
F16
=
ck
::
half_t
;
using
DPtrsGlobal
=
ck
::
Tuple
<
F32
*
,
F32
*>
;
using
Identity
=
ck
::
tensor_operation
::
element_wise
::
UnaryIdentic
<
F32
,
F32
,
false
>
;
using
Square
=
ck
::
tensor_operation
::
element_wise
::
UnarySquare
<
F32
,
F32
,
false
>
;
using
DInElementOps
=
ck
::
Tuple
<
Identity
,
Square
>
;
using
DOutElementOps
=
ck
::
Tuple
<
Identity
,
Identity
>
;
using
DeviceGemmReduceNoOpPtr
=
ck
::
tensor_operation
::
device
::
DeviceGemmReducePtr
<
DPtrsGlobal
,
ck
::
tensor_operation
::
element_wise
::
PassThrough
,
ck
::
tensor_operation
::
element_wise
::
PassThrough
,
ck
::
tensor_operation
::
element_wise
::
PassThrough
,
ck
::
tensor_operation
::
element_wise
::
UnarySquare
<
float
,
float
,
false
>>
;
DInElementOps
,
DOutElementOps
>
;
void
add_device_batched_gemm_reduce_xdl_cshuffle_f16_f16_f16_f32_f32_gmk_gkn_gmn_instances
(
std
::
vector
<
DeviceGemmReduceNoOpPtr
>&
);
...
...
@@ -119,19 +129,25 @@ bool profile_batched_gemm_reduce_impl(int do_verification,
b_g_k_n
.
GenerateTensorValue
(
GeneratorTensor_3
<
BDataType
>
{
-
0.5
,
0.5
},
num_thread
);
}
using
AElementOp
=
ck
::
tensor_operation
::
element_wise
::
PassThrough
;
using
BElementOp
=
ck
::
tensor_operation
::
element_wise
::
PassThrough
;
using
CElementOp
=
ck
::
tensor_operation
::
element_wise
::
PassThrough
;
using
D0ReduceOp
=
ck
::
reduce
::
Add
<
float
>
;
using
D1ReduceOp
=
ck
::
reduce
::
Add
<
float
>
;
using
D1ElementOp
=
ck
::
tensor_operation
::
element_wise
::
UnarySquare
<
float
,
float
,
false
>
;
const
auto
a_element_op
=
AElementOp
{};
const
auto
b_element_op
=
BElementOp
{};
const
auto
c_element_op
=
CElementOp
{};
const
auto
d0_reduce_op
=
D0ReduceOp
{};
const
auto
d1_reduce_op
=
D1ReduceOp
{};
const
auto
d1_element_op
=
D1ElementOp
{};
using
AElementOp
=
ck
::
tensor_operation
::
element_wise
::
PassThrough
;
using
BElementOp
=
ck
::
tensor_operation
::
element_wise
::
PassThrough
;
using
CElementOp
=
ck
::
tensor_operation
::
element_wise
::
PassThrough
;
using
D0ReduceOp
=
ck
::
reduce
::
Add
<
float
>
;
using
D1ReduceOp
=
ck
::
reduce
::
Add
<
float
>
;
using
UnaryIdenticElementOp
=
ck
::
tensor_operation
::
element_wise
::
UnaryIdentic
<
float
,
float
,
false
>
;
using
UnarySquareElementOp
=
ck
::
tensor_operation
::
element_wise
::
UnarySquare
<
float
,
float
,
false
>
;
using
DxsInElementOps
=
ck
::
Tuple
<
UnaryIdenticElementOp
,
UnarySquareElementOp
>
;
using
DxsOutElementOps
=
ck
::
Tuple
<
UnaryIdenticElementOp
,
UnaryIdenticElementOp
>
;
const
auto
a_element_op
=
AElementOp
{};
const
auto
b_element_op
=
BElementOp
{};
const
auto
c_element_op
=
CElementOp
{};
const
auto
dxs_in_element_op
=
DxsInElementOps
{};
const
auto
dxs_out_element_op
=
DxsOutElementOps
{};
const
auto
d0_reduce_op
=
D0ReduceOp
{};
const
auto
d1_reduce_op
=
D1ReduceOp
{};
if
(
do_verification
)
{
...
...
@@ -163,7 +179,7 @@ bool profile_batched_gemm_reduce_impl(int do_verification,
float
d0_val
=
ck
::
type_convert
<
float
>
(
c_g_m_n_host_result
(
batch
,
m
,
n
));
float
d1_val
;
d1_e
lement
_op
(
d1_val
,
d0_val
);
UnarySquareE
lement
Op
{}
(
d1_val
,
d0_val
);
d0_reduce_op
(
d0_acc
,
d0_val
);
d1_reduce_op
(
d1_acc
,
d1_val
);
}
...
...
@@ -180,6 +196,9 @@ bool profile_batched_gemm_reduce_impl(int do_verification,
DeviceMem
d0_device_buf
(
sizeof
(
DDataType
)
*
d0_g_m_device_result
.
mDesc
.
GetElementSpace
());
DeviceMem
d1_device_buf
(
sizeof
(
DDataType
)
*
d1_g_m_device_result
.
mDesc
.
GetElementSpace
());
auto
dxs_global
=
ck
::
make_tuple
(
static_cast
<
DDataType
*>
(
d0_device_buf
.
GetDeviceBuffer
()),
static_cast
<
DDataType
*>
(
d1_device_buf
.
GetDeviceBuffer
()));
a_device_buf
.
ToDevice
(
a_g_m_k
.
mData
.
data
());
b_device_buf
.
ToDevice
(
b_g_k_n
.
mData
.
data
());
...
...
@@ -241,8 +260,7 @@ bool profile_batched_gemm_reduce_impl(int do_verification,
gemm_ptr
->
MakeArgumentPointer
(
static_cast
<
ADataType
*>
(
a_device_buf
.
GetDeviceBuffer
()),
static_cast
<
BDataType
*>
(
b_device_buf
.
GetDeviceBuffer
()),
static_cast
<
CDataType
*>
(
c_device_buf
.
GetDeviceBuffer
()),
static_cast
<
DDataType
*>
(
d0_device_buf
.
GetDeviceBuffer
()),
static_cast
<
DDataType
*>
(
d1_device_buf
.
GetDeviceBuffer
()),
dxs_global
,
M
,
N
,
K
,
...
...
@@ -252,7 +270,8 @@ bool profile_batched_gemm_reduce_impl(int do_verification,
a_element_op
,
b_element_op
,
c_element_op
,
d1_element_op
,
dxs_in_element_op
,
dxs_out_element_op
,
BatchCount
);
auto
invoker_ptr
=
gemm_ptr
->
MakeInvokerPointer
();
...
...
profiler/include/profile_conv_bwd_data_impl.hpp
deleted
100644 → 0
View file @
b548c0be
#pragma once
#include "check_err.hpp"
#include "config.hpp"
#include "device.hpp"
#include "host_tensor.hpp"
#include "host_tensor_generator.hpp"
#include "tensor_layout.hpp"
#include "device_tensor.hpp"
#include "device_conv_bwd_data.hpp"
#include "element_wise_operation.hpp"
#include "reference_conv_bwd_data.hpp"
using
F16
=
ck
::
half_t
;
using
F32
=
float
;
using
BF16
=
ck
::
bhalf_t
;
using
INT8
=
int8_t
;
namespace
ck
{
namespace
tensor_operation
{
namespace
device
{
namespace
device_conv2d_bwd_data_instance
{
using
DeviceConvBwdDataNoOpPtr
=
DeviceConvBwdDataPtr
<
ck
::
tensor_operation
::
element_wise
::
PassThrough
,
ck
::
tensor_operation
::
element_wise
::
PassThrough
,
ck
::
tensor_operation
::
element_wise
::
PassThrough
>
;
void
add_device_conv2d_bwd_data_xdl_nhwc_kyxc_nhwk_f32_instances
(
std
::
vector
<
DeviceConvBwdDataNoOpPtr
>&
);
void
add_device_conv2d_bwd_data_xdl_nhwc_kyxc_nhwk_f16_instances
(
std
::
vector
<
DeviceConvBwdDataNoOpPtr
>&
);
void
add_device_conv2d_bwd_data_xdl_nhwc_kyxc_nhwk_bf16_instances
(
std
::
vector
<
DeviceConvBwdDataNoOpPtr
>&
);
void
add_device_conv2d_bwd_data_xdl_nhwc_kyxc_nhwk_int8_instances
(
std
::
vector
<
DeviceConvBwdDataNoOpPtr
>&
);
}
// namespace device_conv2d_bwd_data_instance
}
// namespace device
}
// namespace tensor_operation
}
// namespace ck
namespace
ck
{
namespace
profiler
{
template
<
int
NDimSpatial
,
typename
InDataType
,
typename
WeiDataType
,
typename
OutDataType
,
typename
AccDataType
,
typename
InLayout
,
typename
WeiLayout
,
typename
OutLayout
>
void
profile_conv_bwd_data_impl
(
int
do_verification
,
int
init_method
,
bool
do_log
,
bool
time_kernel
,
ck
::
index_t
N
,
ck
::
index_t
K
,
ck
::
index_t
C
,
std
::
vector
<
ck
::
index_t
>
input_spatial_lengths
,
std
::
vector
<
ck
::
index_t
>
filter_spatial_lengths
,
std
::
vector
<
ck
::
index_t
>
output_spatial_lengths
,
std
::
vector
<
ck
::
index_t
>
conv_filter_strides
,
std
::
vector
<
ck
::
index_t
>
conv_filter_dilations
,
std
::
vector
<
ck
::
index_t
>
input_left_pads
,
std
::
vector
<
ck
::
index_t
>
input_right_pads
)
{
const
ck
::
index_t
Y
=
filter_spatial_lengths
[
0
];
const
ck
::
index_t
X
=
filter_spatial_lengths
[
1
];
const
ck
::
index_t
Hi
=
input_spatial_lengths
[
0
];
const
ck
::
index_t
Wi
=
input_spatial_lengths
[
1
];
const
ck
::
index_t
Ho
=
output_spatial_lengths
[
0
];
const
ck
::
index_t
Wo
=
output_spatial_lengths
[
1
];
auto
f_host_tensor_descriptor
=
[](
std
::
size_t
N_
,
std
::
size_t
C_
,
std
::
size_t
H
,
std
::
size_t
W
,
auto
layout
)
{
if
constexpr
(
is_same
<
decltype
(
layout
),
ck
::
tensor_layout
::
convolution
::
NCHW
>::
value
||
is_same
<
decltype
(
layout
),
ck
::
tensor_layout
::
convolution
::
KCYX
>::
value
||
is_same
<
decltype
(
layout
),
ck
::
tensor_layout
::
convolution
::
NKHW
>::
value
)
{
return
HostTensorDescriptor
(
std
::
vector
<
std
::
size_t
>
({
N_
,
C_
,
H
,
W
}),
std
::
vector
<
std
::
size_t
>
({
C_
*
H
*
W
,
H
*
W
,
W
,
1
}));
}
else
if
constexpr
(
is_same
<
decltype
(
layout
),
tensor_layout
::
convolution
::
NHWC
>::
value
||
is_same
<
decltype
(
layout
),
tensor_layout
::
convolution
::
KYXC
>::
value
||
is_same
<
decltype
(
layout
),
tensor_layout
::
convolution
::
NHWK
>::
value
)
{
return
HostTensorDescriptor
(
std
::
vector
<
std
::
size_t
>
({
N_
,
C_
,
H
,
W
}),
std
::
vector
<
std
::
size_t
>
({
C_
*
H
*
W
,
1
,
W
*
C_
,
C_
}));
}
};
Tensor
<
InDataType
>
in_n_c_hi_wi_host_result
(
f_host_tensor_descriptor
(
N
,
C
,
Hi
,
Wi
,
InLayout
{}));
Tensor
<
InDataType
>
in_n_c_hi_wi_device_result
(
f_host_tensor_descriptor
(
N
,
C
,
Hi
,
Wi
,
InLayout
{}));
Tensor
<
WeiDataType
>
wei_k_c_y_x
(
f_host_tensor_descriptor
(
K
,
C
,
Y
,
X
,
WeiLayout
{}));
Tensor
<
OutDataType
>
out_n_k_ho_wo
(
f_host_tensor_descriptor
(
N
,
K
,
Ho
,
Wo
,
OutLayout
{}));
std
::
cout
<<
"in_n_c_hi_wi: "
<<
in_n_c_hi_wi_host_result
.
mDesc
<<
std
::
endl
;
std
::
cout
<<
"wei_k_c_y_x: "
<<
wei_k_c_y_x
.
mDesc
<<
std
::
endl
;
std
::
cout
<<
"out_n_k_ho_wo: "
<<
out_n_k_ho_wo
.
mDesc
<<
std
::
endl
;
switch
(
init_method
)
{
case
0
:
break
;
case
1
:
out_n_k_ho_wo
.
GenerateTensorValue
(
GeneratorTensor_2
<
InDataType
>
{
-
5
,
5
});
wei_k_c_y_x
.
GenerateTensorValue
(
GeneratorTensor_2
<
WeiDataType
>
{
-
5
,
5
});
break
;
default:
out_n_k_ho_wo
.
GenerateTensorValue
(
GeneratorTensor_3
<
InDataType
>
{
0.0
,
1.0
});
wei_k_c_y_x
.
GenerateTensorValue
(
GeneratorTensor_3
<
WeiDataType
>
{
-
0.5
,
0.5
});
}
using
InElementOp
=
ck
::
tensor_operation
::
element_wise
::
PassThrough
;
using
WeiElementOp
=
ck
::
tensor_operation
::
element_wise
::
PassThrough
;
using
OutElementOp
=
ck
::
tensor_operation
::
element_wise
::
PassThrough
;
const
auto
in_element_op
=
InElementOp
{};
const
auto
wei_element_op
=
WeiElementOp
{};
const
auto
out_element_op
=
OutElementOp
{};
if
(
do_verification
)
{
using
ReferenceConvBwdDataInstance
=
ck
::
tensor_operation
::
host
::
ReferenceConvBwdData
<
InDataType
,
WeiDataType
,
OutDataType
,
AccDataType
,
InElementOp
,
WeiElementOp
,
OutElementOp
>
;
auto
ref_conv
=
ReferenceConvBwdDataInstance
{};
auto
ref_invoker
=
ref_conv
.
MakeInvoker
();
auto
ref_argument
=
ref_conv
.
MakeArgument
(
in_n_c_hi_wi_host_result
,
wei_k_c_y_x
,
out_n_k_ho_wo
,
conv_filter_strides
,
conv_filter_dilations
,
input_left_pads
,
input_right_pads
,
in_element_op
,
wei_element_op
,
out_element_op
);
ref_invoker
.
Run
(
ref_argument
);
}
DeviceMem
in_device_buf
(
sizeof
(
InDataType
)
*
in_n_c_hi_wi_device_result
.
mDesc
.
GetElementSpace
());
DeviceMem
wei_device_buf
(
sizeof
(
WeiDataType
)
*
wei_k_c_y_x
.
mDesc
.
GetElementSpace
());
DeviceMem
out_device_buf
(
sizeof
(
OutDataType
)
*
out_n_k_ho_wo
.
mDesc
.
GetElementSpace
());
out_device_buf
.
ToDevice
(
out_n_k_ho_wo
.
mData
.
data
());
wei_device_buf
.
ToDevice
(
wei_k_c_y_x
.
mData
.
data
());
using
PassThrough
=
ck
::
tensor_operation
::
element_wise
::
PassThrough
;
using
DeviceConvBwdDataNoOpPtr
=
ck
::
tensor_operation
::
device
::
DeviceConvBwdDataPtr
<
PassThrough
,
PassThrough
,
PassThrough
>
;
// add device Conv instances
std
::
vector
<
DeviceConvBwdDataNoOpPtr
>
conv_ptrs
;
if
constexpr
(
ck
::
is_same_v
<
ck
::
remove_cv_t
<
InDataType
>
,
float
>
&&
ck
::
is_same_v
<
ck
::
remove_cv_t
<
WeiDataType
>
,
float
>
&&
ck
::
is_same_v
<
ck
::
remove_cv_t
<
OutDataType
>
,
float
>
)
{
ck
::
tensor_operation
::
device
::
device_conv2d_bwd_data_instance
::
add_device_conv2d_bwd_data_xdl_nhwc_kyxc_nhwk_f32_instances
(
conv_ptrs
);
}
else
if
constexpr
(
ck
::
is_same_v
<
ck
::
remove_cv_t
<
InDataType
>
,
ck
::
half_t
>
&&
ck
::
is_same_v
<
ck
::
remove_cv_t
<
WeiDataType
>
,
ck
::
half_t
>
&&
ck
::
is_same_v
<
ck
::
remove_cv_t
<
OutDataType
>
,
ck
::
half_t
>
)
{
ck
::
tensor_operation
::
device
::
device_conv2d_bwd_data_instance
::
add_device_conv2d_bwd_data_xdl_nhwc_kyxc_nhwk_f16_instances
(
conv_ptrs
);
}
else
if
constexpr
(
ck
::
is_same_v
<
ck
::
remove_cv_t
<
InDataType
>
,
ck
::
bhalf_t
>
&&
ck
::
is_same_v
<
ck
::
remove_cv_t
<
WeiDataType
>
,
ck
::
bhalf_t
>
&&
ck
::
is_same_v
<
ck
::
remove_cv_t
<
OutDataType
>
,
ck
::
bhalf_t
>
)
{
ck
::
tensor_operation
::
device
::
device_conv2d_bwd_data_instance
::
add_device_conv2d_bwd_data_xdl_nhwc_kyxc_nhwk_bf16_instances
(
conv_ptrs
);
}
else
if
constexpr
(
ck
::
is_same_v
<
ck
::
remove_cv_t
<
InDataType
>
,
int8_t
>
&&
ck
::
is_same_v
<
ck
::
remove_cv_t
<
WeiDataType
>
,
int8_t
>
&&
ck
::
is_same_v
<
ck
::
remove_cv_t
<
OutDataType
>
,
int8_t
>
)
{
ck
::
tensor_operation
::
device
::
device_conv2d_bwd_data_instance
::
add_device_conv2d_bwd_data_xdl_nhwc_kyxc_nhwk_int8_instances
(
conv_ptrs
);
}
if
(
conv_ptrs
.
size
()
<=
0
)
{
throw
std
::
runtime_error
(
"wrong! no device Conv instance found"
);
}
std
::
string
best_conv_name
;
float
best_ave_time
=
0
;
float
best_tflops
=
0
;
float
best_gb_per_sec
=
0
;
// profile device Conv instances
for
(
auto
&
conv_ptr
:
conv_ptrs
)
{
auto
argument_ptr
=
conv_ptr
->
MakeArgumentPointer
(
static_cast
<
InDataType
*>
(
in_device_buf
.
GetDeviceBuffer
()),
static_cast
<
WeiDataType
*>
(
wei_device_buf
.
GetDeviceBuffer
()),
static_cast
<
OutDataType
*>
(
out_device_buf
.
GetDeviceBuffer
()),
N
,
K
,
C
,
input_spatial_lengths
,
filter_spatial_lengths
,
output_spatial_lengths
,
conv_filter_strides
,
conv_filter_dilations
,
input_left_pads
,
input_right_pads
,
in_element_op
,
wei_element_op
,
out_element_op
);
auto
invoker_ptr
=
conv_ptr
->
MakeInvokerPointer
();
if
(
conv_ptr
->
IsSupportedArgument
(
argument_ptr
.
get
()))
{
std
::
string
conv_name
=
conv_ptr
->
GetTypeString
();
float
ave_time
=
invoker_ptr
->
Run
(
argument_ptr
.
get
(),
StreamControl
{
nullptr
,
time_kernel
});
std
::
size_t
flop
=
std
::
size_t
(
2
)
*
N
*
K
*
Ho
*
Wo
*
C
*
Y
*
X
;
std
::
size_t
num_btype
=
sizeof
(
InDataType
)
*
(
N
*
C
*
Hi
*
Wi
)
+
sizeof
(
WeiDataType
)
*
(
K
*
C
*
Y
*
X
)
+
sizeof
(
OutDataType
)
*
(
N
*
K
*
Ho
*
Wo
);
float
tflops
=
static_cast
<
float
>
(
flop
)
/
1.E9
/
ave_time
;
float
gb_per_sec
=
num_btype
/
1.E6
/
ave_time
;
std
::
cout
<<
"Perf: "
<<
ave_time
<<
" ms, "
<<
tflops
<<
" TFlops, "
<<
gb_per_sec
<<
" GB/s, "
<<
conv_name
<<
std
::
endl
;
if
(
tflops
>
best_tflops
)
{
best_conv_name
=
conv_name
;
best_tflops
=
tflops
;
best_ave_time
=
ave_time
;
best_gb_per_sec
=
gb_per_sec
;
}
if
(
do_verification
)
{
in_device_buf
.
FromDevice
(
in_n_c_hi_wi_device_result
.
mData
.
data
());
ck
::
utils
::
check_err
(
in_n_c_hi_wi_device_result
.
mData
,
in_n_c_hi_wi_host_result
.
mData
);
if
(
do_log
)
{
LogRangeAsType
<
float
>
(
std
::
cout
<<
"in : "
,
out_n_k_ho_wo
.
mData
,
","
)
<<
std
::
endl
;
LogRangeAsType
<
float
>
(
std
::
cout
<<
"wei: "
,
wei_k_c_y_x
.
mData
,
","
)
<<
std
::
endl
;
LogRangeAsType
<
float
>
(
std
::
cout
<<
"out_host : "
,
in_n_c_hi_wi_host_result
.
mData
,
","
)
<<
std
::
endl
;
LogRangeAsType
<
float
>
(
std
::
cout
<<
"out_device: "
,
in_n_c_hi_wi_device_result
.
mData
,
","
)
<<
std
::
endl
;
}
}
}
}
std
::
cout
<<
"Best Perf: "
<<
best_ave_time
<<
" ms, "
<<
best_tflops
<<
" TFlops, "
<<
best_gb_per_sec
<<
" GB/s, "
<<
best_conv_name
<<
std
::
endl
;
}
}
// namespace profiler
}
// namespace ck
profiler/include/profile_gemm_reduce_impl.hpp
View file @
4769425e
...
...
@@ -16,11 +16,21 @@ namespace tensor_operation {
namespace
device
{
namespace
device_gemm_instance
{
using
F32
=
float
;
using
F16
=
ck
::
half_t
;
using
DPtrsGlobal
=
ck
::
Tuple
<
F32
*
,
F32
*>
;
using
Identity
=
ck
::
tensor_operation
::
element_wise
::
UnaryIdentic
<
F32
,
F32
,
false
>
;
using
Square
=
ck
::
tensor_operation
::
element_wise
::
UnarySquare
<
F32
,
F32
,
false
>
;
using
DInElementOps
=
ck
::
Tuple
<
Identity
,
Square
>
;
using
DOutElementOps
=
ck
::
Tuple
<
Identity
,
Identity
>
;
using
DeviceGemmReduceNoOpPtr
=
ck
::
tensor_operation
::
device
::
DeviceGemmReducePtr
<
DPtrsGlobal
,
ck
::
tensor_operation
::
element_wise
::
PassThrough
,
ck
::
tensor_operation
::
element_wise
::
PassThrough
,
ck
::
tensor_operation
::
element_wise
::
PassThrough
,
ck
::
tensor_operation
::
element_wise
::
UnarySquare
<
float
,
float
,
false
>>
;
DInElementOps
,
DOutElementOps
>
;
void
add_device_gemm_reduce_xdl_cshuffle_f16_f16_f16_f32_f32_mk_kn_mn_instances
(
std
::
vector
<
DeviceGemmReduceNoOpPtr
>&
);
...
...
@@ -112,19 +122,25 @@ bool profile_gemm_reduce_impl(int do_verification,
b_k_n
.
GenerateTensorValue
(
GeneratorTensor_3
<
BDataType
>
{
-
0.5
,
0.5
},
num_thread
);
}
using
AElementOp
=
ck
::
tensor_operation
::
element_wise
::
PassThrough
;
using
BElementOp
=
ck
::
tensor_operation
::
element_wise
::
PassThrough
;
using
CElementOp
=
ck
::
tensor_operation
::
element_wise
::
PassThrough
;
using
D0ReduceOp
=
ck
::
reduce
::
Add
<
float
>
;
using
D1ReduceOp
=
ck
::
reduce
::
Add
<
float
>
;
using
D1ElementOp
=
ck
::
tensor_operation
::
element_wise
::
UnarySquare
<
float
,
float
,
false
>
;
const
auto
a_element_op
=
AElementOp
{};
const
auto
b_element_op
=
BElementOp
{};
const
auto
c_element_op
=
CElementOp
{};
const
auto
d0_reduce_op
=
D0ReduceOp
{};
const
auto
d1_reduce_op
=
D1ReduceOp
{};
const
auto
d1_element_op
=
D1ElementOp
{};
using
AElementOp
=
ck
::
tensor_operation
::
element_wise
::
PassThrough
;
using
BElementOp
=
ck
::
tensor_operation
::
element_wise
::
PassThrough
;
using
CElementOp
=
ck
::
tensor_operation
::
element_wise
::
PassThrough
;
using
D0ReduceOp
=
ck
::
reduce
::
Add
<
float
>
;
using
D1ReduceOp
=
ck
::
reduce
::
Add
<
float
>
;
using
UnaryIdenticElementOp
=
ck
::
tensor_operation
::
element_wise
::
UnaryIdentic
<
float
,
float
,
false
>
;
using
UnarySquareElementOp
=
ck
::
tensor_operation
::
element_wise
::
UnarySquare
<
float
,
float
,
false
>
;
using
DxsInElementOps
=
ck
::
Tuple
<
UnaryIdenticElementOp
,
UnarySquareElementOp
>
;
using
DxsOutElementOps
=
ck
::
Tuple
<
UnaryIdenticElementOp
,
UnaryIdenticElementOp
>
;
const
auto
a_element_op
=
AElementOp
{};
const
auto
b_element_op
=
BElementOp
{};
const
auto
c_element_op
=
CElementOp
{};
const
auto
dxs_in_element_op
=
DxsInElementOps
{};
const
auto
dxs_out_element_op
=
DxsOutElementOps
{};
const
auto
d0_reduce_op
=
D0ReduceOp
{};
const
auto
d1_reduce_op
=
D1ReduceOp
{};
if
(
do_verification
)
{
...
...
@@ -149,7 +165,7 @@ bool profile_gemm_reduce_impl(int do_verification,
float
d0_val
=
ck
::
type_convert
<
float
>
(
c_m_n_host_result
(
m
,
n
));
float
d1_val
;
d1_e
lement
_op
(
d1_val
,
d0_val
);
UnarySquareE
lement
Op
{}
(
d1_val
,
d0_val
);
d0_reduce_op
(
d0_acc
,
d0_val
);
d1_reduce_op
(
d1_acc
,
d1_val
);
}
...
...
@@ -165,6 +181,9 @@ bool profile_gemm_reduce_impl(int do_verification,
DeviceMem
d0_device_buf
(
sizeof
(
DDataType
)
*
d0_m_device_result
.
mDesc
.
GetElementSpace
());
DeviceMem
d1_device_buf
(
sizeof
(
DDataType
)
*
d1_m_device_result
.
mDesc
.
GetElementSpace
());
auto
dxs_global
=
ck
::
make_tuple
(
static_cast
<
DDataType
*>
(
d0_device_buf
.
GetDeviceBuffer
()),
static_cast
<
DDataType
*>
(
d1_device_buf
.
GetDeviceBuffer
()));
a_device_buf
.
ToDevice
(
a_m_k
.
mData
.
data
());
b_device_buf
.
ToDevice
(
b_k_n
.
mData
.
data
());
...
...
@@ -226,8 +245,7 @@ bool profile_gemm_reduce_impl(int do_verification,
gemm_ptr
->
MakeArgumentPointer
(
static_cast
<
ADataType
*>
(
a_device_buf
.
GetDeviceBuffer
()),
static_cast
<
BDataType
*>
(
b_device_buf
.
GetDeviceBuffer
()),
static_cast
<
CDataType
*>
(
c_device_buf
.
GetDeviceBuffer
()),
static_cast
<
DDataType
*>
(
d0_device_buf
.
GetDeviceBuffer
()),
static_cast
<
DDataType
*>
(
d1_device_buf
.
GetDeviceBuffer
()),
dxs_global
,
M
,
N
,
K
,
...
...
@@ -237,7 +255,8 @@ bool profile_gemm_reduce_impl(int do_verification,
a_element_op
,
b_element_op
,
c_element_op
,
d1_element_op
);
dxs_in_element_op
,
dxs_out_element_op
);
auto
invoker_ptr
=
gemm_ptr
->
MakeInvokerPointer
();
...
...
profiler/src/profile_conv_bwd_data.cpp
deleted
100644 → 0
View file @
b548c0be
#include <iostream>
#include <numeric>
#include <initializer_list>
#include <cstdlib>
#include <stdlib.h>
#include <half.hpp>
#include "profile_conv_bwd_data_impl.hpp"
enum
struct
ConvDataType
{
F32_F32_F32
,
// 0
F16_F16_F16
,
// 1
BF16_BF16_BF16
,
// 2
INT8_INT8_INT8
,
// 3
};
enum
struct
ConvInputLayout
{
NCHW
,
// 0
NHWC
,
// 1
};
enum
struct
ConvWeightLayout
{
KCYX
,
// 0
KYXC
,
// 1
};
enum
struct
ConvOutputLayout
{
NKHW
,
// 0
NHWK
,
// 1
};
int
profile_conv_bwd_data
(
int
argc
,
char
*
argv
[])
{
if
(
argc
!=
25
)
{
printf
(
"arg1: tensor operation (conv_bwd: BackwardConvolution)
\n
"
);
printf
(
"arg2: data type (0: fp32; 1: fp16)
\n
"
);
printf
(
"arg3: input tensor layout (0: NCHW; 1: NHWC)
\n
"
);
printf
(
"arg4: weight tensor layout (0: KCYX; 1: KYXC)
\n
"
);
printf
(
"arg5: output tensor layout (0: NKHW; 1: NHWK)
\n
"
);
printf
(
"arg6: verification (0: no; 1: yes)
\n
"
);
printf
(
"arg7: initialization (0: no init; 1: integer value; 2: decimal value)
\n
"
);
printf
(
"arg8: print tensor value (0: no; 1: yes)
\n
"
);
printf
(
"arg9: time kernel (0=n0, 1=yes)
\n
"
);
printf
(
"arg10 to 24: N, K, C, Y, X, Hi, Wi, Sy, Sx, Dy, Dx, LeftPy, LeftPx, RightPy, "
"RightPx
\n
"
);
exit
(
1
);
}
const
auto
data_type
=
static_cast
<
ConvDataType
>
(
std
::
stoi
(
argv
[
2
]));
const
auto
in_layout
=
static_cast
<
ConvInputLayout
>
(
std
::
stoi
(
argv
[
3
]));
const
auto
wei_layout
=
static_cast
<
ConvWeightLayout
>
(
std
::
stoi
(
argv
[
4
]));
const
auto
out_layout
=
static_cast
<
ConvOutputLayout
>
(
std
::
stoi
(
argv
[
5
]));
const
bool
do_verification
=
std
::
stoi
(
argv
[
6
]);
const
int
init_method
=
std
::
stoi
(
argv
[
7
]);
const
bool
do_log
=
std
::
stoi
(
argv
[
8
]);
const
bool
time_kernel
=
std
::
stoi
(
argv
[
9
]);
const
ck
::
index_t
N
=
std
::
stoi
(
argv
[
10
]);
const
ck
::
index_t
K
=
std
::
stoi
(
argv
[
11
]);
const
ck
::
index_t
C
=
std
::
stoi
(
argv
[
12
]);
const
ck
::
index_t
Y
=
std
::
stoi
(
argv
[
13
]);
const
ck
::
index_t
X
=
std
::
stoi
(
argv
[
14
]);
const
ck
::
index_t
Hi
=
std
::
stoi
(
argv
[
15
]);
const
ck
::
index_t
Wi
=
std
::
stoi
(
argv
[
16
]);
const
ck
::
index_t
conv_stride_h
=
std
::
stoi
(
argv
[
17
]);
const
ck
::
index_t
conv_stride_w
=
std
::
stoi
(
argv
[
18
]);
const
ck
::
index_t
conv_dilation_h
=
std
::
stoi
(
argv
[
19
]);
const
ck
::
index_t
conv_dilation_w
=
std
::
stoi
(
argv
[
20
]);
const
ck
::
index_t
in_left_pad_h
=
std
::
stoi
(
argv
[
21
]);
const
ck
::
index_t
in_left_pad_w
=
std
::
stoi
(
argv
[
22
]);
const
ck
::
index_t
in_right_pad_h
=
std
::
stoi
(
argv
[
23
]);
const
ck
::
index_t
in_right_pad_w
=
std
::
stoi
(
argv
[
24
]);
const
ck
::
index_t
YEff
=
(
Y
-
1
)
*
conv_dilation_h
+
1
;
const
ck
::
index_t
XEff
=
(
X
-
1
)
*
conv_dilation_w
+
1
;
const
ck
::
index_t
Ho
=
(
Hi
+
in_left_pad_h
+
in_right_pad_h
-
YEff
)
/
conv_stride_h
+
1
;
const
ck
::
index_t
Wo
=
(
Wi
+
in_left_pad_w
+
in_right_pad_w
-
XEff
)
/
conv_stride_w
+
1
;
if
(
data_type
==
ConvDataType
::
F32_F32_F32
&&
in_layout
==
ConvInputLayout
::
NHWC
&&
wei_layout
==
ConvWeightLayout
::
KYXC
&&
out_layout
==
ConvOutputLayout
::
NHWK
)
{
ck
::
profiler
::
profile_conv_bwd_data_impl
<
2
,
float
,
float
,
float
,
float
,
ck
::
tensor_layout
::
convolution
::
NHWC
,
ck
::
tensor_layout
::
convolution
::
KYXC
,
ck
::
tensor_layout
::
convolution
::
NHWK
>
(
do_verification
,
init_method
,
do_log
,
StreamControl
{
nullptr
,
time_kernel
},
N
,
K
,
C
,
std
::
vector
<
ck
::
index_t
>
{
Hi
,
Wi
},
std
::
vector
<
ck
::
index_t
>
{
Y
,
X
},
std
::
vector
<
ck
::
index_t
>
{
Ho
,
Wo
},
std
::
vector
<
ck
::
index_t
>
{
conv_stride_h
,
conv_stride_w
},
std
::
vector
<
ck
::
index_t
>
{
conv_dilation_h
,
conv_dilation_w
},
std
::
vector
<
ck
::
index_t
>
{
in_left_pad_h
,
in_left_pad_w
},
std
::
vector
<
ck
::
index_t
>
{
in_right_pad_h
,
in_right_pad_w
});
}
else
if
(
data_type
==
ConvDataType
::
F16_F16_F16
&&
in_layout
==
ConvInputLayout
::
NHWC
&&
wei_layout
==
ConvWeightLayout
::
KYXC
&&
out_layout
==
ConvOutputLayout
::
NHWK
)
{
ck
::
profiler
::
profile_conv_bwd_data_impl
<
2
,
ck
::
half_t
,
ck
::
half_t
,
ck
::
half_t
,
float
,
ck
::
tensor_layout
::
convolution
::
NHWC
,
ck
::
tensor_layout
::
convolution
::
KYXC
,
ck
::
tensor_layout
::
convolution
::
NHWK
>
(
do_verification
,
init_method
,
do_log
,
StreamControl
{
nullptr
,
time_kernel
},
N
,
K
,
C
,
std
::
vector
<
ck
::
index_t
>
{
Hi
,
Wi
},
std
::
vector
<
ck
::
index_t
>
{
Y
,
X
},
std
::
vector
<
ck
::
index_t
>
{
Ho
,
Wo
},
std
::
vector
<
ck
::
index_t
>
{
conv_stride_h
,
conv_stride_w
},
std
::
vector
<
ck
::
index_t
>
{
conv_dilation_h
,
conv_dilation_w
},
std
::
vector
<
ck
::
index_t
>
{
in_left_pad_h
,
in_left_pad_w
},
std
::
vector
<
ck
::
index_t
>
{
in_right_pad_h
,
in_right_pad_w
});
}
else
if
(
data_type
==
ConvDataType
::
BF16_BF16_BF16
&&
in_layout
==
ConvInputLayout
::
NHWC
&&
wei_layout
==
ConvWeightLayout
::
KYXC
&&
out_layout
==
ConvOutputLayout
::
NHWK
)
{
ck
::
profiler
::
profile_conv_bwd_data_impl
<
2
,
uint16_t
,
uint16_t
,
uint16_t
,
float
,
ck
::
tensor_layout
::
convolution
::
NHWC
,
ck
::
tensor_layout
::
convolution
::
KYXC
,
ck
::
tensor_layout
::
convolution
::
NHWK
>
(
do_verification
,
init_method
,
do_log
,
StreamControl
{
nullptr
,
time_kernel
},
N
,
K
,
C
,
std
::
vector
<
ck
::
index_t
>
{
Hi
,
Wi
},
std
::
vector
<
ck
::
index_t
>
{
Y
,
X
},
std
::
vector
<
ck
::
index_t
>
{
Ho
,
Wo
},
std
::
vector
<
ck
::
index_t
>
{
conv_stride_h
,
conv_stride_w
},
std
::
vector
<
ck
::
index_t
>
{
conv_dilation_h
,
conv_dilation_w
},
std
::
vector
<
ck
::
index_t
>
{
in_left_pad_h
,
in_left_pad_w
},
std
::
vector
<
ck
::
index_t
>
{
in_right_pad_h
,
in_right_pad_w
});
}
else
if
(
data_type
==
ConvDataType
::
INT8_INT8_INT8
&&
in_layout
==
ConvInputLayout
::
NHWC
&&
wei_layout
==
ConvWeightLayout
::
KYXC
&&
out_layout
==
ConvOutputLayout
::
NHWK
)
{
ck
::
profiler
::
profile_conv_bwd_data_impl
<
2
,
int8_t
,
int8_t
,
int8_t
,
int32_t
,
ck
::
tensor_layout
::
convolution
::
NHWC
,
ck
::
tensor_layout
::
convolution
::
KYXC
,
ck
::
tensor_layout
::
convolution
::
NHWK
>
(
do_verification
,
init_method
,
do_log
,
StreamControl
{
nullptr
,
time_kernel
},
N
,
K
,
C
,
std
::
vector
<
ck
::
index_t
>
{
Hi
,
Wi
},
std
::
vector
<
ck
::
index_t
>
{
Y
,
X
},
std
::
vector
<
ck
::
index_t
>
{
Ho
,
Wo
},
std
::
vector
<
ck
::
index_t
>
{
conv_stride_h
,
conv_stride_w
},
std
::
vector
<
ck
::
index_t
>
{
conv_dilation_h
,
conv_dilation_w
},
std
::
vector
<
ck
::
index_t
>
{
in_left_pad_h
,
in_left_pad_w
},
std
::
vector
<
ck
::
index_t
>
{
in_right_pad_h
,
in_right_pad_w
});
}
else
{
throw
std
::
runtime_error
(
"wrong! this Conv data_type & layout is not implemented"
);
}
return
1
;
}
test/CMakeLists.txt
View file @
4769425e
...
...
@@ -63,4 +63,5 @@ add_subdirectory(convnd_fwd)
add_subdirectory
(
reduce
)
add_subdirectory
(
conv2d_bwd_weight
)
add_subdirectory
(
convnd_bwd_data
)
# DONOT add client_app, that is tested via CI independently
\ No newline at end of file
add_subdirectory
(
block_to_ctile_map
)
# DONOT add client_app, that is tested via CI independently
test/block_to_ctile_map/CMakeLists.txt
0 → 100644
View file @
4769425e
add_gtest_executable
(
test_block_to_ctile_map test_block_to_ctile_map.cpp
)
\ No newline at end of file
test/block_to_ctile_map/test_block_to_ctile_map.cpp
0 → 100644
View file @
4769425e
#include <ck/config.hpp>
#include "ck/tensor_operation/gpu/grid/block_to_ctile_map.hpp"
#include "gtest/gtest.h"
#include <iostream>
#include <vector>
using
namespace
ck
;
static
auto
I0
=
Number
<
0
>
{};
static
auto
I1
=
Number
<
1
>
{};
TEST
(
BlockToCTileMap
,
TestBlockToCTileMap_M00_N00_M01_N01_DeviceCTileIndexCheck1
)
{
const
index_t
M
=
384
;
const
index_t
N
=
384
;
const
index_t
MPerBlock
=
128
;
const
index_t
NPerBlock
=
128
;
const
index_t
MBlock
=
M
/
MPerBlock
;
const
index_t
NBlock
=
N
/
NPerBlock
;
const
index_t
M01
=
4
;
const
index_t
N01
=
4
;
auto
c_grid_desc_m_n
=
make_naive_tensor_descriptor
(
make_tuple
(
M
,
N
),
make_tuple
(
I1
,
I1
));
printf
(
"(M, N, MPerBlock, NPerBlock, M01, N01) = (%d, %d, %d, %d, %d, %d)
\n
"
,
M
,
N
,
MPerBlock
,
NPerBlock
,
M01
,
N01
);
BlockToCTileMap_M00_N00_M01_N01
<
MPerBlock
,
NPerBlock
,
decltype
(
c_grid_desc_m_n
),
true
>
tile_map
(
c_grid_desc_m_n
,
M01
,
N01
);
EXPECT_TRUE
(
tile_map
.
CheckValidity
(
c_grid_desc_m_n
)
==
true
);
EXPECT_TRUE
(
tile_map
.
CalculateGridSize
(
c_grid_desc_m_n
)
==
16
);
// clang-format off
std
::
vector
<
std
::
vector
<
int
>>
expected
=
{
{
0
,
0
,
1
},
{
0
,
1
,
1
},
{
0
,
2
,
1
},
{
0
,
3
,
0
},
{
1
,
0
,
1
},
{
1
,
1
,
1
},
{
1
,
2
,
1
},
{
1
,
3
,
0
},
{
2
,
0
,
1
},
{
2
,
1
,
1
},
{
2
,
2
,
1
},
{
2
,
3
,
0
},
{
3
,
0
,
0
},
{
3
,
1
,
0
},
{
3
,
2
,
0
},
{
3
,
3
,
0
}
};
// clang-format on
for
(
index_t
i
=
0
;
i
<
tile_map
.
CalculateGridSize
(
c_grid_desc_m_n
);
i
++
)
{
auto
m0n0_idx
=
tile_map
.
CalculateBottomIndex
(
make_multi_index
(
i
));
std
::
cout
<<
"block_1d_id = "
<<
i
<<
", m0, n0 = "
<<
m0n0_idx
[
I0
]
<<
", "
<<
m0n0_idx
[
I1
];
std
::
cout
<<
", valid = "
<<
tile_map
.
ValidCTileIndex
(
m0n0_idx
,
make_tuple
(
MBlock
,
NBlock
))
<<
std
::
endl
;
bool
equal
=
expected
[
i
]
==
std
::
vector
<
int
>
{
m0n0_idx
[
I0
],
m0n0_idx
[
I1
],
tile_map
.
ValidCTileIndex
(
m0n0_idx
,
make_tuple
(
MBlock
,
NBlock
))};
EXPECT_TRUE
(
equal
);
}
}
TEST
(
BlockToCTileMap
,
TestBlockToCTileMap_M00_N00_M01_N01_DeviceCTileIndexCheck0
)
{
const
index_t
M
=
384
;
const
index_t
N
=
384
;
const
index_t
MPerBlock
=
128
;
const
index_t
NPerBlock
=
128
;
// const index_t MBlock = M / MPerBlock;
// const index_t NBlock = N / NPerBlock;
const
index_t
M01
=
4
;
const
index_t
N01
=
4
;
auto
c_grid_desc_m_n
=
make_naive_tensor_descriptor
(
make_tuple
(
M
,
N
),
make_tuple
(
I1
,
I1
));
printf
(
"(M, N, MPerBlock, NPerBlock, M01, N01) = (%d, %d, %d, %d, %d, %d)
\n
"
,
M
,
N
,
MPerBlock
,
NPerBlock
,
M01
,
N01
);
BlockToCTileMap_M00_N00_M01_N01
<
MPerBlock
,
NPerBlock
,
decltype
(
c_grid_desc_m_n
),
false
>
tile_map
(
c_grid_desc_m_n
,
M01
,
N01
);
EXPECT_TRUE
(
tile_map
.
CheckValidity
(
c_grid_desc_m_n
)
==
false
);
}
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