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gaoqiong
composable_kernel
Commits
64af1c84
Commit
64af1c84
authored
Aug 30, 2022
by
Rosty Geyyer
Browse files
Add debug info to DeviceBatchedGemmXdl and instances to batched_gemm
parent
21e2d82a
Changes
5
Show whitespace changes
Inline
Side-by-side
Showing
5 changed files
with
184 additions
and
65 deletions
+184
-65
include/ck/tensor_operation/gpu/device/device_batched_gemm_xdl.hpp
...k/tensor_operation/gpu/device/device_batched_gemm_xdl.hpp
+18
-3
library/src/tensor_operation_instance/gpu/batched_gemm/device_batched_gemm_xdl_f16_f16_f16_gkm_gkn_gmn_instance.cpp
...ice_batched_gemm_xdl_f16_f16_f16_gkm_gkn_gmn_instance.cpp
+31
-12
library/src/tensor_operation_instance/gpu/batched_gemm/device_batched_gemm_xdl_f16_f16_f16_gkm_gnk_gmn_instance.cpp
...ice_batched_gemm_xdl_f16_f16_f16_gkm_gnk_gmn_instance.cpp
+31
-12
library/src/tensor_operation_instance/gpu/batched_gemm/device_batched_gemm_xdl_f16_f16_f16_gmk_gkn_gmn_instance.cpp
...ice_batched_gemm_xdl_f16_f16_f16_gmk_gkn_gmn_instance.cpp
+58
-21
library/src/tensor_operation_instance/gpu/batched_gemm/device_batched_gemm_xdl_f16_f16_f16_gmk_gnk_gmn_instance.cpp
...ice_batched_gemm_xdl_f16_f16_f16_gmk_gnk_gmn_instance.cpp
+46
-17
No files found.
include/ck/tensor_operation/gpu/device/device_batched_gemm_xdl.hpp
View file @
64af1c84
...
@@ -150,7 +150,10 @@ template <typename ADataType,
...
@@ -150,7 +150,10 @@ template <typename ADataType,
ck
::
index_t
BBlockTransferDstScalarPerVector_K1
,
ck
::
index_t
BBlockTransferDstScalarPerVector_K1
,
bool
BBlockLdsAddExtraN
,
bool
BBlockLdsAddExtraN
,
ck
::
index_t
CThreadTransferSrcDstVectorDim
,
ck
::
index_t
CThreadTransferSrcDstVectorDim
,
ck
::
index_t
CThreadTransferDstScalarPerVector
>
ck
::
index_t
CThreadTransferDstScalarPerVector
,
ck
::
index_t
NumGemmKPrefetchStage
=
1
,
ck
::
LoopScheduler
LoopSched
=
make_default_loop_scheduler
(),
ck
::
index_t
PipelineVersion
=
1
>
struct
DeviceBatchedGemmXdl
:
public
DeviceBatchedGemm
<
ALayout
,
struct
DeviceBatchedGemmXdl
:
public
DeviceBatchedGemm
<
ALayout
,
BLayout
,
BLayout
,
CLayout
,
CLayout
,
...
@@ -323,7 +326,10 @@ struct DeviceBatchedGemmXdl : public DeviceBatchedGemm<ALayout,
...
@@ -323,7 +326,10 @@ struct DeviceBatchedGemmXdl : public DeviceBatchedGemm<ALayout,
BBlockLdsAddExtraN
,
BBlockLdsAddExtraN
,
Sequence
<
2
,
3
,
0
,
1
,
7
,
5
,
4
,
6
>
,
Sequence
<
2
,
3
,
0
,
1
,
7
,
5
,
4
,
6
>
,
CThreadTransferSrcDstVectorDim
,
CThreadTransferSrcDstVectorDim
,
CThreadTransferDstScalarPerVector
>
;
CThreadTransferDstScalarPerVector
,
NumGemmKPrefetchStage
,
LoopSched
,
PipelineVersion
>
;
using
CGridDesc_M0_N0_M1_N1_M2_M3_M4_N2
=
using
CGridDesc_M0_N0_M1_N1_M2_M3_M4_N2
=
decltype
(
GridwiseGemm
::
MakeCGridDescriptor_M0_N0_M1_N1_M2_M3_M4_N2
(
CGridDesc_M_N
{}));
decltype
(
GridwiseGemm
::
MakeCGridDescriptor_M0_N0_M1_N1_M2_M3_M4_N2
(
CGridDesc_M_N
{}));
...
@@ -622,6 +628,9 @@ struct DeviceBatchedGemmXdl : public DeviceBatchedGemm<ALayout,
...
@@ -622,6 +628,9 @@ struct DeviceBatchedGemmXdl : public DeviceBatchedGemm<ALayout,
{
{
auto
str
=
std
::
stringstream
();
auto
str
=
std
::
stringstream
();
std
::
map
<
LoopScheduler
,
std
::
string
>
LoopSchedToString
{
{
LoopScheduler
::
Default
,
"Default"
},
{
LoopScheduler
::
Interwave
,
"Interwave"
}};
// clang-format off
// clang-format off
str
<<
"DeviceBatchedGemmXdl"
str
<<
"DeviceBatchedGemmXdl"
<<
"<"
<<
"<"
...
@@ -629,7 +638,13 @@ struct DeviceBatchedGemmXdl : public DeviceBatchedGemm<ALayout,
...
@@ -629,7 +638,13 @@ struct DeviceBatchedGemmXdl : public DeviceBatchedGemm<ALayout,
<<
MPerBlock
<<
", "
<<
MPerBlock
<<
", "
<<
NPerBlock
<<
", "
<<
NPerBlock
<<
", "
<<
K0PerBlock
<<
K0PerBlock
<<
">"
;
<<
">"
<<
" NumGemmKPrefetchStage: "
<<
NumGemmKPrefetchStage
<<
", "
<<
"LoopScheduler: "
<<
LoopSchedToString
[
LoopSched
]
<<
", "
<<
"PipelineVersion: "
<<
PipelineVersion
;
// clang-format on
// clang-format on
return
str
.
str
();
return
str
.
str
();
...
...
library/src/tensor_operation_instance/gpu/batched_gemm/device_batched_gemm_xdl_f16_f16_f16_gkm_gkn_gmn_instance.cpp
View file @
64af1c84
...
@@ -28,18 +28,37 @@ using PassThrough = ck::tensor_operation::element_wise::PassThrough;
...
@@ -28,18 +28,37 @@ using PassThrough = ck::tensor_operation::element_wise::PassThrough;
// Compilation parameters for a[k, m] * b[k, n] = c[m, n]
// Compilation parameters for a[k, m] * b[k, n] = c[m, n]
using
device_batched_gemm_xdl_f16_f16_f16_gkm_gkn_gmn_instances
=
std
::
tuple
<
using
device_batched_gemm_xdl_f16_f16_f16_gkm_gkn_gmn_instances
=
std
::
tuple
<
// clang-format off
// clang-format off
//##########| AData| BData| CData| AccData| ALayout| BLayout| CLayout| A| B| C| Block| MPer| NPer| K0Per| K1| MPer| NPer| MXdl| NXdl| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockLds| BBlockTransfer| BBlockTransfer| BBlockTransfer| BlockTransfer| BBlockTransfer| BBlockTransfer| BBlockLds| CThreadTransfer| CThreadTransfer|
//##########| AData| BData| CData| AccData| ALayout| BLayout| CLayout| A| B| C| Block| MPer| NPer| K0Per| K1| MPer| NPer| MXdl| NXdl| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockLds| BBlockTransfer| BBlockTransfer| BBlockTransfer| BlockTransfer| BBlockTransfer| BBlockTransfer| BBlockLds| CThreadTransfer| CThreadTransfer| NumGemmK| LoopScheduler| Pipeline|
//##########| Type| Type| Type| Type| | | | Elementwise| Elementwise| Elementwise| Size| Block| Block| Block| | XDL| XDL| Per| Per| ThreadCluster| ThreadCluster| SrcAccessOrder| SrcVectorDim| SrcScalar| DstScalar| AddExtraM| ThreadCluster| ThreadCluster| SrcAccessOrder| SrcVectorDim| SrcScalar| DstScalar| AddExtraN| SrcDstVectorDim| DstScalar|
//##########| Type| Type| Type| Type| | | | Elementwise| Elementwise| Elementwise| Size| Block| Block| Block| | XDL| XDL| Per| Per| ThreadCluster| ThreadCluster| SrcAccessOrder| SrcVectorDim| SrcScalar| DstScalar| AddExtraM| ThreadCluster| ThreadCluster| SrcAccessOrder| SrcVectorDim| SrcScalar| DstScalar| AddExtraN| SrcDstVectorDim| DstScalar| Prefetch| | |
//##########| | | | | | | | Operation| Operation| Operation| | | | | | | | Wave| Wave| Lengths_K0_M_K1| ArrangeOrder| | | PerVector| PerVector_K1| | Lengths_K0_N_K1| ArrangeOrder| | | PerVector| PerVector_K1| | | PerVector|
//##########| | | | | | | | Operation| Operation| Operation| | | | | | | | Wave| Wave| Lengths_K0_M_K1| ArrangeOrder| | | PerVector| PerVector_K1| | Lengths_K0_N_K1| ArrangeOrder| | | PerVector| PerVector_K1| | | PerVector| Stage | | |
//##########| | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | |
//##########| | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | |
DeviceBatchedGemmXdl
<
F16
,
F16
,
F16
,
F32
,
Col
,
Row
,
Row
,
PassThrough
,
PassThrough
,
PassThrough
,
256
,
256
,
128
,
4
,
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
,
7
,
1
>
,
// pipeline v1, 1 wave
DeviceBatchedGemmXdl
<
F16
,
F16
,
F16
,
F32
,
Col
,
Row
,
Row
,
PassThrough
,
PassThrough
,
PassThrough
,
256
,
128
,
256
,
4
,
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
,
7
,
1
>
,
DeviceBatchedGemmXdl
<
F16
,
F16
,
F16
,
F32
,
Col
,
Row
,
Row
,
PassThrough
,
PassThrough
,
PassThrough
,
256
,
256
,
128
,
4
,
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
,
7
,
1
,
1
,
LoopScheduler
::
Default
,
1
>
,
DeviceBatchedGemmXdl
<
F16
,
F16
,
F16
,
F32
,
Col
,
Row
,
Row
,
PassThrough
,
PassThrough
,
PassThrough
,
128
,
128
,
128
,
4
,
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
,
7
,
1
>
,
DeviceBatchedGemmXdl
<
F16
,
F16
,
F16
,
F32
,
Col
,
Row
,
Row
,
PassThrough
,
PassThrough
,
PassThrough
,
256
,
128
,
256
,
4
,
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
,
7
,
1
,
1
,
LoopScheduler
::
Default
,
1
>
,
DeviceBatchedGemmXdl
<
F16
,
F16
,
F16
,
F32
,
Col
,
Row
,
Row
,
PassThrough
,
PassThrough
,
PassThrough
,
256
,
128
,
128
,
4
,
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
,
7
,
1
>
,
DeviceBatchedGemmXdl
<
F16
,
F16
,
F16
,
F32
,
Col
,
Row
,
Row
,
PassThrough
,
PassThrough
,
PassThrough
,
128
,
128
,
128
,
4
,
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
,
7
,
1
,
1
,
LoopScheduler
::
Default
,
1
>
,
DeviceBatchedGemmXdl
<
F16
,
F16
,
F16
,
F32
,
Col
,
Row
,
Row
,
PassThrough
,
PassThrough
,
PassThrough
,
128
,
128
,
64
,
4
,
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
,
7
,
1
>
,
DeviceBatchedGemmXdl
<
F16
,
F16
,
F16
,
F32
,
Col
,
Row
,
Row
,
PassThrough
,
PassThrough
,
PassThrough
,
256
,
128
,
128
,
4
,
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
,
7
,
1
,
1
,
LoopScheduler
::
Default
,
1
>
,
DeviceBatchedGemmXdl
<
F16
,
F16
,
F16
,
F32
,
Col
,
Row
,
Row
,
PassThrough
,
PassThrough
,
PassThrough
,
128
,
64
,
128
,
4
,
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
,
7
,
1
>
,
DeviceBatchedGemmXdl
<
F16
,
F16
,
F16
,
F32
,
Col
,
Row
,
Row
,
PassThrough
,
PassThrough
,
PassThrough
,
128
,
128
,
64
,
4
,
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
,
7
,
1
,
1
,
LoopScheduler
::
Default
,
1
>
,
DeviceBatchedGemmXdl
<
F16
,
F16
,
F16
,
F32
,
Col
,
Row
,
Row
,
PassThrough
,
PassThrough
,
PassThrough
,
256
,
128
,
64
,
4
,
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
,
7
,
1
>
,
DeviceBatchedGemmXdl
<
F16
,
F16
,
F16
,
F32
,
Col
,
Row
,
Row
,
PassThrough
,
PassThrough
,
PassThrough
,
128
,
64
,
128
,
4
,
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
,
7
,
1
,
1
,
LoopScheduler
::
Default
,
1
>
,
DeviceBatchedGemmXdl
<
F16
,
F16
,
F16
,
F32
,
Col
,
Row
,
Row
,
PassThrough
,
PassThrough
,
PassThrough
,
256
,
64
,
128
,
4
,
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
,
7
,
1
>
DeviceBatchedGemmXdl
<
F16
,
F16
,
F16
,
F32
,
Col
,
Row
,
Row
,
PassThrough
,
PassThrough
,
PassThrough
,
256
,
128
,
64
,
4
,
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
,
7
,
1
,
1
,
LoopScheduler
::
Default
,
1
>
,
DeviceBatchedGemmXdl
<
F16
,
F16
,
F16
,
F32
,
Col
,
Row
,
Row
,
PassThrough
,
PassThrough
,
PassThrough
,
256
,
64
,
128
,
4
,
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
,
7
,
1
,
1
,
LoopScheduler
::
Default
,
1
>
,
// pipeline v1, 2 waves
DeviceBatchedGemmXdl
<
F16
,
F16
,
F16
,
F32
,
Col
,
Row
,
Row
,
PassThrough
,
PassThrough
,
PassThrough
,
256
,
256
,
128
,
4
,
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
,
7
,
1
,
1
,
LoopScheduler
::
Interwave
,
1
>
,
DeviceBatchedGemmXdl
<
F16
,
F16
,
F16
,
F32
,
Col
,
Row
,
Row
,
PassThrough
,
PassThrough
,
PassThrough
,
256
,
128
,
256
,
4
,
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
,
7
,
1
,
1
,
LoopScheduler
::
Interwave
,
1
>
,
DeviceBatchedGemmXdl
<
F16
,
F16
,
F16
,
F32
,
Col
,
Row
,
Row
,
PassThrough
,
PassThrough
,
PassThrough
,
128
,
128
,
128
,
4
,
8
,
32
,
32
,
4
,
2
,
S
<
4
,
32
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
4
,
8
,
true
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S
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4
,
32
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
4
,
8
,
true
,
7
,
1
,
1
,
LoopScheduler
::
Interwave
,
1
>
,
DeviceBatchedGemmXdl
<
F16
,
F16
,
F16
,
F32
,
Col
,
Row
,
Row
,
PassThrough
,
PassThrough
,
PassThrough
,
256
,
128
,
128
,
4
,
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
,
7
,
1
,
1
,
LoopScheduler
::
Interwave
,
1
>
,
DeviceBatchedGemmXdl
<
F16
,
F16
,
F16
,
F32
,
Col
,
Row
,
Row
,
PassThrough
,
PassThrough
,
PassThrough
,
128
,
128
,
64
,
4
,
8
,
32
,
32
,
2
,
2
,
S
<
4
,
32
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
4
,
8
,
true
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S
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4
,
32
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1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
2
,
8
,
true
,
7
,
1
,
1
,
LoopScheduler
::
Interwave
,
1
>
,
DeviceBatchedGemmXdl
<
F16
,
F16
,
F16
,
F32
,
Col
,
Row
,
Row
,
PassThrough
,
PassThrough
,
PassThrough
,
128
,
64
,
128
,
4
,
8
,
32
,
32
,
2
,
2
,
S
<
4
,
32
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
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,
2
,
1
>
,
1
,
2
,
8
,
true
,
S
<
4
,
32
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
4
,
8
,
true
,
7
,
1
,
1
,
LoopScheduler
::
Interwave
,
1
>
,
DeviceBatchedGemmXdl
<
F16
,
F16
,
F16
,
F32
,
Col
,
Row
,
Row
,
PassThrough
,
PassThrough
,
PassThrough
,
256
,
128
,
64
,
4
,
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
,
7
,
1
,
1
,
LoopScheduler
::
Interwave
,
1
>
,
DeviceBatchedGemmXdl
<
F16
,
F16
,
F16
,
F32
,
Col
,
Row
,
Row
,
PassThrough
,
PassThrough
,
PassThrough
,
256
,
64
,
128
,
4
,
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
,
7
,
1
,
1
,
LoopScheduler
::
Interwave
,
1
>
,
// pipeline v2, 1 wave
DeviceBatchedGemmXdl
<
F16
,
F16
,
F16
,
F32
,
Col
,
Row
,
Row
,
PassThrough
,
PassThrough
,
PassThrough
,
256
,
256
,
128
,
4
,
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
,
7
,
1
,
1
,
LoopScheduler
::
Default
,
2
>
,
DeviceBatchedGemmXdl
<
F16
,
F16
,
F16
,
F32
,
Col
,
Row
,
Row
,
PassThrough
,
PassThrough
,
PassThrough
,
256
,
128
,
256
,
4
,
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
,
7
,
1
,
1
,
LoopScheduler
::
Default
,
2
>
,
DeviceBatchedGemmXdl
<
F16
,
F16
,
F16
,
F32
,
Col
,
Row
,
Row
,
PassThrough
,
PassThrough
,
PassThrough
,
128
,
128
,
128
,
4
,
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
,
7
,
1
,
1
,
LoopScheduler
::
Default
,
2
>
,
DeviceBatchedGemmXdl
<
F16
,
F16
,
F16
,
F32
,
Col
,
Row
,
Row
,
PassThrough
,
PassThrough
,
PassThrough
,
256
,
128
,
128
,
4
,
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
,
7
,
1
,
1
,
LoopScheduler
::
Default
,
2
>
,
DeviceBatchedGemmXdl
<
F16
,
F16
,
F16
,
F32
,
Col
,
Row
,
Row
,
PassThrough
,
PassThrough
,
PassThrough
,
128
,
128
,
64
,
4
,
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
,
7
,
1
,
1
,
LoopScheduler
::
Default
,
2
>
,
DeviceBatchedGemmXdl
<
F16
,
F16
,
F16
,
F32
,
Col
,
Row
,
Row
,
PassThrough
,
PassThrough
,
PassThrough
,
128
,
64
,
128
,
4
,
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
,
7
,
1
,
1
,
LoopScheduler
::
Default
,
2
>
,
DeviceBatchedGemmXdl
<
F16
,
F16
,
F16
,
F32
,
Col
,
Row
,
Row
,
PassThrough
,
PassThrough
,
PassThrough
,
256
,
128
,
64
,
4
,
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
,
7
,
1
,
1
,
LoopScheduler
::
Default
,
2
>
,
DeviceBatchedGemmXdl
<
F16
,
F16
,
F16
,
F32
,
Col
,
Row
,
Row
,
PassThrough
,
PassThrough
,
PassThrough
,
256
,
64
,
128
,
4
,
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
,
7
,
1
,
1
,
LoopScheduler
::
Default
,
2
>
// clang-format on
// clang-format on
>
;
>
;
...
...
library/src/tensor_operation_instance/gpu/batched_gemm/device_batched_gemm_xdl_f16_f16_f16_gkm_gnk_gmn_instance.cpp
View file @
64af1c84
...
@@ -28,18 +28,37 @@ using PassThrough = ck::tensor_operation::element_wise::PassThrough;
...
@@ -28,18 +28,37 @@ using PassThrough = ck::tensor_operation::element_wise::PassThrough;
// Compilation parameters for a[k, m] * b[n, k] = c[m, n]
// Compilation parameters for a[k, m] * b[n, k] = c[m, n]
using
device_batched_gemm_xdl_f16_f16_f16_gkm_gnk_gmn_instances
=
std
::
tuple
<
using
device_batched_gemm_xdl_f16_f16_f16_gkm_gnk_gmn_instances
=
std
::
tuple
<
// clang-format off
// clang-format off
//##########| AData| BData| CData| AccData| ALayout| BLayout| CLayout| A| B| C| Block| MPer| NPer| K0Per| K1| MPer| NPer| MXdl| NXdl| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockLds| BBlockTransfer| BBlockTransfer| BBlockTransfer| BlockTransfer| BBlockTransfer| BBlockTransfer| BBlockLds| CThreadTransfer| CThreadTransfer|
//##########| AData| BData| CData| AccData| ALayout| BLayout| CLayout| A| B| C| Block| MPer| NPer| K0Per| K1| MPer| NPer| MXdl| NXdl| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockLds| BBlockTransfer| BBlockTransfer| BBlockTransfer| BlockTransfer| BBlockTransfer| BBlockTransfer| BBlockLds| CThreadTransfer| CThreadTransfer| NumGemmK| LoopScheduler| Pipeline|
//##########| Type| Type| Type| Type| | | | Elementwise| Elementwise| Elementwise| Size| Block| Block| Block| | XDL| XDL| Per| Per| ThreadCluster| ThreadCluster| SrcAccessOrder| SrcVectorDim| SrcScalar| DstScalar| AddExtraM| ThreadCluster| ThreadCluster| SrcAccessOrder| SrcVectorDim| SrcScalar| DstScalar| AddExtraN| SrcDstVectorDim| DstScalar|
//##########| Type| Type| Type| Type| | | | Elementwise| Elementwise| Elementwise| Size| Block| Block| Block| | XDL| XDL| Per| Per| ThreadCluster| ThreadCluster| SrcAccessOrder| SrcVectorDim| SrcScalar| DstScalar| AddExtraM| ThreadCluster| ThreadCluster| SrcAccessOrder| SrcVectorDim| SrcScalar| DstScalar| AddExtraN| SrcDstVectorDim| DstScalar| Prefetch| | |
//##########| | | | | | | | Operation| Operation| Operation| | | | | | | | Wave| Wave| Lengths_K0_M_K1| ArrangeOrder| | | PerVector| PerVector_K1| | Lengths_K0_N_K1| ArrangeOrder| | | PerVector| PerVector_K1| | | PerVector|
//##########| | | | | | | | Operation| Operation| Operation| | | | | | | | Wave| Wave| Lengths_K0_M_K1| ArrangeOrder| | | PerVector| PerVector_K1| | Lengths_K0_N_K1| ArrangeOrder| | | PerVector| PerVector_K1| | | PerVector| Stage | | |
//##########| | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | |
//##########| | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | |
DeviceBatchedGemmXdl
<
F16
,
F16
,
F16
,
F32
,
Col
,
Col
,
Row
,
PassThrough
,
PassThrough
,
PassThrough
,
256
,
256
,
128
,
4
,
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
,
7
,
1
>
,
// pipeline v1, 1 wave
DeviceBatchedGemmXdl
<
F16
,
F16
,
F16
,
F32
,
Col
,
Col
,
Row
,
PassThrough
,
PassThrough
,
PassThrough
,
256
,
128
,
256
,
4
,
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
,
7
,
1
>
,
DeviceBatchedGemmXdl
<
F16
,
F16
,
F16
,
F32
,
Col
,
Col
,
Row
,
PassThrough
,
PassThrough
,
PassThrough
,
256
,
256
,
128
,
4
,
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
,
7
,
1
,
1
,
LoopScheduler
::
Default
,
1
>
,
DeviceBatchedGemmXdl
<
F16
,
F16
,
F16
,
F32
,
Col
,
Col
,
Row
,
PassThrough
,
PassThrough
,
PassThrough
,
128
,
128
,
128
,
4
,
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
,
7
,
1
>
,
DeviceBatchedGemmXdl
<
F16
,
F16
,
F16
,
F32
,
Col
,
Col
,
Row
,
PassThrough
,
PassThrough
,
PassThrough
,
256
,
128
,
256
,
4
,
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
,
7
,
1
,
1
,
LoopScheduler
::
Default
,
1
>
,
DeviceBatchedGemmXdl
<
F16
,
F16
,
F16
,
F32
,
Col
,
Col
,
Row
,
PassThrough
,
PassThrough
,
PassThrough
,
256
,
128
,
128
,
4
,
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
,
7
,
1
>
,
DeviceBatchedGemmXdl
<
F16
,
F16
,
F16
,
F32
,
Col
,
Col
,
Row
,
PassThrough
,
PassThrough
,
PassThrough
,
128
,
128
,
128
,
4
,
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
,
7
,
1
,
1
,
LoopScheduler
::
Default
,
1
>
,
DeviceBatchedGemmXdl
<
F16
,
F16
,
F16
,
F32
,
Col
,
Col
,
Row
,
PassThrough
,
PassThrough
,
PassThrough
,
128
,
128
,
64
,
4
,
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
,
7
,
1
>
,
DeviceBatchedGemmXdl
<
F16
,
F16
,
F16
,
F32
,
Col
,
Col
,
Row
,
PassThrough
,
PassThrough
,
PassThrough
,
256
,
128
,
128
,
4
,
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
,
7
,
1
,
1
,
LoopScheduler
::
Default
,
1
>
,
DeviceBatchedGemmXdl
<
F16
,
F16
,
F16
,
F32
,
Col
,
Col
,
Row
,
PassThrough
,
PassThrough
,
PassThrough
,
128
,
64
,
128
,
4
,
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
,
7
,
1
>
,
DeviceBatchedGemmXdl
<
F16
,
F16
,
F16
,
F32
,
Col
,
Col
,
Row
,
PassThrough
,
PassThrough
,
PassThrough
,
128
,
128
,
64
,
4
,
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
,
7
,
1
,
1
,
LoopScheduler
::
Default
,
1
>
,
DeviceBatchedGemmXdl
<
F16
,
F16
,
F16
,
F32
,
Col
,
Col
,
Row
,
PassThrough
,
PassThrough
,
PassThrough
,
256
,
128
,
64
,
4
,
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
,
7
,
1
>
,
DeviceBatchedGemmXdl
<
F16
,
F16
,
F16
,
F32
,
Col
,
Col
,
Row
,
PassThrough
,
PassThrough
,
PassThrough
,
128
,
64
,
128
,
4
,
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
,
7
,
1
,
1
,
LoopScheduler
::
Default
,
1
>
,
DeviceBatchedGemmXdl
<
F16
,
F16
,
F16
,
F32
,
Col
,
Col
,
Row
,
PassThrough
,
PassThrough
,
PassThrough
,
256
,
64
,
128
,
4
,
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
,
7
,
1
>
DeviceBatchedGemmXdl
<
F16
,
F16
,
F16
,
F32
,
Col
,
Col
,
Row
,
PassThrough
,
PassThrough
,
PassThrough
,
256
,
128
,
64
,
4
,
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
,
7
,
1
,
1
,
LoopScheduler
::
Default
,
1
>
,
DeviceBatchedGemmXdl
<
F16
,
F16
,
F16
,
F32
,
Col
,
Col
,
Row
,
PassThrough
,
PassThrough
,
PassThrough
,
256
,
64
,
128
,
4
,
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
,
7
,
1
,
1
,
LoopScheduler
::
Default
,
1
>
,
// pipeline v1, 2 waves
DeviceBatchedGemmXdl
<
F16
,
F16
,
F16
,
F32
,
Col
,
Col
,
Row
,
PassThrough
,
PassThrough
,
PassThrough
,
256
,
256
,
128
,
4
,
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
,
7
,
1
,
1
,
LoopScheduler
::
Interwave
,
1
>
,
DeviceBatchedGemmXdl
<
F16
,
F16
,
F16
,
F32
,
Col
,
Col
,
Row
,
PassThrough
,
PassThrough
,
PassThrough
,
256
,
128
,
256
,
4
,
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
,
7
,
1
,
1
,
LoopScheduler
::
Interwave
,
1
>
,
DeviceBatchedGemmXdl
<
F16
,
F16
,
F16
,
F32
,
Col
,
Col
,
Row
,
PassThrough
,
PassThrough
,
PassThrough
,
128
,
128
,
128
,
4
,
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
,
7
,
1
,
1
,
LoopScheduler
::
Interwave
,
1
>
,
DeviceBatchedGemmXdl
<
F16
,
F16
,
F16
,
F32
,
Col
,
Col
,
Row
,
PassThrough
,
PassThrough
,
PassThrough
,
256
,
128
,
128
,
4
,
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
,
7
,
1
,
1
,
LoopScheduler
::
Interwave
,
1
>
,
DeviceBatchedGemmXdl
<
F16
,
F16
,
F16
,
F32
,
Col
,
Col
,
Row
,
PassThrough
,
PassThrough
,
PassThrough
,
128
,
128
,
64
,
4
,
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
,
7
,
1
,
1
,
LoopScheduler
::
Interwave
,
1
>
,
DeviceBatchedGemmXdl
<
F16
,
F16
,
F16
,
F32
,
Col
,
Col
,
Row
,
PassThrough
,
PassThrough
,
PassThrough
,
128
,
64
,
128
,
4
,
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
,
7
,
1
,
1
,
LoopScheduler
::
Interwave
,
1
>
,
DeviceBatchedGemmXdl
<
F16
,
F16
,
F16
,
F32
,
Col
,
Col
,
Row
,
PassThrough
,
PassThrough
,
PassThrough
,
256
,
128
,
64
,
4
,
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
,
7
,
1
,
1
,
LoopScheduler
::
Interwave
,
1
>
,
DeviceBatchedGemmXdl
<
F16
,
F16
,
F16
,
F32
,
Col
,
Col
,
Row
,
PassThrough
,
PassThrough
,
PassThrough
,
256
,
64
,
128
,
4
,
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
,
7
,
1
,
1
,
LoopScheduler
::
Interwave
,
1
>
,
// pipeline v2, 1 wave
DeviceBatchedGemmXdl
<
F16
,
F16
,
F16
,
F32
,
Col
,
Col
,
Row
,
PassThrough
,
PassThrough
,
PassThrough
,
256
,
256
,
128
,
4
,
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
,
7
,
1
,
1
,
LoopScheduler
::
Default
,
2
>
,
DeviceBatchedGemmXdl
<
F16
,
F16
,
F16
,
F32
,
Col
,
Col
,
Row
,
PassThrough
,
PassThrough
,
PassThrough
,
256
,
128
,
256
,
4
,
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
,
7
,
1
,
1
,
LoopScheduler
::
Default
,
2
>
,
DeviceBatchedGemmXdl
<
F16
,
F16
,
F16
,
F32
,
Col
,
Col
,
Row
,
PassThrough
,
PassThrough
,
PassThrough
,
128
,
128
,
128
,
4
,
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
,
7
,
1
,
1
,
LoopScheduler
::
Default
,
2
>
,
DeviceBatchedGemmXdl
<
F16
,
F16
,
F16
,
F32
,
Col
,
Col
,
Row
,
PassThrough
,
PassThrough
,
PassThrough
,
256
,
128
,
128
,
4
,
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
,
7
,
1
,
1
,
LoopScheduler
::
Default
,
2
>
,
DeviceBatchedGemmXdl
<
F16
,
F16
,
F16
,
F32
,
Col
,
Col
,
Row
,
PassThrough
,
PassThrough
,
PassThrough
,
128
,
128
,
64
,
4
,
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
,
7
,
1
,
1
,
LoopScheduler
::
Default
,
2
>
,
DeviceBatchedGemmXdl
<
F16
,
F16
,
F16
,
F32
,
Col
,
Col
,
Row
,
PassThrough
,
PassThrough
,
PassThrough
,
128
,
64
,
128
,
4
,
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
,
7
,
1
,
1
,
LoopScheduler
::
Default
,
2
>
,
DeviceBatchedGemmXdl
<
F16
,
F16
,
F16
,
F32
,
Col
,
Col
,
Row
,
PassThrough
,
PassThrough
,
PassThrough
,
256
,
128
,
64
,
4
,
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
,
7
,
1
,
1
,
LoopScheduler
::
Default
,
2
>
,
DeviceBatchedGemmXdl
<
F16
,
F16
,
F16
,
F32
,
Col
,
Col
,
Row
,
PassThrough
,
PassThrough
,
PassThrough
,
256
,
64
,
128
,
4
,
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
,
7
,
1
,
1
,
LoopScheduler
::
Default
,
2
>
// clang-format on
// clang-format on
>
;
>
;
...
...
library/src/tensor_operation_instance/gpu/batched_gemm/device_batched_gemm_xdl_f16_f16_f16_gmk_gkn_gmn_instance.cpp
View file @
64af1c84
...
@@ -28,27 +28,64 @@ using PassThrough = ck::tensor_operation::element_wise::PassThrough;
...
@@ -28,27 +28,64 @@ using PassThrough = ck::tensor_operation::element_wise::PassThrough;
// Compilation parameters for a[m, k] * b[k, n] = c[m, n]
// Compilation parameters for a[m, k] * b[k, n] = c[m, n]
using
device_batched_gemm_xdl_f16_f16_f16_gmk_gkn_gmn_instances
=
std
::
tuple
<
using
device_batched_gemm_xdl_f16_f16_f16_gmk_gkn_gmn_instances
=
std
::
tuple
<
// clang-format off
// clang-format off
//#################| AData| BData| CData| AccData| ALayout| BLayout| CLayout| A| B| C| Block| MPer| NPer| K0Per| K1| MPer| NPer| MXdl| NXdl| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockLds| BBlockTransfer| BBlockTransfer| BBlockTransfer| BlockTransfer| BBlockTransfer| BBlockTransfer| BBlockLds| CThreadTransfer| CThreadTransfer|
//#################| AData| BData| CData| AccData| ALayout| BLayout| CLayout| A| B| C| Block| MPer| NPer| K0Per| K1| MPer| NPer| MXdl| NXdl| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockLds| BBlockTransfer| BBlockTransfer| BBlockTransfer| BlockTransfer| BBlockTransfer| BBlockTransfer| BBlockLds| CThreadTransfer| CThreadTransfer| NumGemmK| LoopScheduler| Pipeline|
//#################| Type| Type| Type| Type| | | | Elementwise| Elementwise| Elementwise| Size| Block| Block| Block| | XDL| XDL| Per| Per| ThreadCluster| ThreadCluster| SrcAccessOrder| SrcVectorDim| SrcScalar| DstScalar| AddExtraM| ThreadCluster| ThreadCluster| SrcAccessOrder| SrcVectorDim| SrcScalar| DstScalar| AddExtraN| SrcDstVectorDim| DstScalar|
//#################| Type| Type| Type| Type| | | | Elementwise| Elementwise| Elementwise| Size| Block| Block| Block| | XDL| XDL| Per| Per| ThreadCluster| ThreadCluster| SrcAccessOrder| SrcVectorDim| SrcScalar| DstScalar| AddExtraM| ThreadCluster| ThreadCluster| SrcAccessOrder| SrcVectorDim| SrcScalar| DstScalar| AddExtraN| SrcDstVectorDim| DstScalar| Prefetch| | |
//#################| | | | | | | | Operation| Operation| Operation| | | | | | | | Wave| Wave| Lengths_K0_M_K1| ArrangeOrder| | | PerVector| PerVector_K1| | Lengths_K0_N_K1| ArrangeOrder| | | PerVector| PerVector_K1| | | PerVector|
//#################| | | | | | | | Operation| Operation| Operation| | | | | | | | Wave| Wave| Lengths_K0_M_K1| ArrangeOrder| | | PerVector| PerVector_K1| | Lengths_K0_N_K1| ArrangeOrder| | | PerVector| PerVector_K1| | | PerVector| Stage | | |
//#################| | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | |
//#################| | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | |
DeviceBatchedGemmXdl
<
F16
,
F16
,
F16
,
F32
,
Row
,
Row
,
Row
,
PassThrough
,
PassThrough
,
PassThrough
,
256
,
256
,
128
,
4
,
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
,
7
,
1
>
,
// pipeline v1, 1 wave
DeviceBatchedGemmXdl
<
F16
,
F16
,
F16
,
F32
,
Row
,
Row
,
Row
,
PassThrough
,
PassThrough
,
PassThrough
,
256
,
128
,
256
,
4
,
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
,
7
,
1
>
,
DeviceBatchedGemmXdl
<
F16
,
F16
,
F16
,
F32
,
Row
,
Row
,
Row
,
PassThrough
,
PassThrough
,
PassThrough
,
256
,
256
,
128
,
4
,
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
,
7
,
1
,
1
,
LoopScheduler
::
Default
,
1
>
,
DeviceBatchedGemmXdl
<
F16
,
F16
,
F16
,
F32
,
Row
,
Row
,
Row
,
PassThrough
,
PassThrough
,
PassThrough
,
128
,
128
,
128
,
4
,
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
,
7
,
1
>
,
DeviceBatchedGemmXdl
<
F16
,
F16
,
F16
,
F32
,
Row
,
Row
,
Row
,
PassThrough
,
PassThrough
,
PassThrough
,
256
,
128
,
256
,
4
,
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
,
7
,
1
,
1
,
LoopScheduler
::
Default
,
1
>
,
DeviceBatchedGemmXdl
<
F16
,
F16
,
F16
,
F32
,
Row
,
Row
,
Row
,
PassThrough
,
PassThrough
,
PassThrough
,
256
,
128
,
128
,
4
,
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
,
7
,
1
>
,
DeviceBatchedGemmXdl
<
F16
,
F16
,
F16
,
F32
,
Row
,
Row
,
Row
,
PassThrough
,
PassThrough
,
PassThrough
,
128
,
128
,
128
,
4
,
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
,
7
,
1
,
1
,
LoopScheduler
::
Default
,
1
>
,
DeviceBatchedGemmXdl
<
F16
,
F16
,
F16
,
F32
,
Row
,
Row
,
Row
,
PassThrough
,
PassThrough
,
PassThrough
,
128
,
128
,
64
,
4
,
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
,
7
,
1
>
,
DeviceBatchedGemmXdl
<
F16
,
F16
,
F16
,
F32
,
Row
,
Row
,
Row
,
PassThrough
,
PassThrough
,
PassThrough
,
256
,
128
,
128
,
4
,
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
,
7
,
1
,
1
,
LoopScheduler
::
Default
,
1
>
,
DeviceBatchedGemmXdl
<
F16
,
F16
,
F16
,
F32
,
Row
,
Row
,
Row
,
PassThrough
,
PassThrough
,
PassThrough
,
128
,
64
,
128
,
4
,
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
,
7
,
1
>
,
DeviceBatchedGemmXdl
<
F16
,
F16
,
F16
,
F32
,
Row
,
Row
,
Row
,
PassThrough
,
PassThrough
,
PassThrough
,
128
,
128
,
64
,
4
,
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
,
7
,
1
,
1
,
LoopScheduler
::
Default
,
1
>
,
DeviceBatchedGemmXdl
<
F16
,
F16
,
F16
,
F32
,
Row
,
Row
,
Row
,
PassThrough
,
PassThrough
,
PassThrough
,
256
,
128
,
64
,
4
,
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
,
7
,
1
>
,
DeviceBatchedGemmXdl
<
F16
,
F16
,
F16
,
F32
,
Row
,
Row
,
Row
,
PassThrough
,
PassThrough
,
PassThrough
,
128
,
64
,
128
,
4
,
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
,
7
,
1
,
1
,
LoopScheduler
::
Default
,
1
>
,
DeviceBatchedGemmXdl
<
F16
,
F16
,
F16
,
F32
,
Row
,
Row
,
Row
,
PassThrough
,
PassThrough
,
PassThrough
,
256
,
64
,
128
,
4
,
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
,
7
,
1
>
,
DeviceBatchedGemmXdl
<
F16
,
F16
,
F16
,
F32
,
Row
,
Row
,
Row
,
PassThrough
,
PassThrough
,
PassThrough
,
256
,
128
,
64
,
4
,
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
,
7
,
1
,
1
,
LoopScheduler
::
Default
,
1
>
,
DeviceBatchedGemmXdl
<
F16
,
F16
,
F16
,
F32
,
Row
,
Row
,
Row
,
PassThrough
,
PassThrough
,
PassThrough
,
128
,
32
,
256
,
4
,
8
,
32
,
32
,
1
,
4
,
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
,
8
,
8
,
true
,
7
,
1
>
,
DeviceBatchedGemmXdl
<
F16
,
F16
,
F16
,
F32
,
Row
,
Row
,
Row
,
PassThrough
,
PassThrough
,
PassThrough
,
256
,
64
,
128
,
4
,
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
,
7
,
1
,
1
,
LoopScheduler
::
Default
,
1
>
,
DeviceBatchedGemmXdl
<
F16
,
F16
,
F16
,
F32
,
Row
,
Row
,
Row
,
PassThrough
,
PassThrough
,
PassThrough
,
128
,
32
,
128
,
4
,
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
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
4
,
8
,
true
,
7
,
1
>
,
DeviceBatchedGemmXdl
<
F16
,
F16
,
F16
,
F32
,
Row
,
Row
,
Row
,
PassThrough
,
PassThrough
,
PassThrough
,
128
,
32
,
256
,
4
,
8
,
32
,
32
,
1
,
4
,
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
,
8
,
8
,
true
,
7
,
1
,
1
,
LoopScheduler
::
Default
,
1
>
,
DeviceBatchedGemmXdl
<
F16
,
F16
,
F16
,
F32
,
Row
,
Row
,
Row
,
PassThrough
,
PassThrough
,
PassThrough
,
128
,
32
,
64
,
4
,
8
,
32
,
32
,
1
,
1
,
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
,
7
,
1
>
,
DeviceBatchedGemmXdl
<
F16
,
F16
,
F16
,
F32
,
Row
,
Row
,
Row
,
PassThrough
,
PassThrough
,
PassThrough
,
128
,
32
,
128
,
4
,
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
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
4
,
8
,
true
,
7
,
1
,
1
,
LoopScheduler
::
Default
,
1
>
,
DeviceBatchedGemmXdl
<
F16
,
F16
,
F16
,
F32
,
Row
,
Row
,
Row
,
PassThrough
,
PassThrough
,
PassThrough
,
64
,
32
,
32
,
4
,
8
,
32
,
32
,
1
,
1
,
S
<
4
,
16
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
S
<
4
,
16
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
2
,
8
,
true
,
7
,
1
>
,
DeviceBatchedGemmXdl
<
F16
,
F16
,
F16
,
F32
,
Row
,
Row
,
Row
,
PassThrough
,
PassThrough
,
PassThrough
,
128
,
32
,
64
,
4
,
8
,
32
,
32
,
1
,
1
,
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
,
7
,
1
,
1
,
LoopScheduler
::
Default
,
1
>
,
DeviceBatchedGemmXdl
<
F16
,
F16
,
F16
,
F32
,
Row
,
Row
,
Row
,
PassThrough
,
PassThrough
,
PassThrough
,
128
,
16
,
256
,
4
,
8
,
16
,
16
,
1
,
8
,
S
<
4
,
16
,
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
,
8
,
8
,
true
,
7
,
1
>
,
DeviceBatchedGemmXdl
<
F16
,
F16
,
F16
,
F32
,
Row
,
Row
,
Row
,
PassThrough
,
PassThrough
,
PassThrough
,
64
,
32
,
32
,
4
,
8
,
32
,
32
,
1
,
1
,
S
<
4
,
16
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
S
<
4
,
16
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
2
,
8
,
true
,
7
,
1
,
1
,
LoopScheduler
::
Default
,
1
>
,
DeviceBatchedGemmXdl
<
F16
,
F16
,
F16
,
F32
,
Row
,
Row
,
Row
,
PassThrough
,
PassThrough
,
PassThrough
,
128
,
16
,
128
,
4
,
8
,
16
,
16
,
1
,
4
,
S
<
4
,
16
,
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
,
7
,
1
>
,
DeviceBatchedGemmXdl
<
F16
,
F16
,
F16
,
F32
,
Row
,
Row
,
Row
,
PassThrough
,
PassThrough
,
PassThrough
,
128
,
16
,
256
,
4
,
8
,
16
,
16
,
1
,
8
,
S
<
4
,
16
,
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
,
8
,
8
,
true
,
7
,
1
,
1
,
LoopScheduler
::
Default
,
1
>
,
DeviceBatchedGemmXdl
<
F16
,
F16
,
F16
,
F32
,
Row
,
Row
,
Row
,
PassThrough
,
PassThrough
,
PassThrough
,
128
,
16
,
64
,
4
,
8
,
16
,
16
,
1
,
2
,
S
<
4
,
16
,
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
,
7
,
1
>
,
DeviceBatchedGemmXdl
<
F16
,
F16
,
F16
,
F32
,
Row
,
Row
,
Row
,
PassThrough
,
PassThrough
,
PassThrough
,
128
,
16
,
128
,
4
,
8
,
16
,
16
,
1
,
4
,
S
<
4
,
16
,
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
,
7
,
1
,
1
,
LoopScheduler
::
Default
,
1
>
,
DeviceBatchedGemmXdl
<
F16
,
F16
,
F16
,
F32
,
Row
,
Row
,
Row
,
PassThrough
,
PassThrough
,
PassThrough
,
128
,
16
,
32
,
4
,
8
,
16
,
16
,
1
,
1
,
S
<
4
,
16
,
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
,
1
,
8
,
true
,
7
,
1
>
,
DeviceBatchedGemmXdl
<
F16
,
F16
,
F16
,
F32
,
Row
,
Row
,
Row
,
PassThrough
,
PassThrough
,
PassThrough
,
128
,
16
,
64
,
4
,
8
,
16
,
16
,
1
,
2
,
S
<
4
,
16
,
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
,
7
,
1
,
1
,
LoopScheduler
::
Default
,
1
>
,
DeviceBatchedGemmXdl
<
F16
,
F16
,
F16
,
F32
,
Row
,
Row
,
Row
,
PassThrough
,
PassThrough
,
PassThrough
,
64
,
16
,
16
,
4
,
8
,
16
,
16
,
1
,
1
,
S
<
4
,
16
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
S
<
4
,
16
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
1
,
8
,
true
,
7
,
1
>
DeviceBatchedGemmXdl
<
F16
,
F16
,
F16
,
F32
,
Row
,
Row
,
Row
,
PassThrough
,
PassThrough
,
PassThrough
,
128
,
16
,
32
,
4
,
8
,
16
,
16
,
1
,
1
,
S
<
4
,
16
,
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
,
1
,
8
,
true
,
7
,
1
,
1
,
LoopScheduler
::
Default
,
1
>
,
DeviceBatchedGemmXdl
<
F16
,
F16
,
F16
,
F32
,
Row
,
Row
,
Row
,
PassThrough
,
PassThrough
,
PassThrough
,
64
,
16
,
16
,
4
,
8
,
16
,
16
,
1
,
1
,
S
<
4
,
16
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
S
<
4
,
16
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
1
,
8
,
true
,
7
,
1
,
1
,
LoopScheduler
::
Default
,
1
>
,
// pipeline v1, 2 waves
DeviceBatchedGemmXdl
<
F16
,
F16
,
F16
,
F32
,
Row
,
Row
,
Row
,
PassThrough
,
PassThrough
,
PassThrough
,
256
,
256
,
128
,
4
,
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
,
7
,
1
,
1
,
LoopScheduler
::
Interwave
,
1
>
,
DeviceBatchedGemmXdl
<
F16
,
F16
,
F16
,
F32
,
Row
,
Row
,
Row
,
PassThrough
,
PassThrough
,
PassThrough
,
256
,
128
,
256
,
4
,
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
,
7
,
1
,
1
,
LoopScheduler
::
Interwave
,
1
>
,
DeviceBatchedGemmXdl
<
F16
,
F16
,
F16
,
F32
,
Row
,
Row
,
Row
,
PassThrough
,
PassThrough
,
PassThrough
,
128
,
128
,
128
,
4
,
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
,
7
,
1
,
1
,
LoopScheduler
::
Interwave
,
1
>
,
DeviceBatchedGemmXdl
<
F16
,
F16
,
F16
,
F32
,
Row
,
Row
,
Row
,
PassThrough
,
PassThrough
,
PassThrough
,
256
,
128
,
128
,
4
,
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
,
7
,
1
,
1
,
LoopScheduler
::
Interwave
,
1
>
,
DeviceBatchedGemmXdl
<
F16
,
F16
,
F16
,
F32
,
Row
,
Row
,
Row
,
PassThrough
,
PassThrough
,
PassThrough
,
128
,
128
,
64
,
4
,
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
,
7
,
1
,
1
,
LoopScheduler
::
Interwave
,
1
>
,
DeviceBatchedGemmXdl
<
F16
,
F16
,
F16
,
F32
,
Row
,
Row
,
Row
,
PassThrough
,
PassThrough
,
PassThrough
,
128
,
64
,
128
,
4
,
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
,
7
,
1
,
1
,
LoopScheduler
::
Interwave
,
1
>
,
DeviceBatchedGemmXdl
<
F16
,
F16
,
F16
,
F32
,
Row
,
Row
,
Row
,
PassThrough
,
PassThrough
,
PassThrough
,
256
,
128
,
64
,
4
,
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
,
7
,
1
,
1
,
LoopScheduler
::
Interwave
,
1
>
,
DeviceBatchedGemmXdl
<
F16
,
F16
,
F16
,
F32
,
Row
,
Row
,
Row
,
PassThrough
,
PassThrough
,
PassThrough
,
256
,
64
,
128
,
4
,
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
,
7
,
1
,
1
,
LoopScheduler
::
Interwave
,
1
>
,
DeviceBatchedGemmXdl
<
F16
,
F16
,
F16
,
F32
,
Row
,
Row
,
Row
,
PassThrough
,
PassThrough
,
PassThrough
,
128
,
32
,
256
,
4
,
8
,
32
,
32
,
1
,
4
,
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
,
8
,
8
,
true
,
7
,
1
,
1
,
LoopScheduler
::
Interwave
,
1
>
,
DeviceBatchedGemmXdl
<
F16
,
F16
,
F16
,
F32
,
Row
,
Row
,
Row
,
PassThrough
,
PassThrough
,
PassThrough
,
128
,
32
,
128
,
4
,
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
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
4
,
8
,
true
,
7
,
1
,
1
,
LoopScheduler
::
Interwave
,
1
>
,
DeviceBatchedGemmXdl
<
F16
,
F16
,
F16
,
F32
,
Row
,
Row
,
Row
,
PassThrough
,
PassThrough
,
PassThrough
,
128
,
32
,
64
,
4
,
8
,
32
,
32
,
1
,
1
,
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
,
7
,
1
,
1
,
LoopScheduler
::
Interwave
,
1
>
,
DeviceBatchedGemmXdl
<
F16
,
F16
,
F16
,
F32
,
Row
,
Row
,
Row
,
PassThrough
,
PassThrough
,
PassThrough
,
64
,
32
,
32
,
4
,
8
,
32
,
32
,
1
,
1
,
S
<
4
,
16
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
S
<
4
,
16
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
2
,
8
,
true
,
7
,
1
,
1
,
LoopScheduler
::
Interwave
,
1
>
,
DeviceBatchedGemmXdl
<
F16
,
F16
,
F16
,
F32
,
Row
,
Row
,
Row
,
PassThrough
,
PassThrough
,
PassThrough
,
128
,
16
,
256
,
4
,
8
,
16
,
16
,
1
,
8
,
S
<
4
,
16
,
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
,
8
,
8
,
true
,
7
,
1
,
1
,
LoopScheduler
::
Interwave
,
1
>
,
DeviceBatchedGemmXdl
<
F16
,
F16
,
F16
,
F32
,
Row
,
Row
,
Row
,
PassThrough
,
PassThrough
,
PassThrough
,
128
,
16
,
128
,
4
,
8
,
16
,
16
,
1
,
4
,
S
<
4
,
16
,
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
,
7
,
1
,
1
,
LoopScheduler
::
Interwave
,
1
>
,
DeviceBatchedGemmXdl
<
F16
,
F16
,
F16
,
F32
,
Row
,
Row
,
Row
,
PassThrough
,
PassThrough
,
PassThrough
,
128
,
16
,
64
,
4
,
8
,
16
,
16
,
1
,
2
,
S
<
4
,
16
,
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
,
7
,
1
,
1
,
LoopScheduler
::
Interwave
,
1
>
,
DeviceBatchedGemmXdl
<
F16
,
F16
,
F16
,
F32
,
Row
,
Row
,
Row
,
PassThrough
,
PassThrough
,
PassThrough
,
128
,
16
,
32
,
4
,
8
,
16
,
16
,
1
,
1
,
S
<
4
,
16
,
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
,
1
,
8
,
true
,
7
,
1
,
1
,
LoopScheduler
::
Interwave
,
1
>
,
DeviceBatchedGemmXdl
<
F16
,
F16
,
F16
,
F32
,
Row
,
Row
,
Row
,
PassThrough
,
PassThrough
,
PassThrough
,
64
,
16
,
16
,
4
,
8
,
16
,
16
,
1
,
1
,
S
<
4
,
16
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
S
<
4
,
16
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
1
,
8
,
true
,
7
,
1
,
1
,
LoopScheduler
::
Interwave
,
1
>
,
// pipeline v2, 1 wave
DeviceBatchedGemmXdl
<
F16
,
F16
,
F16
,
F32
,
Row
,
Row
,
Row
,
PassThrough
,
PassThrough
,
PassThrough
,
256
,
256
,
128
,
4
,
8
,
32
,
32
,
4
,
2
,
S
<
4
,
64
,
1
>
,
S
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1
,
0
,
2
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,
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1
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0
,
2
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,
2
,
8
,
8
,
true
,
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4
,
64
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
2
,
8
,
true
,
7
,
1
,
1
,
LoopScheduler
::
Default
,
2
>
,
DeviceBatchedGemmXdl
<
F16
,
F16
,
F16
,
F32
,
Row
,
Row
,
Row
,
PassThrough
,
PassThrough
,
PassThrough
,
256
,
128
,
256
,
4
,
8
,
32
,
32
,
2
,
4
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
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,
S
<
1
,
0
,
2
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,
2
,
8
,
8
,
true
,
S
<
4
,
64
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
4
,
8
,
true
,
7
,
1
,
1
,
LoopScheduler
::
Default
,
2
>
,
DeviceBatchedGemmXdl
<
F16
,
F16
,
F16
,
F32
,
Row
,
Row
,
Row
,
PassThrough
,
PassThrough
,
PassThrough
,
128
,
128
,
128
,
4
,
8
,
32
,
32
,
4
,
2
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
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,
2
,
8
,
8
,
true
,
S
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4
,
32
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1
>
,
S
<
0
,
2
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1
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,
S
<
0
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2
,
1
>
,
1
,
4
,
8
,
true
,
7
,
1
,
1
,
LoopScheduler
::
Default
,
2
>
,
DeviceBatchedGemmXdl
<
F16
,
F16
,
F16
,
F32
,
Row
,
Row
,
Row
,
PassThrough
,
PassThrough
,
PassThrough
,
256
,
128
,
128
,
4
,
8
,
32
,
32
,
2
,
2
,
S
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4
,
64
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1
>
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1
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0
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2
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S
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1
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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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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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1
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S
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0
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2
,
1
>
,
1
,
2
,
8
,
true
,
7
,
1
,
1
,
LoopScheduler
::
Default
,
2
>
,
DeviceBatchedGemmXdl
<
F16
,
F16
,
F16
,
F32
,
Row
,
Row
,
Row
,
PassThrough
,
PassThrough
,
PassThrough
,
128
,
128
,
64
,
4
,
8
,
32
,
32
,
2
,
2
,
S
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4
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32
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1
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1
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0
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2
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1
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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
,
S
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4
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1
>
,
S
<
0
,
2
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1
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,
S
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0
,
2
,
1
>
,
1
,
2
,
8
,
true
,
7
,
1
,
1
,
LoopScheduler
::
Default
,
2
>
,
DeviceBatchedGemmXdl
<
F16
,
F16
,
F16
,
F32
,
Row
,
Row
,
Row
,
PassThrough
,
PassThrough
,
PassThrough
,
128
,
64
,
128
,
4
,
8
,
32
,
32
,
2
,
2
,
S
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4
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32
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1
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1
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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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2
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1
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,
1
,
4
,
8
,
true
,
7
,
1
,
1
,
LoopScheduler
::
Default
,
2
>
,
DeviceBatchedGemmXdl
<
F16
,
F16
,
F16
,
F32
,
Row
,
Row
,
Row
,
PassThrough
,
PassThrough
,
PassThrough
,
256
,
128
,
64
,
4
,
8
,
32
,
32
,
2
,
1
,
S
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4
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64
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1
>
,
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<
1
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0
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2
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1
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0
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2
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2
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8
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8
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true
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4
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1
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0
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2
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1
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0
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2
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1
>
,
1
,
1
,
8
,
true
,
7
,
1
,
1
,
LoopScheduler
::
Default
,
2
>
,
DeviceBatchedGemmXdl
<
F16
,
F16
,
F16
,
F32
,
Row
,
Row
,
Row
,
PassThrough
,
PassThrough
,
PassThrough
,
256
,
64
,
128
,
4
,
8
,
32
,
32
,
1
,
2
,
S
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4
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64
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1
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1
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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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2
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2
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1
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,
1
,
2
,
8
,
true
,
7
,
1
,
1
,
LoopScheduler
::
Default
,
2
>
,
DeviceBatchedGemmXdl
<
F16
,
F16
,
F16
,
F32
,
Row
,
Row
,
Row
,
PassThrough
,
PassThrough
,
PassThrough
,
128
,
32
,
256
,
4
,
8
,
32
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32
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1
,
4
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1
,
8
,
8
,
true
,
7
,
1
,
1
,
LoopScheduler
::
Default
,
2
>
,
DeviceBatchedGemmXdl
<
F16
,
F16
,
F16
,
F32
,
Row
,
Row
,
Row
,
PassThrough
,
PassThrough
,
PassThrough
,
128
,
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,
128
,
4
,
8
,
32
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1
,
2
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2
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1
,
4
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8
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true
,
7
,
1
,
1
,
LoopScheduler
::
Default
,
2
>
,
DeviceBatchedGemmXdl
<
F16
,
F16
,
F16
,
F32
,
Row
,
Row
,
Row
,
PassThrough
,
PassThrough
,
PassThrough
,
128
,
32
,
64
,
4
,
8
,
32
,
32
,
1
,
1
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S
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4
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1
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1
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,
2
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8
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8
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true
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4
,
32
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
2
,
8
,
true
,
7
,
1
,
1
,
LoopScheduler
::
Default
,
2
>
,
DeviceBatchedGemmXdl
<
F16
,
F16
,
F16
,
F32
,
Row
,
Row
,
Row
,
PassThrough
,
PassThrough
,
PassThrough
,
64
,
32
,
32
,
4
,
8
,
32
,
32
,
1
,
1
,
S
<
4
,
16
,
1
>
,
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1
,
0
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1
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2
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1
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,
1
,
2
,
8
,
true
,
7
,
1
,
1
,
LoopScheduler
::
Default
,
2
>
,
DeviceBatchedGemmXdl
<
F16
,
F16
,
F16
,
F32
,
Row
,
Row
,
Row
,
PassThrough
,
PassThrough
,
PassThrough
,
128
,
16
,
256
,
4
,
8
,
16
,
16
,
1
,
8
,
S
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4
,
16
,
1
>
,
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1
,
0
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2
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,
2
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8
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0
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2
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1
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2
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1
>
,
1
,
8
,
8
,
true
,
7
,
1
,
1
,
LoopScheduler
::
Default
,
2
>
,
DeviceBatchedGemmXdl
<
F16
,
F16
,
F16
,
F32
,
Row
,
Row
,
Row
,
PassThrough
,
PassThrough
,
PassThrough
,
128
,
16
,
128
,
4
,
8
,
16
,
16
,
1
,
4
,
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4
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1
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1
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8
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0
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0
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2
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1
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1
,
4
,
8
,
true
,
7
,
1
,
1
,
LoopScheduler
::
Default
,
2
>
,
DeviceBatchedGemmXdl
<
F16
,
F16
,
F16
,
F32
,
Row
,
Row
,
Row
,
PassThrough
,
PassThrough
,
PassThrough
,
128
,
16
,
64
,
4
,
8
,
16
,
16
,
1
,
2
,
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4
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1
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0
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2
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1
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2
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1
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1
,
2
,
8
,
true
,
7
,
1
,
1
,
LoopScheduler
::
Default
,
2
>
,
DeviceBatchedGemmXdl
<
F16
,
F16
,
F16
,
F32
,
Row
,
Row
,
Row
,
PassThrough
,
PassThrough
,
PassThrough
,
128
,
16
,
32
,
4
,
8
,
16
,
16
,
1
,
1
,
S
<
4
,
16
,
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
,
1
,
8
,
true
,
7
,
1
,
1
,
LoopScheduler
::
Default
,
2
>
,
DeviceBatchedGemmXdl
<
F16
,
F16
,
F16
,
F32
,
Row
,
Row
,
Row
,
PassThrough
,
PassThrough
,
PassThrough
,
64
,
16
,
16
,
4
,
8
,
16
,
16
,
1
,
1
,
S
<
4
,
16
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
S
<
4
,
16
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
1
,
8
,
true
,
7
,
1
,
1
,
LoopScheduler
::
Default
,
2
>
// clang-format on
// clang-format on
>
;
>
;
...
...
library/src/tensor_operation_instance/gpu/batched_gemm/device_batched_gemm_xdl_f16_f16_f16_gmk_gnk_gmn_instance.cpp
View file @
64af1c84
...
@@ -28,23 +28,52 @@ using PassThrough = ck::tensor_operation::element_wise::PassThrough;
...
@@ -28,23 +28,52 @@ using PassThrough = ck::tensor_operation::element_wise::PassThrough;
// Compilation parameters for a[m, k] * b[n, k] = c[m, n]
// Compilation parameters for a[m, k] * b[n, k] = c[m, n]
using
device_batched_gemm_xdl_f16_f16_f16_gmk_gnk_gmn_instances
=
std
::
tuple
<
using
device_batched_gemm_xdl_f16_f16_f16_gmk_gnk_gmn_instances
=
std
::
tuple
<
// clang-format off
// clang-format off
//#################| AData| BData| CData| AccData| ALayout| BLayout| CLayout| A| B| C| Block| MPer| NPer| K0Per| K1| MPer| NPer| MXdl| NXdl| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockLds| BBlockTransfer| BBlockTransfer| BBlockTransfer| BlockTransfer| BBlockTransfer| BBlockTransfer| BBlockLds| CThreadTransfer| CThreadTransfer|
//#################| AData| BData| CData| AccData| ALayout| BLayout| CLayout| A| B| C| Block| MPer| NPer| K0Per| K1| MPer| NPer| MXdl| NXdl| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockLds| BBlockTransfer| BBlockTransfer| BBlockTransfer| BlockTransfer| BBlockTransfer| BBlockTransfer| BBlockLds| CThreadTransfer| CThreadTransfer| NumGemmK| LoopScheduler| Pipeline|
//#################| Type| Type| Type| Type| | | | Elementwise| Elementwise| Elementwise| Size| Block| Block| Block| | XDL| XDL| Per| Per| ThreadCluster| ThreadCluster| SrcAccessOrder| SrcVectorDim| SrcScalar| DstScalar| AddExtraM| ThreadCluster| ThreadCluster| SrcAccessOrder| SrcVectorDim| SrcScalar| DstScalar| AddExtraN| SrcDstVectorDim| DstScalar|
//#################| Type| Type| Type| Type| | | | Elementwise| Elementwise| Elementwise| Size| Block| Block| Block| | XDL| XDL| Per| Per| ThreadCluster| ThreadCluster| SrcAccessOrder| SrcVectorDim| SrcScalar| DstScalar| AddExtraM| ThreadCluster| ThreadCluster| SrcAccessOrder| SrcVectorDim| SrcScalar| DstScalar| AddExtraN| SrcDstVectorDim| DstScalar| Prefetch| | |
//#################| | | | | | | | Operation| Operation| Operation| | | | | | | | Wave| Wave| Lengths_K0_M_K1| ArrangeOrder| | | PerVector| PerVector_K1| | Lengths_K0_N_K1| ArrangeOrder| | | PerVector| PerVector_K1| | | PerVector|
//#################| | | | | | | | Operation| Operation| Operation| | | | | | | | Wave| Wave| Lengths_K0_M_K1| ArrangeOrder| | | PerVector| PerVector_K1| | Lengths_K0_N_K1| ArrangeOrder| | | PerVector| PerVector_K1| | | PerVector| Stage | | |
//#################| | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | |
//#################| | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | |
DeviceBatchedGemmXdl
<
F16
,
F16
,
F16
,
F32
,
Row
,
Col
,
Row
,
PassThrough
,
PassThrough
,
PassThrough
,
256
,
256
,
128
,
4
,
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
,
7
,
1
>
,
// pipeline v1, 1 wave
DeviceBatchedGemmXdl
<
F16
,
F16
,
F16
,
F32
,
Row
,
Col
,
Row
,
PassThrough
,
PassThrough
,
PassThrough
,
256
,
128
,
256
,
4
,
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
,
7
,
1
>
,
DeviceBatchedGemmXdl
<
F16
,
F16
,
F16
,
F32
,
Row
,
Col
,
Row
,
PassThrough
,
PassThrough
,
PassThrough
,
256
,
256
,
128
,
4
,
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
,
7
,
1
,
1
,
LoopScheduler
::
Default
,
1
>
,
DeviceBatchedGemmXdl
<
F16
,
F16
,
F16
,
F32
,
Row
,
Col
,
Row
,
PassThrough
,
PassThrough
,
PassThrough
,
128
,
128
,
128
,
4
,
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
,
7
,
1
>
,
DeviceBatchedGemmXdl
<
F16
,
F16
,
F16
,
F32
,
Row
,
Col
,
Row
,
PassThrough
,
PassThrough
,
PassThrough
,
256
,
128
,
256
,
4
,
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
,
7
,
1
,
1
,
LoopScheduler
::
Default
,
1
>
,
DeviceBatchedGemmXdl
<
F16
,
F16
,
F16
,
F32
,
Row
,
Col
,
Row
,
PassThrough
,
PassThrough
,
PassThrough
,
256
,
128
,
128
,
4
,
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
,
7
,
1
>
,
DeviceBatchedGemmXdl
<
F16
,
F16
,
F16
,
F32
,
Row
,
Col
,
Row
,
PassThrough
,
PassThrough
,
PassThrough
,
128
,
128
,
128
,
4
,
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
,
7
,
1
,
1
,
LoopScheduler
::
Default
,
1
>
,
DeviceBatchedGemmXdl
<
F16
,
F16
,
F16
,
F32
,
Row
,
Col
,
Row
,
PassThrough
,
PassThrough
,
PassThrough
,
128
,
128
,
64
,
4
,
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
,
7
,
1
>
,
DeviceBatchedGemmXdl
<
F16
,
F16
,
F16
,
F32
,
Row
,
Col
,
Row
,
PassThrough
,
PassThrough
,
PassThrough
,
256
,
128
,
128
,
4
,
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
,
7
,
1
,
1
,
LoopScheduler
::
Default
,
1
>
,
DeviceBatchedGemmXdl
<
F16
,
F16
,
F16
,
F32
,
Row
,
Col
,
Row
,
PassThrough
,
PassThrough
,
PassThrough
,
128
,
64
,
128
,
4
,
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
,
7
,
1
>
,
DeviceBatchedGemmXdl
<
F16
,
F16
,
F16
,
F32
,
Row
,
Col
,
Row
,
PassThrough
,
PassThrough
,
PassThrough
,
128
,
128
,
64
,
4
,
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
,
7
,
1
,
1
,
LoopScheduler
::
Default
,
1
>
,
DeviceBatchedGemmXdl
<
F16
,
F16
,
F16
,
F32
,
Row
,
Col
,
Row
,
PassThrough
,
PassThrough
,
PassThrough
,
64
,
64
,
64
,
4
,
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
,
7
,
1
>
,
DeviceBatchedGemmXdl
<
F16
,
F16
,
F16
,
F32
,
Row
,
Col
,
Row
,
PassThrough
,
PassThrough
,
PassThrough
,
128
,
64
,
128
,
4
,
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
,
7
,
1
,
1
,
LoopScheduler
::
Default
,
1
>
,
DeviceBatchedGemmXdl
<
F16
,
F16
,
F16
,
F32
,
Row
,
Col
,
Row
,
PassThrough
,
PassThrough
,
PassThrough
,
256
,
128
,
64
,
4
,
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
,
7
,
1
>
,
DeviceBatchedGemmXdl
<
F16
,
F16
,
F16
,
F32
,
Row
,
Col
,
Row
,
PassThrough
,
PassThrough
,
PassThrough
,
64
,
64
,
64
,
4
,
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
,
7
,
1
,
1
,
LoopScheduler
::
Default
,
1
>
,
DeviceBatchedGemmXdl
<
F16
,
F16
,
F16
,
F32
,
Row
,
Col
,
Row
,
PassThrough
,
PassThrough
,
PassThrough
,
256
,
64
,
128
,
4
,
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
,
7
,
1
>
,
DeviceBatchedGemmXdl
<
F16
,
F16
,
F16
,
F32
,
Row
,
Col
,
Row
,
PassThrough
,
PassThrough
,
PassThrough
,
256
,
128
,
64
,
4
,
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
,
7
,
1
,
1
,
LoopScheduler
::
Default
,
1
>
,
DeviceBatchedGemmXdl
<
F16
,
F16
,
F16
,
F32
,
Row
,
Col
,
Row
,
PassThrough
,
PassThrough
,
PassThrough
,
128
,
128
,
32
,
4
,
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
,
7
,
1
>
,
DeviceBatchedGemmXdl
<
F16
,
F16
,
F16
,
F32
,
Row
,
Col
,
Row
,
PassThrough
,
PassThrough
,
PassThrough
,
256
,
64
,
128
,
4
,
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
,
7
,
1
,
1
,
LoopScheduler
::
Default
,
1
>
,
DeviceBatchedGemmXdl
<
F16
,
F16
,
F16
,
F32
,
Row
,
Col
,
Row
,
PassThrough
,
PassThrough
,
PassThrough
,
128
,
32
,
128
,
4
,
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
,
7
,
1
>
,
DeviceBatchedGemmXdl
<
F16
,
F16
,
F16
,
F32
,
Row
,
Col
,
Row
,
PassThrough
,
PassThrough
,
PassThrough
,
128
,
128
,
32
,
4
,
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
,
7
,
1
,
1
,
LoopScheduler
::
Default
,
1
>
,
DeviceBatchedGemmXdl
<
F16
,
F16
,
F16
,
F32
,
Row
,
Col
,
Row
,
PassThrough
,
PassThrough
,
PassThrough
,
64
,
64
,
32
,
4
,
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
,
7
,
1
>
,
DeviceBatchedGemmXdl
<
F16
,
F16
,
F16
,
F32
,
Row
,
Col
,
Row
,
PassThrough
,
PassThrough
,
PassThrough
,
128
,
32
,
128
,
4
,
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
,
7
,
1
,
1
,
LoopScheduler
::
Default
,
1
>
,
DeviceBatchedGemmXdl
<
F16
,
F16
,
F16
,
F32
,
Row
,
Col
,
Row
,
PassThrough
,
PassThrough
,
PassThrough
,
64
,
32
,
64
,
4
,
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
,
7
,
1
>
DeviceBatchedGemmXdl
<
F16
,
F16
,
F16
,
F32
,
Row
,
Col
,
Row
,
PassThrough
,
PassThrough
,
PassThrough
,
64
,
64
,
32
,
4
,
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
,
7
,
1
,
1
,
LoopScheduler
::
Default
,
1
>
,
DeviceBatchedGemmXdl
<
F16
,
F16
,
F16
,
F32
,
Row
,
Col
,
Row
,
PassThrough
,
PassThrough
,
PassThrough
,
64
,
32
,
64
,
4
,
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
,
7
,
1
,
1
,
LoopScheduler
::
Default
,
1
>
,
// pipeline v1, 2 waves
DeviceBatchedGemmXdl
<
F16
,
F16
,
F16
,
F32
,
Row
,
Col
,
Row
,
PassThrough
,
PassThrough
,
PassThrough
,
256
,
256
,
128
,
4
,
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
,
7
,
1
,
1
,
LoopScheduler
::
Interwave
,
1
>
,
DeviceBatchedGemmXdl
<
F16
,
F16
,
F16
,
F32
,
Row
,
Col
,
Row
,
PassThrough
,
PassThrough
,
PassThrough
,
256
,
128
,
256
,
4
,
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
,
7
,
1
,
1
,
LoopScheduler
::
Interwave
,
1
>
,
DeviceBatchedGemmXdl
<
F16
,
F16
,
F16
,
F32
,
Row
,
Col
,
Row
,
PassThrough
,
PassThrough
,
PassThrough
,
128
,
128
,
128
,
4
,
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
,
7
,
1
,
1
,
LoopScheduler
::
Interwave
,
1
>
,
DeviceBatchedGemmXdl
<
F16
,
F16
,
F16
,
F32
,
Row
,
Col
,
Row
,
PassThrough
,
PassThrough
,
PassThrough
,
256
,
128
,
128
,
4
,
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
,
7
,
1
,
1
,
LoopScheduler
::
Interwave
,
1
>
,
DeviceBatchedGemmXdl
<
F16
,
F16
,
F16
,
F32
,
Row
,
Col
,
Row
,
PassThrough
,
PassThrough
,
PassThrough
,
128
,
128
,
64
,
4
,
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
,
7
,
1
,
1
,
LoopScheduler
::
Interwave
,
1
>
,
DeviceBatchedGemmXdl
<
F16
,
F16
,
F16
,
F32
,
Row
,
Col
,
Row
,
PassThrough
,
PassThrough
,
PassThrough
,
128
,
64
,
128
,
4
,
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
,
7
,
1
,
1
,
LoopScheduler
::
Interwave
,
1
>
,
DeviceBatchedGemmXdl
<
F16
,
F16
,
F16
,
F32
,
Row
,
Col
,
Row
,
PassThrough
,
PassThrough
,
PassThrough
,
64
,
64
,
64
,
4
,
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
,
7
,
1
,
1
,
LoopScheduler
::
Interwave
,
1
>
,
DeviceBatchedGemmXdl
<
F16
,
F16
,
F16
,
F32
,
Row
,
Col
,
Row
,
PassThrough
,
PassThrough
,
PassThrough
,
256
,
128
,
64
,
4
,
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
,
7
,
1
,
1
,
LoopScheduler
::
Interwave
,
1
>
,
DeviceBatchedGemmXdl
<
F16
,
F16
,
F16
,
F32
,
Row
,
Col
,
Row
,
PassThrough
,
PassThrough
,
PassThrough
,
256
,
64
,
128
,
4
,
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
,
7
,
1
,
1
,
LoopScheduler
::
Interwave
,
1
>
,
DeviceBatchedGemmXdl
<
F16
,
F16
,
F16
,
F32
,
Row
,
Col
,
Row
,
PassThrough
,
PassThrough
,
PassThrough
,
128
,
128
,
32
,
4
,
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
,
7
,
1
,
1
,
LoopScheduler
::
Interwave
,
1
>
,
DeviceBatchedGemmXdl
<
F16
,
F16
,
F16
,
F32
,
Row
,
Col
,
Row
,
PassThrough
,
PassThrough
,
PassThrough
,
128
,
32
,
128
,
4
,
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
,
7
,
1
,
1
,
LoopScheduler
::
Interwave
,
1
>
,
DeviceBatchedGemmXdl
<
F16
,
F16
,
F16
,
F32
,
Row
,
Col
,
Row
,
PassThrough
,
PassThrough
,
PassThrough
,
64
,
64
,
32
,
4
,
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
,
7
,
1
,
1
,
LoopScheduler
::
Interwave
,
1
>
,
DeviceBatchedGemmXdl
<
F16
,
F16
,
F16
,
F32
,
Row
,
Col
,
Row
,
PassThrough
,
PassThrough
,
PassThrough
,
64
,
32
,
64
,
4
,
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
,
7
,
1
,
1
,
LoopScheduler
::
Interwave
,
1
>
,
// pipeline v2, 1 wave
DeviceBatchedGemmXdl
<
F16
,
F16
,
F16
,
F32
,
Row
,
Col
,
Row
,
PassThrough
,
PassThrough
,
PassThrough
,
256
,
256
,
128
,
4
,
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
,
7
,
1
,
1
,
LoopScheduler
::
Default
,
2
>
,
DeviceBatchedGemmXdl
<
F16
,
F16
,
F16
,
F32
,
Row
,
Col
,
Row
,
PassThrough
,
PassThrough
,
PassThrough
,
256
,
128
,
256
,
4
,
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
,
7
,
1
,
1
,
LoopScheduler
::
Default
,
2
>
,
DeviceBatchedGemmXdl
<
F16
,
F16
,
F16
,
F32
,
Row
,
Col
,
Row
,
PassThrough
,
PassThrough
,
PassThrough
,
128
,
128
,
128
,
4
,
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
,
7
,
1
,
1
,
LoopScheduler
::
Default
,
2
>
,
DeviceBatchedGemmXdl
<
F16
,
F16
,
F16
,
F32
,
Row
,
Col
,
Row
,
PassThrough
,
PassThrough
,
PassThrough
,
256
,
128
,
128
,
4
,
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
,
7
,
1
,
1
,
LoopScheduler
::
Default
,
2
>
,
DeviceBatchedGemmXdl
<
F16
,
F16
,
F16
,
F32
,
Row
,
Col
,
Row
,
PassThrough
,
PassThrough
,
PassThrough
,
128
,
128
,
64
,
4
,
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
,
7
,
1
,
1
,
LoopScheduler
::
Default
,
2
>
,
DeviceBatchedGemmXdl
<
F16
,
F16
,
F16
,
F32
,
Row
,
Col
,
Row
,
PassThrough
,
PassThrough
,
PassThrough
,
128
,
64
,
128
,
4
,
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
,
7
,
1
,
1
,
LoopScheduler
::
Default
,
2
>
,
DeviceBatchedGemmXdl
<
F16
,
F16
,
F16
,
F32
,
Row
,
Col
,
Row
,
PassThrough
,
PassThrough
,
PassThrough
,
64
,
64
,
64
,
4
,
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
,
7
,
1
,
1
,
LoopScheduler
::
Default
,
2
>
,
DeviceBatchedGemmXdl
<
F16
,
F16
,
F16
,
F32
,
Row
,
Col
,
Row
,
PassThrough
,
PassThrough
,
PassThrough
,
256
,
128
,
64
,
4
,
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
,
7
,
1
,
1
,
LoopScheduler
::
Default
,
2
>
,
DeviceBatchedGemmXdl
<
F16
,
F16
,
F16
,
F32
,
Row
,
Col
,
Row
,
PassThrough
,
PassThrough
,
PassThrough
,
256
,
64
,
128
,
4
,
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
,
7
,
1
,
1
,
LoopScheduler
::
Default
,
2
>
,
DeviceBatchedGemmXdl
<
F16
,
F16
,
F16
,
F32
,
Row
,
Col
,
Row
,
PassThrough
,
PassThrough
,
PassThrough
,
128
,
128
,
32
,
4
,
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
,
7
,
1
,
1
,
LoopScheduler
::
Default
,
2
>
,
DeviceBatchedGemmXdl
<
F16
,
F16
,
F16
,
F32
,
Row
,
Col
,
Row
,
PassThrough
,
PassThrough
,
PassThrough
,
128
,
32
,
128
,
4
,
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
,
7
,
1
,
1
,
LoopScheduler
::
Default
,
2
>
,
DeviceBatchedGemmXdl
<
F16
,
F16
,
F16
,
F32
,
Row
,
Col
,
Row
,
PassThrough
,
PassThrough
,
PassThrough
,
64
,
64
,
32
,
4
,
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
,
7
,
1
,
1
,
LoopScheduler
::
Default
,
2
>
,
DeviceBatchedGemmXdl
<
F16
,
F16
,
F16
,
F32
,
Row
,
Col
,
Row
,
PassThrough
,
PassThrough
,
PassThrough
,
64
,
32
,
64
,
4
,
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
,
7
,
1
,
1
,
LoopScheduler
::
Default
,
2
>
// clang-format on
// clang-format on
>
;
>
;
...
...
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