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gaoqiong
composable_kernel_ROCM
Commits
f358055f
Commit
f358055f
authored
Dec 20, 2024
by
Mateusz Ozga
Browse files
Rewrite Sequence to old style
parent
ccf94638
Changes
2
Hide whitespace changes
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Showing
2 changed files
with
134 additions
and
101 deletions
+134
-101
include/ck/tensor_operation/gpu/device/impl/device_grouped_conv_bwd_weight_xdl_cshuffle.hpp
...vice/impl/device_grouped_conv_bwd_weight_xdl_cshuffle.hpp
+13
-13
library/include/ck/library/tensor_operation_instance/gpu/grouped_conv_bwd_weight/device_grouped_conv_bwd_weight_xdl_instance.hpp
...wd_weight/device_grouped_conv_bwd_weight_xdl_instance.hpp
+121
-88
No files found.
include/ck/tensor_operation/gpu/device/impl/device_grouped_conv_bwd_weight_xdl_cshuffle.hpp
View file @
f358055f
...
@@ -221,12 +221,12 @@ struct DeviceGroupedConvBwdWeight_Xdl_CShuffle
...
@@ -221,12 +221,12 @@ struct DeviceGroupedConvBwdWeight_Xdl_CShuffle
// TODO make A/B datatype different
// TODO make A/B datatype different
using
ABDataType
=
InDataType
;
using
ABDataType
=
InDataType
;
static
constexpr
auto
I0
=
Number
<
0
>
{};
static
inline
constexpr
auto
I0
=
Number
<
0
>
{};
static
constexpr
auto
I1
=
Number
<
1
>
{};
static
inline
constexpr
auto
I1
=
Number
<
1
>
{};
static
constexpr
auto
I2
=
Number
<
2
>
{};
static
inline
constexpr
auto
I2
=
Number
<
2
>
{};
static
constexpr
auto
I3
=
Number
<
3
>
{};
static
inline
constexpr
auto
I3
=
Number
<
3
>
{};
static
constexpr
auto
I4
=
Number
<
4
>
{};
static
inline
constexpr
auto
I4
=
Number
<
4
>
{};
static
constexpr
auto
I5
=
Number
<
5
>
{};
static
inline
constexpr
auto
I5
=
Number
<
5
>
{};
static
constexpr
GemmSpecialization
GemmSpec
=
GemmSpecialization
::
Default
;
static
constexpr
GemmSpecialization
GemmSpec
=
GemmSpecialization
::
Default
;
static
constexpr
auto
K1Number
=
Number
<
K1
>
{};
static
constexpr
auto
K1Number
=
Number
<
K1
>
{};
...
@@ -241,7 +241,7 @@ struct DeviceGroupedConvBwdWeight_Xdl_CShuffle
...
@@ -241,7 +241,7 @@ struct DeviceGroupedConvBwdWeight_Xdl_CShuffle
ConvBackwardWeightSpecialization
>
{};
ConvBackwardWeightSpecialization
>
{};
template
<
ck
::
index_t
NDim
,
typename
ck
::
enable_if
<
NDim
==
1
,
bool
>
::
type
=
false
>
template
<
ck
::
index_t
NDim
,
typename
ck
::
enable_if
<
NDim
==
1
,
bool
>
::
type
=
false
>
static
auto
GetABCGridDesc
()
static
auto
GetABCGridDesc
()
->
decltype
(
auto
)
{
{
const
ck
::
index_t
dim
=
1
;
const
ck
::
index_t
dim
=
1
;
const
ck
::
index_t
batch
=
1
;
const
ck
::
index_t
batch
=
1
;
...
@@ -266,7 +266,7 @@ struct DeviceGroupedConvBwdWeight_Xdl_CShuffle
...
@@ -266,7 +266,7 @@ struct DeviceGroupedConvBwdWeight_Xdl_CShuffle
}
}
template
<
ck
::
index_t
NDim
,
typename
ck
::
enable_if
<
NDim
==
2
,
bool
>
::
type
=
false
>
template
<
ck
::
index_t
NDim
,
typename
ck
::
enable_if
<
NDim
==
2
,
bool
>
::
type
=
false
>
static
auto
GetABCGridDesc
()
static
auto
GetABCGridDesc
()
->
decltype
(
auto
)
{
{
const
ck
::
index_t
dim
=
1
;
const
ck
::
index_t
dim
=
1
;
const
ck
::
index_t
batch
=
1
;
const
ck
::
index_t
batch
=
1
;
...
@@ -291,7 +291,7 @@ struct DeviceGroupedConvBwdWeight_Xdl_CShuffle
...
@@ -291,7 +291,7 @@ struct DeviceGroupedConvBwdWeight_Xdl_CShuffle
}
}
template
<
ck
::
index_t
NDim
,
typename
ck
::
enable_if
<
NDim
==
3
,
bool
>
::
type
=
false
>
template
<
ck
::
index_t
NDim
,
typename
ck
::
enable_if
<
NDim
==
3
,
bool
>
::
type
=
false
>
static
auto
GetABCGridDesc
()
static
auto
GetABCGridDesc
()
->
decltype
(
auto
)
{
{
const
ck
::
index_t
dim
=
1
;
const
ck
::
index_t
dim
=
1
;
const
ck
::
index_t
batch
=
1
;
const
ck
::
index_t
batch
=
1
;
...
@@ -316,7 +316,7 @@ struct DeviceGroupedConvBwdWeight_Xdl_CShuffle
...
@@ -316,7 +316,7 @@ struct DeviceGroupedConvBwdWeight_Xdl_CShuffle
}
}
template
<
typename
SeqType
>
template
<
typename
SeqType
>
constexpr
static
auto
[[
nodiscard
,
gnu
::
always_inline
]]
inline
constexpr
static
auto
ShuffleSequenceAndTransformFrom4DTo3D
()
noexcept
(
noexcept
(
SeqType
{}.
Size
()
==
4
))
ShuffleSequenceAndTransformFrom4DTo3D
()
noexcept
(
noexcept
(
SeqType
{}.
Size
()
==
4
))
->
decltype
(
auto
)
->
decltype
(
auto
)
{
{
...
@@ -325,12 +325,12 @@ struct DeviceGroupedConvBwdWeight_Xdl_CShuffle
...
@@ -325,12 +325,12 @@ struct DeviceGroupedConvBwdWeight_Xdl_CShuffle
constexpr
auto
_I0
=
SeqType
{}.
At
(
I1
);
constexpr
auto
_I0
=
SeqType
{}.
At
(
I1
);
constexpr
auto
_I1
=
SeqType
{}.
At
(
I2
);
constexpr
auto
_I1
=
SeqType
{}.
At
(
I2
);
constexpr
auto
_I2
=
SeqType
{}.
At
(
I0
);
constexpr
auto
_I2
=
SeqType
{}.
At
(
I0
);
constexpr
auto
_Seq
=
S
<
_I0
,
_I1
,
_I2
>
();
constexpr
auto
_Seq
=
S
equence
<
_I0
,
_I1
,
_I2
>
();
return
_Seq
;
return
_Seq
;
}
}
template
<
typename
SeqType
>
template
<
typename
SeqType
>
constexpr
static
auto
[[
nodiscard
,
gnu
::
always_inline
]]
inline
constexpr
static
auto
TransformSequenceFrom4DTo3dAndReduceByOne
()
noexcept
(
noexcept
(
SeqType
{}.
Size
()
==
4
))
TransformSequenceFrom4DTo3dAndReduceByOne
()
noexcept
(
noexcept
(
SeqType
{}.
Size
()
==
4
))
->
decltype
(
auto
)
->
decltype
(
auto
)
{
{
...
@@ -340,7 +340,7 @@ struct DeviceGroupedConvBwdWeight_Xdl_CShuffle
...
@@ -340,7 +340,7 @@ struct DeviceGroupedConvBwdWeight_Xdl_CShuffle
constexpr
auto
_I0
=
SeqType
{}.
At
(
I1
)
-
one
;
constexpr
auto
_I0
=
SeqType
{}.
At
(
I1
)
-
one
;
constexpr
auto
_I1
=
SeqType
{}.
At
(
I2
)
-
one
;
constexpr
auto
_I1
=
SeqType
{}.
At
(
I2
)
-
one
;
constexpr
auto
_I2
=
SeqType
{}.
At
(
I3
)
-
one
;
constexpr
auto
_I2
=
SeqType
{}.
At
(
I3
)
-
one
;
constexpr
auto
_Seq
=
S
<
_I0
,
_I1
,
_I2
>
();
constexpr
auto
_Seq
=
S
equence
<
_I0
,
_I1
,
_I2
>
();
return
_Seq
;
return
_Seq
;
}
}
...
...
library/include/ck/library/tensor_operation_instance/gpu/grouped_conv_bwd_weight/device_grouped_conv_bwd_weight_xdl_instance.hpp
View file @
f358055f
...
@@ -49,19 +49,29 @@ template <ck::index_t NDimSpatial,
...
@@ -49,19 +49,29 @@ template <ck::index_t NDimSpatial,
BlockGemmPipelineVersion
PipelineVersion
>
BlockGemmPipelineVersion
PipelineVersion
>
using
device_grouped_conv_bwd_weight_xdl_c_shuffle_f32_instances
=
std
::
tuple
<
using
device_grouped_conv_bwd_weight_xdl_c_shuffle_f32_instances
=
std
::
tuple
<
// clang-format off
// clang-format off
//################################| Num| InLayout| WeiLayout| OutLayout| InData| WeiData| OutData| AccData| In| Wei| Out| ConvBackward| Block| MPer| NPer| K0Per| K1| MPer| NPer| MXdl| NXdl| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockLds| BBlockTransfer| BBlockTransfer| BBlockTransfer| BlockTransfer| BBlockTransfer| BBlockTransfer| BBlockLds| CShuffle| CShuffle| CBlockTransfer| CBlockTransfer| BlockGemm| BlockGemm|
//#########################################| Num| InLayout| WeiLayout| OutLayout| InData| WeiData| OutData| AccData| In| Wei| Out| ConvBackward| Block| MPer| NPer| K0Per| K1| MPer| NPer| MXdl| NXdl| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockLds| BBlockTransfer| BBlockTransfer| BBlockTransfer| BlockTransfer| BBlockTransfer| BBlockTransfer| BBlockLds| CShuffle| CShuffle| CBlockTransfer| CBlockTransfer| BlockGemm| BlockGemm|
//################################| Dim| | | | Type| Type| Type| Type| Elementwise| Elementwise| Elementwise| Weight| Size| Block| Block| Block| | XDL| XDL| Per| Per| ThreadCluster| ThreadCluster| SrcAccessOrder| SrcVectorDim| SrcScalar| DstScalar| AddExtraM| ThreadCluster| ThreadCluster| SrcAccessOrder| SrcVectorDim| SrcScalar| DstScalar| AddExtraN| MXdlPerWave| NXdlPerWave| ClusterLengths| ScalarPerVector| Pipeline| Pipeline|
//#########################################| Dim| | | | Type| Type| Type| Type| Elementwise| Elementwise| Elementwise| Weight| Size| Block| Block| Block| | XDL| XDL| Per| Per| ThreadCluster| ThreadCluster| SrcAccessOrder| SrcVectorDim| SrcScalar| DstScalar| AddExtraM| ThreadCluster| ThreadCluster| SrcAccessOrder| SrcVectorDim| SrcScalar| DstScalar| AddExtraN| MXdlPerWave| NXdlPerWave| ClusterLengths| ScalarPerVector| Pipeline| Pipeline|
//################################| Spatial| | | | | | | | Operation| Operation| Operation| Specialization| | | | | | | | Wave| Wave| Lengths_K0_M_K1| ArrangeOrder| | | PerVector| PerVector_K1| | Lengths_K0_N_K1| ArrangeOrder| | | PerVector| PerVector_K1| | PerShuffle| PerShuffle| MBlock_MPerBlock| NWaveNPerXdl| Scheduler| Version|
//#########################################| Spatial| | | | | | | | Operation| Operation| Operation| Specialization| | | | | | | | Wave| Wave| Lengths_K0_M_K1| ArrangeOrder| | | PerVector| PerVector_K1| | Lengths_K0_N_K1| ArrangeOrder| | | PerVector| PerVector_K1| | PerShuffle| PerShuffle| MBlock_MPerBlock| NWaveNPerXdl| Scheduler| Version|
//################################| | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | NBlock_NPerBlock| | | |
//#########################################| | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | NBlock_NPerBlock| | | |
DeviceGroupedConvBwdWeight_Xdl_CShuffle
<
NDimSpatial
,
ALayout
,
BLayout
,
ELayout
,
F32
,
F32
,
F32
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvSpec
,
64
,
16
,
16
,
32
,
8
,
16
,
16
,
1
,
1
,
S
<
4
,
8
,
1
>
,
S
<
2
,
0
,
1
>
,
S
<
1
,
0
,
2
>
,
1
,
1
,
4
,
false
,
S
<
4
,
8
,
1
>
,
S
<
2
,
0
,
1
>
,
S
<
1
,
0
,
2
>
,
1
,
1
,
4
,
false
,
1
,
1
,
S
<
1
,
8
,
1
,
8
>
,
2
,
Scheduler
,
PipelineVersion
>
,
// generic instance
DeviceGroupedConvBwdWeight_Xdl_CShuffle
<
NDimSpatial
,
ALayout
,
BLayout
,
ELayout
,
F32
,
F32
,
F32
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvSpec
,
64
,
32
,
32
,
32
,
8
,
32
,
32
,
1
,
1
,
S
<
4
,
8
,
1
>
,
S
<
2
,
0
,
1
>
,
S
<
1
,
0
,
2
>
,
1
,
2
,
2
,
false
,
S
<
4
,
16
,
1
>
,
S
<
2
,
0
,
1
>
,
S
<
1
,
0
,
2
>
,
1
,
2
,
2
,
false
,
1
,
1
,
S
<
1
,
8
,
1
,
8
>
,
2
,
Scheduler
,
PipelineVersion
>
,
DeviceGroupedConvBwdWeight_Xdl_CShuffle
<
NDimSpatial
,
ALayout
,
BLayout
,
ELayout
,
F32
,
F32
,
F32
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvSpec
,
64
,
64
,
64
,
16
,
4
,
32
,
32
,
2
,
2
,
S
<
1
,
4
,
16
,
1
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
0
,
2
,
1
,
3
>
,
2
,
1
,
4
,
true
,
S
<
1
,
4
,
16
,
1
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
0
,
2
,
1
,
3
>
,
2
,
1
,
4
,
true
,
1
,
1
,
S
<
1
,
16
,
1
,
4
>
,
2
,
Scheduler
,
PipelineVersion
>
,
DeviceGroupedConvBwdWeight_Xdl_CShuffle
<
NDimSpatial
,
ALayout
,
BLayout
,
ELayout
,
F32
,
F32
,
F32
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvSpec
,
64
,
32
,
64
,
32
,
8
,
32
,
32
,
1
,
2
,
S
<
4
,
8
,
1
>
,
S
<
2
,
0
,
1
>
,
S
<
1
,
0
,
2
>
,
1
,
4
,
4
,
false
,
S
<
4
,
16
,
1
>
,
S
<
2
,
0
,
1
>
,
S
<
1
,
0
,
2
>
,
1
,
4
,
4
,
false
,
1
,
1
,
S
<
1
,
8
,
1
,
8
>
,
2
,
Scheduler
,
PipelineVersion
>
,
// instances for small conv.K and conv.C
DeviceGroupedConvBwdWeight_Xdl_CShuffle
<
NDimSpatial
,
ALayout
,
BLayout
,
ELayout
,
F32
,
F32
,
F32
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvSpec
,
64
,
32
,
128
,
32
,
8
,
32
,
32
,
1
,
4
,
S
<
4
,
4
,
1
>
,
S
<
2
,
0
,
1
>
,
S
<
1
,
0
,
2
>
,
1
,
8
,
8
,
false
,
S
<
4
,
16
,
1
>
,
S
<
2
,
0
,
1
>
,
S
<
1
,
0
,
2
>
,
1
,
8
,
8
,
false
,
1
,
1
,
S
<
1
,
8
,
1
,
8
>
,
2
,
Scheduler
,
PipelineVersion
>
,
DeviceGroupedConvBwdWeight_Xdl_CShuffle
<
NDimSpatial
,
ALayout
,
BLayout
,
ELayout
,
F32
,
F32
,
F32
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvSpec
,
128
,
128
,
32
,
16
,
4
,
32
,
32
,
2
,
1
,
S
<
1
,
4
,
32
,
1
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
0
,
2
,
1
,
3
>
,
2
,
4
,
4
,
true
,
S
<
1
,
4
,
8
,
4
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
0
,
2
,
1
,
3
>
,
2
,
1
,
1
,
true
,
1
,
1
,
S
<
1
,
32
,
1
,
4
>
,
1
,
Scheduler
,
PipelineVersion
>
,
DeviceGroupedConvBwdWeight_Xdl_CShuffle
<
NDimSpatial
,
ALayout
,
BLayout
,
ELayout
,
F32
,
F32
,
F32
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvSpec
,
64
,
32
,
64
,
16
,
4
,
32
,
32
,
1
,
2
,
S
<
1
,
4
,
8
,
2
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
0
,
2
,
1
,
3
>
,
2
,
1
,
2
,
true
,
S
<
1
,
4
,
16
,
1
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
0
,
2
,
1
,
3
>
,
2
,
4
,
4
,
true
,
1
,
1
,
S
<
1
,
16
,
1
,
4
>
,
4
,
Scheduler
,
PipelineVersion
>
,
DeviceGroupedConvBwdWeight_Xdl_CShuffle
<
NDimSpatial
,
ALayout
,
BLayout
,
ELayout
,
F32
,
F32
,
F32
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvSpec
,
64
,
16
,
16
,
32
,
8
,
16
,
16
,
1
,
1
,
S
<
4
,
8
,
1
>
,
S
<
2
,
0
,
1
>
,
S
<
1
,
0
,
2
>
,
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// clang-format on
// clang-format on
>
;
>
;
...
@@ -74,27 +84,31 @@ template <ck::index_t NDimSpatial,
...
@@ -74,27 +84,31 @@ template <ck::index_t NDimSpatial,
BlockGemmPipelineVersion
PipelineVersion
>
BlockGemmPipelineVersion
PipelineVersion
>
using
device_grouped_conv_bwd_weight_xdl_c_shuffle_f16_instances
=
std
::
tuple
<
using
device_grouped_conv_bwd_weight_xdl_c_shuffle_f16_instances
=
std
::
tuple
<
// clang-format off
// clang-format off
//################################| Num| InLayout| WeiLayout| OutLayout| InData| WeiData| OutData| AccData| In| Wei| Out| ConvBackward| Block| MPer| NPer| K0Per| K1| MPer| NPer| MXdl| NXdl| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockLds| BBlockTransfer| BBlockTransfer| BBlockTransfer| BlockTransfer| BBlockTransfer| BBlockTransfer| BBlockLds| CShuffle| CShuffle| CBlockTransfer| CBlockTransfer| BlockGemm| BlockGemm| NumGroups|
//#########################################| Num| InLayout| WeiLayout| OutLayout| InData| WeiData| OutData| AccData| In| Wei| Out| ConvBackward| Block| MPer| NPer| K0Per| K1| MPer| NPer| MXdl| NXdl| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockLds| BBlockTransfer| BBlockTransfer| BBlockTransfer| BlockTransfer| BBlockTransfer| BBlockTransfer| BBlockLds| CShuffle| CShuffle| CBlockTransfer| CBlockTransfer| BlockGemm| BlockGemm|
//################################| Dim| | | | Type| Type| Type| Type| Elementwise| Elementwise| Elementwise| Weight| Size| Block| Block| Block| | XDL| XDL| Per| Per| ThreadCluster| ThreadCluster| SrcAccessOrder| SrcVectorDim| SrcScalar| DstScalar| AddExtraM| ThreadCluster| ThreadCluster| SrcAccessOrder| SrcVectorDim| SrcScalar| DstScalar| AddExtraN| MXdlPerWave| NXdlPerWave| ClusterLengths| ScalarPerVector| Pipeline| Pipeline| ToMerge|
//#########################################| Dim| | | | Type| Type| Type| Type| Elementwise| Elementwise| Elementwise| Weight| Size| Block| Block| Block| | XDL| XDL| Per| Per| ThreadCluster| ThreadCluster| SrcAccessOrder| SrcVectorDim| SrcScalar| DstScalar| AddExtraM| ThreadCluster| ThreadCluster| SrcAccessOrder| SrcVectorDim| SrcScalar| DstScalar| AddExtraN| MXdlPerWave| NXdlPerWave| ClusterLengths| ScalarPerVector| Pipeline| Pipeline|
//################################| Spatial| | | | | | | | Operation| Operation| Operation| Specialization| | | | | | | | Wave| Wave| Lengths_K0_M_K1| ArrangeOrder| | | PerVector| PerVector_K1| | Lengths_K0_N_K1| ArrangeOrder| | | PerVector| PerVector_K1| | PerShuffle| PerShuffle| MBlock_MPerBlock| NWaveNPerXdl| Scheduler| Version| |
//#########################################| Spatial| | | | | | | | Operation| Operation| Operation| Specialization| | | | | | | | Wave| Wave| Lengths_K0_M_K1| ArrangeOrder| | | PerVector| PerVector_K1| | Lengths_K0_N_K1| ArrangeOrder| | | PerVector| PerVector_K1| | PerShuffle| PerShuffle| MBlock_MPerBlock| NWaveNPerXdl| Scheduler| Version|
//################################| | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | NBlock_NPerBlock| | | | |
//#########################################| | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | NBlock_NPerBlock| | | |
DeviceGroupedConvBwdWeight_Xdl_CShuffle
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ALayout
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// generic instance
DeviceGroupedConvBwdWeight_Xdl_CShuffle
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F16
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DeviceGroupedConvBwdWeight_Xdl_CShuffle
<
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DeviceGroupedConvBwdWeight_Xdl_CShuffle
<
NDimSpatial
,
ALayout
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BLayout
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F16
,
F16
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// instance for small conv.K
DeviceGroupedConvBwdWeight_Xdl_CShuffle
<
NDimSpatial
,
ALayout
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BLayout
,
ELayout
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,
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// for fp16 conv.K and conv.C must be divisible by 2
DeviceGroupedConvBwdWeight_Xdl_CShuffle
<
NDimSpatial
,
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BLayout
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// since half_t atomic_add require scalar_per_x_vector % 2 == 0
DeviceGroupedConvBwdWeight_Xdl_CShuffle
<
NDimSpatial
,
ALayout
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BLayout
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ELayout
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F16
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F16
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DeviceGroupedConvBwdWeight_Xdl_CShuffle
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DeviceGroupedConvBwdWeight_Xdl_CShuffle
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DeviceGroupedConvBwdWeight_Xdl_CShuffle
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DeviceGroupedConvBwdWeight_Xdl_CShuffle
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DeviceGroupedConvBwdWeight_Xdl_CShuffle
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DeviceGroupedConvBwdWeight_Xdl_CShuffle
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DeviceGroupedConvBwdWeight_Xdl_CShuffle
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// clang-format on
// clang-format on
>
;
>
;
...
@@ -107,26 +121,29 @@ template <ck::index_t NDimSpatial,
...
@@ -107,26 +121,29 @@ template <ck::index_t NDimSpatial,
BlockGemmPipelineVersion
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BlockGemmPipelineVersion
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>
using
device_grouped_conv_bwd_weight_xdl_c_shuffle_bf16_f32_bf16_instances
=
std
::
tuple
<
using
device_grouped_conv_bwd_weight_xdl_c_shuffle_bf16_f32_bf16_instances
=
std
::
tuple
<
// clang-format off
// clang-format off
//################################
|
Num| InLayout| WeiLayout| OutLayout| InData| WeiData| OutData| AccData| In| Wei| Out| ConvBackward| Block| MPer| NPer| K0Per| K1| MPer| NPer| MXdl| NXdl| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockLds| BBlockTransfer| BBlockTransfer| BBlockTransfer| BlockTransfer| BBlockTransfer| BBlockTransfer| BBlockLds| CShuffle| CShuffle| CBlockTransfer| CBlockTransfer| BlockGemm| BlockGemm|
//################################
#########|
Num| InLayout| WeiLayout| OutLayout| InData| WeiData| OutData| AccData| In| Wei| Out| ConvBackward| Block| MPer| NPer| K0Per| K1| MPer| NPer| MXdl| NXdl| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockLds| BBlockTransfer| BBlockTransfer| BBlockTransfer| BlockTransfer| BBlockTransfer| BBlockTransfer| BBlockLds| CShuffle| CShuffle| CBlockTransfer| CBlockTransfer| BlockGemm| BlockGemm|
//################################
|
Dim| | | | Type| Type| Type| Type| Elementwise| Elementwise| Elementwise| Weight| Size| Block| Block| Block| | XDL| XDL| Per| Per| ThreadCluster| ThreadCluster| SrcAccessOrder| SrcVectorDim| SrcScalar| DstScalar| AddExtraM| ThreadCluster| ThreadCluster| SrcAccessOrder| SrcVectorDim| SrcScalar| DstScalar| AddExtraN| MXdlPerWave| NXdlPerWave| ClusterLengths| ScalarPerVector| Pipeline| Pipeline|
//################################
#########|
Dim| | | | Type| Type| Type| Type| Elementwise| Elementwise| Elementwise| Weight| Size| Block| Block| Block| | XDL| XDL| Per| Per| ThreadCluster| ThreadCluster| SrcAccessOrder| SrcVectorDim| SrcScalar| DstScalar| AddExtraM| ThreadCluster| ThreadCluster| SrcAccessOrder| SrcVectorDim| SrcScalar| DstScalar| AddExtraN| MXdlPerWave| NXdlPerWave| ClusterLengths| ScalarPerVector| Pipeline| Pipeline|
//################################
|
Spatial| | | | | | | | Operation| Operation| Operation| Specialization| | | | | | | | Wave| Wave| Lengths_K0_M_K1| ArrangeOrder| | | PerVector| PerVector_K1| | Lengths_K0_N_K1| ArrangeOrder| | | PerVector| PerVector_K1| | PerShuffle| PerShuffle| MBlock_MPerBlock| NWaveNPerXdl| Scheduler| Version|
//################################
#########|
Spatial| | | | | | | | Operation| Operation| Operation| Specialization| | | | | | | | Wave| Wave| Lengths_K0_M_K1| ArrangeOrder| | | PerVector| PerVector_K1| | Lengths_K0_N_K1| ArrangeOrder| | | PerVector| PerVector_K1| | PerShuffle| PerShuffle| MBlock_MPerBlock| NWaveNPerXdl| Scheduler| Version|
//################################
|
| | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | NBlock_NPerBlock| | | |
//################################
#########|
| | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | NBlock_NPerBlock| | | |
// generic instance
// generic instance
DeviceGroupedConvBwdWeight_Xdl_CShuffle
<
NDimSpatial
,
ALayout
,
BLayout
,
ELayout
,
BF16
,
F32
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Scheduler
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PipelineVersion
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DeviceGroupedConvBwdWeight_Xdl_CShuffle
<
NDimSpatial
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// instance for small conv.K
// // instance for small conv.K
DeviceGroupedConvBwdWeight_Xdl_CShuffle
<
NDimSpatial
,
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2
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Scheduler
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PipelineVersion
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,
DeviceGroupedConvBwdWeight_Xdl_CShuffle
<
NDimSpatial
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ALayout
,
BLayout
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,
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1
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PipelineVersion
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DeviceGroupedConvBwdWeight_Xdl_CShuffle
<
NDimSpatial
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DeviceGroupedConvBwdWeight_Xdl_CShuffle
<
NDimSpatial
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Scheduler
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PipelineVersion
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,
DeviceGroupedConvBwdWeight_Xdl_CShuffle
<
NDimSpatial
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ALayout
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,
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,
F32
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DeviceGroupedConvBwdWeight_Xdl_CShuffle
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2
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Scheduler
,
PipelineVersion
>
,
DeviceGroupedConvBwdWeight_Xdl_CShuffle
<
NDimSpatial
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ALayout
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BLayout
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ELayout
,
BF16
,
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Scheduler
,
PipelineVersion
>
,
DeviceGroupedConvBwdWeight_Xdl_CShuffle
<
NDimSpatial
,
ALayout
,
BLayout
,
ELayout
,
BF16
,
F32
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,
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Scheduler
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PipelineVersion
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DeviceGroupedConvBwdWeight_Xdl_CShuffle
<
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PipelineVersion
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DeviceGroupedConvBwdWeight_Xdl_CShuffle
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,
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PipelineVersion
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DeviceGroupedConvBwdWeight_Xdl_CShuffle
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PipelineVersion
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DeviceGroupedConvBwdWeight_Xdl_CShuffle
<
NDimSpatial
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DeviceGroupedConvBwdWeight_Xdl_CShuffle
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// clang-format on
// clang-format on
>
;
>
;
...
@@ -139,18 +156,32 @@ template <ck::index_t NDimSpatial,
...
@@ -139,18 +156,32 @@ template <ck::index_t NDimSpatial,
BlockGemmPipelineVersion
PipelineVersion
>
BlockGemmPipelineVersion
PipelineVersion
>
using
device_grouped_conv_bwd_weight_xdl_c_shuffle_bf16_instances
=
std
::
tuple
<
using
device_grouped_conv_bwd_weight_xdl_c_shuffle_bf16_instances
=
std
::
tuple
<
// clang-format off
// clang-format off
//################################| Num| InLayout| WeiLayout| OutLayout| InData| WeiData| OutData| AccData| In| Wei| Out| ConvBackward| Block| MPer| NPer| K0Per| K1| MPer| NPer| MXdl| NXdl| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockLds| BBlockTransfer| BBlockTransfer| BBlockTransfer| BlockTransfer| BBlockTransfer| BBlockTransfer| BBlockLds| CShuffle| CShuffle| CBlockTransfer| CBlockTransfer| BlockGemm| BlockGemm|
//#########################################| Num| InLayout| WeiLayout| OutLayout| InData| WeiData| OutData| AccData| In| Wei| Out| ConvBackward| Block| MPer| NPer| K0Per| K1| MPer| NPer| MXdl| NXdl| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockLds| BBlockTransfer| BBlockTransfer| BBlockTransfer| BlockTransfer| BBlockTransfer| BBlockTransfer| BBlockLds| CShuffle| CShuffle| CBlockTransfer| CBlockTransfer| BlockGemm| BlockGemm|
//################################| Dim| | | | Type| Type| Type| Type| Elementwise| Elementwise| Elementwise| Weight| Size| Block| Block| Block| | XDL| XDL| Per| Per| ThreadCluster| ThreadCluster| SrcAccessOrder| SrcVectorDim| SrcScalar| DstScalar| AddExtraM| ThreadCluster| ThreadCluster| SrcAccessOrder| SrcVectorDim| SrcScalar| DstScalar| AddExtraN| MXdlPerWave| NXdlPerWave| ClusterLengths| ScalarPerVector| Pipeline| Pipeline|
//#########################################| Dim| | | | Type| Type| Type| Type| Elementwise| Elementwise| Elementwise| Weight| Size| Block| Block| Block| | XDL| XDL| Per| Per| ThreadCluster| ThreadCluster| SrcAccessOrder| SrcVectorDim| SrcScalar| DstScalar| AddExtraM| ThreadCluster| ThreadCluster| SrcAccessOrder| SrcVectorDim| SrcScalar| DstScalar| AddExtraN| MXdlPerWave| NXdlPerWave| ClusterLengths| ScalarPerVector| Pipeline| Pipeline|
//################################| Spatial| | | | | | | | Operation| Operation| Operation| Specialization| | | | | | | | Wave| Wave| Lengths_K0_M_K1| ArrangeOrder| | | PerVector| PerVector_K1| | Lengths_K0_N_K1| ArrangeOrder| | | PerVector| PerVector_K1| | PerShuffle| PerShuffle| MBlock_MPerBlock| NWaveNPerXdl| Scheduler| Version|
//#########################################| Spatial| | | | | | | | Operation| Operation| Operation| Specialization| | | | | | | | Wave| Wave| Lengths_K0_M_K1| ArrangeOrder| | | PerVector| PerVector_K1| | Lengths_K0_N_K1| ArrangeOrder| | | PerVector| PerVector_K1| | PerShuffle| PerShuffle| MBlock_MPerBlock| NWaveNPerXdl| Scheduler| Version|
//################################| | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | NBlock_NPerBlock| | | |
//#########################################| | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | NBlock_NPerBlock| | | |
DeviceGroupedConvBwdWeight_Xdl_CShuffle
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,
// generic instance
DeviceGroupedConvBwdWeight_Xdl_CShuffle
<
NDimSpatial
,
ALayout
,
BLayout
,
ELayout
,
BF16
,
BF16
,
BF16
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvSpec
,
64
,
32
,
32
,
32
,
8
,
32
,
32
,
1
,
1
,
S
<
4
,
8
,
1
>
,
S
<
2
,
0
,
1
>
,
S
<
1
,
0
,
2
>
,
1
,
2
,
2
,
false
,
S
<
4
,
16
,
1
>
,
S
<
2
,
0
,
1
>
,
S
<
1
,
0
,
2
>
,
1
,
2
,
2
,
false
,
1
,
1
,
S
<
1
,
8
,
1
,
8
>
,
4
,
Scheduler
,
PipelineVersion
>
,
DeviceGroupedConvBwdWeight_Xdl_CShuffle
<
NDimSpatial
,
ALayout
,
BLayout
,
ELayout
,
BF16
,
BF16
,
BF16
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvSpec
,
64
,
64
,
64
,
32
,
8
,
32
,
32
,
2
,
2
,
S
<
1
,
4
,
8
,
2
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
0
,
2
,
1
,
3
>
,
2
,
2
,
4
,
true
,
S
<
1
,
4
,
8
,
2
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
0
,
2
,
1
,
3
>
,
2
,
2
,
4
,
true
,
1
,
1
,
S
<
1
,
16
,
1
,
4
>
,
2
,
Scheduler
,
PipelineVersion
>
,
DeviceGroupedConvBwdWeight_Xdl_CShuffle
<
NDimSpatial
,
ALayout
,
BLayout
,
ELayout
,
BF16
,
BF16
,
BF16
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvSpec
,
64
,
32
,
64
,
32
,
8
,
32
,
32
,
1
,
2
,
S
<
4
,
8
,
1
>
,
S
<
2
,
0
,
1
>
,
S
<
1
,
0
,
2
>
,
1
,
4
,
4
,
false
,
S
<
4
,
16
,
1
>
,
S
<
2
,
0
,
1
>
,
S
<
1
,
0
,
2
>
,
1
,
4
,
4
,
false
,
1
,
1
,
S
<
1
,
8
,
1
,
8
>
,
2
,
Scheduler
,
PipelineVersion
>
,
// // instance for small conv.K
DeviceGroupedConvBwdWeight_Xdl_CShuffle
<
NDimSpatial
,
ALayout
,
BLayout
,
ELayout
,
BF16
,
BF16
,
BF16
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvSpec
,
64
,
32
,
128
,
32
,
8
,
32
,
32
,
1
,
4
,
S
<
4
,
4
,
1
>
,
S
<
2
,
0
,
1
>
,
S
<
1
,
0
,
2
>
,
1
,
8
,
8
,
false
,
S
<
4
,
16
,
1
>
,
S
<
2
,
0
,
1
>
,
S
<
1
,
0
,
2
>
,
1
,
8
,
8
,
false
,
1
,
1
,
S
<
1
,
8
,
1
,
8
>
,
2
,
Scheduler
,
PipelineVersion
>
,
// // for bf16 conv.K and conv.C must be divisible by 2
DeviceGroupedConvBwdWeight_Xdl_CShuffle
<
NDimSpatial
,
ALayout
,
BLayout
,
ELayout
,
BF16
,
BF16
,
BF16
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvSpec
,
64
,
32
,
32
,
32
,
8
,
32
,
32
,
1
,
1
,
S
<
4
,
16
,
1
>
,
S
<
2
,
0
,
1
>
,
S
<
1
,
0
,
2
>
,
1
,
2
,
2
,
false
,
S
<
4
,
8
,
1
>
,
S
<
2
,
0
,
1
>
,
S
<
1
,
0
,
2
>
,
1
,
2
,
2
,
false
,
1
,
1
,
S
<
1
,
8
,
1
,
8
>
,
4
,
Scheduler
,
PipelineVersion
>
,
// // since half_t atomic_add require scalar_per_x_vector % 2 == 0
DeviceGroupedConvBwdWeight_Xdl_CShuffle
<
NDimSpatial
,
ALayout
,
BLayout
,
ELayout
,
BF16
,
BF16
,
BF16
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvSpec
,
64
,
64
,
32
,
32
,
8
,
32
,
32
,
2
,
1
,
S
<
4
,
16
,
1
>
,
S
<
2
,
0
,
1
>
,
S
<
1
,
0
,
2
>
,
1
,
4
,
4
,
false
,
S
<
4
,
8
,
1
>
,
S
<
2
,
0
,
1
>
,
S
<
1
,
0
,
2
>
,
1
,
4
,
4
,
false
,
1
,
1
,
S
<
1
,
8
,
1
,
8
>
,
2
,
Scheduler
,
PipelineVersion
>
,
DeviceGroupedConvBwdWeight_Xdl_CShuffle
<
NDimSpatial
,
ALayout
,
BLayout
,
ELayout
,
BF16
,
BF16
,
BF16
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvSpec
,
128
,
128
,
32
,
32
,
8
,
32
,
32
,
2
,
1
,
S
<
1
,
4
,
16
,
2
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
0
,
2
,
1
,
3
>
,
2
,
8
,
4
,
true
,
S
<
1
,
4
,
4
,
8
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
0
,
2
,
1
,
3
>
,
2
,
2
,
1
,
true
,
1
,
1
,
S
<
1
,
32
,
1
,
4
>
,
2
,
Scheduler
,
PipelineVersion
>
,
DeviceGroupedConvBwdWeight_Xdl_CShuffle
<
NDimSpatial
,
ALayout
,
BLayout
,
ELayout
,
BF16
,
BF16
,
BF16
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvSpec
,
64
,
128
,
32
,
32
,
8
,
32
,
32
,
4
,
1
,
S
<
4
,
16
,
1
>
,
S
<
2
,
0
,
1
>
,
S
<
1
,
0
,
2
>
,
1
,
8
,
8
,
false
,
S
<
4
,
4
,
1
>
,
S
<
2
,
0
,
1
>
,
S
<
1
,
0
,
2
>
,
1
,
8
,
8
,
false
,
1
,
1
,
S
<
1
,
8
,
1
,
8
>
,
2
,
Scheduler
,
PipelineVersion
>
DeviceGroupedConvBwdWeight_Xdl_CShuffle
<
NDimSpatial
,
ALayout
,
BLayout
,
ELayout
,
BF16
,
BF16
,
BF16
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvSpec
,
64
,
32
,
64
,
32
,
8
,
32
,
32
,
1
,
2
,
S
<
1
,
4
,
4
,
4
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
0
,
2
,
1
,
3
>
,
2
,
2
,
2
,
true
,
S
<
1
,
4
,
8
,
2
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
0
,
2
,
1
,
3
>
,
2
,
8
,
4
,
true
,
1
,
1
,
S
<
1
,
16
,
1
,
4
>
,
8
,
Scheduler
,
PipelineVersion
>
,
// clang-format on
DeviceGroupedConvBwdWeight_Xdl_CShuffle
<
NDimSpatial
,
ALayout
,
BLayout
,
ELayout
,
BF16
,
BF16
,
BF16
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvSpec
,
256
,
256
,
128
,
32
,
8
,
32
,
32
,
4
,
2
,
S
<
1
,
4
,
32
,
2
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
0
,
2
,
1
,
3
>
,
2
,
8
,
4
,
true
,
S
<
1
,
4
,
16
,
4
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
0
,
2
,
1
,
3
>
,
2
,
8
,
2
,
true
,
1
,
1
,
S
<
1
,
32
,
1
,
8
>
,
8
,
Scheduler
,
PipelineVersion
>
,
DeviceGroupedConvBwdWeight_Xdl_CShuffle
<
NDimSpatial
,
ALayout
,
BLayout
,
ELayout
,
BF16
,
BF16
,
BF16
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvSpec
,
256
,
128
,
256
,
32
,
8
,
32
,
32
,
2
,
4
,
S
<
1
,
4
,
16
,
4
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
0
,
2
,
1
,
3
>
,
2
,
8
,
2
,
true
,
S
<
1
,
4
,
32
,
2
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
0
,
2
,
1
,
3
>
,
2
,
8
,
4
,
true
,
1
,
1
,
S
<
1
,
32
,
1
,
8
>
,
8
,
Scheduler
,
PipelineVersion
>
,
DeviceGroupedConvBwdWeight_Xdl_CShuffle
<
NDimSpatial
,
ALayout
,
BLayout
,
ELayout
,
BF16
,
BF16
,
BF16
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvSpec
,
128
,
128
,
128
,
32
,
8
,
32
,
32
,
4
,
2
,
S
<
1
,
4
,
16
,
2
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
0
,
2
,
1
,
3
>
,
2
,
8
,
4
,
true
,
S
<
1
,
4
,
16
,
2
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
0
,
2
,
1
,
3
>
,
2
,
8
,
4
,
true
,
1
,
1
,
S
<
1
,
32
,
1
,
4
>
,
8
,
Scheduler
,
PipelineVersion
>
,
DeviceGroupedConvBwdWeight_Xdl_CShuffle
<
NDimSpatial
,
ALayout
,
BLayout
,
ELayout
,
BF16
,
BF16
,
BF16
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvSpec
,
256
,
128
,
128
,
32
,
8
,
32
,
32
,
2
,
2
,
S
<
1
,
4
,
16
,
4
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
0
,
2
,
1
,
3
>
,
2
,
8
,
2
,
true
,
S
<
1
,
4
,
16
,
4
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
0
,
2
,
1
,
3
>
,
2
,
8
,
2
,
true
,
1
,
1
,
S
<
1
,
32
,
1
,
4
>
,
8
,
Scheduler
,
PipelineVersion
>
,
DeviceGroupedConvBwdWeight_Xdl_CShuffle
<
NDimSpatial
,
ALayout
,
BLayout
,
ELayout
,
BF16
,
BF16
,
BF16
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvSpec
,
128
,
128
,
64
,
32
,
8
,
32
,
32
,
2
,
2
,
S
<
1
,
4
,
16
,
2
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
0
,
2
,
1
,
3
>
,
2
,
8
,
4
,
true
,
S
<
1
,
4
,
8
,
4
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
0
,
2
,
1
,
3
>
,
2
,
8
,
2
,
true
,
1
,
1
,
S
<
1
,
32
,
1
,
4
>
,
8
,
Scheduler
,
PipelineVersion
>
,
DeviceGroupedConvBwdWeight_Xdl_CShuffle
<
NDimSpatial
,
ALayout
,
BLayout
,
ELayout
,
BF16
,
BF16
,
BF16
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvSpec
,
128
,
64
,
128
,
32
,
8
,
32
,
32
,
2
,
2
,
S
<
1
,
4
,
8
,
4
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
0
,
2
,
1
,
3
>
,
2
,
8
,
2
,
true
,
S
<
1
,
4
,
16
,
2
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
0
,
2
,
1
,
3
>
,
2
,
8
,
4
,
true
,
1
,
1
,
S
<
1
,
32
,
1
,
4
>
,
8
,
Scheduler
,
PipelineVersion
>
,
DeviceGroupedConvBwdWeight_Xdl_CShuffle
<
NDimSpatial
,
ALayout
,
BLayout
,
ELayout
,
BF16
,
BF16
,
BF16
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvSpec
,
64
,
64
,
64
,
32
,
8
,
32
,
32
,
2
,
2
,
S
<
1
,
4
,
8
,
2
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
0
,
2
,
1
,
3
>
,
2
,
8
,
4
,
true
,
S
<
1
,
4
,
8
,
2
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
0
,
2
,
1
,
3
>
,
2
,
8
,
4
,
true
,
1
,
1
,
S
<
1
,
16
,
1
,
4
>
,
8
,
Scheduler
,
PipelineVersion
>
,
DeviceGroupedConvBwdWeight_Xdl_CShuffle
<
NDimSpatial
,
ALayout
,
BLayout
,
ELayout
,
BF16
,
BF16
,
BF16
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvSpec
,
256
,
128
,
64
,
32
,
8
,
32
,
32
,
2
,
1
,
S
<
1
,
4
,
16
,
4
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
0
,
2
,
1
,
3
>
,
2
,
8
,
2
,
true
,
S
<
1
,
4
,
8
,
8
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
0
,
2
,
1
,
3
>
,
2
,
8
,
1
,
true
,
1
,
1
,
S
<
1
,
32
,
1
,
4
>
,
8
,
Scheduler
,
PipelineVersion
>
,
DeviceGroupedConvBwdWeight_Xdl_CShuffle
<
NDimSpatial
,
ALayout
,
BLayout
,
ELayout
,
BF16
,
BF16
,
BF16
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvSpec
,
256
,
64
,
128
,
32
,
8
,
32
,
32
,
1
,
2
,
S
<
1
,
4
,
8
,
8
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
0
,
2
,
1
,
3
>
,
2
,
8
,
1
,
true
,
S
<
1
,
4
,
16
,
4
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
0
,
2
,
1
,
3
>
,
2
,
8
,
2
,
true
,
1
,
1
,
S
<
1
,
32
,
1
,
4
>
,
8
,
Scheduler
,
PipelineVersion
>
,
DeviceGroupedConvBwdWeight_Xdl_CShuffle
<
NDimSpatial
,
ALayout
,
BLayout
,
ELayout
,
BF16
,
BF16
,
BF16
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvSpec
,
128
,
128
,
32
,
32
,
8
,
32
,
32
,
2
,
1
,
S
<
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,
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S
<
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1
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,
2
,
8
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4
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true
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S
<
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4
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,
8
>
,
S
<
0
,
3
,
1
,
2
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,
S
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0
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2
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,
2
,
8
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1
,
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,
1
,
1
,
S
<
1
,
32
,
1
,
4
>
,
8
,
Scheduler
,
PipelineVersion
>
,
DeviceGroupedConvBwdWeight_Xdl_CShuffle
<
NDimSpatial
,
ALayout
,
BLayout
,
ELayout
,
BF16
,
BF16
,
BF16
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvSpec
,
128
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32
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1
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<
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2
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true
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,
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0
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1
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1
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S
<
1
,
32
,
1
,
4
>
,
8
,
Scheduler
,
PipelineVersion
>
,
DeviceGroupedConvBwdWeight_Xdl_CShuffle
<
NDimSpatial
,
ALayout
,
BLayout
,
ELayout
,
BF16
,
BF16
,
BF16
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvSpec
,
64
,
64
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32
,
32
,
8
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32
,
32
,
2
,
1
,
S
<
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8
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2
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,
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<
0
,
3
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,
2
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,
S
<
0
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2
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1
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3
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,
2
,
8
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4
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true
,
S
<
1
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4
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4
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4
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,
S
<
0
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3
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1
,
2
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<
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2
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1
,
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2
,
8
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2
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true
,
1
,
1
,
S
<
1
,
16
,
1
,
4
>
,
8
,
Scheduler
,
PipelineVersion
>
,
DeviceGroupedConvBwdWeight_Xdl_CShuffle
<
NDimSpatial
,
ALayout
,
BLayout
,
ELayout
,
BF16
,
BF16
,
BF16
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvSpec
,
64
,
32
,
64
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32
,
8
,
32
,
32
,
1
,
2
,
S
<
1
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4
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3
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<
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3
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,
2
,
8
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2
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true
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S
<
1
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4
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8
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S
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0
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3
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2
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1
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2
,
8
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,
1
,
1
,
S
<
1
,
16
,
1
,
4
>
,
8
,
Scheduler
,
PipelineVersion
>
//clang-format on
>
;
>
;
template
<
ck
::
index_t
NDimSpatial
,
template
<
ck
::
index_t
NDimSpatial
,
...
@@ -162,30 +193,32 @@ template <ck::index_t NDimSpatial,
...
@@ -162,30 +193,32 @@ template <ck::index_t NDimSpatial,
BlockGemmPipelineVersion
PipelineVersion
>
BlockGemmPipelineVersion
PipelineVersion
>
using
device_grouped_conv_bwd_weight_xdl_c_shuffle_f16_comp_bf8_f8_instances
=
std
::
tuple
<
using
device_grouped_conv_bwd_weight_xdl_c_shuffle_f16_comp_bf8_f8_instances
=
std
::
tuple
<
// clang-format off
// clang-format off
//################################
|
Num| InLayout| WeiLayout| OutLayout| InData| WeiData| OutData| AccData| In| Wei| Out| ConvBackward| Block| MPer| NPer| K0Per| K1| MPer| NPer| MXdl| NXdl| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockLds| BBlockTransfer| BBlockTransfer| BBlockTransfer| BlockTransfer| BBlockTransfer| BBlockTransfer| BBlockLds| CShuffle| CShuffle| CBlockTransfer| CBlockTransfer| BlockGemm| BlockGemm|
//################################
#########|
Num| InLayout| WeiLayout| OutLayout| InData| WeiData| OutData| AccData| In| Wei| Out| ConvBackward| Block| MPer| NPer| K0Per| K1| MPer| NPer| MXdl| NXdl| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockLds| BBlockTransfer| BBlockTransfer| BBlockTransfer| BlockTransfer| BBlockTransfer| BBlockTransfer| BBlockLds| CShuffle| CShuffle| CBlockTransfer| CBlockTransfer| BlockGemm| BlockGemm|
Compute| Compute|
//################################
|
Dim| | | | Type| Type| Type| Type| Elementwise| Elementwise| Elementwise| Weight| Size| Block| Block| Block| | XDL| XDL| Per| Per| ThreadCluster| ThreadCluster| SrcAccessOrder| SrcVectorDim| SrcScalar| DstScalar| AddExtraM| ThreadCluster| ThreadCluster| SrcAccessOrder| SrcVectorDim| SrcScalar| DstScalar| AddExtraN| MXdlPerWave| NXdlPerWave| ClusterLengths| ScalarPerVector| Pipeline| Pipeline|
//################################
#########|
Dim| | | | Type| Type| Type| Type| Elementwise| Elementwise| Elementwise| Weight| Size| Block| Block| Block| | XDL| XDL| Per| Per| ThreadCluster| ThreadCluster| SrcAccessOrder| SrcVectorDim| SrcScalar| DstScalar| AddExtraM| ThreadCluster| ThreadCluster| SrcAccessOrder| SrcVectorDim| SrcScalar| DstScalar| AddExtraN| MXdlPerWave| NXdlPerWave| ClusterLengths| ScalarPerVector| Pipeline| Pipeline|
TypeA| TypeB|
//################################
|
Spatial| | | | | | | | Operation| Operation| Operation| Specialization| | | | | | | | Wave| Wave| Lengths_K0_M_K1| ArrangeOrder| | | PerVector| PerVector_K1| | Lengths_K0_N_K1| ArrangeOrder| | | PerVector| PerVector_K1| | PerShuffle| PerShuffle| MBlock_MPerBlock| NWaveNPerXdl| Scheduler| Version|
//################################
#########|
Spatial| | | | | | | | Operation| Operation| Operation| Specialization| | | | | | | | Wave| Wave| Lengths_K0_M_K1| ArrangeOrder| | | PerVector| PerVector_K1| | Lengths_K0_N_K1| ArrangeOrder| | | PerVector| PerVector_K1| | PerShuffle| PerShuffle| MBlock_MPerBlock| NWaveNPerXdl| Scheduler| Version|
| |
//################################
|
| | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | NBlock_NPerBlock| | | |
//################################
#########|
| | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | NBlock_NPerBlock| | | |
| |
#if defined CK_ENABLE_FP8 && defined CK_ENABLE_BF8
#if defined CK_ENABLE_FP8 && defined CK_ENABLE_BF8
DeviceGroupedConvBwdWeight_Xdl_CShuffle
<
NDimSpatial
,
ALayout
,
BLayout
,
ELayout
,
F16
,
F16
,
F16
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvSpec
,
64
,
16
,
16
,
32
,
8
,
16
,
16
,
1
,
1
,
S
<
4
,
8
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1
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,
0
,
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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1
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4
,
false
,
S
<
4
,
8
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1
>
,
S
<
2
,
0
,
1
>
,
S
<
1
,
0
,
2
>
,
1
,
1
,
4
,
false
,
1
,
1
,
S
<
1
,
8
,
1
,
8
>
,
2
,
Scheduler
,
PipelineVersion
,
BF8
,
F8
>
,
// generic instance
DeviceGroupedConvBwdWeight_Xdl_CShuffle
<
NDimSpatial
,
ALayout
,
BLayout
,
ELayout
,
F16
,
F16
,
F16
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvSpec
,
64
,
64
,
64
,
32
,
8
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32
,
32
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2
,
2
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4
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8
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2
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<
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8
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0
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2
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1
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3
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2
,
2
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4
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true
,
1
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1
,
S
<
1
,
16
,
1
,
4
>
,
2
,
Scheduler
,
PipelineVersion
,
BF8
,
F8
>
,
DeviceGroupedConvBwdWeight_Xdl_CShuffle
<
NDimSpatial
,
ALayout
,
BLayout
,
ELayout
,
F16
,
F16
,
F16
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvSpec
,
64
,
32
,
32
,
32
,
8
,
32
,
32
,
1
,
1
,
S
<
4
,
8
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1
>
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S
<
2
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0
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1
>
,
S
<
1
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0
,
2
>
,
1
,
2
,
2
,
false
,
S
<
4
,
16
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1
>
,
S
<
2
,
0
,
1
>
,
S
<
1
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0
,
2
>
,
1
,
2
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2
,
false
,
1
,
1
,
S
<
1
,
8
,
1
,
8
>
,
2
,
Scheduler
,
PipelineVersion
,
BF8
,
F8
>
,
// // instance for small conv.K
DeviceGroupedConvBwdWeight_Xdl_CShuffle
<
NDimSpatial
,
ALayout
,
BLayout
,
ELayout
,
F16
,
F16
,
F16
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvSpec
,
64
,
32
,
64
,
32
,
8
,
32
,
32
,
1
,
2
,
S
<
4
,
8
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1
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,
S
<
2
,
0
,
1
>
,
S
<
1
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0
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2
>
,
1
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4
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4
,
false
,
S
<
4
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16
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1
>
,
S
<
2
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0
,
1
>
,
S
<
1
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0
,
2
>
,
1
,
4
,
4
,
false
,
1
,
1
,
S
<
1
,
8
,
1
,
8
>
,
2
,
Scheduler
,
PipelineVersion
,
BF8
,
F8
>
,
// // for fp16 conv.K and conv.C must be divisible by 2
DeviceGroupedConvBwdWeight_Xdl_CShuffle
<
NDimSpatial
,
ALayout
,
BLayout
,
ELayout
,
F16
,
F16
,
F16
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvSpec
,
64
,
32
,
128
,
32
,
8
,
32
,
32
,
1
,
4
,
S
<
4
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4
,
1
>
,
S
<
2
,
0
,
1
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,
S
<
1
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0
,
2
>
,
1
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8
,
8
,
false
,
S
<
4
,
16
,
1
>
,
S
<
2
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0
,
1
>
,
S
<
1
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0
,
2
>
,
1
,
8
,
8
,
false
,
1
,
1
,
S
<
1
,
4
,
1
,
8
>
,
2
,
Scheduler
,
PipelineVersion
,
BF8
,
F8
>
,
// // since half_t atomic_add require scalar_per_x_vector % 2 == 0
DeviceGroupedConvBwdWeight_Xdl_CShuffle
<
NDimSpatial
,
ALayout
,
BLayout
,
ELayout
,
F16
,
F16
,
F16
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvSpec
,
128
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128
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32
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32
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8
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32
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32
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2
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1
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2
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<
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2
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4
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true
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S
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4
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8
>
,
S
<
0
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3
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1
,
2
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S
<
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2
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1
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3
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2
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2
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1
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true
,
1
,
1
,
S
<
1
,
32
,
1
,
4
>
,
2
,
Scheduler
,
PipelineVersion
,
BF8
,
F8
>
,
DeviceGroupedConvBwdWeight_Xdl_CShuffle
<
NDimSpatial
,
ALayout
,
BLayout
,
ELayout
,
F16
,
F16
,
F16
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvSpec
,
64
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32
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32
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32
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8
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32
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32
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1
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1
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S
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4
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2
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0
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1
>
,
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<
1
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2
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1
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2
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2
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false
,
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8
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1
>
,
S
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2
,
0
,
1
>
,
S
<
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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false
,
1
,
1
,
S
<
1
,
8
,
1
,
8
>
,
4
,
Scheduler
,
PipelineVersion
,
BF8
,
F8
>
,
DeviceGroupedConvBwdWeight_Xdl_CShuffle
<
NDimSpatial
,
ALayout
,
BLayout
,
ELayout
,
F16
,
F16
,
F16
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvSpec
,
64
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32
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32
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8
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32
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1
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2
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true
,
S
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1
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4
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8
,
2
>
,
S
<
0
,
3
,
1
,
2
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2
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1
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3
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2
,
8
,
4
,
true
,
1
,
1
,
S
<
1
,
16
,
1
,
4
>
,
8
,
Scheduler
,
PipelineVersion
,
BF8
,
F8
>
,
DeviceGroupedConvBwdWeight_Xdl_CShuffle
<
NDimSpatial
,
ALayout
,
BLayout
,
ELayout
,
F16
,
F16
,
F16
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvSpec
,
64
,
64
,
32
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32
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8
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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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4
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false
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S
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8
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1
>
,
S
<
2
,
0
,
1
>
,
S
<
1
,
0
,
2
>
,
1
,
4
,
4
,
false
,
1
,
1
,
S
<
1
,
8
,
1
,
8
>
,
2
,
Scheduler
,
PipelineVersion
,
BF8
,
F8
>
,
DeviceGroupedConvBwdWeight_Xdl_CShuffle
<
NDimSpatial
,
ALayout
,
BLayout
,
ELayout
,
F16
,
F16
,
F16
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvSpec
,
64
,
128
,
32
,
32
,
8
,
32
,
32
,
4
,
1
,
S
<
4
,
16
,
1
>
,
S
<
2
,
0
,
1
>
,
S
<
1
,
0
,
2
>
,
1
,
8
,
8
,
false
,
S
<
4
,
4
,
1
>
,
S
<
2
,
0
,
1
>
,
S
<
1
,
0
,
2
>
,
1
,
8
,
8
,
false
,
1
,
1
,
S
<
1
,
8
,
1
,
4
>
,
2
,
Scheduler
,
PipelineVersion
,
BF8
,
F8
>
,
DeviceGroupedConvBwdWeight_Xdl_CShuffle
<
NDimSpatial
,
ALayout
,
BLayout
,
ELayout
,
F16
,
F16
,
F16
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvSpec
,
256
,
256
,
128
,
32
,
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0
,
1
>
,
S
<
1
,
0
,
2
>
,
1
,
4
,
4
,
false
,
1
,
1
,
S
<
1
,
8
,
1
,
8
>
,
2
,
Scheduler
,
PipelineVersion
,
BF8
,
F8
>
,
DeviceGroupedConvBwdWeight_Xdl_CShuffle
<
NDimSpatial
,
ALayout
,
BLayout
,
ELayout
,
F16
,
F16
,
F16
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvSpec
,
128
,
128
,
32
,
32
,
8
,
32
,
32
,
2
,
1
,
S
<
1
,
4
,
16
,
2
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
0
,
2
,
1
,
3
>
,
2
,
8
,
4
,
true
,
S
<
1
,
4
,
4
,
8
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
0
,
2
,
1
,
3
>
,
2
,
8
,
1
,
true
,
1
,
1
,
S
<
1
,
32
,
1
,
4
>
,
8
,
Scheduler
,
PipelineVersion
,
BF8
,
F8
>
,
DeviceGroupedConvBwdWeight_Xdl_CShuffle
<
NDimSpatial
,
ALayout
,
BLayout
,
ELayout
,
F16
,
F16
,
F16
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvSpec
,
64
,
128
,
32
,
32
,
8
,
32
,
32
,
4
,
1
,
S
<
4
,
16
,
1
>
,
S
<
2
,
0
,
1
>
,
S
<
1
,
0
,
2
>
,
1
,
8
,
8
,
false
,
S
<
4
,
4
,
1
>
,
S
<
2
,
0
,
1
>
,
S
<
1
,
0
,
2
>
,
1
,
8
,
8
,
false
,
1
,
1
,
S
<
1
,
8
,
1
,
4
>
,
2
,
Scheduler
,
PipelineVersion
,
BF8
,
F8
>
DeviceGroupedConvBwdWeight_Xdl_CShuffle
<
NDimSpatial
,
ALayout
,
BLayout
,
ELayout
,
F16
,
F16
,
F16
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvSpec
,
128
,
32
,
128
,
32
,
8
,
32
,
32
,
1
,
2
,
S
<
1
,
4
,
4
,
8
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
0
,
2
,
1
,
3
>
,
2
,
8
,
1
,
true
,
S
<
1
,
4
,
16
,
2
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
0
,
2
,
1
,
3
>
,
2
,
8
,
4
,
true
,
1
,
1
,
S
<
1
,
32
,
1
,
4
>
,
8
,
Scheduler
,
PipelineVersion
,
BF8
,
F8
>
,
DeviceGroupedConvBwdWeight_Xdl_CShuffle
<
NDimSpatial
,
ALayout
,
BLayout
,
ELayout
,
F16
,
F16
,
F16
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvSpec
,
64
,
64
,
32
,
32
,
8
,
32
,
32
,
2
,
1
,
S
<
1
,
4
,
8
,
2
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
0
,
2
,
1
,
3
>
,
2
,
8
,
4
,
true
,
S
<
1
,
4
,
4
,
4
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
0
,
2
,
1
,
3
>
,
2
,
8
,
2
,
true
,
1
,
1
,
S
<
1
,
16
,
1
,
4
>
,
8
,
Scheduler
,
PipelineVersion
,
BF8
,
F8
>
,
DeviceGroupedConvBwdWeight_Xdl_CShuffle
<
NDimSpatial
,
ALayout
,
BLayout
,
ELayout
,
F16
,
F16
,
F16
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvSpec
,
64
,
32
,
64
,
32
,
8
,
32
,
32
,
1
,
2
,
S
<
1
,
4
,
4
,
4
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
0
,
2
,
1
,
3
>
,
2
,
8
,
2
,
true
,
S
<
1
,
4
,
8
,
2
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
0
,
2
,
1
,
3
>
,
2
,
8
,
4
,
true
,
1
,
1
,
S
<
1
,
16
,
1
,
4
>
,
8
,
Scheduler
,
PipelineVersion
,
BF8
,
F8
>
#endif
#endif
// clang-format on
// clang-format on
>
;
>
;
...
...
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