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gaoqiong
composable_kernel
Commits
f74b77bc
Commit
f74b77bc
authored
Jun 19, 2023
by
carlushuang
Browse files
Merge remote-tracking branch 'origin/develop' into stream-k-initial-impl
parents
b5be51ed
0d911822
Changes
162
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20 changed files
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242 additions
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268 deletions
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-268
library/include/ck/library/tensor_operation_instance/gpu/softmax/device_softmax_i8_i8_instance_rank4_reduce3.hpp
...u/softmax/device_softmax_i8_i8_instance_rank4_reduce3.hpp
+0
-22
library/include/ck/library/tensor_operation_instance/gpu/softmax/device_softmax_i8_i8_instance_rank4_reduce4.hpp
...u/softmax/device_softmax_i8_i8_instance_rank4_reduce4.hpp
+0
-22
library/include/ck/library/tensor_operation_instance/gpu/softmax/device_softmax_i8_i8_instance_type.hpp
...stance/gpu/softmax/device_softmax_i8_i8_instance_type.hpp
+0
-40
library/include/ck/library/tensor_operation_instance/gpu/softmax/device_softmax_instance.hpp
...peration_instance/gpu/softmax/device_softmax_instance.hpp
+14
-3
library/src/tensor_operation_instance/gpu/elementwise/device_normalize_instance.cpp
...on_instance/gpu/elementwise/device_normalize_instance.cpp
+9
-1
library/src/tensor_operation_instance/gpu/grouped_conv3d_fwd/CMakeLists.txt
..._operation_instance/gpu/grouped_conv3d_fwd/CMakeLists.txt
+4
-4
library/src/tensor_operation_instance/gpu/grouped_conv3d_fwd/device_grouped_conv3d_fwd_xdl_ndhwgc_gkzyxc_ndhwgk_bf16_instance.cpp
...ped_conv3d_fwd_xdl_ndhwgc_gkzyxc_ndhwgk_bf16_instance.cpp
+44
-44
library/src/tensor_operation_instance/gpu/grouped_conv3d_fwd/device_grouped_conv3d_fwd_xdl_ndhwgc_gkzyxc_ndhwgk_f16_instance.cpp
...uped_conv3d_fwd_xdl_ndhwgc_gkzyxc_ndhwgk_f16_instance.cpp
+44
-44
library/src/tensor_operation_instance/gpu/grouped_conv3d_fwd/device_grouped_conv3d_fwd_xdl_ndhwgc_gkzyxc_ndhwgk_f32_instance.cpp
...uped_conv3d_fwd_xdl_ndhwgc_gkzyxc_ndhwgk_f32_instance.cpp
+44
-44
library/src/tensor_operation_instance/gpu/grouped_conv3d_fwd/device_grouped_conv3d_fwd_xdl_ndhwgc_gkzyxc_ndhwgk_int8_instance.cpp
...ped_conv3d_fwd_xdl_ndhwgc_gkzyxc_ndhwgk_int8_instance.cpp
+44
-44
library/src/tensor_operation_instance/gpu/normalization/device_groupnorm_f16_instance.cpp
...tance/gpu/normalization/device_groupnorm_f16_instance.cpp
+2
-0
library/src/tensor_operation_instance/gpu/normalization/device_groupnorm_f32_instance.cpp
...tance/gpu/normalization/device_groupnorm_f32_instance.cpp
+2
-0
library/src/tensor_operation_instance/gpu/normalization/device_groupnorm_swish_f16_f32_f32_f16_instance.cpp
...ation/device_groupnorm_swish_f16_f32_f32_f16_instance.cpp
+2
-0
library/src/tensor_operation_instance/gpu/normalization/device_groupnorm_swish_f16_instance.cpp
...gpu/normalization/device_groupnorm_swish_f16_instance.cpp
+2
-0
library/src/tensor_operation_instance/gpu/normalization/device_groupnorm_swish_f32_instance.cpp
...gpu/normalization/device_groupnorm_swish_f32_instance.cpp
+2
-0
library/src/tensor_operation_instance/gpu/normalization/device_layernorm2d_f16_instance.cpp
...nce/gpu/normalization/device_layernorm2d_f16_instance.cpp
+2
-0
library/src/tensor_operation_instance/gpu/normalization/device_layernorm2d_f32_instance.cpp
...nce/gpu/normalization/device_layernorm2d_f32_instance.cpp
+2
-0
library/src/tensor_operation_instance/gpu/normalization/device_layernorm4d_f16_instance.cpp
...nce/gpu/normalization/device_layernorm4d_f16_instance.cpp
+2
-0
library/src/tensor_operation_instance/gpu/normalization/device_layernorm4d_f32_instance.cpp
...nce/gpu/normalization/device_layernorm4d_f32_instance.cpp
+2
-0
library/src/tensor_operation_instance/gpu/normalization/normalization_instance_common.hpp
...tance/gpu/normalization/normalization_instance_common.hpp
+21
-0
No files found.
library/include/ck/library/tensor_operation_instance/gpu/softmax/device_softmax_i8_i8_instance_rank4_reduce3.hpp
deleted
100644 → 0
View file @
b5be51ed
// SPDX-License-Identifier: MIT
// Copyright (c) 2018-2023, Advanced Micro Devices, Inc. All rights reserved.
#pragma once
#include <vector>
#include "ck/library/tensor_operation_instance/device_operation_instance_factory.hpp"
#include "ck/tensor_operation/gpu/device/device_softmax.hpp"
namespace
ck
{
namespace
tensor_operation
{
namespace
device
{
namespace
instance
{
void
add_device_softmax_i8_i8_rank4_reduce3_instances
(
std
::
vector
<
DeviceSoftmaxPtr
<
I8
,
F32
,
I8
,
PassThrough
,
PassThrough
,
4
>>&
instances
);
}
// namespace instance
}
// namespace device
}
// namespace tensor_operation
}
// namespace ck
library/include/ck/library/tensor_operation_instance/gpu/softmax/device_softmax_i8_i8_instance_rank4_reduce4.hpp
deleted
100644 → 0
View file @
b5be51ed
// SPDX-License-Identifier: MIT
// Copyright (c) 2018-2023, Advanced Micro Devices, Inc. All rights reserved.
#pragma once
#include <vector>
#include "ck/library/tensor_operation_instance/device_operation_instance_factory.hpp"
#include "ck/tensor_operation/gpu/device/device_softmax.hpp"
namespace
ck
{
namespace
tensor_operation
{
namespace
device
{
namespace
instance
{
void
add_device_softmax_i8_i8_rank4_reduce4_instances
(
std
::
vector
<
DeviceSoftmaxPtr
<
I8
,
F32
,
I8
,
PassThrough
,
PassThrough
,
4
>>&
instances
);
}
// namespace instance
}
// namespace device
}
// namespace tensor_operation
}
// namespace ck
library/include/ck/library/tensor_operation_instance/gpu/softmax/device_softmax_i8_i8_instance_type.hpp
deleted
100644 → 0
View file @
b5be51ed
// SPDX-License-Identifier: MIT
// Copyright (c) 2018-2023, Advanced Micro Devices, Inc. All rights reserved.
#include <tuple>
#include "ck/ck.hpp"
#include "ck/library/tensor_operation_instance/device_operation_instance_factory.hpp"
#include "ck/tensor_operation/gpu/device/impl/device_softmax_impl.hpp"
#include "ck/tensor_operation/gpu/element/unary_element_wise_operation.hpp"
namespace
ck
{
namespace
tensor_operation
{
namespace
device
{
namespace
instance
{
template
<
index_t
Rank
,
index_t
Reduce
>
using
device_softmax_i8_i8_instances
=
std
::
tuple
<
// clang-format off
// InDataType, AccDataType, OutDataType, InElementwiseOp, AccElementwiseOp, Rank, NumReduceDim, BlockSize, MThreadClusterSize, KThreadClusterSize, MThreadSliceSize, KThreadSliceSize, InSrcVectorDim, InSrcVectorSize, OutDstVectorSize>
// fallback kernel
DeviceSoftmaxImpl
<
I8
,
F32
,
I8
,
PassThrough
,
PassThrough
,
Rank
,
Reduce
,
256
,
8
,
32
,
1
,
16
,
1
,
1
,
1
>
,
DeviceSoftmaxImpl
<
I8
,
F32
,
I8
,
PassThrough
,
PassThrough
,
Rank
,
Reduce
,
256
,
8
,
32
,
1
,
16
,
1
,
16
,
16
>
,
DeviceSoftmaxImpl
<
I8
,
F32
,
I8
,
PassThrough
,
PassThrough
,
Rank
,
Reduce
,
256
,
4
,
64
,
1
,
16
,
1
,
16
,
16
>
,
DeviceSoftmaxImpl
<
I8
,
F32
,
I8
,
PassThrough
,
PassThrough
,
Rank
,
Reduce
,
256
,
2
,
128
,
1
,
16
,
1
,
16
,
16
>
,
DeviceSoftmaxImpl
<
I8
,
F32
,
I8
,
PassThrough
,
PassThrough
,
Rank
,
Reduce
,
256
,
2
,
128
,
1
,
32
,
1
,
16
,
16
>
,
DeviceSoftmaxImpl
<
I8
,
F32
,
I8
,
PassThrough
,
PassThrough
,
Rank
,
Reduce
,
256
,
2
,
128
,
1
,
64
,
1
,
16
,
16
>
,
DeviceSoftmaxImpl
<
I8
,
F32
,
I8
,
PassThrough
,
PassThrough
,
Rank
,
Reduce
,
256
,
1
,
256
,
1
,
16
,
1
,
16
,
16
>
,
DeviceSoftmaxImpl
<
I8
,
F32
,
I8
,
PassThrough
,
PassThrough
,
Rank
,
Reduce
,
256
,
1
,
256
,
1
,
32
,
1
,
16
,
16
>
,
DeviceSoftmaxImpl
<
I8
,
F32
,
I8
,
PassThrough
,
PassThrough
,
Rank
,
Reduce
,
256
,
1
,
256
,
1
,
64
,
1
,
16
,
16
>
,
// Reduction on middle dimensions
// InSrcVectorDim is 0 since we want to coalesce reads on M dimension
DeviceSoftmaxImpl
<
I8
,
F32
,
I8
,
PassThrough
,
PassThrough
,
Rank
,
Reduce
,
256
,
8
,
32
,
8
,
8
,
0
,
1
,
1
>
,
DeviceSoftmaxImpl
<
I8
,
F32
,
I8
,
PassThrough
,
PassThrough
,
Rank
,
Reduce
,
256
,
32
,
8
,
32
,
8
,
0
,
16
,
8
>
// clang-format on
>
;
}
// namespace instance
}
// namespace device
}
// namespace tensor_operation
}
// namespace ck
library/include/ck/library/tensor_operation_instance/gpu/softmax/device_softmax_instance.hpp
View file @
f74b77bc
...
...
@@ -3,6 +3,17 @@
#pragma once
#include "ck/library/tensor_operation_instance/gpu/softmax/device_softmax_f16_f16_instance.hpp"
#include "ck/library/tensor_operation_instance/gpu/softmax/device_softmax_f32_f32_instance.hpp"
#include "ck/library/tensor_operation_instance/gpu/softmax/device_softmax_i8_i8_instance.hpp"
#include "ck/library/tensor_operation_instance/gpu/softmax/device_softmax_f16_f16_instance_rank3_reduce1.hpp"
#include "ck/library/tensor_operation_instance/gpu/softmax/device_softmax_f16_f16_instance_rank3_reduce2.hpp"
#include "ck/library/tensor_operation_instance/gpu/softmax/device_softmax_f16_f16_instance_rank3_reduce3.hpp"
#include "ck/library/tensor_operation_instance/gpu/softmax/device_softmax_f16_f16_instance_rank4_reduce1.hpp"
#include "ck/library/tensor_operation_instance/gpu/softmax/device_softmax_f16_f16_instance_rank4_reduce2.hpp"
#include "ck/library/tensor_operation_instance/gpu/softmax/device_softmax_f16_f16_instance_rank4_reduce3.hpp"
#include "ck/library/tensor_operation_instance/gpu/softmax/device_softmax_f16_f16_instance_rank4_reduce4.hpp"
#include "ck/library/tensor_operation_instance/gpu/softmax/device_softmax_f32_f32_instance_rank3_reduce1.hpp"
#include "ck/library/tensor_operation_instance/gpu/softmax/device_softmax_f32_f32_instance_rank3_reduce2.hpp"
#include "ck/library/tensor_operation_instance/gpu/softmax/device_softmax_f32_f32_instance_rank3_reduce3.hpp"
#include "ck/library/tensor_operation_instance/gpu/softmax/device_softmax_f32_f32_instance_rank4_reduce1.hpp"
#include "ck/library/tensor_operation_instance/gpu/softmax/device_softmax_f32_f32_instance_rank4_reduce2.hpp"
#include "ck/library/tensor_operation_instance/gpu/softmax/device_softmax_f32_f32_instance_rank4_reduce3.hpp"
#include "ck/library/tensor_operation_instance/gpu/softmax/device_softmax_f32_f32_instance_rank4_reduce4.hpp"
library/src/tensor_operation_instance/gpu/elementwise/device_normalize_instance.cpp
View file @
f74b77bc
...
...
@@ -30,7 +30,12 @@ using device_normalize_from_mean_squaremean_f16_f32_f32_f16_f16_instances = std:
//###################|<in, mean, square_mean, gamma, beta>| <out>| functor| NDim| MPerThread| <in, mean, square_mean, gamma, beta ScalarPerVector>| <out ScalarPerVector>|
DeviceElementwiseImpl
<
Tuple
<
F16
,
F32
,
F32
,
F16
,
F16
>
,
Tuple
<
F16
>
,
Normalize
,
2
,
8
,
Sequence
<
8
,
1
,
1
,
8
,
8
>
,
Sequence
<
8
>
>
,
DeviceElementwiseImpl
<
Tuple
<
F16
,
F32
,
F32
,
F16
,
F16
>
,
Tuple
<
F16
>
,
Normalize
,
2
,
4
,
Sequence
<
4
,
1
,
1
,
4
,
4
>
,
Sequence
<
4
>
>
,
DeviceElementwiseImpl
<
Tuple
<
F16
,
F32
,
F32
,
F16
,
F16
>
,
Tuple
<
F16
>
,
Normalize
,
2
,
2
,
Sequence
<
2
,
1
,
1
,
2
,
2
>
,
Sequence
<
2
>
>
,
DeviceElementwiseImpl
<
Tuple
<
F16
,
F32
,
F32
,
F16
,
F16
>
,
Tuple
<
F16
>
,
Normalize
,
2
,
2
,
Sequence
<
2
,
1
,
1
,
2
,
2
>
,
Sequence
<
2
>
>
// clang-format on
>
;
using
device_normalize_from_mean_squaremean_f16_f32_f32_f16_f16_generic_instance
=
std
::
tuple
<
// clang-format off
DeviceElementwiseImpl
<
Tuple
<
F16
,
F32
,
F32
,
F16
,
F16
>
,
Tuple
<
F16
>
,
Normalize
,
2
,
1
,
Sequence
<
1
,
1
,
1
,
1
,
1
>
,
Sequence
<
1
>
>
// clang-format on
>
;
...
...
@@ -39,6 +44,9 @@ void add_device_normalize_from_mean_squaremean_f16_f32_f32_f16_f16_instances(
std
::
vector
<
DeviceElementwisePtr
<
Tuple
<
F16
,
F32
,
F32
,
F16
,
F16
>
,
Tuple
<
F16
>
,
Normalize
,
2
>>&
instances
)
{
add_device_operation_instances
(
instances
,
device_normalize_from_mean_squaremean_f16_f32_f32_f16_f16_generic_instance
{});
add_device_operation_instances
(
instances
,
device_normalize_from_mean_squaremean_f16_f32_f32_f16_f16_instances
{});
}
...
...
library/src/tensor_operation_instance/gpu/grouped_conv3d_fwd/CMakeLists.txt
View file @
f74b77bc
...
...
@@ -4,8 +4,8 @@ add_instance_library(device_grouped_conv3d_fwd_instance
device_grouped_conv3d_fwd_xdl_gndhwc_gkzyxc_gndhwk_f32_instance.cpp
device_grouped_conv3d_fwd_xdl_gndhwc_gkzyxc_gndhwk_int8_instance.cpp
device_grouped_conv3d_fwd_xdl_ndhwgc_kzyx
g
c_ndhwgk_bf16_instance.cpp
device_grouped_conv3d_fwd_xdl_ndhwgc_kzyx
g
c_ndhwgk_f16_instance.cpp
device_grouped_conv3d_fwd_xdl_ndhwgc_kzyx
g
c_ndhwgk_f32_instance.cpp
device_grouped_conv3d_fwd_xdl_ndhwgc_kzyx
g
c_ndhwgk_int8_instance.cpp
device_grouped_conv3d_fwd_xdl_ndhwgc_
g
kzyxc_ndhwgk_bf16_instance.cpp
device_grouped_conv3d_fwd_xdl_ndhwgc_
g
kzyxc_ndhwgk_f16_instance.cpp
device_grouped_conv3d_fwd_xdl_ndhwgc_
g
kzyxc_ndhwgk_f32_instance.cpp
device_grouped_conv3d_fwd_xdl_ndhwgc_
g
kzyxc_ndhwgk_int8_instance.cpp
)
library/src/tensor_operation_instance/gpu/grouped_conv3d_fwd/device_grouped_conv3d_fwd_xdl_ndhwgc_kzyx
g
c_ndhwgk_bf16_instance.cpp
→
library/src/tensor_operation_instance/gpu/grouped_conv3d_fwd/device_grouped_conv3d_fwd_xdl_ndhwgc_
g
kzyxc_ndhwgk_bf16_instance.cpp
View file @
f74b77bc
...
...
@@ -26,7 +26,7 @@ template <ck::index_t... Is>
using
S
=
ck
::
Sequence
<
Is
...
>
;
using
NDHWGC
=
ck
::
tensor_layout
::
convolution
::
NDHWGC
;
using
KZYX
G
C
=
ck
::
tensor_layout
::
convolution
::
KZYX
G
C
;
using
G
KZYXC
=
ck
::
tensor_layout
::
convolution
::
G
KZYXC
;
using
NDHWGK
=
ck
::
tensor_layout
::
convolution
::
NDHWGK
;
using
PassThrough
=
ck
::
tensor_operation
::
element_wise
::
PassThrough
;
...
...
@@ -43,7 +43,7 @@ static constexpr auto ConvFwd1x1S1P0 =
static
constexpr
auto
GemmMNKPadding
=
ck
::
tensor_operation
::
device
::
GemmSpecialization
::
MNKPadding
;
// in[g, n, di, hi, wi, c] * wei[g, k, z, y, x, c] = out[g, n, do, ho, wo, k]
using
device_grouped_conv3d_fwd_xdl_ndhwgc_kzyx
g
c_ndhwgk_bf16_instances
=
using
device_grouped_conv3d_fwd_xdl_ndhwgc_
g
kzyxc_ndhwgk_bf16_instances
=
std
::
tuple
<
// clang-format off
// Default
...
...
@@ -51,64 +51,64 @@ using device_grouped_conv3d_fwd_xdl_ndhwgc_kzyxgc_ndhwgk_bf16_instances =
//########################################| Spatial| Layout| Layout| Layout| Layout| Type| Type| Type| DataType| DataType| Type| Elementwise| Elementwise| Elementwise| Specialization| Specialization| Prefetch| Size| Block| Block| Block| | | XDL| XDL| Per| Per| ThreadCluster| ThreadCluster| SrcAccessOrder| SrcVectorDim| SrcScalar| DstScalar| AddExtraM| ThreadCluster| ThreadCluster| SrcAccessOrder| SrcVectorDim| SrcScalar| DstScalar| AddExtraN| MXdlPerWave| NXdlPerWave| _MBlock_MWaveMPerXdl| ScalarPerVector|
//########################################| | | | | | | | | | | | Operation| Operation| Operation| | | Stage| | | | | | | | | Wave| Wave| Lengths_K0_M_K1| ArrangeOrder| | | PerVector| PerVector_K1| | Lengths_K0_N_K1| ArrangeOrder| | | PerVector| PerVector_K1| | PerShuffle| PerShuffle| _NBlock_NWaveNPerXdl| _NWaveNPerXdl|
//########################################| | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | |
DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
3
,
NDHWGC
,
KZYX
G
C
,
Empty_Tuple
,
NDHWGK
,
BF16
,
BF16
,
F32
,
BF16
,
Empty_Tuple
,
BF16
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwdDefault
,
GemmMNKPadding
,
1
,
256
,
256
,
128
,
32
,
8
,
8
,
32
,
32
,
4
,
2
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
1
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
1
,
1
,
1
,
S
<
1
,
32
,
1
,
8
>
,
8
>
,
DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
3
,
NDHWGC
,
KZYX
G
C
,
Empty_Tuple
,
NDHWGK
,
BF16
,
BF16
,
F32
,
BF16
,
Empty_Tuple
,
BF16
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwdDefault
,
GemmMNKPadding
,
1
,
256
,
128
,
256
,
32
,
8
,
8
,
32
,
32
,
2
,
4
,
S
<
4
,
64
,
1
>
,
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DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
3
,
NDHWGC
,
KZYX
G
C
,
Empty_Tuple
,
NDHWGK
,
BF16
,
BF16
,
F32
,
BF16
,
Empty_Tuple
,
BF16
,
PassThrough
,
PassThrough
,
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,
ConvFwdDefault
,
GemmMNKPadding
,
1
,
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16
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DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
3
,
NDHWGC
,
KZYX
G
C
,
Empty_Tuple
,
NDHWGK
,
BF16
,
BF16
,
F32
,
BF16
,
Empty_Tuple
,
BF16
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwdDefault
,
GemmMNKPadding
,
1
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128
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32
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,
DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
3
,
NDHWGC
,
KZYX
G
C
,
Empty_Tuple
,
NDHWGK
,
BF16
,
BF16
,
F32
,
BF16
,
Empty_Tuple
,
BF16
,
PassThrough
,
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,
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,
ConvFwdDefault
,
GemmMNKPadding
,
1
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DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
3
,
NDHWGC
,
KZYX
G
C
,
Empty_Tuple
,
NDHWGK
,
BF16
,
BF16
,
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,
BF16
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Empty_Tuple
,
BF16
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PassThrough
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,
ConvFwdDefault
,
GemmMNKPadding
,
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DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
3
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NDHWGC
,
KZYX
G
C
,
Empty_Tuple
,
NDHWGK
,
BF16
,
BF16
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BF16
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,
ConvFwdDefault
,
GemmMNKPadding
,
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DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
3
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NDHWGC
,
KZYX
G
C
,
Empty_Tuple
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,
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BF16
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BF16
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ConvFwdDefault
,
GemmMNKPadding
,
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DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
3
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NDHWGC
,
KZYX
G
C
,
Empty_Tuple
,
NDHWGK
,
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BF16
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BF16
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,
GemmMNKPadding
,
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DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
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NDHWGC
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Empty_Tuple
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DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
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NDHWGC
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Empty_Tuple
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DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
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NDHWGC
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Empty_Tuple
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DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
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NDHWGC
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DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
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NDHWGC
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KZYXC
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DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
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KZYXC
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DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
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<
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DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
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KZYXC
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DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
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,
1
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DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
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DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
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NDHWGC
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DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
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NDHWGC
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KZYXC
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Empty_Tuple
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NDHWGK
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BF16
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,
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PassThrough
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,
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// Filter1x1Pad0
//########################################| NumDim| A| B| Ds| E| AData| BData| AccData| CShuffle| Ds| EData| A| B| CDE| ConvForward| GEMM| NumGemmK| Block| MPer| NPer| KPer| AK1| BK1| MPer| NPer| MXdl| NXdl| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockLds| BBlockTransfer| BBlockTransfer| BBlockTransfer| BlockTransfer| BBlockTransfer| BBlockTransfer| BBlockLds| CShuffle| CShuffle| CBlockTransferClusterLengths| CBlockTransfer|
//########################################| Spatial| Layout| Layout| Layout| Layout| Type| Type| Type| DataType| DataType| Type| Elementwise| Elementwise| Elementwise| Specialization| Specialization| Prefetch| Size| Block| Block| Block| | | XDL| XDL| Per| Per| ThreadCluster| ThreadCluster| SrcAccessOrder| SrcVectorDim| SrcScalar| DstScalar| AddExtraM| ThreadCluster| ThreadCluster| SrcAccessOrder| SrcVectorDim| SrcScalar| DstScalar| AddExtraN| MXdlPerWave| NXdlPerWave| _MBlock_MWaveMPerXdl| ScalarPerVector|
//########################################| | | | | | | | | | | | Operation| Operation| Operation| | | Stage| | | | | | | | | Wave| Wave| Lengths_K0_M_K1| ArrangeOrder| | | PerVector| PerVector_K1| | Lengths_K0_N_K1| ArrangeOrder| | | PerVector| PerVector_K1| | PerShuffle| PerShuffle| _NBlock_NWaveNPerXdl| _NWaveNPerXdl|
//########################################| | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | |
DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
3
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NDHWGC
,
KZYX
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C
,
Empty_Tuple
,
NDHWGK
,
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PassThrough
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PassThrough
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GemmMNKPadding
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DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
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DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
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GemmMNKPadding
,
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DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
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NDHWGC
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DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
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NDHWGC
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DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
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NDHWGC
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DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
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NDHWGC
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DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
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DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
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DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
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DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
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DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
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// Filter1x1Stride1Pad0
//########################################| NumDim| A| B| Ds| E| AData| BData| AccData| CShuffle| Ds| EData| A| B| CDE| ConvForward| GEMM| NumGemmK| Block| MPer| NPer| KPer| AK1| BK1| MPer| NPer| MXdl| NXdl| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockLds| BBlockTransfer| BBlockTransfer| BBlockTransfer| BlockTransfer| BBlockTransfer| BBlockTransfer| BBlockLds| CShuffle| CShuffle| CBlockTransferClusterLengths| CBlockTransfer|
//########################################| Spatial| Layout| Layout| Layout| Layout| Type| Type| Type| DataType| DataType| Type| Elementwise| Elementwise| Elementwise| Specialization| Specialization| Prefetch| Size| Block| Block| Block| | | XDL| XDL| Per| Per| ThreadCluster| ThreadCluster| SrcAccessOrder| SrcVectorDim| SrcScalar| DstScalar| AddExtraM| ThreadCluster| ThreadCluster| SrcAccessOrder| SrcVectorDim| SrcScalar| DstScalar| AddExtraN| MXdlPerWave| NXdlPerWave| _MBlock_MWaveMPerXdl| ScalarPerVector|
//########################################| | | | | | | | | | | | Operation| Operation| Operation| | | Stage| | | | | | | | | Wave| Wave| Lengths_K0_M_K1| ArrangeOrder| | | PerVector| PerVector_K1| | Lengths_K0_N_K1| ArrangeOrder| | | PerVector| PerVector_K1| | PerShuffle| PerShuffle| _NBlock_NWaveNPerXdl| _NWaveNPerXdl|
//########################################| | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | |
DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
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,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
1
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
1
,
1
,
1
,
S
<
1
,
16
,
1
,
8
>
,
8
>
,
DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
3
,
NDHWGC
,
G
KZYXC
,
Empty_Tuple
,
NDHWGK
,
BF16
,
BF16
,
F32
,
BF16
,
Empty_Tuple
,
BF16
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwd1x1S1P0
,
GemmMNKPadding
,
1
,
256
,
128
,
128
,
32
,
8
,
8
,
32
,
32
,
2
,
2
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
1
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
1
,
1
,
1
,
S
<
1
,
32
,
1
,
8
>
,
8
>
,
DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
3
,
NDHWGC
,
G
KZYXC
,
Empty_Tuple
,
NDHWGK
,
BF16
,
BF16
,
F32
,
BF16
,
Empty_Tuple
,
BF16
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwd1x1S1P0
,
GemmMNKPadding
,
1
,
128
,
128
,
64
,
32
,
8
,
8
,
32
,
32
,
2
,
2
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
1
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
1
,
1
,
1
,
S
<
1
,
32
,
1
,
4
>
,
8
>
,
DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
3
,
NDHWGC
,
G
KZYXC
,
Empty_Tuple
,
NDHWGK
,
BF16
,
BF16
,
F32
,
BF16
,
Empty_Tuple
,
BF16
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwd1x1S1P0
,
GemmMNKPadding
,
1
,
128
,
64
,
128
,
32
,
8
,
8
,
32
,
32
,
2
,
2
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
1
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
1
,
1
,
1
,
S
<
1
,
16
,
1
,
8
>
,
8
>
,
DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
3
,
NDHWGC
,
G
KZYXC
,
Empty_Tuple
,
NDHWGK
,
BF16
,
BF16
,
F32
,
BF16
,
Empty_Tuple
,
BF16
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwd1x1S1P0
,
GemmMNKPadding
,
1
,
64
,
64
,
64
,
32
,
8
,
8
,
32
,
32
,
2
,
2
,
S
<
4
,
16
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
1
,
S
<
4
,
16
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
1
,
1
,
1
,
S
<
1
,
16
,
1
,
4
>
,
8
>
,
DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
3
,
NDHWGC
,
G
KZYXC
,
Empty_Tuple
,
NDHWGK
,
BF16
,
BF16
,
F32
,
BF16
,
Empty_Tuple
,
BF16
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwd1x1S1P0
,
GemmMNKPadding
,
1
,
256
,
128
,
64
,
32
,
8
,
8
,
32
,
32
,
2
,
1
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
1
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
1
,
1
,
1
,
S
<
1
,
32
,
1
,
8
>
,
8
>
,
DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
3
,
NDHWGC
,
G
KZYXC
,
Empty_Tuple
,
NDHWGK
,
BF16
,
BF16
,
F32
,
BF16
,
Empty_Tuple
,
BF16
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwd1x1S1P0
,
GemmMNKPadding
,
1
,
256
,
64
,
128
,
32
,
8
,
8
,
32
,
32
,
1
,
2
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
1
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
1
,
1
,
1
,
S
<
1
,
32
,
1
,
8
>
,
8
>
,
DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
3
,
NDHWGC
,
G
KZYXC
,
Empty_Tuple
,
NDHWGK
,
BF16
,
BF16
,
F32
,
BF16
,
Empty_Tuple
,
BF16
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwd1x1S1P0
,
GemmMNKPadding
,
1
,
128
,
128
,
32
,
32
,
8
,
8
,
32
,
32
,
2
,
1
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
1
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
1
,
1
,
1
,
S
<
1
,
32
,
1
,
4
>
,
8
>
,
DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
3
,
NDHWGC
,
G
KZYXC
,
Empty_Tuple
,
NDHWGK
,
BF16
,
BF16
,
F32
,
BF16
,
Empty_Tuple
,
BF16
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwd1x1S1P0
,
GemmMNKPadding
,
1
,
128
,
32
,
128
,
32
,
8
,
8
,
32
,
32
,
1
,
2
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
1
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
1
,
1
,
1
,
S
<
1
,
16
,
1
,
8
>
,
8
>
,
DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
3
,
NDHWGC
,
G
KZYXC
,
Empty_Tuple
,
NDHWGK
,
BF16
,
BF16
,
F32
,
BF16
,
Empty_Tuple
,
BF16
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwd1x1S1P0
,
GemmMNKPadding
,
1
,
64
,
64
,
32
,
32
,
8
,
8
,
32
,
32
,
2
,
1
,
S
<
4
,
16
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
1
,
S
<
4
,
16
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
1
,
1
,
1
,
S
<
1
,
16
,
1
,
4
>
,
8
>
,
DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
3
,
NDHWGC
,
G
KZYXC
,
Empty_Tuple
,
NDHWGK
,
BF16
,
BF16
,
F32
,
BF16
,
Empty_Tuple
,
BF16
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwd1x1S1P0
,
GemmMNKPadding
,
1
,
64
,
32
,
64
,
32
,
8
,
8
,
32
,
32
,
1
,
2
,
S
<
4
,
16
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
1
,
S
<
4
,
16
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
1
,
1
,
1
,
S
<
1
,
16
,
1
,
4
>
,
8
>
// clang-format on
>
;
void
add_device_grouped_conv3d_fwd_xdl_ndhwgc_kzyx
g
c_ndhwgk_bf16_instances
(
void
add_device_grouped_conv3d_fwd_xdl_ndhwgc_
g
kzyxc_ndhwgk_bf16_instances
(
std
::
vector
<
std
::
unique_ptr
<
DeviceGroupedConvFwdMultipleD
<
3
,
NDHWGC
,
KZYX
G
C
,
G
KZYXC
,
Empty_Tuple
,
NDHWGK
,
BF16
,
...
...
@@ -120,7 +120,7 @@ void add_device_grouped_conv3d_fwd_xdl_ndhwgc_kzyxgc_ndhwgk_bf16_instances(
PassThrough
>>>&
instances
)
{
add_device_operation_instances
(
instances
,
device_grouped_conv3d_fwd_xdl_ndhwgc_kzyx
g
c_ndhwgk_bf16_instances
{});
instances
,
device_grouped_conv3d_fwd_xdl_ndhwgc_
g
kzyxc_ndhwgk_bf16_instances
{});
}
}
// namespace instance
...
...
library/src/tensor_operation_instance/gpu/grouped_conv3d_fwd/device_grouped_conv3d_fwd_xdl_ndhwgc_kzyx
g
c_ndhwgk_f16_instance.cpp
→
library/src/tensor_operation_instance/gpu/grouped_conv3d_fwd/device_grouped_conv3d_fwd_xdl_ndhwgc_
g
kzyxc_ndhwgk_f16_instance.cpp
View file @
f74b77bc
...
...
@@ -26,7 +26,7 @@ template <ck::index_t... Is>
using
S
=
ck
::
Sequence
<
Is
...
>
;
using
NDHWGC
=
ck
::
tensor_layout
::
convolution
::
NDHWGC
;
using
KZYX
G
C
=
ck
::
tensor_layout
::
convolution
::
KZYX
G
C
;
using
G
KZYXC
=
ck
::
tensor_layout
::
convolution
::
G
KZYXC
;
using
NDHWGK
=
ck
::
tensor_layout
::
convolution
::
NDHWGK
;
using
PassThrough
=
ck
::
tensor_operation
::
element_wise
::
PassThrough
;
...
...
@@ -43,7 +43,7 @@ static constexpr auto ConvFwd1x1S1P0 =
static
constexpr
auto
GemmMNKPadding
=
ck
::
tensor_operation
::
device
::
GemmSpecialization
::
MNKPadding
;
// in[g, n, di, hi, wi, c] * wei[g, k, z, y, x, c] = out[g, n, do, ho, wo, k]
using
device_grouped_conv3d_fwd_xdl_ndhwgc_kzyx
g
c_ndhwgk_f16_instances
=
using
device_grouped_conv3d_fwd_xdl_ndhwgc_
g
kzyxc_ndhwgk_f16_instances
=
std
::
tuple
<
// clang-format off
// Default
...
...
@@ -51,64 +51,64 @@ using device_grouped_conv3d_fwd_xdl_ndhwgc_kzyxgc_ndhwgk_f16_instances =
//########################################| Spatial| Layout| Layout| Layout| Layout| Type| Type| Type| DataType| DataType| Type| Elementwise| Elementwise| Elementwise| Specialization| Specialization| Prefetch| Size| Block| Block| Block| | | XDL| XDL| Per| Per| ThreadCluster| ThreadCluster| SrcAccessOrder| SrcVectorDim| SrcScalar| DstScalar| AddExtraM| ThreadCluster| ThreadCluster| SrcAccessOrder| SrcVectorDim| SrcScalar| DstScalar| AddExtraN| MXdlPerWave| NXdlPerWave| _MBlock_MWaveMPerXdl| ScalarPerVector|
//########################################| | | | | | | | | | | | Operation| Operation| Operation| | | Stage| | | | | | | | | Wave| Wave| Lengths_K0_M_K1| ArrangeOrder| | | PerVector| PerVector_K1| | Lengths_K0_N_K1| ArrangeOrder| | | PerVector| PerVector_K1| | PerShuffle| PerShuffle| _NBlock_NWaveNPerXdl| _NWaveNPerXdl|
//########################################| | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | |
DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
3
,
NDHWGC
,
KZYX
G
C
,
Empty_Tuple
,
NDHWGK
,
F16
,
F16
,
F32
,
F16
,
Empty_Tuple
,
F16
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwdDefault
,
GemmMNKPadding
,
1
,
256
,
256
,
128
,
32
,
8
,
8
,
32
,
32
,
4
,
2
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
1
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
1
,
1
,
1
,
S
<
1
,
32
,
1
,
8
>
,
8
>
,
DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
3
,
NDHWGC
,
KZYX
G
C
,
Empty_Tuple
,
NDHWGK
,
F16
,
F16
,
F32
,
F16
,
Empty_Tuple
,
F16
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwdDefault
,
GemmMNKPadding
,
1
,
256
,
128
,
256
,
32
,
8
,
8
,
32
,
32
,
2
,
4
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
1
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
1
,
1
,
1
,
S
<
1
,
32
,
1
,
8
>
,
8
>
,
DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
3
,
NDHWGC
,
KZYX
G
C
,
Empty_Tuple
,
NDHWGK
,
F16
,
F16
,
F32
,
F16
,
Empty_Tuple
,
F16
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwdDefault
,
GemmMNKPadding
,
1
,
128
,
128
,
128
,
32
,
8
,
8
,
32
,
32
,
4
,
2
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
1
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
1
,
1
,
1
,
S
<
1
,
16
,
1
,
8
>
,
8
>
,
DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
3
,
NDHWGC
,
KZYX
G
C
,
Empty_Tuple
,
NDHWGK
,
F16
,
F16
,
F32
,
F16
,
Empty_Tuple
,
F16
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwdDefault
,
GemmMNKPadding
,
1
,
256
,
128
,
128
,
32
,
8
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DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
3
,
NDHWGC
,
KZYX
G
C
,
Empty_Tuple
,
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,
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,
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,
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,
F16
,
Empty_Tuple
,
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,
PassThrough
,
PassThrough
,
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,
ConvFwdDefault
,
GemmMNKPadding
,
1
,
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128
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DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
3
,
NDHWGC
,
KZYX
G
C
,
Empty_Tuple
,
NDHWGK
,
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,
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Empty_Tuple
,
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,
PassThrough
,
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,
ConvFwdDefault
,
GemmMNKPadding
,
1
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DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
3
,
NDHWGC
,
KZYX
G
C
,
Empty_Tuple
,
NDHWGK
,
F16
,
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,
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Empty_Tuple
,
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,
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,
ConvFwdDefault
,
GemmMNKPadding
,
1
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DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
3
,
NDHWGC
,
KZYX
G
C
,
Empty_Tuple
,
NDHWGK
,
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,
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,
GemmMNKPadding
,
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DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
3
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NDHWGC
,
KZYX
G
C
,
Empty_Tuple
,
NDHWGK
,
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,
GemmMNKPadding
,
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DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
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NDHWGC
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KZYX
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,
Empty_Tuple
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,
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DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
3
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NDHWGC
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KZYX
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,
Empty_Tuple
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,
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DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
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NDHWGC
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DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
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NDHWGC
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DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
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NDHWGC
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KZYXC
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<
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KZYXC
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DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
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NDHWGC
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KZYXC
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Empty_Tuple
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// Filter1x1Pad0
//########################################| NumDim| A| B| Ds| E| AData| BData| AccData| CShuffle| Ds| EData| A| B| CDE| ConvForward| GEMM| NumGemmK| Block| MPer| NPer| KPer| AK1| BK1| MPer| NPer| MXdl| NXdl| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockLds| BBlockTransfer| BBlockTransfer| BBlockTransfer| BlockTransfer| BBlockTransfer| BBlockTransfer| BBlockLds| CShuffle| CShuffle| CBlockTransferClusterLengths| CBlockTransfer|
//########################################| Spatial| Layout| Layout| Layout| Layout| Type| Type| Type| DataType| DataType| Type| Elementwise| Elementwise| Elementwise| Specialization| Specialization| Prefetch| Size| Block| Block| Block| | | XDL| XDL| Per| Per| ThreadCluster| ThreadCluster| SrcAccessOrder| SrcVectorDim| SrcScalar| DstScalar| AddExtraM| ThreadCluster| ThreadCluster| SrcAccessOrder| SrcVectorDim| SrcScalar| DstScalar| AddExtraN| MXdlPerWave| NXdlPerWave| _MBlock_MWaveMPerXdl| ScalarPerVector|
//########################################| | | | | | | | | | | | Operation| Operation| Operation| | | Stage| | | | | | | | | Wave| Wave| Lengths_K0_M_K1| ArrangeOrder| | | PerVector| PerVector_K1| | Lengths_K0_N_K1| ArrangeOrder| | | PerVector| PerVector_K1| | PerShuffle| PerShuffle| _NBlock_NWaveNPerXdl| _NWaveNPerXdl|
//########################################| | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | |
DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
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NDHWGC
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KZYX
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C
,
Empty_Tuple
,
NDHWGK
,
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PassThrough
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PassThrough
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,
GemmMNKPadding
,
1
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DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
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// Filter1x1Stride1Pad0
//########################################| NumDim| A| B| Ds| E| AData| BData| AccData| CShuffle| Ds| EData| A| B| CDE| ConvForward| GEMM| NumGemmK| Block| MPer| NPer| KPer| AK1| BK1| MPer| NPer| MXdl| NXdl| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockLds| BBlockTransfer| BBlockTransfer| BBlockTransfer| BlockTransfer| BBlockTransfer| BBlockTransfer| BBlockLds| CShuffle| CShuffle| CBlockTransferClusterLengths| CBlockTransfer|
//########################################| Spatial| Layout| Layout| Layout| Layout| Type| Type| Type| DataType| DataType| Type| Elementwise| Elementwise| Elementwise| Specialization| Specialization| Prefetch| Size| Block| Block| Block| | | XDL| XDL| Per| Per| ThreadCluster| ThreadCluster| SrcAccessOrder| SrcVectorDim| SrcScalar| DstScalar| AddExtraM| ThreadCluster| ThreadCluster| SrcAccessOrder| SrcVectorDim| SrcScalar| DstScalar| AddExtraN| MXdlPerWave| NXdlPerWave| _MBlock_MWaveMPerXdl| ScalarPerVector|
//########################################| | | | | | | | | | | | Operation| Operation| Operation| | | Stage| | | | | | | | | Wave| Wave| Lengths_K0_M_K1| ArrangeOrder| | | PerVector| PerVector_K1| | Lengths_K0_N_K1| ArrangeOrder| | | PerVector| PerVector_K1| | PerShuffle| PerShuffle| _NBlock_NWaveNPerXdl| _NWaveNPerXdl|
//########################################| | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | |
DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
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DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
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ConvFwd1x1S1P0
,
GemmMNKPadding
,
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DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
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NDHWGC
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GemmMNKPadding
,
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DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
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NDHWGC
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KZYX
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ConvFwd1x1S1P0
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GemmMNKPadding
,
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DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
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NDHWGC
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DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
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NDHWGC
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DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
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DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
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DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
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DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
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DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
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DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
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,
128
,
128
,
64
,
32
,
8
,
8
,
32
,
32
,
2
,
2
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
1
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
1
,
1
,
1
,
S
<
1
,
32
,
1
,
4
>
,
8
>
,
DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
3
,
NDHWGC
,
G
KZYXC
,
Empty_Tuple
,
NDHWGK
,
F16
,
F16
,
F32
,
F16
,
Empty_Tuple
,
F16
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwd1x1S1P0
,
GemmMNKPadding
,
1
,
128
,
64
,
128
,
32
,
8
,
8
,
32
,
32
,
2
,
2
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
1
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
1
,
1
,
1
,
S
<
1
,
16
,
1
,
8
>
,
8
>
,
DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
3
,
NDHWGC
,
G
KZYXC
,
Empty_Tuple
,
NDHWGK
,
F16
,
F16
,
F32
,
F16
,
Empty_Tuple
,
F16
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwd1x1S1P0
,
GemmMNKPadding
,
1
,
64
,
64
,
64
,
32
,
8
,
8
,
32
,
32
,
2
,
2
,
S
<
4
,
16
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
1
,
S
<
4
,
16
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
1
,
1
,
1
,
S
<
1
,
16
,
1
,
4
>
,
8
>
,
DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
3
,
NDHWGC
,
G
KZYXC
,
Empty_Tuple
,
NDHWGK
,
F16
,
F16
,
F32
,
F16
,
Empty_Tuple
,
F16
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwd1x1S1P0
,
GemmMNKPadding
,
1
,
256
,
128
,
64
,
32
,
8
,
8
,
32
,
32
,
2
,
1
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
1
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
1
,
1
,
1
,
S
<
1
,
32
,
1
,
8
>
,
8
>
,
DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
3
,
NDHWGC
,
G
KZYXC
,
Empty_Tuple
,
NDHWGK
,
F16
,
F16
,
F32
,
F16
,
Empty_Tuple
,
F16
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwd1x1S1P0
,
GemmMNKPadding
,
1
,
256
,
64
,
128
,
32
,
8
,
8
,
32
,
32
,
1
,
2
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
1
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
1
,
1
,
1
,
S
<
1
,
32
,
1
,
8
>
,
8
>
,
DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
3
,
NDHWGC
,
G
KZYXC
,
Empty_Tuple
,
NDHWGK
,
F16
,
F16
,
F32
,
F16
,
Empty_Tuple
,
F16
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwd1x1S1P0
,
GemmMNKPadding
,
1
,
128
,
128
,
32
,
32
,
8
,
8
,
32
,
32
,
2
,
1
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
1
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
1
,
1
,
1
,
S
<
1
,
32
,
1
,
4
>
,
8
>
,
DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
3
,
NDHWGC
,
G
KZYXC
,
Empty_Tuple
,
NDHWGK
,
F16
,
F16
,
F32
,
F16
,
Empty_Tuple
,
F16
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwd1x1S1P0
,
GemmMNKPadding
,
1
,
128
,
32
,
128
,
32
,
8
,
8
,
32
,
32
,
1
,
2
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
1
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
1
,
1
,
1
,
S
<
1
,
16
,
1
,
8
>
,
8
>
,
DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
3
,
NDHWGC
,
G
KZYXC
,
Empty_Tuple
,
NDHWGK
,
F16
,
F16
,
F32
,
F16
,
Empty_Tuple
,
F16
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwd1x1S1P0
,
GemmMNKPadding
,
1
,
64
,
64
,
32
,
32
,
8
,
8
,
32
,
32
,
2
,
1
,
S
<
4
,
16
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
1
,
S
<
4
,
16
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
1
,
1
,
1
,
S
<
1
,
16
,
1
,
4
>
,
8
>
,
DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
3
,
NDHWGC
,
G
KZYXC
,
Empty_Tuple
,
NDHWGK
,
F16
,
F16
,
F32
,
F16
,
Empty_Tuple
,
F16
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwd1x1S1P0
,
GemmMNKPadding
,
1
,
64
,
32
,
64
,
32
,
8
,
8
,
32
,
32
,
1
,
2
,
S
<
4
,
16
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
1
,
S
<
4
,
16
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
1
,
1
,
1
,
S
<
1
,
16
,
1
,
4
>
,
8
>
// clang-format on
>
;
void
add_device_grouped_conv3d_fwd_xdl_ndhwgc_kzyx
g
c_ndhwgk_f16_instances
(
void
add_device_grouped_conv3d_fwd_xdl_ndhwgc_
g
kzyxc_ndhwgk_f16_instances
(
std
::
vector
<
std
::
unique_ptr
<
DeviceGroupedConvFwdMultipleD
<
3
,
NDHWGC
,
KZYX
G
C
,
G
KZYXC
,
Empty_Tuple
,
NDHWGK
,
F16
,
...
...
@@ -120,7 +120,7 @@ void add_device_grouped_conv3d_fwd_xdl_ndhwgc_kzyxgc_ndhwgk_f16_instances(
PassThrough
>>>&
instances
)
{
add_device_operation_instances
(
instances
,
device_grouped_conv3d_fwd_xdl_ndhwgc_kzyx
g
c_ndhwgk_f16_instances
{});
instances
,
device_grouped_conv3d_fwd_xdl_ndhwgc_
g
kzyxc_ndhwgk_f16_instances
{});
}
}
// namespace instance
...
...
library/src/tensor_operation_instance/gpu/grouped_conv3d_fwd/device_grouped_conv3d_fwd_xdl_ndhwgc_kzyx
g
c_ndhwgk_f32_instance.cpp
→
library/src/tensor_operation_instance/gpu/grouped_conv3d_fwd/device_grouped_conv3d_fwd_xdl_ndhwgc_
g
kzyxc_ndhwgk_f32_instance.cpp
View file @
f74b77bc
...
...
@@ -25,7 +25,7 @@ template <ck::index_t... Is>
using
S
=
ck
::
Sequence
<
Is
...
>
;
using
NDHWGC
=
ck
::
tensor_layout
::
convolution
::
NDHWGC
;
using
KZYX
G
C
=
ck
::
tensor_layout
::
convolution
::
KZYX
G
C
;
using
G
KZYXC
=
ck
::
tensor_layout
::
convolution
::
G
KZYXC
;
using
NDHWGK
=
ck
::
tensor_layout
::
convolution
::
NDHWGK
;
using
PassThrough
=
ck
::
tensor_operation
::
element_wise
::
PassThrough
;
...
...
@@ -42,7 +42,7 @@ static constexpr auto ConvFwd1x1S1P0 =
static
constexpr
auto
GemmMNKPadding
=
ck
::
tensor_operation
::
device
::
GemmSpecialization
::
MNKPadding
;
// in[g, n, di, hi, wi, c] * wei[g, k, z, y, x, c] = out[g, n, do, ho, wo, k]
using
device_grouped_conv3d_fwd_xdl_ndhwgc_kzyx
g
c_ndhwgk_f32_instances
=
using
device_grouped_conv3d_fwd_xdl_ndhwgc_
g
kzyxc_ndhwgk_f32_instances
=
std
::
tuple
<
// clang-format off
// Default
...
...
@@ -50,64 +50,64 @@ using device_grouped_conv3d_fwd_xdl_ndhwgc_kzyxgc_ndhwgk_f32_instances =
//########################################| Spatial| Layout| Layout| Layout| Layout| Type| Type| Type| DataType| DataType| Type| Elementwise| Elementwise| Elementwise| Specialization| Specialization| Prefetch| Size| Block| Block| Block| | | XDL| XDL| Per| Per| ThreadCluster| ThreadCluster| SrcAccessOrder| SrcVectorDim| SrcScalar| DstScalar| AddExtraM| ThreadCluster| ThreadCluster| SrcAccessOrder| SrcVectorDim| SrcScalar| DstScalar| AddExtraN| MXdlPerWave| NXdlPerWave| _MBlock_MWaveMPerXdl| ScalarPerVector|
//########################################| | | | | | | | | | | | Operation| Operation| Operation| | | Stage| | | | | | | | | Wave| Wave| Lengths_K0_M_K1| ArrangeOrder| | | PerVector| PerVector_K1| | Lengths_K0_N_K1| ArrangeOrder| | | PerVector| PerVector_K1| | PerShuffle| PerShuffle| _NBlock_NWaveNPerXdl| _NWaveNPerXdl|
//########################################| | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | |
DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
3
,
NDHWGC
,
KZYX
G
C
,
Empty_Tuple
,
NDHWGK
,
F32
,
F32
,
F32
,
F32
,
Empty_Tuple
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwdDefault
,
GemmMNKPadding
,
1
,
256
,
256
,
128
,
16
,
4
,
4
,
32
,
32
,
4
,
2
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
4
,
4
,
1
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
4
,
4
,
1
,
1
,
1
,
S
<
1
,
16
,
1
,
16
>
,
4
>
,
DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
3
,
NDHWGC
,
KZYX
G
C
,
Empty_Tuple
,
NDHWGK
,
F32
,
F32
,
F32
,
F32
,
Empty_Tuple
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwdDefault
,
GemmMNKPadding
,
1
,
256
,
128
,
256
,
16
,
4
,
4
,
32
,
32
,
2
,
4
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
4
,
4
,
1
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
4
,
4
,
1
,
1
,
1
,
S
<
1
,
16
,
1
,
16
>
,
4
>
,
DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
3
,
NDHWGC
,
KZYX
G
C
,
Empty_Tuple
,
NDHWGK
,
F32
,
F32
,
F32
,
F32
,
Empty_Tuple
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwdDefault
,
GemmMNKPadding
,
1
,
128
,
128
,
128
,
16
,
4
,
4
,
32
,
32
,
4
,
2
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
4
,
4
,
1
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
4
,
4
,
1
,
1
,
1
,
S
<
1
,
8
,
1
,
16
>
,
4
>
,
DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
3
,
NDHWGC
,
KZYX
G
C
,
Empty_Tuple
,
NDHWGK
,
F32
,
F32
,
F32
,
F32
,
Empty_Tuple
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwdDefault
,
GemmMNKPadding
,
1
,
256
,
128
,
128
,
16
,
4
,
4
,
32
,
32
,
2
,
2
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
4
,
4
,
1
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
4
,
4
,
1
,
1
,
1
,
S
<
1
,
16
,
1
,
16
>
,
4
>
,
DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
3
,
NDHWGC
,
KZYX
G
C
,
Empty_Tuple
,
NDHWGK
,
F32
,
F32
,
F32
,
F32
,
Empty_Tuple
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwdDefault
,
GemmMNKPadding
,
1
,
128
,
128
,
64
,
16
,
4
,
4
,
32
,
32
,
2
,
2
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
4
,
4
,
1
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
4
,
4
,
1
,
1
,
1
,
S
<
1
,
16
,
1
,
8
>
,
4
>
,
DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
3
,
NDHWGC
,
KZYX
G
C
,
Empty_Tuple
,
NDHWGK
,
F32
,
F32
,
F32
,
F32
,
Empty_Tuple
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwdDefault
,
GemmMNKPadding
,
1
,
128
,
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,
128
,
16
,
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,
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,
32
,
32
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2
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DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
3
,
NDHWGC
,
KZYX
G
C
,
Empty_Tuple
,
NDHWGK
,
F32
,
F32
,
F32
,
F32
,
Empty_Tuple
,
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,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwdDefault
,
GemmMNKPadding
,
1
,
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64
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DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
3
,
NDHWGC
,
KZYX
G
C
,
Empty_Tuple
,
NDHWGK
,
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,
F32
,
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,
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Empty_Tuple
,
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,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwdDefault
,
GemmMNKPadding
,
1
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128
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DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
3
,
NDHWGC
,
KZYX
G
C
,
Empty_Tuple
,
NDHWGK
,
F32
,
F32
,
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,
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,
Empty_Tuple
,
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,
PassThrough
,
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,
PassThrough
,
ConvFwdDefault
,
GemmMNKPadding
,
1
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DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
3
,
NDHWGC
,
KZYX
G
C
,
Empty_Tuple
,
NDHWGK
,
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,
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Empty_Tuple
,
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,
PassThrough
,
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,
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,
ConvFwdDefault
,
GemmMNKPadding
,
1
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DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
3
,
NDHWGC
,
KZYX
G
C
,
Empty_Tuple
,
NDHWGK
,
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,
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Empty_Tuple
,
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PassThrough
,
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,
ConvFwdDefault
,
GemmMNKPadding
,
1
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DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
3
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NDHWGC
,
KZYX
G
C
,
Empty_Tuple
,
NDHWGK
,
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,
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Empty_Tuple
,
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PassThrough
,
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,
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,
ConvFwdDefault
,
GemmMNKPadding
,
1
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DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
3
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NDHWGC
,
KZYX
G
C
,
Empty_Tuple
,
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,
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Empty_Tuple
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ConvFwdDefault
,
GemmMNKPadding
,
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DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
3
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NDHWGC
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KZYXC
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Empty_Tuple
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,
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DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
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NDHWGC
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KZYXC
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Empty_Tuple
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,
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DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
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NDHWGC
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KZYXC
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Empty_Tuple
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<
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NDHWGC
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KZYXC
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DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
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KZYXC
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DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
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KZYXC
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DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
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DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
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DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
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NDHWGC
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KZYXC
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Empty_Tuple
,
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// Filter1x1Pad0
//########################################| NumDim| A| B| Ds| E| AData| BData| AccData| CShuffle| Ds| EData| A| B| CDE| ConvForward| GEMM| NumGemmK| Block| MPer| NPer| KPer| AK1| BK1| MPer| NPer| MXdl| NXdl| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockLds| BBlockTransfer| BBlockTransfer| BBlockTransfer| BlockTransfer| BBlockTransfer| BBlockTransfer| BBlockLds| CShuffle| CShuffle| CBlockTransferClusterLengths| CBlockTransfer|
//########################################| Spatial| Layout| Layout| Layout| Layout| Type| Type| Type| DataType| DataType| Type| Elementwise| Elementwise| Elementwise| Specialization| Specialization| Prefetch| Size| Block| Block| Block| | | XDL| XDL| Per| Per| ThreadCluster| ThreadCluster| SrcAccessOrder| SrcVectorDim| SrcScalar| DstScalar| AddExtraM| ThreadCluster| ThreadCluster| SrcAccessOrder| SrcVectorDim| SrcScalar| DstScalar| AddExtraN| MXdlPerWave| NXdlPerWave| _MBlock_MWaveMPerXdl| ScalarPerVector|
//########################################| | | | | | | | | | | | Operation| Operation| Operation| | | Stage| | | | | | | | | Wave| Wave| Lengths_K0_M_K1| ArrangeOrder| | | PerVector| PerVector_K1| | Lengths_K0_N_K1| ArrangeOrder| | | PerVector| PerVector_K1| | PerShuffle| PerShuffle| _NBlock_NWaveNPerXdl| _NWaveNPerXdl|
//########################################| | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | |
DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
3
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NDHWGC
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Empty_Tuple
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PassThrough
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DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
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DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
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NDHWGC
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NDHWGC
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// Filter1x1Stride1Pad0
//########################################| NumDim| A| B| Ds| E| AData| BData| AccData| CShuffle| Ds| EData| A| B| CDE| ConvForward| GEMM| NumGemmK| Block| MPer| NPer| KPer| AK1| BK1| MPer| NPer| MXdl| NXdl| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockLds| BBlockTransfer| BBlockTransfer| BBlockTransfer| BlockTransfer| BBlockTransfer| BBlockTransfer| BBlockLds| CShuffle| CShuffle| CBlockTransferClusterLengths| CBlockTransfer|
//########################################| Spatial| Layout| Layout| Layout| Layout| Type| Type| Type| DataType| DataType| Type| Elementwise| Elementwise| Elementwise| Specialization| Specialization| Prefetch| Size| Block| Block| Block| | | XDL| XDL| Per| Per| ThreadCluster| ThreadCluster| SrcAccessOrder| SrcVectorDim| SrcScalar| DstScalar| AddExtraM| ThreadCluster| ThreadCluster| SrcAccessOrder| SrcVectorDim| SrcScalar| DstScalar| AddExtraN| MXdlPerWave| NXdlPerWave| _MBlock_MWaveMPerXdl| ScalarPerVector|
//########################################| | | | | | | | | | | | Operation| Operation| Operation| | | Stage| | | | | | | | | Wave| Wave| Lengths_K0_M_K1| ArrangeOrder| | | PerVector| PerVector_K1| | Lengths_K0_N_K1| ArrangeOrder| | | PerVector| PerVector_K1| | PerShuffle| PerShuffle| _NBlock_NWaveNPerXdl| _NWaveNPerXdl|
//########################################| | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | |
DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
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,
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DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
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,
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Empty_Tuple
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PassThrough
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ConvFwd1x1S1P0
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GemmMNKPadding
,
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DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
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ConvFwd1x1S1P0
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GemmMNKPadding
,
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DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
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GemmMNKPadding
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DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
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,
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DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
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,
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DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
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DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
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DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
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,
F32
,
F32
,
Empty_Tuple
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwd1x1S1P0
,
GemmMNKPadding
,
1
,
64
,
64
,
64
,
16
,
4
,
4
,
32
,
32
,
2
,
2
,
S
<
4
,
16
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
4
,
4
,
1
,
S
<
4
,
16
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
4
,
4
,
1
,
1
,
1
,
S
<
1
,
8
,
1
,
8
>
,
4
>
,
DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
3
,
NDHWGC
,
G
KZYXC
,
Empty_Tuple
,
NDHWGK
,
F32
,
F32
,
F32
,
F32
,
Empty_Tuple
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwd1x1S1P0
,
GemmMNKPadding
,
1
,
256
,
128
,
64
,
16
,
4
,
4
,
32
,
32
,
2
,
1
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
4
,
4
,
1
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
4
,
4
,
1
,
1
,
1
,
S
<
1
,
16
,
1
,
16
>
,
4
>
,
DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
3
,
NDHWGC
,
G
KZYXC
,
Empty_Tuple
,
NDHWGK
,
F32
,
F32
,
F32
,
F32
,
Empty_Tuple
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwd1x1S1P0
,
GemmMNKPadding
,
1
,
256
,
64
,
128
,
16
,
4
,
4
,
32
,
32
,
1
,
2
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
4
,
4
,
1
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
4
,
4
,
1
,
1
,
1
,
S
<
1
,
16
,
1
,
16
>
,
4
>
,
DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
3
,
NDHWGC
,
G
KZYXC
,
Empty_Tuple
,
NDHWGK
,
F32
,
F32
,
F32
,
F32
,
Empty_Tuple
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwd1x1S1P0
,
GemmMNKPadding
,
1
,
128
,
128
,
32
,
16
,
4
,
4
,
32
,
32
,
2
,
1
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
4
,
4
,
1
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
4
,
4
,
1
,
1
,
1
,
S
<
1
,
16
,
1
,
8
>
,
4
>
,
DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
3
,
NDHWGC
,
G
KZYXC
,
Empty_Tuple
,
NDHWGK
,
F32
,
F32
,
F32
,
F32
,
Empty_Tuple
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwd1x1S1P0
,
GemmMNKPadding
,
1
,
128
,
32
,
128
,
16
,
4
,
4
,
32
,
32
,
1
,
2
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
4
,
4
,
1
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
4
,
4
,
1
,
1
,
1
,
S
<
1
,
8
,
1
,
16
>
,
4
>
,
DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
3
,
NDHWGC
,
G
KZYXC
,
Empty_Tuple
,
NDHWGK
,
F32
,
F32
,
F32
,
F32
,
Empty_Tuple
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwd1x1S1P0
,
GemmMNKPadding
,
1
,
64
,
64
,
32
,
16
,
4
,
4
,
32
,
32
,
2
,
1
,
S
<
4
,
16
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
4
,
4
,
1
,
S
<
4
,
16
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
4
,
4
,
1
,
1
,
1
,
S
<
1
,
8
,
1
,
8
>
,
4
>
,
DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
3
,
NDHWGC
,
G
KZYXC
,
Empty_Tuple
,
NDHWGK
,
F32
,
F32
,
F32
,
F32
,
Empty_Tuple
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwd1x1S1P0
,
GemmMNKPadding
,
1
,
64
,
32
,
64
,
16
,
4
,
4
,
32
,
32
,
1
,
2
,
S
<
4
,
16
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
4
,
4
,
1
,
S
<
4
,
16
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
4
,
4
,
1
,
1
,
1
,
S
<
1
,
8
,
1
,
8
>
,
4
>
// clang-format on
>
;
void
add_device_grouped_conv3d_fwd_xdl_ndhwgc_kzyx
g
c_ndhwgk_f32_instances
(
void
add_device_grouped_conv3d_fwd_xdl_ndhwgc_
g
kzyxc_ndhwgk_f32_instances
(
std
::
vector
<
std
::
unique_ptr
<
DeviceGroupedConvFwdMultipleD
<
3
,
NDHWGC
,
KZYX
G
C
,
G
KZYXC
,
Empty_Tuple
,
NDHWGK
,
F32
,
...
...
@@ -119,7 +119,7 @@ void add_device_grouped_conv3d_fwd_xdl_ndhwgc_kzyxgc_ndhwgk_f32_instances(
PassThrough
>>>&
instances
)
{
add_device_operation_instances
(
instances
,
device_grouped_conv3d_fwd_xdl_ndhwgc_kzyx
g
c_ndhwgk_f32_instances
{});
instances
,
device_grouped_conv3d_fwd_xdl_ndhwgc_
g
kzyxc_ndhwgk_f32_instances
{});
}
}
// namespace instance
...
...
library/src/tensor_operation_instance/gpu/grouped_conv3d_fwd/device_grouped_conv3d_fwd_xdl_ndhwgc_kzyx
g
c_ndhwgk_int8_instance.cpp
→
library/src/tensor_operation_instance/gpu/grouped_conv3d_fwd/device_grouped_conv3d_fwd_xdl_ndhwgc_
g
kzyxc_ndhwgk_int8_instance.cpp
View file @
f74b77bc
...
...
@@ -23,7 +23,7 @@ template <ck::index_t... Is>
using
S
=
ck
::
Sequence
<
Is
...
>
;
using
NDHWGC
=
ck
::
tensor_layout
::
convolution
::
NDHWGC
;
using
KZYX
G
C
=
ck
::
tensor_layout
::
convolution
::
KZYX
G
C
;
using
G
KZYXC
=
ck
::
tensor_layout
::
convolution
::
G
KZYXC
;
using
NDHWGK
=
ck
::
tensor_layout
::
convolution
::
NDHWGK
;
using
PassThrough
=
ck
::
tensor_operation
::
element_wise
::
PassThrough
;
...
...
@@ -40,71 +40,71 @@ static constexpr auto ConvFwd1x1S1P0 =
static
constexpr
auto
GemmMNKPadding
=
ck
::
tensor_operation
::
device
::
GemmSpecialization
::
MNKPadding
;
// in[g, n, di, hi, wi, c] * wei[g, k, z, y, x, c] = out[g, n, do, ho, wo, k]
using
device_grouped_conv3d_fwd_xdl_ndhwgc_kzyx
g
c_ndhwgk_int8_instances
=
std
::
tuple
<
using
device_grouped_conv3d_fwd_xdl_ndhwgc_
g
kzyxc_ndhwgk_int8_instances
=
std
::
tuple
<
// clang-format off
// Default
//########################################| NumDim| A| B| Ds| E| AData| BData| AccData| CShuffle| Ds| EData| A| B| CDE| ConvForward| GEMM| NumGemmK| Block| MPer| NPer| KPer| AK1| BK1| MPer| NPer| MXdl| NXdl| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockLds| BBlockTransfer| BBlockTransfer| BBlockTransfer| BlockTransfer| BBlockTransfer| BBlockTransfer| BBlockLds| CShuffle| CShuffle| CBlockTransferClusterLengths| CBlockTransfer|
//########################################| Spatial| Layout| Layout| Layout| Layout| Type| Type| Type| DataType| DataType| Type| Elementwise| Elementwise| Elementwise| Specialization| Specialization| Prefetch| Size| Block| Block| Block| | | XDL| XDL| Per| Per| ThreadCluster| ThreadCluster| SrcAccessOrder| SrcVectorDim| SrcScalar| DstScalar| AddExtraM| ThreadCluster| ThreadCluster| SrcAccessOrder| SrcVectorDim| SrcScalar| DstScalar| AddExtraN| MXdlPerWave| NXdlPerWave| _MBlock_MWaveMPerXdl| ScalarPerVector|
//########################################| | | | | | | | | | | | Operation| Operation| Operation| | | Stage| | | | | | | | | Wave| Wave| Lengths_K0_M_K1| ArrangeOrder| | | PerVector| PerVector_K1| | Lengths_K0_N_K1| ArrangeOrder| | | PerVector| PerVector_K1| | PerShuffle| PerShuffle| _NBlock_NWaveNPerXdl| _NWaveNPerXdl|
//########################################| | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | |
DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
3
,
NDHWGC
,
KZYX
G
C
,
Empty_Tuple
,
NDHWGK
,
int8_t
,
int8_t
,
int32_t
,
int8_t
,
Empty_Tuple
,
int8_t
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwdDefault
,
GemmMNKPadding
,
1
,
256
,
256
,
128
,
32
,
8
,
8
,
32
,
32
,
4
,
2
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
1
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
1
,
1
,
1
,
S
<
1
,
32
,
1
,
8
>
,
8
>
,
DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
3
,
NDHWGC
,
KZYX
G
C
,
Empty_Tuple
,
NDHWGK
,
int8_t
,
int8_t
,
int32_t
,
int8_t
,
Empty_Tuple
,
int8_t
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwdDefault
,
GemmMNKPadding
,
1
,
256
,
128
,
256
,
32
,
8
,
8
,
32
,
32
,
2
,
4
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
1
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
1
,
1
,
1
,
S
<
1
,
32
,
1
,
8
>
,
8
>
,
DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
3
,
NDHWGC
,
KZYX
G
C
,
Empty_Tuple
,
NDHWGK
,
int8_t
,
int8_t
,
int32_t
,
int8_t
,
Empty_Tuple
,
int8_t
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwdDefault
,
GemmMNKPadding
,
1
,
128
,
128
,
128
,
32
,
8
,
8
,
32
,
32
,
4
,
2
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
1
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
1
,
1
,
1
,
S
<
1
,
16
,
1
,
8
>
,
8
>
,
DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
3
,
NDHWGC
,
KZYX
G
C
,
Empty_Tuple
,
NDHWGK
,
int8_t
,
int8_t
,
int32_t
,
int8_t
,
Empty_Tuple
,
int8_t
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwdDefault
,
GemmMNKPadding
,
1
,
256
,
128
,
128
,
32
,
8
,
8
,
32
,
32
,
2
,
2
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
1
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
1
,
1
,
1
,
S
<
1
,
32
,
1
,
8
>
,
8
>
,
DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
3
,
NDHWGC
,
KZYX
G
C
,
Empty_Tuple
,
NDHWGK
,
int8_t
,
int8_t
,
int32_t
,
int8_t
,
Empty_Tuple
,
int8_t
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwdDefault
,
GemmMNKPadding
,
1
,
128
,
128
,
64
,
32
,
8
,
8
,
32
,
32
,
2
,
2
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
1
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
1
,
1
,
1
,
S
<
1
,
32
,
1
,
4
>
,
8
>
,
DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
3
,
NDHWGC
,
KZYX
G
C
,
Empty_Tuple
,
NDHWGK
,
int8_t
,
int8_t
,
int32_t
,
int8_t
,
Empty_Tuple
,
int8_t
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwdDefault
,
GemmMNKPadding
,
1
,
128
,
64
,
128
,
32
,
8
,
8
,
32
,
32
,
2
,
2
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
1
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
1
,
1
,
1
,
S
<
1
,
16
,
1
,
8
>
,
8
>
,
DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
3
,
NDHWGC
,
KZYX
G
C
,
Empty_Tuple
,
NDHWGK
,
int8_t
,
int8_t
,
int32_t
,
int8_t
,
Empty_Tuple
,
int8_t
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwdDefault
,
GemmMNKPadding
,
1
,
64
,
64
,
64
,
32
,
8
,
8
,
32
,
32
,
2
,
2
,
S
<
4
,
16
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
1
,
S
<
4
,
16
,
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1
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16
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,
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,
DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
3
,
NDHWGC
,
KZYX
G
C
,
Empty_Tuple
,
NDHWGK
,
int8_t
,
int8_t
,
int32_t
,
int8_t
,
Empty_Tuple
,
int8_t
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwdDefault
,
GemmMNKPadding
,
1
,
256
,
128
,
64
,
32
,
8
,
8
,
32
,
32
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2
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1
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32
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1
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,
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,
DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
3
,
NDHWGC
,
KZYX
G
C
,
Empty_Tuple
,
NDHWGK
,
int8_t
,
int8_t
,
int32_t
,
int8_t
,
Empty_Tuple
,
int8_t
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwdDefault
,
GemmMNKPadding
,
1
,
256
,
64
,
128
,
32
,
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32
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1
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32
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,
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,
DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
3
,
NDHWGC
,
KZYX
G
C
,
Empty_Tuple
,
NDHWGK
,
int8_t
,
int8_t
,
int32_t
,
int8_t
,
Empty_Tuple
,
int8_t
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwdDefault
,
GemmMNKPadding
,
1
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32
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,
DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
3
,
NDHWGC
,
KZYX
G
C
,
Empty_Tuple
,
NDHWGK
,
int8_t
,
int8_t
,
int32_t
,
int8_t
,
Empty_Tuple
,
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,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwdDefault
,
GemmMNKPadding
,
1
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,
DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
3
,
NDHWGC
,
KZYX
G
C
,
Empty_Tuple
,
NDHWGK
,
int8_t
,
int8_t
,
int32_t
,
int8_t
,
Empty_Tuple
,
int8_t
,
PassThrough
,
PassThrough
,
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,
ConvFwdDefault
,
GemmMNKPadding
,
1
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,
DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
3
,
NDHWGC
,
KZYX
G
C
,
Empty_Tuple
,
NDHWGK
,
int8_t
,
int8_t
,
int32_t
,
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,
Empty_Tuple
,
int8_t
,
PassThrough
,
PassThrough
,
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,
ConvFwdDefault
,
GemmMNKPadding
,
1
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DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
3
,
NDHWGC
,
G
KZYXC
,
Empty_Tuple
,
NDHWGK
,
int8_t
,
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,
int32_t
,
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,
Empty_Tuple
,
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,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwdDefault
,
GemmMNKPadding
,
1
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DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
3
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NDHWGC
,
G
KZYXC
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Empty_Tuple
,
NDHWGK
,
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,
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,
Empty_Tuple
,
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PassThrough
,
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,
ConvFwdDefault
,
GemmMNKPadding
,
1
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DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
3
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NDHWGC
,
G
KZYXC
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Empty_Tuple
,
NDHWGK
,
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Empty_Tuple
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,
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ConvFwdDefault
,
GemmMNKPadding
,
1
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DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
3
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NDHWGC
,
G
KZYXC
,
Empty_Tuple
,
NDHWGK
,
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,
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Empty_Tuple
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ConvFwdDefault
,
GemmMNKPadding
,
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DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
3
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NDHWGC
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KZYXC
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Empty_Tuple
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DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
3
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NDHWGC
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KZYXC
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Empty_Tuple
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DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
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KZYXC
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Empty_Tuple
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DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
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KZYXC
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DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
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KZYXC
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DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
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DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
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KZYXC
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DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
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NDHWGC
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G
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Empty_Tuple
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,
int8_t
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int32_t
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Empty_Tuple
,
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,
PassThrough
,
PassThrough
,
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,
ConvFwdDefault
,
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,
1
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DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
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NDHWGC
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G
KZYXC
,
Empty_Tuple
,
NDHWGK
,
int8_t
,
int8_t
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int32_t
,
int8_t
,
Empty_Tuple
,
int8_t
,
PassThrough
,
PassThrough
,
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,
ConvFwdDefault
,
GemmMNKPadding
,
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// Filter1x1Pad0
//########################################| NumDim| A| B| Ds| E| AData| BData| AccData| CShuffle| Ds| EData| A| B| CDE| ConvForward| GEMM| NumGemmK| Block| MPer| NPer| KPer| AK1| BK1| MPer| NPer| MXdl| NXdl| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockLds| BBlockTransfer| BBlockTransfer| BBlockTransfer| BlockTransfer| BBlockTransfer| BBlockTransfer| BBlockLds| CShuffle| CShuffle| CBlockTransferClusterLengths| CBlockTransfer|
//########################################| Spatial| Layout| Layout| Layout| Layout| Type| Type| Type| DataType| DataType| Type| Elementwise| Elementwise| Elementwise| Specialization| Specialization| Prefetch| Size| Block| Block| Block| | | XDL| XDL| Per| Per| ThreadCluster| ThreadCluster| SrcAccessOrder| SrcVectorDim| SrcScalar| DstScalar| AddExtraM| ThreadCluster| ThreadCluster| SrcAccessOrder| SrcVectorDim| SrcScalar| DstScalar| AddExtraN| MXdlPerWave| NXdlPerWave| _MBlock_MWaveMPerXdl| ScalarPerVector|
//########################################| | | | | | | | | | | | Operation| Operation| Operation| | | Stage| | | | | | | | | Wave| Wave| Lengths_K0_M_K1| ArrangeOrder| | | PerVector| PerVector_K1| | Lengths_K0_N_K1| ArrangeOrder| | | PerVector| PerVector_K1| | PerShuffle| PerShuffle| _NBlock_NWaveNPerXdl| _NWaveNPerXdl|
//########################################| | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | |
DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
3
,
NDHWGC
,
KZYX
G
C
,
Empty_Tuple
,
NDHWGK
,
int8_t
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int8_t
,
int32_t
,
int8_t
,
Empty_Tuple
,
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,
PassThrough
,
PassThrough
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PassThrough
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ConvFwd1x1P0
,
GemmMNKPadding
,
1
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DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
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NDHWGC
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KZYX
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Empty_Tuple
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Empty_Tuple
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PassThrough
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PassThrough
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ConvFwd1x1P0
,
GemmMNKPadding
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DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
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NDHWGC
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Empty_Tuple
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ConvFwd1x1P0
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DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
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NDHWGC
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Empty_Tuple
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DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
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Empty_Tuple
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DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
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DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
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Empty_Tuple
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,
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,
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ConvFwd1x1P0
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DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
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Empty_Tuple
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// Filter1x1Stride1Pad0
//########################################| NumDim| A| B| Ds| E| AData| BData| AccData| CShuffle| Ds| EData| A| B| CDE| ConvForward| GEMM| NumGemmK| Block| MPer| NPer| KPer| AK1| BK1| MPer| NPer| MXdl| NXdl| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockLds| BBlockTransfer| BBlockTransfer| BBlockTransfer| BlockTransfer| BBlockTransfer| BBlockTransfer| BBlockLds| CShuffle| CShuffle| CBlockTransferClusterLengths| CBlockTransfer|
//########################################| Spatial| Layout| Layout| Layout| Layout| Type| Type| Type| DataType| DataType| Type| Elementwise| Elementwise| Elementwise| Specialization| Specialization| Prefetch| Size| Block| Block| Block| | | XDL| XDL| Per| Per| ThreadCluster| ThreadCluster| SrcAccessOrder| SrcVectorDim| SrcScalar| DstScalar| AddExtraM| ThreadCluster| ThreadCluster| SrcAccessOrder| SrcVectorDim| SrcScalar| DstScalar| AddExtraN| MXdlPerWave| NXdlPerWave| _MBlock_MWaveMPerXdl| ScalarPerVector|
//########################################| | | | | | | | | | | | Operation| Operation| Operation| | | Stage| | | | | | | | | Wave| Wave| Lengths_K0_M_K1| ArrangeOrder| | | PerVector| PerVector_K1| | Lengths_K0_N_K1| ArrangeOrder| | | PerVector| PerVector_K1| | PerShuffle| PerShuffle| _NBlock_NWaveNPerXdl| _NWaveNPerXdl|
//########################################| | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | |
DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
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DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
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ConvFwd1x1S1P0
,
GemmMNKPadding
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DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
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NDHWGC
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Empty_Tuple
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ConvFwd1x1S1P0
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GemmMNKPadding
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DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
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NDHWGC
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Empty_Tuple
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ConvFwd1x1S1P0
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GemmMNKPadding
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DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
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Empty_Tuple
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DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
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Empty_Tuple
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DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
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DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
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DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
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DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
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PassThrough
,
ConvFwd1x1S1P0
,
GemmMNKPadding
,
1
,
64
,
64
,
64
,
32
,
8
,
8
,
32
,
32
,
2
,
2
,
S
<
4
,
16
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
1
,
S
<
4
,
16
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
1
,
1
,
1
,
S
<
1
,
16
,
1
,
4
>
,
8
>
,
DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
3
,
NDHWGC
,
G
KZYXC
,
Empty_Tuple
,
NDHWGK
,
int8_t
,
int8_t
,
int32_t
,
int8_t
,
Empty_Tuple
,
int8_t
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwd1x1S1P0
,
GemmMNKPadding
,
1
,
256
,
128
,
64
,
32
,
8
,
8
,
32
,
32
,
2
,
1
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
1
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
1
,
1
,
1
,
S
<
1
,
32
,
1
,
8
>
,
8
>
,
DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
3
,
NDHWGC
,
G
KZYXC
,
Empty_Tuple
,
NDHWGK
,
int8_t
,
int8_t
,
int32_t
,
int8_t
,
Empty_Tuple
,
int8_t
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwd1x1S1P0
,
GemmMNKPadding
,
1
,
256
,
64
,
128
,
32
,
8
,
8
,
32
,
32
,
1
,
2
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
1
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
1
,
1
,
1
,
S
<
1
,
32
,
1
,
8
>
,
8
>
,
DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
3
,
NDHWGC
,
G
KZYXC
,
Empty_Tuple
,
NDHWGK
,
int8_t
,
int8_t
,
int32_t
,
int8_t
,
Empty_Tuple
,
int8_t
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwd1x1S1P0
,
GemmMNKPadding
,
1
,
128
,
128
,
32
,
32
,
8
,
8
,
32
,
32
,
2
,
1
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
1
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
1
,
1
,
1
,
S
<
1
,
32
,
1
,
4
>
,
8
>
,
DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
3
,
NDHWGC
,
G
KZYXC
,
Empty_Tuple
,
NDHWGK
,
int8_t
,
int8_t
,
int32_t
,
int8_t
,
Empty_Tuple
,
int8_t
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwd1x1S1P0
,
GemmMNKPadding
,
1
,
128
,
32
,
128
,
32
,
8
,
8
,
32
,
32
,
1
,
2
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
1
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
1
,
1
,
1
,
S
<
1
,
16
,
1
,
8
>
,
8
>
,
DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
3
,
NDHWGC
,
G
KZYXC
,
Empty_Tuple
,
NDHWGK
,
int8_t
,
int8_t
,
int32_t
,
int8_t
,
Empty_Tuple
,
int8_t
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwd1x1S1P0
,
GemmMNKPadding
,
1
,
64
,
64
,
32
,
32
,
8
,
8
,
32
,
32
,
2
,
1
,
S
<
4
,
16
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
1
,
S
<
4
,
16
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
1
,
1
,
1
,
S
<
1
,
16
,
1
,
4
>
,
8
>
,
DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
3
,
NDHWGC
,
G
KZYXC
,
Empty_Tuple
,
NDHWGK
,
int8_t
,
int8_t
,
int32_t
,
int8_t
,
Empty_Tuple
,
int8_t
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwd1x1S1P0
,
GemmMNKPadding
,
1
,
64
,
32
,
64
,
32
,
8
,
8
,
32
,
32
,
1
,
2
,
S
<
4
,
16
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
1
,
S
<
4
,
16
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
1
,
1
,
1
,
S
<
1
,
16
,
1
,
4
>
,
8
>
// clang-format on
>
;
void
add_device_grouped_conv3d_fwd_xdl_ndhwgc_kzyx
g
c_ndhwgk_int8_instances
(
void
add_device_grouped_conv3d_fwd_xdl_ndhwgc_
g
kzyxc_ndhwgk_int8_instances
(
std
::
vector
<
std
::
unique_ptr
<
DeviceGroupedConvFwdMultipleD
<
3
,
NDHWGC
,
KZYX
G
C
,
G
KZYXC
,
Empty_Tuple
,
NDHWGK
,
int8_t
,
...
...
@@ -116,7 +116,7 @@ void add_device_grouped_conv3d_fwd_xdl_ndhwgc_kzyxgc_ndhwgk_int8_instances(
PassThrough
>>>&
instances
)
{
add_device_operation_instances
(
instances
,
device_grouped_conv3d_fwd_xdl_ndhwgc_kzyx
g
c_ndhwgk_int8_instances
{});
instances
,
device_grouped_conv3d_fwd_xdl_ndhwgc_
g
kzyxc_ndhwgk_int8_instances
{});
}
}
// namespace instance
...
...
library/src/tensor_operation_instance/gpu/normalization/device_groupnorm_f16_instance.cpp
View file @
f74b77bc
...
...
@@ -14,6 +14,8 @@ void add_device_normalization_rank_5_3_f16_instances(
std
::
vector
<
std
::
unique_ptr
<
DeviceNormalization
<
F16
,
F16
,
F16
,
F32
,
F16
,
Pass
,
5
,
3
>>>&
instances
)
{
add_device_operation_instances
(
instances
,
device_normalization_f16_generic_instance
<
Pass
,
5
,
3
>
{});
add_device_operation_instances
(
instances
,
device_normalization_f16_instances
<
Pass
,
5
,
3
>
{});
}
...
...
library/src/tensor_operation_instance/gpu/normalization/device_groupnorm_f32_instance.cpp
View file @
f74b77bc
...
...
@@ -14,6 +14,8 @@ void add_device_normalization_rank_5_3_f32_instances(
std
::
vector
<
std
::
unique_ptr
<
DeviceNormalization
<
F32
,
F32
,
F32
,
F32
,
F32
,
Pass
,
5
,
3
>>>&
instances
)
{
add_device_operation_instances
(
instances
,
device_normalization_f32_generic_instance
<
Pass
,
5
,
3
>
{});
add_device_operation_instances
(
instances
,
device_normalization_f32_instances
<
Pass
,
5
,
3
>
{});
}
...
...
library/src/tensor_operation_instance/gpu/normalization/device_groupnorm_swish_f16_f32_f32_f16_instance.cpp
View file @
f74b77bc
...
...
@@ -14,6 +14,8 @@ void add_device_normalization_rank_5_3_swish_f16_f32_f32_f16_instances(
std
::
vector
<
std
::
unique_ptr
<
DeviceNormalization
<
F16
,
F32
,
F32
,
F32
,
F16
,
Swish
,
5
,
3
>>>&
instances
)
{
add_device_operation_instances
(
instances
,
device_normalization_f16_f32_f32_f16_generic_instance
<
Swish
,
5
,
3
>
{});
add_device_operation_instances
(
instances
,
device_normalization_f16_f32_f32_f16_instances
<
Swish
,
5
,
3
>
{});
}
...
...
library/src/tensor_operation_instance/gpu/normalization/device_groupnorm_swish_f16_instance.cpp
View file @
f74b77bc
...
...
@@ -14,6 +14,8 @@ void add_device_normalization_rank_5_3_swish_f16_instances(
std
::
vector
<
std
::
unique_ptr
<
DeviceNormalization
<
F16
,
F16
,
F16
,
F32
,
F16
,
Swish
,
5
,
3
>>>&
instances
)
{
add_device_operation_instances
(
instances
,
device_normalization_f16_generic_instance
<
Swish
,
5
,
3
>
{});
add_device_operation_instances
(
instances
,
device_normalization_f16_instances
<
Swish
,
5
,
3
>
{});
}
...
...
library/src/tensor_operation_instance/gpu/normalization/device_groupnorm_swish_f32_instance.cpp
View file @
f74b77bc
...
...
@@ -14,6 +14,8 @@ void add_device_normalization_rank_5_3_swish_f32_instances(
std
::
vector
<
std
::
unique_ptr
<
DeviceNormalization
<
F32
,
F32
,
F32
,
F32
,
F32
,
Swish
,
5
,
3
>>>&
instances
)
{
add_device_operation_instances
(
instances
,
device_normalization_f32_generic_instance
<
Swish
,
5
,
3
>
{});
add_device_operation_instances
(
instances
,
device_normalization_f32_instances
<
Swish
,
5
,
3
>
{});
}
...
...
library/src/tensor_operation_instance/gpu/normalization/device_layernorm2d_f16_instance.cpp
View file @
f74b77bc
...
...
@@ -14,6 +14,8 @@ void add_device_normalization_rank_2_1_f16_instances(
std
::
vector
<
std
::
unique_ptr
<
DeviceNormalization
<
F16
,
F16
,
F16
,
F32
,
F16
,
Pass
,
2
,
1
>>>&
instances
)
{
add_device_operation_instances
(
instances
,
device_normalization_f16_generic_instance
<
Pass
,
2
,
1
>
{});
add_device_operation_instances
(
instances
,
device_normalization_f16_instances
<
Pass
,
2
,
1
>
{});
}
...
...
library/src/tensor_operation_instance/gpu/normalization/device_layernorm2d_f32_instance.cpp
View file @
f74b77bc
...
...
@@ -14,6 +14,8 @@ void add_device_normalization_rank_2_1_f32_instances(
std
::
vector
<
std
::
unique_ptr
<
DeviceNormalization
<
F32
,
F32
,
F32
,
F32
,
F32
,
Pass
,
2
,
1
>>>&
instances
)
{
add_device_operation_instances
(
instances
,
device_normalization_f32_generic_instance
<
Pass
,
2
,
1
>
{});
add_device_operation_instances
(
instances
,
device_normalization_f32_instances
<
Pass
,
2
,
1
>
{});
}
...
...
library/src/tensor_operation_instance/gpu/normalization/device_layernorm4d_f16_instance.cpp
View file @
f74b77bc
...
...
@@ -14,6 +14,8 @@ void add_device_normalization_rank_4_3_f16_instances(
std
::
vector
<
std
::
unique_ptr
<
DeviceNormalization
<
F16
,
F16
,
F16
,
F32
,
F16
,
Pass
,
4
,
3
>>>&
instances
)
{
add_device_operation_instances
(
instances
,
device_normalization_f16_generic_instance
<
Pass
,
4
,
3
>
{});
add_device_operation_instances
(
instances
,
device_normalization_f16_instances
<
Pass
,
4
,
3
>
{});
}
...
...
library/src/tensor_operation_instance/gpu/normalization/device_layernorm4d_f32_instance.cpp
View file @
f74b77bc
...
...
@@ -14,6 +14,8 @@ void add_device_normalization_rank_4_3_f32_instances(
std
::
vector
<
std
::
unique_ptr
<
DeviceNormalization
<
F32
,
F32
,
F32
,
F32
,
F32
,
Pass
,
4
,
3
>>>&
instances
)
{
add_device_operation_instances
(
instances
,
device_normalization_f32_generic_instance
<
Pass
,
4
,
3
>
{});
add_device_operation_instances
(
instances
,
device_normalization_f32_instances
<
Pass
,
4
,
3
>
{});
}
...
...
library/src/tensor_operation_instance/gpu/normalization/normalization_instance_common.hpp
View file @
f74b77bc
...
...
@@ -43,6 +43,13 @@ using device_normalization_f16_instances =
// clang-format on
>
;
template
<
typename
OutElementwise
,
index_t
Rank
,
index_t
Reduce
>
using
device_normalization_f16_generic_instance
=
std
::
tuple
<
// clang-format off
DeviceNormalizationImpl
<
F16
,
F16
,
F16
,
F32
,
F16
,
OutElementwise
,
Rank
,
Reduce
,
64
,
1
,
64
,
1
,
1
,
1
,
1
,
1
,
1
,
1
,
1
,
1
>
// clang-format on
>
;
template
<
typename
OutElementwise
,
index_t
Rank
,
index_t
Reduce
>
using
device_normalization_f32_instances
=
std
::
tuple
<
// clang-format off
...
...
@@ -69,6 +76,13 @@ using device_normalization_f32_instances = std::tuple<
// clang-format on
>
;
template
<
typename
OutElementwise
,
index_t
Rank
,
index_t
Reduce
>
using
device_normalization_f32_generic_instance
=
std
::
tuple
<
// clang-format off
DeviceNormalizationImpl
<
F32
,
F32
,
F32
,
F32
,
F32
,
OutElementwise
,
Rank
,
Reduce
,
64
,
1
,
64
,
1
,
1
,
1
,
1
,
1
,
1
,
1
,
1
,
1
>
// clang-format on
>
;
template
<
typename
OutElementwise
,
index_t
Rank
,
index_t
Reduce
>
using
device_normalization_f16_f32_f32_f16_instances
=
std
::
tuple
<
// clang-format off
...
...
@@ -95,6 +109,13 @@ using device_normalization_f16_f32_f32_f16_instances = std::tuple<
// clang-format on
>
;
template
<
typename
OutElementwise
,
index_t
Rank
,
index_t
Reduce
>
using
device_normalization_f16_f32_f32_f16_generic_instance
=
std
::
tuple
<
// clang-format off
DeviceNormalizationImpl
<
F16
,
F32
,
F32
,
F32
,
F16
,
OutElementwise
,
Rank
,
Reduce
,
64
,
1
,
64
,
1
,
1
,
1
,
1
,
1
,
1
,
1
,
1
,
1
>
// clang-format on
>
;
}
// namespace instance
}
// namespace device
}
// namespace tensor_operation
...
...
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