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gaoqiong
composable_kernel
Commits
50540084
Commit
50540084
authored
Aug 07, 2023
by
Adam Osewski
Browse files
Merge branch 'develop' into aosewski/gemm_tile_loop
parents
9c4d265f
2474dddb
Changes
176
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20 changed files
with
466 additions
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502 deletions
+466
-502
library/src/tensor_operation_instance/gpu/gemm_streamk/CMakeLists.txt
...tensor_operation_instance/gpu/gemm_streamk/CMakeLists.txt
+10
-0
library/src/tensor_operation_instance/gpu/gemm_streamk/device_gemm_xdl_streamk_f16_f16_f16_mk_kn_mn_instance.cpp
...device_gemm_xdl_streamk_f16_f16_f16_mk_kn_mn_instance.cpp
+71
-0
library/src/tensor_operation_instance/gpu/grouped_conv1d_bwd_weight/device_grouped_conv1d_bwd_weight_xdl_gnwc_gkxc_gnwk_bf16_instance.cpp
...ed_conv1d_bwd_weight_xdl_gnwc_gkxc_gnwk_bf16_instance.cpp
+16
-70
library/src/tensor_operation_instance/gpu/grouped_conv1d_bwd_weight/device_grouped_conv1d_bwd_weight_xdl_gnwc_gkxc_gnwk_f16_instance.cpp
...ped_conv1d_bwd_weight_xdl_gnwc_gkxc_gnwk_f16_instance.cpp
+16
-68
library/src/tensor_operation_instance/gpu/grouped_conv1d_bwd_weight/device_grouped_conv1d_bwd_weight_xdl_gnwc_gkxc_gnwk_f32_instance.cpp
...ped_conv1d_bwd_weight_xdl_gnwc_gkxc_gnwk_f32_instance.cpp
+16
-67
library/src/tensor_operation_instance/gpu/grouped_conv2d_bwd_data/device_grouped_conv2d_bwd_data_xdl_gnhwc_gkyxc_gnhwk_bf16_instance.cpp
...d_conv2d_bwd_data_xdl_gnhwc_gkyxc_gnhwk_bf16_instance.cpp
+14
-12
library/src/tensor_operation_instance/gpu/grouped_conv2d_bwd_data/device_grouped_conv2d_bwd_data_xdl_gnhwc_gkyxc_gnhwk_f16_instance.cpp
...ed_conv2d_bwd_data_xdl_gnhwc_gkyxc_gnhwk_f16_instance.cpp
+14
-12
library/src/tensor_operation_instance/gpu/grouped_conv2d_bwd_data/device_grouped_conv2d_bwd_data_xdl_gnhwc_gkyxc_gnhwk_f32_instance.cpp
...ed_conv2d_bwd_data_xdl_gnhwc_gkyxc_gnhwk_f32_instance.cpp
+14
-12
library/src/tensor_operation_instance/gpu/grouped_conv2d_bwd_data/device_grouped_conv2d_bwd_data_xdl_nhwgc_gkyxc_nhwgk_bf16_instance.cpp
...d_conv2d_bwd_data_xdl_nhwgc_gkyxc_nhwgk_bf16_instance.cpp
+14
-12
library/src/tensor_operation_instance/gpu/grouped_conv2d_bwd_data/device_grouped_conv2d_bwd_data_xdl_nhwgc_gkyxc_nhwgk_f16_instance.cpp
...ed_conv2d_bwd_data_xdl_nhwgc_gkyxc_nhwgk_f16_instance.cpp
+14
-12
library/src/tensor_operation_instance/gpu/grouped_conv2d_bwd_data/device_grouped_conv2d_bwd_data_xdl_nhwgc_gkyxc_nhwgk_f32_instance.cpp
...ed_conv2d_bwd_data_xdl_nhwgc_gkyxc_nhwgk_f32_instance.cpp
+14
-12
library/src/tensor_operation_instance/gpu/grouped_conv2d_bwd_weight/CMakeLists.txt
...ion_instance/gpu/grouped_conv2d_bwd_weight/CMakeLists.txt
+3
-0
library/src/tensor_operation_instance/gpu/grouped_conv2d_bwd_weight/device_grouped_conv2d_bwd_weight_xdl_gnhwc_gkyxc_gnhwk_bf16_instance.cpp
...conv2d_bwd_weight_xdl_gnhwc_gkyxc_gnhwk_bf16_instance.cpp
+17
-76
library/src/tensor_operation_instance/gpu/grouped_conv2d_bwd_weight/device_grouped_conv2d_bwd_weight_xdl_gnhwc_gkyxc_gnhwk_f16_instance.cpp
..._conv2d_bwd_weight_xdl_gnhwc_gkyxc_gnhwk_f16_instance.cpp
+17
-75
library/src/tensor_operation_instance/gpu/grouped_conv2d_bwd_weight/device_grouped_conv2d_bwd_weight_xdl_gnhwc_gkyxc_gnhwk_f32_instance.cpp
..._conv2d_bwd_weight_xdl_gnhwc_gkyxc_gnhwk_f32_instance.cpp
+17
-74
library/src/tensor_operation_instance/gpu/grouped_conv2d_bwd_weight/device_grouped_conv2d_bwd_weight_xdl_nhwgc_gkyxc_nhwgk_bf16_instance.cpp
...conv2d_bwd_weight_xdl_nhwgc_gkyxc_nhwgk_bf16_instance.cpp
+47
-0
library/src/tensor_operation_instance/gpu/grouped_conv2d_bwd_weight/device_grouped_conv2d_bwd_weight_xdl_nhwgc_gkyxc_nhwgk_f16_instance.cpp
..._conv2d_bwd_weight_xdl_nhwgc_gkyxc_nhwgk_f16_instance.cpp
+47
-0
library/src/tensor_operation_instance/gpu/grouped_conv2d_bwd_weight/device_grouped_conv2d_bwd_weight_xdl_nhwgc_gkyxc_nhwgk_f32_instance.cpp
..._conv2d_bwd_weight_xdl_nhwgc_gkyxc_nhwgk_f32_instance.cpp
+47
-0
library/src/tensor_operation_instance/gpu/grouped_conv3d_bwd_data/CMakeLists.txt
...ation_instance/gpu/grouped_conv3d_bwd_data/CMakeLists.txt
+8
-0
library/src/tensor_operation_instance/gpu/grouped_conv3d_bwd_data/device_grouped_conv3d_bwd_data_xdl_gndhwc_gkzyxc_gndhwk_bf16_instance.cpp
...onv3d_bwd_data_xdl_gndhwc_gkzyxc_gndhwk_bf16_instance.cpp
+50
-0
No files found.
library/src/tensor_operation_instance/gpu/gemm_streamk/CMakeLists.txt
0 → 100644
View file @
50540084
add_instance_library
(
device_gemm_streamk_instance
# device_gemm_xdl_streamk_f32_f32_f32_mk_kn_mn_instance.cpp
# device_gemm_xdl_streamk_f32_f32_f32_mk_nk_mn_instance.cpp
# device_gemm_xdl_streamk_f32_f32_f32_km_kn_mn_instance.cpp
# device_gemm_xdl_streamk_f32_f32_f32_km_nk_mn_instance.cpp
device_gemm_xdl_streamk_f16_f16_f16_mk_kn_mn_instance.cpp
# device_gemm_xdl_streamk_f16_f16_f16_mk_nk_mn_instance.cpp
# device_gemm_xdl_streamk_f16_f16_f16_km_kn_mn_instance.cpp
# device_gemm_xdl_streamk_f16_f16_f16_km_nk_mn_instance.cpp
)
library/src/tensor_operation_instance/gpu/gemm_streamk/device_gemm_xdl_streamk_f16_f16_f16_mk_kn_mn_instance.cpp
0 → 100644
View file @
50540084
// SPDX-License-Identifier: MIT
// Copyright (c) 2018-2022, Advanced Micro Devices, Inc. All rights reserved.
#include <cstdlib>
#include "ck/ck.hpp"
#include "ck/tensor_operation/gpu/device/tensor_layout.hpp"
#include "ck/tensor_operation/gpu/device/gemm_specialization.hpp"
#include "ck/tensor_operation/gpu/device/impl/device_gemm_xdl_streamk.hpp"
#include "ck/library/tensor_operation_instance/add_device_operation_instance.hpp"
namespace
ck
{
namespace
tensor_operation
{
namespace
device
{
namespace
instance
{
using
F16
=
ck
::
half_t
;
using
F32
=
float
;
using
Row
=
ck
::
tensor_layout
::
gemm
::
RowMajor
;
using
Col
=
ck
::
tensor_layout
::
gemm
::
ColumnMajor
;
template
<
ck
::
index_t
...
Is
>
using
S
=
ck
::
Sequence
<
Is
...
>
;
using
PassThrough
=
ck
::
tensor_operation
::
element_wise
::
PassThrough
;
// static constexpr auto GemmDefault = ck::tensor_operation::device::GemmSpecialization::Default;
// static constexpr auto GemmMNPadding =
// ck::tensor_operation::device::GemmSpecialization::MNPadding;
// Compilation parameters for a[m, k] * b[k, n] = c[m, n]
using
device_gemm_xdl_streamk_f16_f16_f16_mk_kn_mn_instances
=
std
::
tuple
<
// clang-format off
//##################|AData| BData| CData| AccData| ALayout| BLayout| CLayout| A| B| C| Block| MPer| NPer| K0Per| K1| MPer| NPer| MXdl| NXdl| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockLds| BBlockTransfer| BBlockTransfer| BBlockTransfer| BlockTransfer| BBlockTransfer| BBlockTransfer| BBlockLds| CShuffle| CShuffle| CBlockTransferClusterLengths| CBlockTransfer|
//##################| Type| Type| Type| Type| | | | Elementwise| Elementwise| Elementwise| Size| Block| Block| Block| | XDL| XDL| Per| Per| ThreadCluster| ThreadCluster| SrcAccessOrder| SrcVectorDim| SrcScalar| DstScalar| AddExtraM| ThreadCluster| ThreadCluster| SrcAccessOrder| SrcVectorDim| SrcScalar| DstScalar| AddExtraN| MXdlPerWave| NXdlPerWave| _MBlock_MXdlPerWave_MWaveMPerXdl| ScalarPerVector|
//##################| | | | | | | | Operation| Operation| Operation| | | | | | | | Wave| Wave| Lengths_K0_M_K1| ArrangeOrder| | | PerVector| PerVector_K1| | Lengths_K0_N_K1| ArrangeOrder| | | PerVector| PerVector_K1| | PerShuffle| PerShuffle| _NBlock_NXdlPerWave_NWaveNPerXdl| _NWaveNPerXdl|
//##################| | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | |
DeviceGemmXdlStreamK
<
F16
,
F16
,
F16
,
F32
,
Row
,
Row
,
Row
,
PassThrough
,
PassThrough
,
PassThrough
,
256
,
256
,
128
,
4
,
8
,
32
,
32
,
4
,
2
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
1
,
S
<
4
,
64
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
2
,
8
,
1
,
1
,
1
,
S
<
1
,
32
,
1
,
8
>
,
8
>
,
DeviceGemmXdlStreamK
<
F16
,
F16
,
F16
,
F32
,
Row
,
Row
,
Row
,
PassThrough
,
PassThrough
,
PassThrough
,
256
,
128
,
256
,
4
,
8
,
32
,
32
,
2
,
4
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
1
,
S
<
4
,
64
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
4
,
8
,
1
,
1
,
1
,
S
<
1
,
32
,
1
,
8
>
,
8
>
,
DeviceGemmXdlStreamK
<
F16
,
F16
,
F16
,
F32
,
Row
,
Row
,
Row
,
PassThrough
,
PassThrough
,
PassThrough
,
128
,
128
,
128
,
4
,
8
,
32
,
32
,
4
,
2
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
1
,
S
<
4
,
32
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
4
,
8
,
1
,
1
,
1
,
S
<
1
,
16
,
1
,
8
>
,
8
>
,
DeviceGemmXdlStreamK
<
F16
,
F16
,
F16
,
F32
,
Row
,
Row
,
Row
,
PassThrough
,
PassThrough
,
PassThrough
,
256
,
64
,
192
,
4
,
8
,
32
,
32
,
1
,
3
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
1
,
S
<
4
,
48
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
2
,
8
,
1
,
1
,
1
,
S
<
1
,
32
,
1
,
8
>
,
8
>
,
DeviceGemmXdlStreamK
<
F16
,
F16
,
F16
,
F32
,
Row
,
Row
,
Row
,
PassThrough
,
PassThrough
,
PassThrough
,
256
,
192
,
64
,
4
,
8
,
32
,
32
,
3
,
1
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
1
,
S
<
4
,
32
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
2
,
8
,
1
,
1
,
1
,
S
<
1
,
32
,
1
,
8
>
,
8
>
,
DeviceGemmXdlStreamK
<
F16
,
F16
,
F16
,
F32
,
Row
,
Row
,
Row
,
PassThrough
,
PassThrough
,
PassThrough
,
256
,
128
,
128
,
4
,
8
,
32
,
32
,
2
,
2
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
1
,
S
<
4
,
64
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
2
,
8
,
1
,
1
,
1
,
S
<
1
,
32
,
1
,
8
>
,
8
>
,
DeviceGemmXdlStreamK
<
F16
,
F16
,
F16
,
F32
,
Row
,
Row
,
Row
,
PassThrough
,
PassThrough
,
PassThrough
,
128
,
128
,
64
,
4
,
8
,
32
,
32
,
2
,
2
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
1
,
S
<
4
,
32
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
2
,
8
,
1
,
1
,
1
,
S
<
1
,
32
,
1
,
4
>
,
8
>
,
DeviceGemmXdlStreamK
<
F16
,
F16
,
F16
,
F32
,
Row
,
Row
,
Row
,
PassThrough
,
PassThrough
,
PassThrough
,
128
,
64
,
128
,
4
,
8
,
32
,
32
,
2
,
2
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
1
,
S
<
4
,
32
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
4
,
8
,
1
,
1
,
1
,
S
<
1
,
16
,
1
,
8
>
,
8
>
,
DeviceGemmXdlStreamK
<
F16
,
F16
,
F16
,
F32
,
Row
,
Row
,
Row
,
PassThrough
,
PassThrough
,
PassThrough
,
256
,
128
,
64
,
4
,
8
,
32
,
32
,
2
,
1
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
1
,
S
<
4
,
64
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
1
,
8
,
1
,
1
,
1
,
S
<
1
,
16
,
1
,
4
>
,
8
>
,
DeviceGemmXdlStreamK
<
F16
,
F16
,
F16
,
F32
,
Row
,
Row
,
Row
,
PassThrough
,
PassThrough
,
PassThrough
,
256
,
64
,
128
,
4
,
8
,
32
,
32
,
1
,
2
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
1
,
S
<
4
,
64
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
2
,
8
,
1
,
1
,
1
,
S
<
1
,
32
,
1
,
8
>
,
8
>
,
DeviceGemmXdlStreamK
<
F16
,
F16
,
F16
,
F32
,
Row
,
Row
,
Row
,
PassThrough
,
PassThrough
,
PassThrough
,
128
,
32
,
192
,
4
,
8
,
32
,
32
,
1
,
3
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
1
,
S
<
4
,
24
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
8
,
8
,
1
,
1
,
1
,
S
<
1
,
16
,
1
,
8
>
,
8
>
,
DeviceGemmXdlStreamK
<
F16
,
F16
,
F16
,
F32
,
Row
,
Row
,
Row
,
PassThrough
,
PassThrough
,
PassThrough
,
128
,
192
,
32
,
4
,
8
,
32
,
32
,
3
,
1
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
1
,
S
<
4
,
32
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
1
,
8
,
1
,
1
,
1
,
S
<
1
,
32
,
1
,
4
>
,
8
>
,
DeviceGemmXdlStreamK
<
F16
,
F16
,
F16
,
F32
,
Row
,
Row
,
Row
,
PassThrough
,
PassThrough
,
PassThrough
,
128
,
32
,
64
,
4
,
8
,
32
,
32
,
1
,
1
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
1
,
S
<
4
,
32
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
2
,
8
,
1
,
1
,
1
,
S
<
1
,
16
,
1
,
8
>
,
8
>
,
DeviceGemmXdlStreamK
<
F16
,
F16
,
F16
,
F32
,
Row
,
Row
,
Row
,
PassThrough
,
PassThrough
,
PassThrough
,
128
,
64
,
32
,
4
,
8
,
32
,
32
,
1
,
1
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
1
,
S
<
4
,
32
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
1
,
8
,
1
,
1
,
1
,
S
<
1
,
32
,
1
,
4
>
,
8
>
,
DeviceGemmXdlStreamK
<
F16
,
F16
,
F16
,
F32
,
Row
,
Row
,
Row
,
PassThrough
,
PassThrough
,
PassThrough
,
128
,
32
,
128
,
4
,
8
,
32
,
32
,
1
,
2
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
1
,
S
<
4
,
32
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
4
,
8
,
1
,
1
,
1
,
S
<
1
,
16
,
1
,
8
>
,
8
>
,
DeviceGemmXdlStreamK
<
F16
,
F16
,
F16
,
F32
,
Row
,
Row
,
Row
,
PassThrough
,
PassThrough
,
PassThrough
,
128
,
128
,
32
,
4
,
8
,
32
,
32
,
2
,
1
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
1
,
S
<
4
,
32
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
1
,
8
,
1
,
1
,
1
,
S
<
1
,
32
,
1
,
4
>
,
8
>
// clang-format on
>
;
void
add_device_gemm_xdl_streamk_f16_f16_f16_mk_kn_mn_instances
(
std
::
vector
<
std
::
unique_ptr
<
DeviceGemmStreamK
<
Row
,
Row
,
Row
,
F16
,
F16
,
F16
,
PassThrough
,
PassThrough
,
PassThrough
>>>&
instances
)
{
add_device_operation_instances
(
instances
,
device_gemm_xdl_streamk_f16_f16_f16_mk_kn_mn_instances
{});
}
}
// namespace instance
}
// namespace device
}
// namespace tensor_operation
}
// namespace ck
library/src/tensor_operation_instance/gpu/grouped_conv1d_bwd_weight/device_grouped_conv1d_bwd_weight_xdl_gnwc_gkxc_gnwk_bf16_instance.cpp
View file @
50540084
...
...
@@ -5,81 +5,17 @@
#include "ck/ck.hpp"
#include "ck/tensor_operation/gpu/device/tensor_layout.hpp"
#include "ck/tensor_operation/gpu/device/impl/device_grouped_conv_bwd_weight_
gnwc_gkxc_gnwk_
xdl_cshuffle.hpp"
#include "ck/tensor_operation/gpu/device/impl/device_grouped_conv_bwd_weight_xdl_cshuffle.hpp"
#include "ck/tensor_operation/gpu/element/element_wise_operation.hpp"
#include "ck/library/tensor_operation_instance/add_device_operation_instance.hpp"
#include "ck/library/tensor_operation_instance/gpu/grouped_conv_bwd_weight/device_grouped_conv_bwd_weight_xdl_instance.hpp"
namespace
ck
{
namespace
tensor_operation
{
namespace
device
{
namespace
instance
{
using
BF16
=
bhalf_t
;
using
F32
=
float
;
template
<
ck
::
index_t
...
Is
>
using
S
=
ck
::
Sequence
<
Is
...
>
;
using
GNWC
=
ck
::
tensor_layout
::
convolution
::
GNWC
;
using
GKXC
=
ck
::
tensor_layout
::
convolution
::
GKXC
;
using
GNWK
=
ck
::
tensor_layout
::
convolution
::
GNWK
;
using
PassThrough
=
ck
::
tensor_operation
::
element_wise
::
PassThrough
;
static
constexpr
auto
ConvBwdWeightDefault
=
ck
::
tensor_operation
::
device
::
ConvolutionBackwardWeightSpecialization
::
Default
;
static
constexpr
auto
ConvBwdWeightFilter1x1Stride1Pad0
=
ck
::
tensor_operation
::
device
::
ConvolutionBackwardWeightSpecialization
::
Filter1x1Stride1Pad0
;
// Compilation parameters for in[n, wi, c] * wei[k, x, c] = out[n, wo, k]
using
device_grouped_conv1d_bwd_weight_xdl_c_shuffle_gnwc_gkxc_gnwk_bf16_f32_bf16_instances
=
std
::
tuple
<
// clang-format off
//#########################################| Num| InData| WeiData| OutData| AccData| In| Wei| Out| ConvBackward| Block| MPer| NPer| K0Per| K1| MPer| NPer| MXdl| NXdl| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockLds| BBlockTransfer| BBlockTransfer| BBlockTransfer| BlockTransfer| BBlockTransfer| BBlockTransfer| BBlockLds| CShuffle| CShuffle| CBlockTransfer| CBlockTransfer|
//#########################################| Dim| Type| Type| Type| Type| Elementwise| Elementwise| Elementwise| Weight| Size| Block| Block| Block| | XDL| XDL| Per| Per| ThreadCluster| ThreadCluster| SrcAccessOrder| SrcVectorDim| SrcScalar| DstScalar| AddExtraM| ThreadCluster| ThreadCluster| SrcAccessOrder| SrcVectorDim| SrcScalar| DstScalar| AddExtraN| MXdlPerWave| NXdlPerWave| ClusterLengths| ScalarPerVector|
//#########################################| Spatial| | | | | Operation| Operation| Operation| Specialization| | | | | | | | Wave| Wave| Lengths_K0_M_K1| ArrangeOrder| | | PerVector| PerVector_K1| | Lengths_K0_N_K1| ArrangeOrder| | | PerVector| PerVector_K1| | PerShuffle| PerShuffle| MBlock_MPerBlock| NWaveNPerXdl|
//#########################################| | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | NBlock_NPerBlock| |
DeviceGroupedConvBwdWeightGnwcGkxcGnwk_Xdl_CShuffle
<
1
,
BF16
,
F32
,
BF16
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvBwdWeightDefault
,
256
,
256
,
128
,
4
,
8
,
32
,
32
,
4
,
2
,
S
<
1
,
4
,
32
,
2
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
0
,
2
,
1
,
3
>
,
2
,
8
,
4
,
true
,
S
<
1
,
4
,
16
,
4
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
0
,
2
,
1
,
3
>
,
2
,
8
,
2
,
true
,
1
,
1
,
S
<
1
,
32
,
1
,
8
>
,
4
>
,
DeviceGroupedConvBwdWeightGnwcGkxcGnwk_Xdl_CShuffle
<
1
,
BF16
,
F32
,
BF16
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvBwdWeightDefault
,
256
,
128
,
256
,
4
,
8
,
32
,
32
,
2
,
4
,
S
<
1
,
4
,
16
,
4
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
0
,
2
,
1
,
3
>
,
2
,
8
,
2
,
true
,
S
<
1
,
4
,
32
,
2
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
0
,
2
,
1
,
3
>
,
2
,
8
,
4
,
true
,
1
,
1
,
S
<
1
,
32
,
1
,
8
>
,
4
>
,
DeviceGroupedConvBwdWeightGnwcGkxcGnwk_Xdl_CShuffle
<
1
,
BF16
,
F32
,
BF16
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvBwdWeightDefault
,
128
,
128
,
128
,
4
,
8
,
32
,
32
,
4
,
2
,
S
<
1
,
4
,
16
,
2
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
0
,
2
,
1
,
3
>
,
2
,
8
,
4
,
true
,
S
<
1
,
4
,
16
,
2
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
0
,
2
,
1
,
3
>
,
2
,
8
,
4
,
true
,
1
,
1
,
S
<
1
,
32
,
1
,
4
>
,
4
>
,
DeviceGroupedConvBwdWeightGnwcGkxcGnwk_Xdl_CShuffle
<
1
,
BF16
,
F32
,
BF16
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvBwdWeightDefault
,
256
,
128
,
128
,
4
,
8
,
32
,
32
,
2
,
2
,
S
<
1
,
4
,
16
,
4
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
0
,
2
,
1
,
3
>
,
2
,
8
,
2
,
true
,
S
<
1
,
4
,
16
,
4
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
0
,
2
,
1
,
3
>
,
2
,
8
,
2
,
true
,
1
,
1
,
S
<
1
,
32
,
1
,
4
>
,
4
>
,
DeviceGroupedConvBwdWeightGnwcGkxcGnwk_Xdl_CShuffle
<
1
,
BF16
,
F32
,
BF16
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvBwdWeightDefault
,
128
,
128
,
64
,
4
,
8
,
32
,
32
,
2
,
2
,
S
<
1
,
4
,
16
,
2
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
0
,
2
,
1
,
3
>
,
2
,
8
,
4
,
true
,
S
<
1
,
4
,
8
,
4
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
0
,
2
,
1
,
3
>
,
2
,
8
,
2
,
true
,
1
,
1
,
S
<
1
,
32
,
1
,
4
>
,
4
>
,
DeviceGroupedConvBwdWeightGnwcGkxcGnwk_Xdl_CShuffle
<
1
,
BF16
,
F32
,
BF16
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvBwdWeightDefault
,
128
,
64
,
128
,
4
,
8
,
32
,
32
,
2
,
2
,
S
<
1
,
4
,
8
,
4
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
0
,
2
,
1
,
3
>
,
2
,
8
,
2
,
true
,
S
<
1
,
4
,
16
,
2
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
0
,
2
,
1
,
3
>
,
2
,
8
,
4
,
true
,
1
,
1
,
S
<
1
,
32
,
1
,
4
>
,
4
>
,
DeviceGroupedConvBwdWeightGnwcGkxcGnwk_Xdl_CShuffle
<
1
,
BF16
,
F32
,
BF16
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvBwdWeightDefault
,
64
,
64
,
64
,
4
,
8
,
32
,
32
,
2
,
2
,
S
<
1
,
4
,
8
,
2
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
0
,
2
,
1
,
3
>
,
2
,
8
,
4
,
true
,
S
<
1
,
4
,
8
,
2
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
0
,
2
,
1
,
3
>
,
2
,
8
,
4
,
true
,
1
,
1
,
S
<
1
,
16
,
1
,
4
>
,
4
>
,
DeviceGroupedConvBwdWeightGnwcGkxcGnwk_Xdl_CShuffle
<
1
,
BF16
,
F32
,
BF16
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvBwdWeightDefault
,
256
,
128
,
64
,
4
,
8
,
32
,
32
,
2
,
1
,
S
<
1
,
4
,
16
,
4
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
0
,
2
,
1
,
3
>
,
2
,
8
,
2
,
true
,
S
<
1
,
4
,
8
,
8
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
0
,
2
,
1
,
3
>
,
2
,
8
,
1
,
true
,
1
,
1
,
S
<
1
,
32
,
1
,
4
>
,
4
>
,
DeviceGroupedConvBwdWeightGnwcGkxcGnwk_Xdl_CShuffle
<
1
,
BF16
,
F32
,
BF16
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvBwdWeightDefault
,
256
,
64
,
128
,
4
,
8
,
32
,
32
,
1
,
2
,
S
<
1
,
4
,
8
,
8
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
0
,
2
,
1
,
3
>
,
2
,
8
,
1
,
true
,
S
<
1
,
4
,
16
,
4
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
0
,
2
,
1
,
3
>
,
2
,
8
,
2
,
true
,
1
,
1
,
S
<
1
,
32
,
1
,
4
>
,
4
>
,
DeviceGroupedConvBwdWeightGnwcGkxcGnwk_Xdl_CShuffle
<
1
,
BF16
,
F32
,
BF16
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvBwdWeightDefault
,
128
,
128
,
32
,
4
,
8
,
32
,
32
,
2
,
1
,
S
<
1
,
4
,
16
,
2
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
0
,
2
,
1
,
3
>
,
2
,
8
,
4
,
true
,
S
<
1
,
4
,
4
,
8
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
0
,
2
,
1
,
3
>
,
2
,
8
,
1
,
true
,
1
,
1
,
S
<
1
,
32
,
1
,
4
>
,
4
>
,
DeviceGroupedConvBwdWeightGnwcGkxcGnwk_Xdl_CShuffle
<
1
,
BF16
,
F32
,
BF16
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvBwdWeightDefault
,
128
,
32
,
128
,
4
,
8
,
32
,
32
,
1
,
2
,
S
<
1
,
4
,
4
,
8
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
0
,
2
,
1
,
3
>
,
2
,
8
,
1
,
true
,
S
<
1
,
4
,
16
,
2
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
0
,
2
,
1
,
3
>
,
2
,
8
,
4
,
true
,
1
,
1
,
S
<
1
,
32
,
1
,
4
>
,
4
>
,
DeviceGroupedConvBwdWeightGnwcGkxcGnwk_Xdl_CShuffle
<
1
,
BF16
,
F32
,
BF16
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvBwdWeightDefault
,
64
,
64
,
32
,
4
,
8
,
32
,
32
,
2
,
1
,
S
<
1
,
4
,
8
,
2
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
0
,
2
,
1
,
3
>
,
2
,
8
,
4
,
true
,
S
<
1
,
4
,
4
,
4
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
0
,
2
,
1
,
3
>
,
2
,
8
,
2
,
true
,
1
,
1
,
S
<
1
,
16
,
1
,
4
>
,
4
>
,
DeviceGroupedConvBwdWeightGnwcGkxcGnwk_Xdl_CShuffle
<
1
,
BF16
,
F32
,
BF16
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvBwdWeightDefault
,
64
,
32
,
64
,
4
,
8
,
32
,
32
,
1
,
2
,
S
<
1
,
4
,
4
,
4
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
0
,
2
,
1
,
3
>
,
2
,
8
,
2
,
true
,
S
<
1
,
4
,
8
,
2
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
0
,
2
,
1
,
3
>
,
2
,
8
,
4
,
true
,
1
,
1
,
S
<
1
,
16
,
1
,
4
>
,
4
>
// clang-format on
>
;
using
device_grouped_conv1d_bwd_weight_xdl_gnwc_gkxc_gnwk_1x1_s1_p0_bf16_f32_bf16_instances
=
std
::
tuple
<
// clang-format off
//#########################################| Num| InData| WeiData| OutData| AccData| In| Wei| Out| ConvBackward| Block| MPer| NPer| K0Per| K1| MPer| NPer| MXdl| NXdl| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockLds| BBlockTransfer| BBlockTransfer| BBlockTransfer| BlockTransfer| BBlockTransfer| BBlockTransfer| BBlockLds| CShuffle| CShuffle| CBlockTransfer| CBlockTransfer|
//#########################################| Dim| Type| Type| Type| Type| Elementwise| Elementwise| Elementwise| Weight| Size| Block| Block| Block| | XDL| XDL| Per| Per| ThreadCluster| ThreadCluster| SrcAccessOrder| SrcVectorDim| SrcScalar| DstScalar| AddExtraM| ThreadCluster| ThreadCluster| SrcAccessOrder| SrcVectorDim| SrcScalar| DstScalar| AddExtraN| MXdlPerWave| NXdlPerWave| ClusterLengths| ScalarPerVector|
//#########################################| Spatial| | | | | Operation| Operation| Operation| Specialization| | | | | | | | Wave| Wave| Lengths_K0_M_K1| ArrangeOrder| | | PerVector| PerVector_K1| | Lengths_K0_N_K1| ArrangeOrder| | | PerVector| PerVector_K1| | PerShuffle| PerShuffle| MBlock_MPerBlock| NWaveNPerXdl|
//#########################################| | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | NBlock_NPerBlock| |
DeviceGroupedConvBwdWeightGnwcGkxcGnwk_Xdl_CShuffle
<
1
,
BF16
,
F32
,
BF16
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvBwdWeightFilter1x1Stride1Pad0
,
256
,
256
,
128
,
4
,
8
,
32
,
32
,
4
,
2
,
S
<
1
,
4
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32
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2
>
,
S
<
0
,
3
,
1
,
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,
S
<
0
,
2
,
1
,
3
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,
2
,
8
,
4
,
true
,
S
<
1
,
4
,
16
,
4
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
0
,
2
,
1
,
3
>
,
2
,
8
,
2
,
true
,
1
,
1
,
S
<
1
,
32
,
1
,
8
>
,
4
>
,
DeviceGroupedConvBwdWeightGnwcGkxcGnwk_Xdl_CShuffle
<
1
,
BF16
,
F32
,
BF16
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvBwdWeightFilter1x1Stride1Pad0
,
256
,
128
,
256
,
4
,
8
,
32
,
32
,
2
,
4
,
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<
1
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16
,
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,
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,
3
,
1
,
2
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,
S
<
0
,
2
,
1
,
3
>
,
2
,
8
,
2
,
true
,
S
<
1
,
4
,
32
,
2
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
0
,
2
,
1
,
3
>
,
2
,
8
,
4
,
true
,
1
,
1
,
S
<
1
,
32
,
1
,
8
>
,
4
>
,
DeviceGroupedConvBwdWeightGnwcGkxcGnwk_Xdl_CShuffle
<
1
,
BF16
,
F32
,
BF16
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvBwdWeightFilter1x1Stride1Pad0
,
128
,
128
,
128
,
4
,
8
,
32
,
32
,
4
,
2
,
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1
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,
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1
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16
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,
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<
0
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3
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<
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true
,
1
,
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S
<
1
,
32
,
1
,
4
>
,
4
>
,
DeviceGroupedConvBwdWeightGnwcGkxcGnwk_Xdl_CShuffle
<
1
,
BF16
,
F32
,
BF16
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvBwdWeightFilter1x1Stride1Pad0
,
256
,
128
,
128
,
4
,
8
,
32
,
32
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2
,
2
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<
1
,
4
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16
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,
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0
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3
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2
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<
0
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3
>
,
2
,
8
,
2
,
true
,
S
<
1
,
4
,
16
,
4
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
0
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2
,
1
,
3
>
,
2
,
8
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2
,
true
,
1
,
1
,
S
<
1
,
32
,
1
,
4
>
,
4
>
,
DeviceGroupedConvBwdWeightGnwcGkxcGnwk_Xdl_CShuffle
<
1
,
BF16
,
F32
,
BF16
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvBwdWeightFilter1x1Stride1Pad0
,
128
,
128
,
64
,
4
,
8
,
32
,
32
,
2
,
2
,
S
<
1
,
4
,
16
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<
0
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3
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,
2
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,
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<
0
,
2
,
1
,
3
>
,
2
,
8
,
4
,
true
,
S
<
1
,
4
,
8
,
4
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
0
,
2
,
1
,
3
>
,
2
,
8
,
2
,
true
,
1
,
1
,
S
<
1
,
32
,
1
,
4
>
,
4
>
,
DeviceGroupedConvBwdWeightGnwcGkxcGnwk_Xdl_CShuffle
<
1
,
BF16
,
F32
,
BF16
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvBwdWeightFilter1x1Stride1Pad0
,
128
,
64
,
128
,
4
,
8
,
32
,
32
,
2
,
2
,
S
<
1
,
4
,
8
,
4
>
,
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<
0
,
3
,
1
,
2
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,
S
<
0
,
2
,
1
,
3
>
,
2
,
8
,
2
,
true
,
S
<
1
,
4
,
16
,
2
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
0
,
2
,
1
,
3
>
,
2
,
8
,
4
,
true
,
1
,
1
,
S
<
1
,
32
,
1
,
4
>
,
4
>
,
DeviceGroupedConvBwdWeightGnwcGkxcGnwk_Xdl_CShuffle
<
1
,
BF16
,
F32
,
BF16
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvBwdWeightFilter1x1Stride1Pad0
,
64
,
64
,
64
,
4
,
8
,
32
,
32
,
2
,
2
,
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<
1
,
4
,
8
,
2
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0
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3
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<
0
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,
2
,
8
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4
,
true
,
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<
1
,
4
,
8
,
2
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
0
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2
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1
,
3
>
,
2
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8
,
4
,
true
,
1
,
1
,
S
<
1
,
16
,
1
,
4
>
,
4
>
,
DeviceGroupedConvBwdWeightGnwcGkxcGnwk_Xdl_CShuffle
<
1
,
BF16
,
F32
,
BF16
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvBwdWeightFilter1x1Stride1Pad0
,
256
,
128
,
64
,
4
,
8
,
32
,
32
,
2
,
1
,
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<
1
,
4
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16
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4
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,
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<
0
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3
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1
,
2
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,
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<
0
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2
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1
,
3
>
,
2
,
8
,
2
,
true
,
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<
1
,
4
,
8
,
8
>
,
S
<
0
,
3
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1
,
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<
0
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8
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true
,
1
,
1
,
S
<
1
,
32
,
1
,
4
>
,
4
>
,
DeviceGroupedConvBwdWeightGnwcGkxcGnwk_Xdl_CShuffle
<
1
,
BF16
,
F32
,
BF16
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvBwdWeightFilter1x1Stride1Pad0
,
256
,
64
,
128
,
4
,
8
,
32
,
32
,
1
,
2
,
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<
1
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4
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,
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2
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8
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1
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true
,
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<
1
,
4
,
16
,
4
>
,
S
<
0
,
3
,
1
,
2
>
,
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<
0
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2
,
8
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2
,
true
,
1
,
1
,
S
<
1
,
32
,
1
,
4
>
,
4
>
,
DeviceGroupedConvBwdWeightGnwcGkxcGnwk_Xdl_CShuffle
<
1
,
BF16
,
F32
,
BF16
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvBwdWeightFilter1x1Stride1Pad0
,
128
,
128
,
32
,
4
,
8
,
32
,
32
,
2
,
1
,
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<
1
,
4
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16
,
2
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,
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0
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3
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1
,
2
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,
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<
0
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2
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1
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3
>
,
2
,
8
,
4
,
true
,
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<
1
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4
,
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8
>
,
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<
0
,
3
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1
,
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>
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S
<
0
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2
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,
3
>
,
2
,
8
,
1
,
true
,
1
,
1
,
S
<
1
,
32
,
1
,
4
>
,
4
>
,
DeviceGroupedConvBwdWeightGnwcGkxcGnwk_Xdl_CShuffle
<
1
,
BF16
,
F32
,
BF16
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvBwdWeightFilter1x1Stride1Pad0
,
128
,
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,
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,
4
,
8
,
32
,
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1
,
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,
1
,
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<
1
,
32
,
1
,
4
>
,
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>
,
DeviceGroupedConvBwdWeightGnwcGkxcGnwk_Xdl_CShuffle
<
1
,
BF16
,
F32
,
BF16
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvBwdWeightFilter1x1Stride1Pad0
,
64
,
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,
32
,
4
,
8
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32
,
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<
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2
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8
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<
0
,
3
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,
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<
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,
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<
1
,
16
,
1
,
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>
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>
,
DeviceGroupedConvBwdWeightGnwcGkxcGnwk_Xdl_CShuffle
<
1
,
BF16
,
F32
,
BF16
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvBwdWeightFilter1x1Stride1Pad0
,
64
,
32
,
64
,
4
,
8
,
32
,
32
,
1
,
2
,
S
<
1
,
4
,
4
,
4
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
0
,
2
,
1
,
3
>
,
2
,
8
,
2
,
true
,
S
<
1
,
4
,
8
,
2
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
0
,
2
,
1
,
3
>
,
2
,
8
,
4
,
true
,
1
,
1
,
S
<
1
,
16
,
1
,
4
>
,
4
>
// clang-format on
>
;
void
add_device_grouped_conv1d_bwd_weight_xdl_gnwc_gkxc_gnwk_bf16_f32_bf16_instances
(
std
::
vector
<
std
::
unique_ptr
<
DeviceGroupedConvBwdWeight
<
1
,
GNWC
,
...
...
@@ -92,12 +28,22 @@ void add_device_grouped_conv1d_bwd_weight_xdl_gnwc_gkxc_gnwk_bf16_f32_bf16_insta
PassThrough
,
PassThrough
>>>&
instances
)
{
// 1. Default
add_device_operation_instances
(
instances
,
device_grouped_conv1d_bwd_weight_xdl_c_shuffle_gnwc_gkxc_gnwk_bf16_f32_bf16_instances
{});
add_device_operation_instances
(
instances
,
device_grouped_conv1d_bwd_weight_xdl_gnwc_gkxc_gnwk_1x1_s1_p0_bf16_f32_bf16_instances
{});
device_grouped_conv_bwd_weight_xdl_c_shuffle_bf16_instances
<
1
,
GNWC
,
GKXC
,
GNWK
,
ConvBwdWeightDefault
>
{});
// 2. Filter1x1Stride1Pad0
add_device_operation_instances
(
instances
,
device_grouped_conv_bwd_weight_xdl_c_shuffle_bf16_instances
<
1
,
GNWC
,
GKXC
,
GNWK
,
ConvBwdWeightFilter1x1Stride1Pad0
>
{});
}
}
// namespace instance
...
...
library/src/tensor_operation_instance/gpu/grouped_conv1d_bwd_weight/device_grouped_conv1d_bwd_weight_xdl_gnwc_gkxc_gnwk_f16_instance.cpp
View file @
50540084
...
...
@@ -5,80 +5,17 @@
#include "ck/ck.hpp"
#include "ck/tensor_operation/gpu/device/tensor_layout.hpp"
#include "ck/tensor_operation/gpu/device/impl/device_grouped_conv_bwd_weight_
gnwc_gkxc_gnwk_
xdl_cshuffle.hpp"
#include "ck/tensor_operation/gpu/device/impl/device_grouped_conv_bwd_weight_xdl_cshuffle.hpp"
#include "ck/tensor_operation/gpu/element/element_wise_operation.hpp"
#include "ck/library/tensor_operation_instance/add_device_operation_instance.hpp"
#include "ck/library/tensor_operation_instance/gpu/grouped_conv_bwd_weight/device_grouped_conv_bwd_weight_xdl_instance.hpp"
namespace
ck
{
namespace
tensor_operation
{
namespace
device
{
namespace
instance
{
using
F16
=
ck
::
half_t
;
using
F32
=
float
;
template
<
ck
::
index_t
...
Is
>
using
S
=
ck
::
Sequence
<
Is
...
>
;
using
GNWC
=
ck
::
tensor_layout
::
convolution
::
GNWC
;
using
GKXC
=
ck
::
tensor_layout
::
convolution
::
GKXC
;
using
GNWK
=
ck
::
tensor_layout
::
convolution
::
GNWK
;
using
PassThrough
=
ck
::
tensor_operation
::
element_wise
::
PassThrough
;
static
constexpr
auto
ConvBwdWeightDefault
=
ck
::
tensor_operation
::
device
::
ConvolutionBackwardWeightSpecialization
::
Default
;
static
constexpr
auto
ConvBwdWeightFilter1x1Stride1Pad0
=
ck
::
tensor_operation
::
device
::
ConvolutionBackwardWeightSpecialization
::
Filter1x1Stride1Pad0
;
// Compilation parameters for in[n, wi, c] * wei[k, x, c] = out[n, wo, k]
using
device_grouped_conv1d_bwd_weight_xdl_c_shuffle_gnwc_gkxc_gnwk_f16_default_instances
=
std
::
tuple
<
// clang-format off
//#########################################| Num| InData| WeiData| OutData| AccData| In| Wei| Out| ConvBackward| Block| MPer| NPer| K0Per| K1| MPer| NPer| MXdl| NXdl| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockLds| BBlockTransfer| BBlockTransfer| BBlockTransfer| BlockTransfer| BBlockTransfer| BBlockTransfer| BBlockLds| CShuffle| CShuffle| CBlockTransfer| CBlockTransfer|
//#########################################| Dim| Type| Type| Type| Type| Elementwise| Elementwise| Elementwise| Weight| Size| Block| Block| Block| | XDL| XDL| Per| Per| ThreadCluster| ThreadCluster| SrcAccessOrder| SrcVectorDim| SrcScalar| DstScalar| AddExtraM| ThreadCluster| ThreadCluster| SrcAccessOrder| SrcVectorDim| SrcScalar| DstScalar| AddExtraN| MXdlPerWave| NXdlPerWave| ClusterLengths| ScalarPerVector|
//#########################################| Spatial| | | | | Operation| Operation| Operation| Specialization| | | | | | | | Wave| Wave| Lengths_K0_M_K1| ArrangeOrder| | | PerVector| PerVector_K1| | Lengths_K0_N_K1| ArrangeOrder| | | PerVector| PerVector_K1| | PerShuffle| PerShuffle| MBlock_MPerBlock| NWaveNPerXdl|
//#########################################| | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | NBlock_NPerBlock| |
DeviceGroupedConvBwdWeightGnwcGkxcGnwk_Xdl_CShuffle
<
1
,
F16
,
F16
,
F16
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvBwdWeightDefault
,
256
,
256
,
128
,
4
,
8
,
32
,
32
,
4
,
2
,
S
<
1
,
4
,
32
,
2
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
0
,
2
,
1
,
3
>
,
2
,
8
,
4
,
true
,
S
<
1
,
4
,
16
,
4
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
0
,
2
,
1
,
3
>
,
2
,
8
,
2
,
true
,
1
,
1
,
S
<
1
,
32
,
1
,
8
>
,
8
>
,
DeviceGroupedConvBwdWeightGnwcGkxcGnwk_Xdl_CShuffle
<
1
,
F16
,
F16
,
F16
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvBwdWeightDefault
,
256
,
128
,
256
,
4
,
8
,
32
,
32
,
2
,
4
,
S
<
1
,
4
,
16
,
4
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
0
,
2
,
1
,
3
>
,
2
,
8
,
2
,
true
,
S
<
1
,
4
,
32
,
2
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
0
,
2
,
1
,
3
>
,
2
,
8
,
4
,
true
,
1
,
1
,
S
<
1
,
32
,
1
,
8
>
,
8
>
,
DeviceGroupedConvBwdWeightGnwcGkxcGnwk_Xdl_CShuffle
<
1
,
F16
,
F16
,
F16
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvBwdWeightDefault
,
128
,
128
,
128
,
4
,
8
,
32
,
32
,
4
,
2
,
S
<
1
,
4
,
16
,
2
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
0
,
2
,
1
,
3
>
,
2
,
8
,
4
,
true
,
S
<
1
,
4
,
16
,
2
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
0
,
2
,
1
,
3
>
,
2
,
8
,
4
,
true
,
1
,
1
,
S
<
1
,
32
,
1
,
4
>
,
8
>
,
DeviceGroupedConvBwdWeightGnwcGkxcGnwk_Xdl_CShuffle
<
1
,
F16
,
F16
,
F16
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvBwdWeightDefault
,
256
,
128
,
128
,
4
,
8
,
32
,
32
,
2
,
2
,
S
<
1
,
4
,
16
,
4
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
0
,
2
,
1
,
3
>
,
2
,
8
,
2
,
true
,
S
<
1
,
4
,
16
,
4
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
0
,
2
,
1
,
3
>
,
2
,
8
,
2
,
true
,
1
,
1
,
S
<
1
,
32
,
1
,
4
>
,
8
>
,
DeviceGroupedConvBwdWeightGnwcGkxcGnwk_Xdl_CShuffle
<
1
,
F16
,
F16
,
F16
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvBwdWeightDefault
,
128
,
128
,
64
,
4
,
8
,
32
,
32
,
2
,
2
,
S
<
1
,
4
,
16
,
2
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
0
,
2
,
1
,
3
>
,
2
,
8
,
4
,
true
,
S
<
1
,
4
,
8
,
4
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
0
,
2
,
1
,
3
>
,
2
,
8
,
2
,
true
,
1
,
1
,
S
<
1
,
32
,
1
,
4
>
,
8
>
,
DeviceGroupedConvBwdWeightGnwcGkxcGnwk_Xdl_CShuffle
<
1
,
F16
,
F16
,
F16
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvBwdWeightDefault
,
128
,
64
,
128
,
4
,
8
,
32
,
32
,
2
,
2
,
S
<
1
,
4
,
8
,
4
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
0
,
2
,
1
,
3
>
,
2
,
8
,
2
,
true
,
S
<
1
,
4
,
16
,
2
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
0
,
2
,
1
,
3
>
,
2
,
8
,
4
,
true
,
1
,
1
,
S
<
1
,
32
,
1
,
4
>
,
8
>
,
DeviceGroupedConvBwdWeightGnwcGkxcGnwk_Xdl_CShuffle
<
1
,
F16
,
F16
,
F16
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvBwdWeightDefault
,
64
,
64
,
64
,
4
,
8
,
32
,
32
,
2
,
2
,
S
<
1
,
4
,
8
,
2
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
0
,
2
,
1
,
3
>
,
2
,
8
,
4
,
true
,
S
<
1
,
4
,
8
,
2
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
0
,
2
,
1
,
3
>
,
2
,
8
,
4
,
true
,
1
,
1
,
S
<
1
,
16
,
1
,
4
>
,
8
>
,
DeviceGroupedConvBwdWeightGnwcGkxcGnwk_Xdl_CShuffle
<
1
,
F16
,
F16
,
F16
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvBwdWeightDefault
,
256
,
128
,
64
,
4
,
8
,
32
,
32
,
2
,
1
,
S
<
1
,
4
,
16
,
4
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
0
,
2
,
1
,
3
>
,
2
,
8
,
2
,
true
,
S
<
1
,
4
,
8
,
8
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
0
,
2
,
1
,
3
>
,
2
,
8
,
1
,
true
,
1
,
1
,
S
<
1
,
32
,
1
,
4
>
,
8
>
,
DeviceGroupedConvBwdWeightGnwcGkxcGnwk_Xdl_CShuffle
<
1
,
F16
,
F16
,
F16
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvBwdWeightDefault
,
256
,
64
,
128
,
4
,
8
,
32
,
32
,
1
,
2
,
S
<
1
,
4
,
8
,
8
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
0
,
2
,
1
,
3
>
,
2
,
8
,
1
,
true
,
S
<
1
,
4
,
16
,
4
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
0
,
2
,
1
,
3
>
,
2
,
8
,
2
,
true
,
1
,
1
,
S
<
1
,
32
,
1
,
4
>
,
8
>
,
DeviceGroupedConvBwdWeightGnwcGkxcGnwk_Xdl_CShuffle
<
1
,
F16
,
F16
,
F16
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvBwdWeightDefault
,
128
,
128
,
32
,
4
,
8
,
32
,
32
,
2
,
1
,
S
<
1
,
4
,
16
,
2
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
0
,
2
,
1
,
3
>
,
2
,
8
,
4
,
true
,
S
<
1
,
4
,
4
,
8
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
0
,
2
,
1
,
3
>
,
2
,
8
,
1
,
true
,
1
,
1
,
S
<
1
,
32
,
1
,
4
>
,
8
>
,
DeviceGroupedConvBwdWeightGnwcGkxcGnwk_Xdl_CShuffle
<
1
,
F16
,
F16
,
F16
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvBwdWeightDefault
,
128
,
32
,
128
,
4
,
8
,
32
,
32
,
1
,
2
,
S
<
1
,
4
,
4
,
8
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
0
,
2
,
1
,
3
>
,
2
,
8
,
1
,
true
,
S
<
1
,
4
,
16
,
2
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
0
,
2
,
1
,
3
>
,
2
,
8
,
4
,
true
,
1
,
1
,
S
<
1
,
32
,
1
,
4
>
,
8
>
,
DeviceGroupedConvBwdWeightGnwcGkxcGnwk_Xdl_CShuffle
<
1
,
F16
,
F16
,
F16
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvBwdWeightDefault
,
64
,
64
,
32
,
4
,
8
,
32
,
32
,
2
,
1
,
S
<
1
,
4
,
8
,
2
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
0
,
2
,
1
,
3
>
,
2
,
8
,
4
,
true
,
S
<
1
,
4
,
4
,
4
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
0
,
2
,
1
,
3
>
,
2
,
8
,
2
,
true
,
1
,
1
,
S
<
1
,
16
,
1
,
4
>
,
8
>
,
DeviceGroupedConvBwdWeightGnwcGkxcGnwk_Xdl_CShuffle
<
1
,
F16
,
F16
,
F16
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvBwdWeightDefault
,
64
,
32
,
64
,
4
,
8
,
32
,
32
,
1
,
2
,
S
<
1
,
4
,
4
,
4
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
0
,
2
,
1
,
3
>
,
2
,
8
,
2
,
true
,
S
<
1
,
4
,
8
,
2
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
0
,
2
,
1
,
3
>
,
2
,
8
,
4
,
true
,
1
,
1
,
S
<
1
,
16
,
1
,
4
>
,
8
>
// clang-format on
>
;
using
device_grouped_conv1d_bwd_weight_xdl_gnwc_gkxc_gnwk_1x1_s1_p0_f16_instances
=
std
::
tuple
<
// clang-format off
//#########################################| Num| InData| WeiData| OutData| AccData| In| Wei| Out| ConvBackward| Block| MPer| NPer| K0Per| K1| MPer| NPer| MXdl| NXdl| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockLds| BBlockTransfer| BBlockTransfer| BBlockTransfer| BlockTransfer| BBlockTransfer| BBlockTransfer| BBlockLds| CShuffle| CShuffle| CBlockTransfer| CBlockTransfer|
//#########################################| Dim| Type| Type| Type| Type| Elementwise| Elementwise| Elementwise| Weight| Size| Block| Block| Block| | XDL| XDL| Per| Per| ThreadCluster| ThreadCluster| SrcAccessOrder| SrcVectorDim| SrcScalar| DstScalar| AddExtraM| ThreadCluster| ThreadCluster| SrcAccessOrder| SrcVectorDim| SrcScalar| DstScalar| AddExtraN| MXdlPerWave| NXdlPerWave| ClusterLengths| ScalarPerVector|
//#########################################| Spatial| | | | | Operation| Operation| Operation| Specialization| | | | | | | | Wave| Wave| Lengths_K0_M_K1| ArrangeOrder| | | PerVector| PerVector_K1| | Lengths_K0_N_K1| ArrangeOrder| | | PerVector| PerVector_K1| | PerShuffle| PerShuffle| MBlock_MPerBlock| NWaveNPerXdl|
//#########################################| | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | NBlock_NPerBlock| |
DeviceGroupedConvBwdWeightGnwcGkxcGnwk_Xdl_CShuffle
<
1
,
F16
,
F16
,
F16
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvBwdWeightFilter1x1Stride1Pad0
,
256
,
256
,
128
,
4
,
8
,
32
,
32
,
4
,
2
,
S
<
1
,
4
,
32
,
2
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
0
,
2
,
1
,
3
>
,
2
,
8
,
4
,
true
,
S
<
1
,
4
,
16
,
4
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
0
,
2
,
1
,
3
>
,
2
,
8
,
2
,
true
,
1
,
1
,
S
<
1
,
32
,
1
,
8
>
,
8
>
,
DeviceGroupedConvBwdWeightGnwcGkxcGnwk_Xdl_CShuffle
<
1
,
F16
,
F16
,
F16
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvBwdWeightFilter1x1Stride1Pad0
,
256
,
128
,
256
,
4
,
8
,
32
,
32
,
2
,
4
,
S
<
1
,
4
,
16
,
4
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
0
,
2
,
1
,
3
>
,
2
,
8
,
2
,
true
,
S
<
1
,
4
,
32
,
2
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
0
,
2
,
1
,
3
>
,
2
,
8
,
4
,
true
,
1
,
1
,
S
<
1
,
32
,
1
,
8
>
,
8
>
,
DeviceGroupedConvBwdWeightGnwcGkxcGnwk_Xdl_CShuffle
<
1
,
F16
,
F16
,
F16
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvBwdWeightFilter1x1Stride1Pad0
,
128
,
128
,
128
,
4
,
8
,
32
,
32
,
4
,
2
,
S
<
1
,
4
,
16
,
2
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
0
,
2
,
1
,
3
>
,
2
,
8
,
4
,
true
,
S
<
1
,
4
,
16
,
2
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
0
,
2
,
1
,
3
>
,
2
,
8
,
4
,
true
,
1
,
1
,
S
<
1
,
32
,
1
,
4
>
,
8
>
,
DeviceGroupedConvBwdWeightGnwcGkxcGnwk_Xdl_CShuffle
<
1
,
F16
,
F16
,
F16
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvBwdWeightFilter1x1Stride1Pad0
,
256
,
128
,
128
,
4
,
8
,
32
,
32
,
2
,
2
,
S
<
1
,
4
,
16
,
4
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
0
,
2
,
1
,
3
>
,
2
,
8
,
2
,
true
,
S
<
1
,
4
,
16
,
4
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
0
,
2
,
1
,
3
>
,
2
,
8
,
2
,
true
,
1
,
1
,
S
<
1
,
32
,
1
,
4
>
,
8
>
,
DeviceGroupedConvBwdWeightGnwcGkxcGnwk_Xdl_CShuffle
<
1
,
F16
,
F16
,
F16
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvBwdWeightFilter1x1Stride1Pad0
,
128
,
128
,
64
,
4
,
8
,
32
,
32
,
2
,
2
,
S
<
1
,
4
,
16
,
2
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
0
,
2
,
1
,
3
>
,
2
,
8
,
4
,
true
,
S
<
1
,
4
,
8
,
4
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
0
,
2
,
1
,
3
>
,
2
,
8
,
2
,
true
,
1
,
1
,
S
<
1
,
32
,
1
,
4
>
,
8
>
,
DeviceGroupedConvBwdWeightGnwcGkxcGnwk_Xdl_CShuffle
<
1
,
F16
,
F16
,
F16
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvBwdWeightFilter1x1Stride1Pad0
,
128
,
64
,
128
,
4
,
8
,
32
,
32
,
2
,
2
,
S
<
1
,
4
,
8
,
4
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
0
,
2
,
1
,
3
>
,
2
,
8
,
2
,
true
,
S
<
1
,
4
,
16
,
2
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
0
,
2
,
1
,
3
>
,
2
,
8
,
4
,
true
,
1
,
1
,
S
<
1
,
32
,
1
,
4
>
,
8
>
,
DeviceGroupedConvBwdWeightGnwcGkxcGnwk_Xdl_CShuffle
<
1
,
F16
,
F16
,
F16
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvBwdWeightFilter1x1Stride1Pad0
,
64
,
64
,
64
,
4
,
8
,
32
,
32
,
2
,
2
,
S
<
1
,
4
,
8
,
2
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
0
,
2
,
1
,
3
>
,
2
,
8
,
4
,
true
,
S
<
1
,
4
,
8
,
2
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
0
,
2
,
1
,
3
>
,
2
,
8
,
4
,
true
,
1
,
1
,
S
<
1
,
16
,
1
,
4
>
,
8
>
,
DeviceGroupedConvBwdWeightGnwcGkxcGnwk_Xdl_CShuffle
<
1
,
F16
,
F16
,
F16
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvBwdWeightFilter1x1Stride1Pad0
,
256
,
128
,
64
,
4
,
8
,
32
,
32
,
2
,
1
,
S
<
1
,
4
,
16
,
4
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
0
,
2
,
1
,
3
>
,
2
,
8
,
2
,
true
,
S
<
1
,
4
,
8
,
8
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
0
,
2
,
1
,
3
>
,
2
,
8
,
1
,
true
,
1
,
1
,
S
<
1
,
32
,
1
,
4
>
,
8
>
,
DeviceGroupedConvBwdWeightGnwcGkxcGnwk_Xdl_CShuffle
<
1
,
F16
,
F16
,
F16
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvBwdWeightFilter1x1Stride1Pad0
,
256
,
64
,
128
,
4
,
8
,
32
,
32
,
1
,
2
,
S
<
1
,
4
,
8
,
8
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
0
,
2
,
1
,
3
>
,
2
,
8
,
1
,
true
,
S
<
1
,
4
,
16
,
4
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
0
,
2
,
1
,
3
>
,
2
,
8
,
2
,
true
,
1
,
1
,
S
<
1
,
32
,
1
,
4
>
,
8
>
,
DeviceGroupedConvBwdWeightGnwcGkxcGnwk_Xdl_CShuffle
<
1
,
F16
,
F16
,
F16
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvBwdWeightFilter1x1Stride1Pad0
,
128
,
128
,
32
,
4
,
8
,
32
,
32
,
2
,
1
,
S
<
1
,
4
,
16
,
2
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
0
,
2
,
1
,
3
>
,
2
,
8
,
4
,
true
,
S
<
1
,
4
,
4
,
8
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
0
,
2
,
1
,
3
>
,
2
,
8
,
1
,
true
,
1
,
1
,
S
<
1
,
32
,
1
,
4
>
,
8
>
,
DeviceGroupedConvBwdWeightGnwcGkxcGnwk_Xdl_CShuffle
<
1
,
F16
,
F16
,
F16
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvBwdWeightFilter1x1Stride1Pad0
,
128
,
32
,
128
,
4
,
8
,
32
,
32
,
1
,
2
,
S
<
1
,
4
,
4
,
8
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
0
,
2
,
1
,
3
>
,
2
,
8
,
1
,
true
,
S
<
1
,
4
,
16
,
2
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
0
,
2
,
1
,
3
>
,
2
,
8
,
4
,
true
,
1
,
1
,
S
<
1
,
32
,
1
,
4
>
,
8
>
,
DeviceGroupedConvBwdWeightGnwcGkxcGnwk_Xdl_CShuffle
<
1
,
F16
,
F16
,
F16
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvBwdWeightFilter1x1Stride1Pad0
,
64
,
64
,
32
,
4
,
8
,
32
,
32
,
2
,
1
,
S
<
1
,
4
,
8
,
2
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
0
,
2
,
1
,
3
>
,
2
,
8
,
4
,
true
,
S
<
1
,
4
,
4
,
4
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
0
,
2
,
1
,
3
>
,
2
,
8
,
2
,
true
,
1
,
1
,
S
<
1
,
16
,
1
,
4
>
,
8
>
,
DeviceGroupedConvBwdWeightGnwcGkxcGnwk_Xdl_CShuffle
<
1
,
F16
,
F16
,
F16
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvBwdWeightFilter1x1Stride1Pad0
,
64
,
32
,
64
,
4
,
8
,
32
,
32
,
1
,
2
,
S
<
1
,
4
,
4
,
4
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
0
,
2
,
1
,
3
>
,
2
,
8
,
2
,
true
,
S
<
1
,
4
,
8
,
2
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
0
,
2
,
1
,
3
>
,
2
,
8
,
4
,
true
,
1
,
1
,
S
<
1
,
16
,
1
,
4
>
,
8
>
// clang-format on
>
;
void
add_device_grouped_conv1d_bwd_weight_xdl_gnwc_gkxc_gnwk_f16_instances
(
std
::
vector
<
std
::
unique_ptr
<
DeviceGroupedConvBwdWeight
<
1
,
GNWC
,
...
...
@@ -91,11 +28,22 @@ void add_device_grouped_conv1d_bwd_weight_xdl_gnwc_gkxc_gnwk_f16_instances(
PassThrough
,
PassThrough
>>>&
instances
)
{
// 1. Default
add_device_operation_instances
(
instances
,
device_grouped_conv1d_bwd_weight_xdl_c_shuffle_gnwc_gkxc_gnwk_f16_default_instances
{});
add_device_operation_instances
(
instances
,
device_grouped_conv1d_bwd_weight_xdl_gnwc_gkxc_gnwk_1x1_s1_p0_f16_instances
{});
device_grouped_conv_bwd_weight_xdl_c_shuffle_f16_instances
<
1
,
GNWC
,
GKXC
,
GNWK
,
ConvBwdWeightDefault
>
{});
// 2. Filter1x1Stride1Pad0
add_device_operation_instances
(
instances
,
device_grouped_conv_bwd_weight_xdl_c_shuffle_f16_instances
<
1
,
GNWC
,
GKXC
,
GNWK
,
ConvBwdWeightFilter1x1Stride1Pad0
>
{});
}
}
// namespace instance
...
...
library/src/tensor_operation_instance/gpu/grouped_conv1d_bwd_weight/device_grouped_conv1d_bwd_weight_xdl_gnwc_gkxc_gnwk_f32_instance.cpp
View file @
50540084
...
...
@@ -5,79 +5,17 @@
#include "ck/ck.hpp"
#include "ck/tensor_operation/gpu/device/tensor_layout.hpp"
#include "ck/tensor_operation/gpu/device/impl/device_grouped_conv_bwd_weight_
gnwc_gkxc_gnwk_
xdl_cshuffle.hpp"
#include "ck/tensor_operation/gpu/device/impl/device_grouped_conv_bwd_weight_xdl_cshuffle.hpp"
#include "ck/tensor_operation/gpu/element/element_wise_operation.hpp"
#include "ck/library/tensor_operation_instance/add_device_operation_instance.hpp"
#include "ck/library/tensor_operation_instance/gpu/grouped_conv_bwd_weight/device_grouped_conv_bwd_weight_xdl_instance.hpp"
namespace
ck
{
namespace
tensor_operation
{
namespace
device
{
namespace
instance
{
using
F32
=
float
;
template
<
ck
::
index_t
...
Is
>
using
S
=
ck
::
Sequence
<
Is
...
>
;
using
GNWC
=
ck
::
tensor_layout
::
convolution
::
GNWC
;
using
GKXC
=
ck
::
tensor_layout
::
convolution
::
GKXC
;
using
GNWK
=
ck
::
tensor_layout
::
convolution
::
GNWK
;
using
PassThrough
=
ck
::
tensor_operation
::
element_wise
::
PassThrough
;
static
constexpr
auto
ConvBwdWeightDefault
=
ck
::
tensor_operation
::
device
::
ConvolutionBackwardWeightSpecialization
::
Default
;
static
constexpr
auto
ConvBwdWeightFilter1x1Stride1Pad0
=
ck
::
tensor_operation
::
device
::
ConvolutionBackwardWeightSpecialization
::
Filter1x1Stride1Pad0
;
// Compilation parameters for in[n, wi, c] * wei[k, x, c] = out[n, wo, k]
using
device_grouped_conv1d_bwd_weight_xdl_c_shuffle_gnwc_gkxc_gnwk_f32_default_instances
=
std
::
tuple
<
// clang-format off
//#########################################| Num| InData| WeiData| OutData| AccData| In| Wei| Out| ConvBackward| Block| MPer| NPer| K0Per| K1| MPer| NPer| MXdl| NXdl| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockLds| BBlockTransfer| BBlockTransfer| BBlockTransfer| BlockTransfer| BBlockTransfer| BBlockTransfer| BBlockLds| CShuffle| CShuffle| CBlockTransfer| CBlockTransfer|
//#########################################| Dim| Type| Type| Type| Type| Elementwise| Elementwise| Elementwise| Weight| Size| Block| Block| Block| | XDL| XDL| Per| Per| ThreadCluster| ThreadCluster| SrcAccessOrder| SrcVectorDim| SrcScalar| DstScalar| AddExtraM| ThreadCluster| ThreadCluster| SrcAccessOrder| SrcVectorDim| SrcScalar| DstScalar| AddExtraN| MXdlPerWave| NXdlPerWave| ClusterLengths| ScalarPerVector|
//#########################################| Spatial| | | | | Operation| Operation| Operation| Specialization| | | | | | | | Wave| Wave| Lengths_K0_M_K1| ArrangeOrder| | | PerVector| PerVector_K1| | Lengths_K0_N_K1| ArrangeOrder| | | PerVector| PerVector_K1| | PerShuffle| PerShuffle| MBlock_MPerBlock| NWaveNPerXdl|
//#########################################| | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | NBlock_NPerBlock| |
DeviceGroupedConvBwdWeightGnwcGkxcGnwk_Xdl_CShuffle
<
1
,
F32
,
F32
,
F32
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvBwdWeightDefault
,
256
,
256
,
128
,
4
,
4
,
32
,
32
,
4
,
2
,
S
<
1
,
4
,
64
,
1
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
0
,
2
,
1
,
3
>
,
2
,
4
,
4
,
true
,
S
<
1
,
4
,
32
,
2
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
0
,
2
,
1
,
3
>
,
2
,
4
,
2
,
true
,
1
,
1
,
S
<
1
,
32
,
1
,
8
>
,
4
>
,
DeviceGroupedConvBwdWeightGnwcGkxcGnwk_Xdl_CShuffle
<
1
,
F32
,
F32
,
F32
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvBwdWeightDefault
,
256
,
128
,
256
,
4
,
4
,
32
,
32
,
2
,
4
,
S
<
1
,
4
,
32
,
2
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
0
,
2
,
1
,
3
>
,
2
,
4
,
2
,
true
,
S
<
1
,
4
,
64
,
1
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
0
,
2
,
1
,
3
>
,
2
,
4
,
4
,
true
,
1
,
1
,
S
<
1
,
32
,
1
,
8
>
,
4
>
,
DeviceGroupedConvBwdWeightGnwcGkxcGnwk_Xdl_CShuffle
<
1
,
F32
,
F32
,
F32
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvBwdWeightDefault
,
128
,
128
,
128
,
4
,
4
,
32
,
32
,
4
,
2
,
S
<
1
,
4
,
32
,
1
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
0
,
2
,
1
,
3
>
,
2
,
4
,
4
,
true
,
S
<
1
,
4
,
32
,
1
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
0
,
2
,
1
,
3
>
,
2
,
4
,
4
,
true
,
1
,
1
,
S
<
1
,
32
,
1
,
4
>
,
4
>
,
DeviceGroupedConvBwdWeightGnwcGkxcGnwk_Xdl_CShuffle
<
1
,
F32
,
F32
,
F32
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvBwdWeightDefault
,
256
,
128
,
128
,
4
,
4
,
32
,
32
,
2
,
2
,
S
<
1
,
4
,
32
,
2
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
0
,
2
,
1
,
3
>
,
2
,
4
,
2
,
true
,
S
<
1
,
4
,
32
,
2
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
0
,
2
,
1
,
3
>
,
2
,
4
,
2
,
true
,
1
,
1
,
S
<
1
,
32
,
1
,
4
>
,
4
>
,
DeviceGroupedConvBwdWeightGnwcGkxcGnwk_Xdl_CShuffle
<
1
,
F32
,
F32
,
F32
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvBwdWeightDefault
,
128
,
128
,
64
,
4
,
4
,
32
,
32
,
2
,
2
,
S
<
1
,
4
,
32
,
1
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
0
,
2
,
1
,
3
>
,
2
,
4
,
4
,
true
,
S
<
1
,
4
,
16
,
2
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
0
,
2
,
1
,
3
>
,
2
,
4
,
2
,
true
,
1
,
1
,
S
<
1
,
32
,
1
,
4
>
,
4
>
,
DeviceGroupedConvBwdWeightGnwcGkxcGnwk_Xdl_CShuffle
<
1
,
F32
,
F32
,
F32
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvBwdWeightDefault
,
128
,
64
,
128
,
4
,
4
,
32
,
32
,
2
,
2
,
S
<
1
,
4
,
16
,
2
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
0
,
2
,
1
,
3
>
,
2
,
4
,
2
,
true
,
S
<
1
,
4
,
32
,
1
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
0
,
2
,
1
,
3
>
,
2
,
4
,
4
,
true
,
1
,
1
,
S
<
1
,
32
,
1
,
4
>
,
4
>
,
DeviceGroupedConvBwdWeightGnwcGkxcGnwk_Xdl_CShuffle
<
1
,
F32
,
F32
,
F32
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvBwdWeightDefault
,
64
,
64
,
64
,
4
,
4
,
32
,
32
,
2
,
2
,
S
<
1
,
4
,
16
,
1
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
0
,
2
,
1
,
3
>
,
2
,
4
,
4
,
true
,
S
<
1
,
4
,
16
,
1
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
0
,
2
,
1
,
3
>
,
2
,
4
,
4
,
true
,
1
,
1
,
S
<
1
,
16
,
1
,
4
>
,
4
>
,
DeviceGroupedConvBwdWeightGnwcGkxcGnwk_Xdl_CShuffle
<
1
,
F32
,
F32
,
F32
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvBwdWeightDefault
,
256
,
128
,
64
,
4
,
4
,
32
,
32
,
2
,
1
,
S
<
1
,
4
,
32
,
2
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
0
,
2
,
1
,
3
>
,
2
,
4
,
2
,
true
,
S
<
1
,
4
,
16
,
4
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
0
,
2
,
1
,
3
>
,
2
,
4
,
1
,
true
,
1
,
1
,
S
<
1
,
32
,
1
,
4
>
,
4
>
,
DeviceGroupedConvBwdWeightGnwcGkxcGnwk_Xdl_CShuffle
<
1
,
F32
,
F32
,
F32
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvBwdWeightDefault
,
256
,
64
,
128
,
4
,
4
,
32
,
32
,
1
,
2
,
S
<
1
,
4
,
16
,
4
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
0
,
2
,
1
,
3
>
,
2
,
4
,
1
,
true
,
S
<
1
,
4
,
32
,
2
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
0
,
2
,
1
,
3
>
,
2
,
4
,
2
,
true
,
1
,
1
,
S
<
1
,
32
,
1
,
4
>
,
4
>
,
DeviceGroupedConvBwdWeightGnwcGkxcGnwk_Xdl_CShuffle
<
1
,
F32
,
F32
,
F32
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvBwdWeightDefault
,
128
,
128
,
32
,
4
,
4
,
32
,
32
,
2
,
1
,
S
<
1
,
4
,
32
,
1
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
0
,
2
,
1
,
3
>
,
2
,
4
,
4
,
true
,
S
<
1
,
4
,
8
,
4
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
0
,
2
,
1
,
3
>
,
2
,
4
,
1
,
true
,
1
,
1
,
S
<
1
,
32
,
1
,
4
>
,
4
>
,
DeviceGroupedConvBwdWeightGnwcGkxcGnwk_Xdl_CShuffle
<
1
,
F32
,
F32
,
F32
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvBwdWeightDefault
,
128
,
32
,
128
,
4
,
4
,
32
,
32
,
1
,
2
,
S
<
1
,
4
,
8
,
4
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
0
,
2
,
1
,
3
>
,
2
,
4
,
1
,
true
,
S
<
1
,
4
,
32
,
1
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
0
,
2
,
1
,
3
>
,
2
,
4
,
4
,
true
,
1
,
1
,
S
<
1
,
32
,
1
,
4
>
,
4
>
,
DeviceGroupedConvBwdWeightGnwcGkxcGnwk_Xdl_CShuffle
<
1
,
F32
,
F32
,
F32
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvBwdWeightDefault
,
64
,
64
,
32
,
4
,
4
,
32
,
32
,
2
,
1
,
S
<
1
,
4
,
16
,
1
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
0
,
2
,
1
,
3
>
,
2
,
4
,
4
,
true
,
S
<
1
,
4
,
8
,
2
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
0
,
2
,
1
,
3
>
,
2
,
4
,
2
,
true
,
1
,
1
,
S
<
1
,
16
,
1
,
4
>
,
4
>
,
DeviceGroupedConvBwdWeightGnwcGkxcGnwk_Xdl_CShuffle
<
1
,
F32
,
F32
,
F32
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvBwdWeightDefault
,
64
,
32
,
64
,
4
,
4
,
32
,
32
,
1
,
2
,
S
<
1
,
4
,
8
,
2
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
0
,
2
,
1
,
3
>
,
2
,
4
,
2
,
true
,
S
<
1
,
4
,
16
,
1
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
0
,
2
,
1
,
3
>
,
2
,
4
,
4
,
true
,
1
,
1
,
S
<
1
,
16
,
1
,
4
>
,
4
>
// clang-format on
>
;
using
device_grouped_conv1d_bwd_weight_xdl_gnwc_gkxc_gnwk_1x1_s1_p0_f32_instances
=
std
::
tuple
<
// clang-format off
//#########################################| Num| InData| WeiData| OutData| AccData| In| Wei| Out| ConvBackward| Block| MPer| NPer| K0Per| K1| MPer| NPer| MXdl| NXdl| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockLds| BBlockTransfer| BBlockTransfer| BBlockTransfer| BlockTransfer| BBlockTransfer| BBlockTransfer| BBlockLds| CShuffle| CShuffle| CBlockTransfer| CBlockTransfer|
//#########################################| Dim| Type| Type| Type| Type| Elementwise| Elementwise| Elementwise| Weight| Size| Block| Block| Block| | XDL| XDL| Per| Per| ThreadCluster| ThreadCluster| SrcAccessOrder| SrcVectorDim| SrcScalar| DstScalar| AddExtraM| ThreadCluster| ThreadCluster| SrcAccessOrder| SrcVectorDim| SrcScalar| DstScalar| AddExtraN| MXdlPerWave| NXdlPerWave| ClusterLengths| ScalarPerVector|
//#########################################| Spatial| | | | | Operation| Operation| Operation| Specialization| | | | | | | | Wave| Wave| Lengths_K0_M_K1| ArrangeOrder| | | PerVector| PerVector_K1| | Lengths_K0_N_K1| ArrangeOrder| | | PerVector| PerVector_K1| | PerShuffle| PerShuffle| MBlock_MPerBlock| NWaveNPerXdl|
//#########################################| | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | NBlock_NPerBlock| |
DeviceGroupedConvBwdWeightGnwcGkxcGnwk_Xdl_CShuffle
<
1
,
F32
,
F32
,
F32
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvBwdWeightFilter1x1Stride1Pad0
,
256
,
256
,
128
,
4
,
4
,
32
,
32
,
4
,
2
,
S
<
1
,
4
,
64
,
1
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
0
,
2
,
1
,
3
>
,
2
,
4
,
4
,
true
,
S
<
1
,
4
,
32
,
2
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
0
,
2
,
1
,
3
>
,
2
,
4
,
2
,
true
,
1
,
1
,
S
<
1
,
32
,
1
,
8
>
,
4
>
,
DeviceGroupedConvBwdWeightGnwcGkxcGnwk_Xdl_CShuffle
<
1
,
F32
,
F32
,
F32
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvBwdWeightFilter1x1Stride1Pad0
,
256
,
128
,
256
,
4
,
4
,
32
,
32
,
2
,
4
,
S
<
1
,
4
,
32
,
2
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
0
,
2
,
1
,
3
>
,
2
,
4
,
2
,
true
,
S
<
1
,
4
,
64
,
1
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
0
,
2
,
1
,
3
>
,
2
,
4
,
4
,
true
,
1
,
1
,
S
<
1
,
32
,
1
,
8
>
,
4
>
,
DeviceGroupedConvBwdWeightGnwcGkxcGnwk_Xdl_CShuffle
<
1
,
F32
,
F32
,
F32
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvBwdWeightFilter1x1Stride1Pad0
,
128
,
128
,
128
,
4
,
4
,
32
,
32
,
4
,
2
,
S
<
1
,
4
,
32
,
1
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
0
,
2
,
1
,
3
>
,
2
,
4
,
4
,
true
,
S
<
1
,
4
,
32
,
1
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
0
,
2
,
1
,
3
>
,
2
,
4
,
4
,
true
,
1
,
1
,
S
<
1
,
32
,
1
,
4
>
,
4
>
,
DeviceGroupedConvBwdWeightGnwcGkxcGnwk_Xdl_CShuffle
<
1
,
F32
,
F32
,
F32
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvBwdWeightFilter1x1Stride1Pad0
,
256
,
128
,
128
,
4
,
4
,
32
,
32
,
2
,
2
,
S
<
1
,
4
,
32
,
2
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
0
,
2
,
1
,
3
>
,
2
,
4
,
2
,
true
,
S
<
1
,
4
,
32
,
2
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
0
,
2
,
1
,
3
>
,
2
,
4
,
2
,
true
,
1
,
1
,
S
<
1
,
32
,
1
,
4
>
,
4
>
,
DeviceGroupedConvBwdWeightGnwcGkxcGnwk_Xdl_CShuffle
<
1
,
F32
,
F32
,
F32
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvBwdWeightFilter1x1Stride1Pad0
,
128
,
128
,
64
,
4
,
4
,
32
,
32
,
2
,
2
,
S
<
1
,
4
,
32
,
1
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
0
,
2
,
1
,
3
>
,
2
,
4
,
4
,
true
,
S
<
1
,
4
,
16
,
2
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
0
,
2
,
1
,
3
>
,
2
,
4
,
2
,
true
,
1
,
1
,
S
<
1
,
32
,
1
,
4
>
,
4
>
,
DeviceGroupedConvBwdWeightGnwcGkxcGnwk_Xdl_CShuffle
<
1
,
F32
,
F32
,
F32
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvBwdWeightFilter1x1Stride1Pad0
,
128
,
64
,
128
,
4
,
4
,
32
,
32
,
2
,
2
,
S
<
1
,
4
,
16
,
2
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
0
,
2
,
1
,
3
>
,
2
,
4
,
2
,
true
,
S
<
1
,
4
,
32
,
1
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
0
,
2
,
1
,
3
>
,
2
,
4
,
4
,
true
,
1
,
1
,
S
<
1
,
32
,
1
,
4
>
,
4
>
,
DeviceGroupedConvBwdWeightGnwcGkxcGnwk_Xdl_CShuffle
<
1
,
F32
,
F32
,
F32
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvBwdWeightFilter1x1Stride1Pad0
,
64
,
64
,
64
,
4
,
4
,
32
,
32
,
2
,
2
,
S
<
1
,
4
,
16
,
1
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
0
,
2
,
1
,
3
>
,
2
,
4
,
4
,
true
,
S
<
1
,
4
,
16
,
1
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
0
,
2
,
1
,
3
>
,
2
,
4
,
4
,
true
,
1
,
1
,
S
<
1
,
16
,
1
,
4
>
,
4
>
,
DeviceGroupedConvBwdWeightGnwcGkxcGnwk_Xdl_CShuffle
<
1
,
F32
,
F32
,
F32
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvBwdWeightFilter1x1Stride1Pad0
,
256
,
128
,
64
,
4
,
4
,
32
,
32
,
2
,
1
,
S
<
1
,
4
,
32
,
2
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
0
,
2
,
1
,
3
>
,
2
,
4
,
2
,
true
,
S
<
1
,
4
,
16
,
4
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
0
,
2
,
1
,
3
>
,
2
,
4
,
1
,
true
,
1
,
1
,
S
<
1
,
32
,
1
,
4
>
,
4
>
,
DeviceGroupedConvBwdWeightGnwcGkxcGnwk_Xdl_CShuffle
<
1
,
F32
,
F32
,
F32
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvBwdWeightFilter1x1Stride1Pad0
,
256
,
64
,
128
,
4
,
4
,
32
,
32
,
1
,
2
,
S
<
1
,
4
,
16
,
4
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
0
,
2
,
1
,
3
>
,
2
,
4
,
1
,
true
,
S
<
1
,
4
,
32
,
2
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
0
,
2
,
1
,
3
>
,
2
,
4
,
2
,
true
,
1
,
1
,
S
<
1
,
32
,
1
,
4
>
,
4
>
,
DeviceGroupedConvBwdWeightGnwcGkxcGnwk_Xdl_CShuffle
<
1
,
F32
,
F32
,
F32
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvBwdWeightFilter1x1Stride1Pad0
,
128
,
128
,
32
,
4
,
4
,
32
,
32
,
2
,
1
,
S
<
1
,
4
,
32
,
1
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
0
,
2
,
1
,
3
>
,
2
,
4
,
4
,
true
,
S
<
1
,
4
,
8
,
4
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
0
,
2
,
1
,
3
>
,
2
,
4
,
1
,
true
,
1
,
1
,
S
<
1
,
32
,
1
,
4
>
,
4
>
,
DeviceGroupedConvBwdWeightGnwcGkxcGnwk_Xdl_CShuffle
<
1
,
F32
,
F32
,
F32
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvBwdWeightFilter1x1Stride1Pad0
,
128
,
32
,
128
,
4
,
4
,
32
,
32
,
1
,
2
,
S
<
1
,
4
,
8
,
4
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
0
,
2
,
1
,
3
>
,
2
,
4
,
1
,
true
,
S
<
1
,
4
,
32
,
1
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
0
,
2
,
1
,
3
>
,
2
,
4
,
4
,
true
,
1
,
1
,
S
<
1
,
32
,
1
,
4
>
,
4
>
,
DeviceGroupedConvBwdWeightGnwcGkxcGnwk_Xdl_CShuffle
<
1
,
F32
,
F32
,
F32
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvBwdWeightFilter1x1Stride1Pad0
,
64
,
64
,
32
,
4
,
4
,
32
,
32
,
2
,
1
,
S
<
1
,
4
,
16
,
1
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
0
,
2
,
1
,
3
>
,
2
,
4
,
4
,
true
,
S
<
1
,
4
,
8
,
2
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
0
,
2
,
1
,
3
>
,
2
,
4
,
2
,
true
,
1
,
1
,
S
<
1
,
16
,
1
,
4
>
,
4
>
,
DeviceGroupedConvBwdWeightGnwcGkxcGnwk_Xdl_CShuffle
<
1
,
F32
,
F32
,
F32
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvBwdWeightFilter1x1Stride1Pad0
,
64
,
32
,
64
,
4
,
4
,
32
,
32
,
1
,
2
,
S
<
1
,
4
,
8
,
2
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
0
,
2
,
1
,
3
>
,
2
,
4
,
2
,
true
,
S
<
1
,
4
,
16
,
1
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
0
,
2
,
1
,
3
>
,
2
,
4
,
4
,
true
,
1
,
1
,
S
<
1
,
16
,
1
,
4
>
,
4
>
// clang-format on
>
;
void
add_device_grouped_conv1d_bwd_weight_xdl_gnwc_gkxc_gnwk_f32_instances
(
std
::
vector
<
std
::
unique_ptr
<
DeviceGroupedConvBwdWeight
<
1
,
GNWC
,
...
...
@@ -90,11 +28,22 @@ void add_device_grouped_conv1d_bwd_weight_xdl_gnwc_gkxc_gnwk_f32_instances(
PassThrough
,
PassThrough
>>>&
instances
)
{
// 1. Default
add_device_operation_instances
(
instances
,
device_grouped_conv1d_bwd_weight_xdl_c_shuffle_gnwc_gkxc_gnwk_f32_default_instances
{});
add_device_operation_instances
(
instances
,
device_grouped_conv1d_bwd_weight_xdl_gnwc_gkxc_gnwk_1x1_s1_p0_f32_instances
{});
device_grouped_conv_bwd_weight_xdl_c_shuffle_f32_instances
<
1
,
GNWC
,
GKXC
,
GNWK
,
ConvBwdWeightDefault
>
{});
// 2. Filter1x1Stride1Pad0
add_device_operation_instances
(
instances
,
device_grouped_conv_bwd_weight_xdl_c_shuffle_f32_instances
<
1
,
GNWC
,
GKXC
,
GNWK
,
ConvBwdWeightFilter1x1Stride1Pad0
>
{});
}
}
// namespace instance
...
...
library/src/tensor_operation_instance/gpu/grouped_conv2d_bwd_data/device_grouped_conv2d_bwd_data_xdl_gnhwc_gkyxc_gnhwk_bf16_instance.cpp
View file @
50540084
...
...
@@ -2,14 +2,14 @@
// Copyright (c) 2018-2023, Advanced Micro Devices, Inc. All rights reserved.
#include "ck/library/tensor_operation_instance/add_device_operation_instance.hpp"
#include "device_grouped_conv
2d
_bwd_data_xdl_instance.hpp"
#include "
ck/library/tensor_operation_instance/gpu/grouped_conv_bwd_data/
device_grouped_conv_bwd_data_xdl_instance.hpp"
namespace
ck
{
namespace
tensor_operation
{
namespace
device
{
namespace
instance
{
// Compilation parameters for out[g, n, hi, wi, c] * wei[g, k, y, x, c] = in[g, n, ho, wo, k]
void
add_device_grouped_conv2d_bwd_data_xdl_gnhw
c
_gkyxc_gnhw
k
_bf16_instances
(
void
add_device_grouped_conv2d_bwd_data_xdl_gnhw
k
_gkyxc_gnhw
c
_bf16_instances
(
std
::
vector
<
std
::
unique_ptr
<
DeviceGroupedConvBwdDataMultipleD
<
2
,
GNHWK
,
GKYXC
,
...
...
@@ -26,19 +26,21 @@ void add_device_grouped_conv2d_bwd_data_xdl_gnhwc_gkyxc_gnhwk_bf16_instances(
// 1. Default
add_device_operation_instances
(
instances
,
device_grouped_conv2d_bwd_data_xdl_bf16_instances
<
GNHWK
,
GKYXC
,
Empty_Tuple
,
GNHWC
,
ConvBwdDataDefault
>
{});
device_grouped_conv_bwd_data_xdl_bf16_instances
<
2
,
GNHWK
,
GKYXC
,
Empty_Tuple
,
GNHWC
,
ConvBwdDataDefault
>
{});
// 2. Filter1x1Stride1Pad0
add_device_operation_instances
(
instances
,
device_grouped_conv2d_bwd_data_xdl_bf16_instances
<
GNHWK
,
GKYXC
,
Empty_Tuple
,
GNHWC
,
ConvBwdDataFilter1x1Stride1Pad0
>
{});
device_grouped_conv_bwd_data_xdl_bf16_instances
<
2
,
GNHWK
,
GKYXC
,
Empty_Tuple
,
GNHWC
,
ConvBwdDataFilter1x1Stride1Pad0
>
{});
}
}
// namespace instance
...
...
library/src/tensor_operation_instance/gpu/grouped_conv2d_bwd_data/device_grouped_conv2d_bwd_data_xdl_gnhwc_gkyxc_gnhwk_f16_instance.cpp
View file @
50540084
...
...
@@ -2,14 +2,14 @@
// Copyright (c) 2018-2023, Advanced Micro Devices, Inc. All rights reserved.
#include "ck/library/tensor_operation_instance/add_device_operation_instance.hpp"
#include "device_grouped_conv
2d
_bwd_data_xdl_instance.hpp"
#include "
ck/library/tensor_operation_instance/gpu/grouped_conv_bwd_data/
device_grouped_conv_bwd_data_xdl_instance.hpp"
namespace
ck
{
namespace
tensor_operation
{
namespace
device
{
namespace
instance
{
// Compilation parameters for out[g, n, hi, wi, c] * wei[g, k, y, x, c] = in[g, n, ho, wo, k]
void
add_device_grouped_conv2d_bwd_data_xdl_gnhw
c
_gkyxc_gnhw
k
_f16_instances
(
void
add_device_grouped_conv2d_bwd_data_xdl_gnhw
k
_gkyxc_gnhw
c
_f16_instances
(
std
::
vector
<
std
::
unique_ptr
<
DeviceGroupedConvBwdDataMultipleD
<
2
,
GNHWK
,
GKYXC
,
...
...
@@ -26,19 +26,21 @@ void add_device_grouped_conv2d_bwd_data_xdl_gnhwc_gkyxc_gnhwk_f16_instances(
// 1. Default
add_device_operation_instances
(
instances
,
device_grouped_conv2d_bwd_data_xdl_f16_instances
<
GNHWK
,
GKYXC
,
Empty_Tuple
,
GNHWC
,
ConvBwdDataDefault
>
{});
device_grouped_conv_bwd_data_xdl_f16_instances
<
2
,
GNHWK
,
GKYXC
,
Empty_Tuple
,
GNHWC
,
ConvBwdDataDefault
>
{});
// 2. Filter1x1Stride1Pad0
add_device_operation_instances
(
instances
,
device_grouped_conv2d_bwd_data_xdl_f16_instances
<
GNHWK
,
GKYXC
,
Empty_Tuple
,
GNHWC
,
ConvBwdDataFilter1x1Stride1Pad0
>
{});
device_grouped_conv_bwd_data_xdl_f16_instances
<
2
,
GNHWK
,
GKYXC
,
Empty_Tuple
,
GNHWC
,
ConvBwdDataFilter1x1Stride1Pad0
>
{});
}
}
// namespace instance
...
...
library/src/tensor_operation_instance/gpu/grouped_conv2d_bwd_data/device_grouped_conv2d_bwd_data_xdl_gnhwc_gkyxc_gnhwk_f32_instance.cpp
View file @
50540084
...
...
@@ -2,14 +2,14 @@
// Copyright (c) 2018-2023, Advanced Micro Devices, Inc. All rights reserved.
#include "ck/library/tensor_operation_instance/add_device_operation_instance.hpp"
#include "device_grouped_conv
2d
_bwd_data_xdl_instance.hpp"
#include "
ck/library/tensor_operation_instance/gpu/grouped_conv_bwd_data/
device_grouped_conv_bwd_data_xdl_instance.hpp"
namespace
ck
{
namespace
tensor_operation
{
namespace
device
{
namespace
instance
{
// Compilation parameters for out[g, n, hi, wi, c] * wei[g, k, y, x, c] = in[g, n, ho, wo, k]
void
add_device_grouped_conv2d_bwd_data_xdl_gnhw
c
_gkyxc_gnhw
k
_f32_instances
(
void
add_device_grouped_conv2d_bwd_data_xdl_gnhw
k
_gkyxc_gnhw
c
_f32_instances
(
std
::
vector
<
std
::
unique_ptr
<
DeviceGroupedConvBwdDataMultipleD
<
2
,
GNHWK
,
GKYXC
,
...
...
@@ -26,19 +26,21 @@ void add_device_grouped_conv2d_bwd_data_xdl_gnhwc_gkyxc_gnhwk_f32_instances(
// 1. Default
add_device_operation_instances
(
instances
,
device_grouped_conv2d_bwd_data_xdl_f32_instances
<
GNHWK
,
GKYXC
,
Empty_Tuple
,
GNHWC
,
ConvBwdDataDefault
>
{});
device_grouped_conv_bwd_data_xdl_f32_instances
<
2
,
GNHWK
,
GKYXC
,
Empty_Tuple
,
GNHWC
,
ConvBwdDataDefault
>
{});
// 2. Filter1x1Stride1Pad0
add_device_operation_instances
(
instances
,
device_grouped_conv2d_bwd_data_xdl_f32_instances
<
GNHWK
,
GKYXC
,
Empty_Tuple
,
GNHWC
,
ConvBwdDataFilter1x1Stride1Pad0
>
{});
device_grouped_conv_bwd_data_xdl_f32_instances
<
2
,
GNHWK
,
GKYXC
,
Empty_Tuple
,
GNHWC
,
ConvBwdDataFilter1x1Stride1Pad0
>
{});
}
}
// namespace instance
...
...
library/src/tensor_operation_instance/gpu/grouped_conv2d_bwd_data/device_grouped_conv2d_bwd_data_xdl_nhwgc_gkyxc_nhwgk_bf16_instance.cpp
View file @
50540084
...
...
@@ -2,14 +2,14 @@
// Copyright (c) 2018-2023, Advanced Micro Devices, Inc. All rights reserved.
#include "ck/library/tensor_operation_instance/add_device_operation_instance.hpp"
#include "device_grouped_conv
2d
_bwd_data_xdl_instance.hpp"
#include "
ck/library/tensor_operation_instance/gpu/grouped_conv_bwd_data/
device_grouped_conv_bwd_data_xdl_instance.hpp"
namespace
ck
{
namespace
tensor_operation
{
namespace
device
{
namespace
instance
{
// Compilation parameters for out[n, hi, wi, g, c] * wei[g, k, y, x, c] = in[n, ho, wo, g, k]
void
add_device_grouped_conv2d_bwd_data_xdl_nhwg
c
_gkyxc_nhwg
k
_bf16_instances
(
void
add_device_grouped_conv2d_bwd_data_xdl_nhwg
k
_gkyxc_nhwg
c
_bf16_instances
(
std
::
vector
<
std
::
unique_ptr
<
DeviceGroupedConvBwdDataMultipleD
<
2
,
NHWGK
,
GKYXC
,
...
...
@@ -26,19 +26,21 @@ void add_device_grouped_conv2d_bwd_data_xdl_nhwgc_gkyxc_nhwgk_bf16_instances(
// 1. Default
add_device_operation_instances
(
instances
,
device_grouped_conv2d_bwd_data_xdl_bf16_instances
<
NHWGK
,
GKYXC
,
Empty_Tuple
,
NHWGC
,
ConvBwdDataDefault
>
{});
device_grouped_conv_bwd_data_xdl_bf16_instances
<
2
,
NHWGK
,
GKYXC
,
Empty_Tuple
,
NHWGC
,
ConvBwdDataDefault
>
{});
// 2. Filter1x1Stride1Pad0
add_device_operation_instances
(
instances
,
device_grouped_conv2d_bwd_data_xdl_bf16_instances
<
NHWGK
,
GKYXC
,
Empty_Tuple
,
NHWGC
,
ConvBwdDataFilter1x1Stride1Pad0
>
{});
device_grouped_conv_bwd_data_xdl_bf16_instances
<
2
,
NHWGK
,
GKYXC
,
Empty_Tuple
,
NHWGC
,
ConvBwdDataFilter1x1Stride1Pad0
>
{});
}
}
// namespace instance
...
...
library/src/tensor_operation_instance/gpu/grouped_conv2d_bwd_data/device_grouped_conv2d_bwd_data_xdl_nhwgc_gkyxc_nhwgk_f16_instance.cpp
View file @
50540084
...
...
@@ -2,14 +2,14 @@
// Copyright (c) 2018-2023, Advanced Micro Devices, Inc. All rights reserved.
#include "ck/library/tensor_operation_instance/add_device_operation_instance.hpp"
#include "device_grouped_conv
2d
_bwd_data_xdl_instance.hpp"
#include "
ck/library/tensor_operation_instance/gpu/grouped_conv_bwd_data/
device_grouped_conv_bwd_data_xdl_instance.hpp"
namespace
ck
{
namespace
tensor_operation
{
namespace
device
{
namespace
instance
{
// Compilation parameters for out[n, hi, wi, g, c] * wei[g, k, y, x, c] = in[n, ho, wo, g, k]
void
add_device_grouped_conv2d_bwd_data_xdl_nhwg
c
_gkyxc_nhwg
k
_f16_instances
(
void
add_device_grouped_conv2d_bwd_data_xdl_nhwg
k
_gkyxc_nhwg
c
_f16_instances
(
std
::
vector
<
std
::
unique_ptr
<
DeviceGroupedConvBwdDataMultipleD
<
2
,
NHWGK
,
GKYXC
,
...
...
@@ -26,19 +26,21 @@ void add_device_grouped_conv2d_bwd_data_xdl_nhwgc_gkyxc_nhwgk_f16_instances(
// 1. Default
add_device_operation_instances
(
instances
,
device_grouped_conv2d_bwd_data_xdl_f16_instances
<
NHWGK
,
GKYXC
,
Empty_Tuple
,
NHWGC
,
ConvBwdDataDefault
>
{});
device_grouped_conv_bwd_data_xdl_f16_instances
<
2
,
NHWGK
,
GKYXC
,
Empty_Tuple
,
NHWGC
,
ConvBwdDataDefault
>
{});
// 2. Filter1x1Stride1Pad0
add_device_operation_instances
(
instances
,
device_grouped_conv2d_bwd_data_xdl_f16_instances
<
NHWGK
,
GKYXC
,
Empty_Tuple
,
NHWGC
,
ConvBwdDataFilter1x1Stride1Pad0
>
{});
device_grouped_conv_bwd_data_xdl_f16_instances
<
2
,
NHWGK
,
GKYXC
,
Empty_Tuple
,
NHWGC
,
ConvBwdDataFilter1x1Stride1Pad0
>
{});
}
}
// namespace instance
...
...
library/src/tensor_operation_instance/gpu/grouped_conv2d_bwd_data/device_grouped_conv2d_bwd_data_xdl_nhwgc_gkyxc_nhwgk_f32_instance.cpp
View file @
50540084
...
...
@@ -2,14 +2,14 @@
// Copyright (c) 2018-2023, Advanced Micro Devices, Inc. All rights reserved.
#include "ck/library/tensor_operation_instance/add_device_operation_instance.hpp"
#include "device_grouped_conv
2d
_bwd_data_xdl_instance.hpp"
#include "
ck/library/tensor_operation_instance/gpu/grouped_conv_bwd_data/
device_grouped_conv_bwd_data_xdl_instance.hpp"
namespace
ck
{
namespace
tensor_operation
{
namespace
device
{
namespace
instance
{
// Compilation parameters for out[n, hi, wi, g, c] * wei[g, k, y, x, c] = in[n, ho, wo, g, k]
void
add_device_grouped_conv2d_bwd_data_xdl_nhwg
c
_gkyxc_nhwg
k
_f32_instances
(
void
add_device_grouped_conv2d_bwd_data_xdl_nhwg
k
_gkyxc_nhwg
c
_f32_instances
(
std
::
vector
<
std
::
unique_ptr
<
DeviceGroupedConvBwdDataMultipleD
<
2
,
NHWGK
,
GKYXC
,
...
...
@@ -26,19 +26,21 @@ void add_device_grouped_conv2d_bwd_data_xdl_nhwgc_gkyxc_nhwgk_f32_instances(
// 1. Default
add_device_operation_instances
(
instances
,
device_grouped_conv2d_bwd_data_xdl_f32_instances
<
NHWGK
,
GKYXC
,
Empty_Tuple
,
NHWGC
,
ConvBwdDataDefault
>
{});
device_grouped_conv_bwd_data_xdl_f32_instances
<
2
,
NHWGK
,
GKYXC
,
Empty_Tuple
,
NHWGC
,
ConvBwdDataDefault
>
{});
// 2. Filter1x1Stride1Pad0
add_device_operation_instances
(
instances
,
device_grouped_conv2d_bwd_data_xdl_f32_instances
<
NHWGK
,
GKYXC
,
Empty_Tuple
,
NHWGC
,
ConvBwdDataFilter1x1Stride1Pad0
>
{});
device_grouped_conv_bwd_data_xdl_f32_instances
<
2
,
NHWGK
,
GKYXC
,
Empty_Tuple
,
NHWGC
,
ConvBwdDataFilter1x1Stride1Pad0
>
{});
}
}
// namespace instance
...
...
library/src/tensor_operation_instance/gpu/grouped_conv2d_bwd_weight/CMakeLists.txt
View file @
50540084
...
...
@@ -2,5 +2,8 @@ add_instance_library(device_grouped_conv2d_bwd_weight_instance
device_grouped_conv2d_bwd_weight_xdl_gnhwc_gkyxc_gnhwk_f16_instance.cpp
device_grouped_conv2d_bwd_weight_xdl_gnhwc_gkyxc_gnhwk_f32_instance.cpp
device_grouped_conv2d_bwd_weight_xdl_gnhwc_gkyxc_gnhwk_bf16_instance.cpp
device_grouped_conv2d_bwd_weight_xdl_nhwgc_gkyxc_nhwgk_f16_instance.cpp
device_grouped_conv2d_bwd_weight_xdl_nhwgc_gkyxc_nhwgk_f32_instance.cpp
device_grouped_conv2d_bwd_weight_xdl_nhwgc_gkyxc_nhwgk_bf16_instance.cpp
)
library/src/tensor_operation_instance/gpu/grouped_conv2d_bwd_weight/device_grouped_conv2d_bwd_weight_xdl_gnhwc_gkyxc_gnhwk_bf16_instance.cpp
View file @
50540084
// SPDX-License-Identifier: MIT
// Copyright (c) 2018-2023, Advanced Micro Devices, Inc. All rights reserved.
#include <cstdlib>
#include "ck/ck.hpp"
#include "ck/tensor_operation/gpu/device/tensor_layout.hpp"
#include "ck/tensor_operation/gpu/device/impl/device_grouped_conv_bwd_weight_gnwc_gkxc_gnwk_xdl_cshuffle.hpp"
#include "ck/tensor_operation/gpu/element/element_wise_operation.hpp"
#include "ck/library/tensor_operation_instance/add_device_operation_instance.hpp"
#include "ck/library/tensor_operation_instance/gpu/grouped_conv_bwd_weight/device_grouped_conv_bwd_weight_xdl_instance.hpp"
namespace
ck
{
namespace
tensor_operation
{
namespace
device
{
namespace
instance
{
using
BF16
=
bhalf_t
;
using
F32
=
float
;
template
<
ck
::
index_t
...
Is
>
using
S
=
ck
::
Sequence
<
Is
...
>
;
using
GNHWC
=
ck
::
tensor_layout
::
convolution
::
GNHWC
;
using
GKYXC
=
ck
::
tensor_layout
::
convolution
::
GKYXC
;
using
GNHWK
=
ck
::
tensor_layout
::
convolution
::
GNHWK
;
using
PassThrough
=
ck
::
tensor_operation
::
element_wise
::
PassThrough
;
static
constexpr
auto
ConvBwdWeightDefault
=
ck
::
tensor_operation
::
device
::
ConvolutionBackwardWeightSpecialization
::
Default
;
static
constexpr
auto
ConvBwdWeightFilter1x1Stride1Pad0
=
ck
::
tensor_operation
::
device
::
ConvolutionBackwardWeightSpecialization
::
Filter1x1Stride1Pad0
;
// Compilation parameters for in[n, hi, wi, c] * wei[k, y, x, c] = out[n, ho, wo, k]
using
device_grouped_conv2d_bwd_weight_xdl_c_shuffle_gnhwc_gkyxc_gnhwk_bf16_f32_bf16_instances
=
std
::
tuple
<
// clang-format off
//#########################################| Num| InData| WeiData| OutData| AccData| In| Wei| Out| ConvBackward| Block| MPer| NPer| K0Per| K1| MPer| NPer| MXdl| NXdl| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockLds| BBlockTransfer| BBlockTransfer| BBlockTransfer| BlockTransfer| BBlockTransfer| BBlockTransfer| BBlockLds| CShuffle| CShuffle| CBlockTransfer| CBlockTransfer|
//#########################################| Dim| Type| Type| Type| Type| Elementwise| Elementwise| Elementwise| Weight| Size| Block| Block| Block| | XDL| XDL| Per| Per| ThreadCluster| ThreadCluster| SrcAccessOrder| SrcVectorDim| SrcScalar| DstScalar| AddExtraM| ThreadCluster| ThreadCluster| SrcAccessOrder| SrcVectorDim| SrcScalar| DstScalar| AddExtraN| MXdlPerWave| NXdlPerWave| ClusterLengths| ScalarPerVector|
//#########################################| Spatial| | | | | Operation| Operation| Operation| Specialization| | | | | | | | Wave| Wave| Lengths_K0_M_K1| ArrangeOrder| | | PerVector| PerVector_K1| | Lengths_K0_N_K1| ArrangeOrder| | | PerVector| PerVector_K1| | PerShuffle| PerShuffle| MBlock_MPerBlock| NWaveNPerXdl|
//#########################################| | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | NBlock_NPerBlock| |
DeviceGroupedConvBwdWeightGnwcGkxcGnwk_Xdl_CShuffle
<
2
,
BF16
,
F32
,
BF16
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvBwdWeightDefault
,
256
,
256
,
128
,
4
,
8
,
32
,
32
,
4
,
2
,
S
<
1
,
4
,
32
,
2
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
0
,
2
,
1
,
3
>
,
2
,
8
,
4
,
true
,
S
<
1
,
4
,
16
,
4
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
0
,
2
,
1
,
3
>
,
2
,
8
,
2
,
true
,
1
,
1
,
S
<
1
,
32
,
1
,
8
>
,
4
>
,
DeviceGroupedConvBwdWeightGnwcGkxcGnwk_Xdl_CShuffle
<
2
,
BF16
,
F32
,
BF16
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvBwdWeightDefault
,
256
,
128
,
256
,
4
,
8
,
32
,
32
,
2
,
4
,
S
<
1
,
4
,
16
,
4
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
0
,
2
,
1
,
3
>
,
2
,
8
,
2
,
true
,
S
<
1
,
4
,
32
,
2
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
0
,
2
,
1
,
3
>
,
2
,
8
,
4
,
true
,
1
,
1
,
S
<
1
,
32
,
1
,
8
>
,
4
>
,
DeviceGroupedConvBwdWeightGnwcGkxcGnwk_Xdl_CShuffle
<
2
,
BF16
,
F32
,
BF16
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvBwdWeightDefault
,
128
,
128
,
128
,
4
,
8
,
32
,
32
,
4
,
2
,
S
<
1
,
4
,
16
,
2
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
0
,
2
,
1
,
3
>
,
2
,
8
,
4
,
true
,
S
<
1
,
4
,
16
,
2
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
0
,
2
,
1
,
3
>
,
2
,
8
,
4
,
true
,
1
,
1
,
S
<
1
,
32
,
1
,
4
>
,
4
>
,
DeviceGroupedConvBwdWeightGnwcGkxcGnwk_Xdl_CShuffle
<
2
,
BF16
,
F32
,
BF16
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvBwdWeightDefault
,
256
,
128
,
128
,
4
,
8
,
32
,
32
,
2
,
2
,
S
<
1
,
4
,
16
,
4
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
0
,
2
,
1
,
3
>
,
2
,
8
,
2
,
true
,
S
<
1
,
4
,
16
,
4
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
0
,
2
,
1
,
3
>
,
2
,
8
,
2
,
true
,
1
,
1
,
S
<
1
,
32
,
1
,
4
>
,
4
>
,
DeviceGroupedConvBwdWeightGnwcGkxcGnwk_Xdl_CShuffle
<
2
,
BF16
,
F32
,
BF16
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvBwdWeightDefault
,
128
,
128
,
64
,
4
,
8
,
32
,
32
,
2
,
2
,
S
<
1
,
4
,
16
,
2
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
0
,
2
,
1
,
3
>
,
2
,
8
,
4
,
true
,
S
<
1
,
4
,
8
,
4
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
0
,
2
,
1
,
3
>
,
2
,
8
,
2
,
true
,
1
,
1
,
S
<
1
,
32
,
1
,
4
>
,
4
>
,
DeviceGroupedConvBwdWeightGnwcGkxcGnwk_Xdl_CShuffle
<
2
,
BF16
,
F32
,
BF16
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvBwdWeightDefault
,
128
,
64
,
128
,
4
,
8
,
32
,
32
,
2
,
2
,
S
<
1
,
4
,
8
,
4
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
0
,
2
,
1
,
3
>
,
2
,
8
,
2
,
true
,
S
<
1
,
4
,
16
,
2
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
0
,
2
,
1
,
3
>
,
2
,
8
,
4
,
true
,
1
,
1
,
S
<
1
,
32
,
1
,
4
>
,
4
>
,
DeviceGroupedConvBwdWeightGnwcGkxcGnwk_Xdl_CShuffle
<
2
,
BF16
,
F32
,
BF16
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvBwdWeightDefault
,
64
,
64
,
64
,
4
,
8
,
32
,
32
,
2
,
2
,
S
<
1
,
4
,
8
,
2
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
0
,
2
,
1
,
3
>
,
2
,
8
,
4
,
true
,
S
<
1
,
4
,
8
,
2
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
0
,
2
,
1
,
3
>
,
2
,
8
,
4
,
true
,
1
,
1
,
S
<
1
,
16
,
1
,
4
>
,
4
>
,
DeviceGroupedConvBwdWeightGnwcGkxcGnwk_Xdl_CShuffle
<
2
,
BF16
,
F32
,
BF16
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvBwdWeightDefault
,
256
,
128
,
64
,
4
,
8
,
32
,
32
,
2
,
1
,
S
<
1
,
4
,
16
,
4
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
0
,
2
,
1
,
3
>
,
2
,
8
,
2
,
true
,
S
<
1
,
4
,
8
,
8
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
0
,
2
,
1
,
3
>
,
2
,
8
,
1
,
true
,
1
,
1
,
S
<
1
,
32
,
1
,
4
>
,
4
>
,
DeviceGroupedConvBwdWeightGnwcGkxcGnwk_Xdl_CShuffle
<
2
,
BF16
,
F32
,
BF16
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvBwdWeightDefault
,
256
,
64
,
128
,
4
,
8
,
32
,
32
,
1
,
2
,
S
<
1
,
4
,
8
,
8
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
0
,
2
,
1
,
3
>
,
2
,
8
,
1
,
true
,
S
<
1
,
4
,
16
,
4
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
0
,
2
,
1
,
3
>
,
2
,
8
,
2
,
true
,
1
,
1
,
S
<
1
,
32
,
1
,
4
>
,
4
>
,
DeviceGroupedConvBwdWeightGnwcGkxcGnwk_Xdl_CShuffle
<
2
,
BF16
,
F32
,
BF16
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvBwdWeightDefault
,
128
,
128
,
32
,
4
,
8
,
32
,
32
,
2
,
1
,
S
<
1
,
4
,
16
,
2
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
0
,
2
,
1
,
3
>
,
2
,
8
,
4
,
true
,
S
<
1
,
4
,
4
,
8
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
0
,
2
,
1
,
3
>
,
2
,
8
,
1
,
true
,
1
,
1
,
S
<
1
,
32
,
1
,
4
>
,
4
>
,
DeviceGroupedConvBwdWeightGnwcGkxcGnwk_Xdl_CShuffle
<
2
,
BF16
,
F32
,
BF16
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvBwdWeightDefault
,
128
,
32
,
128
,
4
,
8
,
32
,
32
,
1
,
2
,
S
<
1
,
4
,
4
,
8
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
0
,
2
,
1
,
3
>
,
2
,
8
,
1
,
true
,
S
<
1
,
4
,
16
,
2
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
0
,
2
,
1
,
3
>
,
2
,
8
,
4
,
true
,
1
,
1
,
S
<
1
,
32
,
1
,
4
>
,
4
>
,
DeviceGroupedConvBwdWeightGnwcGkxcGnwk_Xdl_CShuffle
<
2
,
BF16
,
F32
,
BF16
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvBwdWeightDefault
,
64
,
64
,
32
,
4
,
8
,
32
,
32
,
2
,
1
,
S
<
1
,
4
,
8
,
2
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
0
,
2
,
1
,
3
>
,
2
,
8
,
4
,
true
,
S
<
1
,
4
,
4
,
4
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
0
,
2
,
1
,
3
>
,
2
,
8
,
2
,
true
,
1
,
1
,
S
<
1
,
16
,
1
,
4
>
,
4
>
,
DeviceGroupedConvBwdWeightGnwcGkxcGnwk_Xdl_CShuffle
<
2
,
BF16
,
F32
,
BF16
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvBwdWeightDefault
,
64
,
32
,
64
,
4
,
8
,
32
,
32
,
1
,
2
,
S
<
1
,
4
,
4
,
4
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
0
,
2
,
1
,
3
>
,
2
,
8
,
2
,
true
,
S
<
1
,
4
,
8
,
2
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
0
,
2
,
1
,
3
>
,
2
,
8
,
4
,
true
,
1
,
1
,
S
<
1
,
16
,
1
,
4
>
,
4
>
// clang-format on
>
;
using
device_grouped_conv2d_bwd_weight_xdl_gnhwc_gkyxc_gnhwk_1x1_s1_p0_bf16_f32_bf16_instances
=
std
::
tuple
<
// clang-format off
//#########################################| Num| InData| WeiData| OutData| AccData| In| Wei| Out| ConvBackward| Block| MPer| NPer| K0Per| K1| MPer| NPer| MXdl| NXdl| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockLds| BBlockTransfer| BBlockTransfer| BBlockTransfer| BlockTransfer| BBlockTransfer| BBlockTransfer| BBlockLds| CShuffle| CShuffle| CBlockTransfer| CBlockTransfer|
//#########################################| Dim| Type| Type| Type| Type| Elementwise| Elementwise| Elementwise| Weight| Size| Block| Block| Block| | XDL| XDL| Per| Per| ThreadCluster| ThreadCluster| SrcAccessOrder| SrcVectorDim| SrcScalar| DstScalar| AddExtraM| ThreadCluster| ThreadCluster| SrcAccessOrder| SrcVectorDim| SrcScalar| DstScalar| AddExtraN| MXdlPerWave| NXdlPerWave| ClusterLengths| ScalarPerVector|
//#########################################| Spatial| | | | | Operation| Operation| Operation| Specialization| | | | | | | | Wave| Wave| Lengths_K0_M_K1| ArrangeOrder| | | PerVector| PerVector_K1| | Lengths_K0_N_K1| ArrangeOrder| | | PerVector| PerVector_K1| | PerShuffle| PerShuffle| MBlock_MPerBlock| NWaveNPerXdl|
//#########################################| | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | NBlock_NPerBlock| |
DeviceGroupedConvBwdWeightGnwcGkxcGnwk_Xdl_CShuffle
<
2
,
BF16
,
F32
,
BF16
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvBwdWeightFilter1x1Stride1Pad0
,
256
,
256
,
128
,
4
,
8
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32
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32
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4
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S
<
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true
,
1
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<
1
,
32
,
1
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8
>
,
4
>
,
DeviceGroupedConvBwdWeightGnwcGkxcGnwk_Xdl_CShuffle
<
2
,
BF16
,
F32
,
BF16
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvBwdWeightFilter1x1Stride1Pad0
,
256
,
128
,
256
,
4
,
8
,
32
,
32
,
2
,
4
,
S
<
1
,
4
,
16
,
4
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
0
,
2
,
1
,
3
>
,
2
,
8
,
2
,
true
,
S
<
1
,
4
,
32
,
2
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
0
,
2
,
1
,
3
>
,
2
,
8
,
4
,
true
,
1
,
1
,
S
<
1
,
32
,
1
,
8
>
,
4
>
,
DeviceGroupedConvBwdWeightGnwcGkxcGnwk_Xdl_CShuffle
<
2
,
BF16
,
F32
,
BF16
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvBwdWeightFilter1x1Stride1Pad0
,
128
,
128
,
128
,
4
,
8
,
32
,
32
,
4
,
2
,
S
<
1
,
4
,
16
,
2
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
0
,
2
,
1
,
3
>
,
2
,
8
,
4
,
true
,
S
<
1
,
4
,
16
,
2
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
0
,
2
,
1
,
3
>
,
2
,
8
,
4
,
true
,
1
,
1
,
S
<
1
,
32
,
1
,
4
>
,
4
>
,
DeviceGroupedConvBwdWeightGnwcGkxcGnwk_Xdl_CShuffle
<
2
,
BF16
,
F32
,
BF16
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvBwdWeightFilter1x1Stride1Pad0
,
256
,
128
,
128
,
4
,
8
,
32
,
32
,
2
,
2
,
S
<
1
,
4
,
16
,
4
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
0
,
2
,
1
,
3
>
,
2
,
8
,
2
,
true
,
S
<
1
,
4
,
16
,
4
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
0
,
2
,
1
,
3
>
,
2
,
8
,
2
,
true
,
1
,
1
,
S
<
1
,
32
,
1
,
4
>
,
4
>
,
DeviceGroupedConvBwdWeightGnwcGkxcGnwk_Xdl_CShuffle
<
2
,
BF16
,
F32
,
BF16
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvBwdWeightFilter1x1Stride1Pad0
,
128
,
128
,
64
,
4
,
8
,
32
,
32
,
2
,
2
,
S
<
1
,
4
,
16
,
2
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
0
,
2
,
1
,
3
>
,
2
,
8
,
4
,
true
,
S
<
1
,
4
,
8
,
4
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
0
,
2
,
1
,
3
>
,
2
,
8
,
2
,
true
,
1
,
1
,
S
<
1
,
32
,
1
,
4
>
,
4
>
,
DeviceGroupedConvBwdWeightGnwcGkxcGnwk_Xdl_CShuffle
<
2
,
BF16
,
F32
,
BF16
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvBwdWeightFilter1x1Stride1Pad0
,
128
,
64
,
128
,
4
,
8
,
32
,
32
,
2
,
2
,
S
<
1
,
4
,
8
,
4
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
0
,
2
,
1
,
3
>
,
2
,
8
,
2
,
true
,
S
<
1
,
4
,
16
,
2
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
0
,
2
,
1
,
3
>
,
2
,
8
,
4
,
true
,
1
,
1
,
S
<
1
,
32
,
1
,
4
>
,
4
>
,
DeviceGroupedConvBwdWeightGnwcGkxcGnwk_Xdl_CShuffle
<
2
,
BF16
,
F32
,
BF16
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvBwdWeightFilter1x1Stride1Pad0
,
64
,
64
,
64
,
4
,
8
,
32
,
32
,
2
,
2
,
S
<
1
,
4
,
8
,
2
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
0
,
2
,
1
,
3
>
,
2
,
8
,
4
,
true
,
S
<
1
,
4
,
8
,
2
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
0
,
2
,
1
,
3
>
,
2
,
8
,
4
,
true
,
1
,
1
,
S
<
1
,
16
,
1
,
4
>
,
4
>
,
DeviceGroupedConvBwdWeightGnwcGkxcGnwk_Xdl_CShuffle
<
2
,
BF16
,
F32
,
BF16
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvBwdWeightFilter1x1Stride1Pad0
,
256
,
128
,
64
,
4
,
8
,
32
,
32
,
2
,
1
,
S
<
1
,
4
,
16
,
4
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
0
,
2
,
1
,
3
>
,
2
,
8
,
2
,
true
,
S
<
1
,
4
,
8
,
8
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
0
,
2
,
1
,
3
>
,
2
,
8
,
1
,
true
,
1
,
1
,
S
<
1
,
32
,
1
,
4
>
,
4
>
,
DeviceGroupedConvBwdWeightGnwcGkxcGnwk_Xdl_CShuffle
<
2
,
BF16
,
F32
,
BF16
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvBwdWeightFilter1x1Stride1Pad0
,
256
,
64
,
128
,
4
,
8
,
32
,
32
,
1
,
2
,
S
<
1
,
4
,
8
,
8
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
0
,
2
,
1
,
3
>
,
2
,
8
,
1
,
true
,
S
<
1
,
4
,
16
,
4
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
0
,
2
,
1
,
3
>
,
2
,
8
,
2
,
true
,
1
,
1
,
S
<
1
,
32
,
1
,
4
>
,
4
>
,
DeviceGroupedConvBwdWeightGnwcGkxcGnwk_Xdl_CShuffle
<
2
,
BF16
,
F32
,
BF16
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvBwdWeightFilter1x1Stride1Pad0
,
128
,
128
,
32
,
4
,
8
,
32
,
32
,
2
,
1
,
S
<
1
,
4
,
16
,
2
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
0
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2
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1
,
3
>
,
2
,
8
,
4
,
true
,
S
<
1
,
4
,
4
,
8
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
0
,
2
,
1
,
3
>
,
2
,
8
,
1
,
true
,
1
,
1
,
S
<
1
,
32
,
1
,
4
>
,
4
>
,
DeviceGroupedConvBwdWeightGnwcGkxcGnwk_Xdl_CShuffle
<
2
,
BF16
,
F32
,
BF16
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvBwdWeightFilter1x1Stride1Pad0
,
128
,
32
,
128
,
4
,
8
,
32
,
32
,
1
,
2
,
S
<
1
,
4
,
4
,
8
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
0
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2
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1
,
3
>
,
2
,
8
,
1
,
true
,
S
<
1
,
4
,
16
,
2
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
0
,
2
,
1
,
3
>
,
2
,
8
,
4
,
true
,
1
,
1
,
S
<
1
,
32
,
1
,
4
>
,
4
>
,
DeviceGroupedConvBwdWeightGnwcGkxcGnwk_Xdl_CShuffle
<
2
,
BF16
,
F32
,
BF16
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvBwdWeightFilter1x1Stride1Pad0
,
64
,
64
,
32
,
4
,
8
,
32
,
32
,
2
,
1
,
S
<
1
,
4
,
8
,
2
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
0
,
2
,
1
,
3
>
,
2
,
8
,
4
,
true
,
S
<
1
,
4
,
4
,
4
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
0
,
2
,
1
,
3
>
,
2
,
8
,
2
,
true
,
1
,
1
,
S
<
1
,
16
,
1
,
4
>
,
4
>
,
DeviceGroupedConvBwdWeightGnwcGkxcGnwk_Xdl_CShuffle
<
2
,
BF16
,
F32
,
BF16
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvBwdWeightFilter1x1Stride1Pad0
,
64
,
32
,
64
,
4
,
8
,
32
,
32
,
1
,
2
,
S
<
1
,
4
,
4
,
4
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
0
,
2
,
1
,
3
>
,
2
,
8
,
2
,
true
,
S
<
1
,
4
,
8
,
2
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
0
,
2
,
1
,
3
>
,
2
,
8
,
4
,
true
,
1
,
1
,
S
<
1
,
16
,
1
,
4
>
,
4
>
// clang-format on
>
;
// Compilation parameters for in[g, n, hi, wi, c] * wei[g, k, y, x, c] = out[g, n, ho, wo, k]
void
add_device_grouped_conv2d_bwd_weight_xdl_gnhwc_gkyxc_gnhwk_bf16_f32_bf16_instances
(
std
::
vector
<
std
::
unique_ptr
<
DeviceGroupedConvBwdWeight
<
2
,
GNHWC
,
...
...
@@ -92,12 +23,22 @@ void add_device_grouped_conv2d_bwd_weight_xdl_gnhwc_gkyxc_gnhwk_bf16_f32_bf16_in
PassThrough
,
PassThrough
>>>&
instances
)
{
// 1. Default
add_device_operation_instances
(
instances
,
device_grouped_conv2d_bwd_weight_xdl_c_shuffle_gnhwc_gkyxc_gnhwk_bf16_f32_bf16_instances
{});
add_device_operation_instances
(
instances
,
device_grouped_conv2d_bwd_weight_xdl_gnhwc_gkyxc_gnhwk_1x1_s1_p0_bf16_f32_bf16_instances
{});
device_grouped_conv_bwd_weight_xdl_c_shuffle_bf16_instances
<
2
,
GNHWC
,
GKYXC
,
GNHWK
,
ConvBwdWeightDefault
>
{});
// 2. Filter1x1Stride1Pad0
add_device_operation_instances
(
instances
,
device_grouped_conv_bwd_weight_xdl_c_shuffle_bf16_instances
<
2
,
GNHWC
,
GKYXC
,
GNHWK
,
ConvBwdWeightFilter1x1Stride1Pad0
>
{});
}
}
// namespace instance
...
...
library/src/tensor_operation_instance/gpu/grouped_conv2d_bwd_weight/device_grouped_conv2d_bwd_weight_xdl_gnhwc_gkyxc_gnhwk_f16_instance.cpp
View file @
50540084
// SPDX-License-Identifier: MIT
// Copyright (c) 2018-2023, Advanced Micro Devices, Inc. All rights reserved.
#include <cstdlib>
#include "ck/ck.hpp"
#include "ck/tensor_operation/gpu/device/tensor_layout.hpp"
#include "ck/tensor_operation/gpu/device/impl/device_grouped_conv_bwd_weight_gnwc_gkxc_gnwk_xdl_cshuffle.hpp"
#include "ck/tensor_operation/gpu/element/element_wise_operation.hpp"
#include "ck/library/tensor_operation_instance/add_device_operation_instance.hpp"
#include "ck/library/tensor_operation_instance/gpu/grouped_conv_bwd_weight/device_grouped_conv_bwd_weight_xdl_instance.hpp"
namespace
ck
{
namespace
tensor_operation
{
namespace
device
{
namespace
instance
{
using
F16
=
ck
::
half_t
;
using
F32
=
float
;
template
<
ck
::
index_t
...
Is
>
using
S
=
ck
::
Sequence
<
Is
...
>
;
using
GNHWC
=
ck
::
tensor_layout
::
convolution
::
GNHWC
;
using
GKYXC
=
ck
::
tensor_layout
::
convolution
::
GKYXC
;
using
GNHWK
=
ck
::
tensor_layout
::
convolution
::
GNHWK
;
using
PassThrough
=
ck
::
tensor_operation
::
element_wise
::
PassThrough
;
static
constexpr
auto
ConvBwdWeightDefault
=
ck
::
tensor_operation
::
device
::
ConvolutionBackwardWeightSpecialization
::
Default
;
static
constexpr
auto
ConvBwdWeightFilter1x1Stride1Pad0
=
ck
::
tensor_operation
::
device
::
ConvolutionBackwardWeightSpecialization
::
Filter1x1Stride1Pad0
;
// Compilation parameters for in[n, hi, wi, c] * wei[k, y, x, c] = out[n, ho, wo, k]
using
device_grouped_conv2d_bwd_weight_xdl_c_shuffle_gnhwc_gkyxc_gnhwk_f16_default_instances
=
std
::
tuple
<
// clang-format off
//#########################################| Num| InData| WeiData| OutData| AccData| In| Wei| Out| ConvBackward| Block| MPer| NPer| K0Per| K1| MPer| NPer| MXdl| NXdl| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockLds| BBlockTransfer| BBlockTransfer| BBlockTransfer| BlockTransfer| BBlockTransfer| BBlockTransfer| BBlockLds| CShuffle| CShuffle| CBlockTransfer| CBlockTransfer|
//#########################################| Dim| Type| Type| Type| Type| Elementwise| Elementwise| Elementwise| Weight| Size| Block| Block| Block| | XDL| XDL| Per| Per| ThreadCluster| ThreadCluster| SrcAccessOrder| SrcVectorDim| SrcScalar| DstScalar| AddExtraM| ThreadCluster| ThreadCluster| SrcAccessOrder| SrcVectorDim| SrcScalar| DstScalar| AddExtraN| MXdlPerWave| NXdlPerWave| ClusterLengths| ScalarPerVector|
//#########################################| Spatial| | | | | Operation| Operation| Operation| Specialization| | | | | | | | Wave| Wave| Lengths_K0_M_K1| ArrangeOrder| | | PerVector| PerVector_K1| | Lengths_K0_N_K1| ArrangeOrder| | | PerVector| PerVector_K1| | PerShuffle| PerShuffle| MBlock_MPerBlock| NWaveNPerXdl|
//#########################################| | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | NBlock_NPerBlock| |
DeviceGroupedConvBwdWeightGnwcGkxcGnwk_Xdl_CShuffle
<
2
,
F16
,
F16
,
F16
,
F32
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PassThrough
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PassThrough
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PassThrough
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ConvBwdWeightDefault
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256
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256
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128
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4
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8
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32
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4
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S
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8
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true
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1
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1
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S
<
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32
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1
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8
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8
>
,
DeviceGroupedConvBwdWeightGnwcGkxcGnwk_Xdl_CShuffle
<
2
,
F16
,
F16
,
F16
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F32
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PassThrough
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PassThrough
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PassThrough
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ConvBwdWeightDefault
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256
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128
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256
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4
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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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8
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8
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,
DeviceGroupedConvBwdWeightGnwcGkxcGnwk_Xdl_CShuffle
<
2
,
F16
,
F16
,
F16
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvBwdWeightDefault
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128
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128
,
128
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4
,
8
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4
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1
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1
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32
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1
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4
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8
>
,
DeviceGroupedConvBwdWeightGnwcGkxcGnwk_Xdl_CShuffle
<
2
,
F16
,
F16
,
F16
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvBwdWeightDefault
,
256
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<
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true
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1
,
32
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1
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4
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8
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,
DeviceGroupedConvBwdWeightGnwcGkxcGnwk_Xdl_CShuffle
<
2
,
F16
,
F16
,
F16
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvBwdWeightDefault
,
128
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4
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true
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<
1
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<
0
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3
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2
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<
0
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true
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1
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S
<
1
,
32
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1
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4
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8
>
,
DeviceGroupedConvBwdWeightGnwcGkxcGnwk_Xdl_CShuffle
<
2
,
F16
,
F16
,
F16
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvBwdWeightDefault
,
128
,
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2
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true
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1
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16
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<
0
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true
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1
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<
1
,
32
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1
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4
>
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8
>
,
DeviceGroupedConvBwdWeightGnwcGkxcGnwk_Xdl_CShuffle
<
2
,
F16
,
F16
,
F16
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvBwdWeightDefault
,
64
,
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<
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1
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16
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,
DeviceGroupedConvBwdWeightGnwcGkxcGnwk_Xdl_CShuffle
<
2
,
F16
,
F16
,
F16
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvBwdWeightDefault
,
256
,
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,
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4
,
8
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0
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1
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32
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DeviceGroupedConvBwdWeightGnwcGkxcGnwk_Xdl_CShuffle
<
2
,
F16
,
F16
,
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,
F32
,
PassThrough
,
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,
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,
ConvBwdWeightDefault
,
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DeviceGroupedConvBwdWeightGnwcGkxcGnwk_Xdl_CShuffle
<
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,
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F32
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PassThrough
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,
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,
ConvBwdWeightDefault
,
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DeviceGroupedConvBwdWeightGnwcGkxcGnwk_Xdl_CShuffle
<
2
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F16
,
F16
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,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvBwdWeightDefault
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DeviceGroupedConvBwdWeightGnwcGkxcGnwk_Xdl_CShuffle
<
2
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F16
,
F16
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F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvBwdWeightDefault
,
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DeviceGroupedConvBwdWeightGnwcGkxcGnwk_Xdl_CShuffle
<
2
,
F16
,
F16
,
F16
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvBwdWeightDefault
,
64
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1
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16
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1
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,
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>
// clang-format on
>
;
using
device_grouped_conv2d_bwd_weight_xdl_gnhwc_gkyxc_gnhwk_1x1_s1_p0_f16_instances
=
std
::
tuple
<
// clang-format off
//#########################################| Num| InData| WeiData| OutData| AccData| In| Wei| Out| ConvBackward| Block| MPer| NPer| K0Per| K1| MPer| NPer| MXdl| NXdl| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockLds| BBlockTransfer| BBlockTransfer| BBlockTransfer| BlockTransfer| BBlockTransfer| BBlockTransfer| BBlockLds| CShuffle| CShuffle| CBlockTransfer| CBlockTransfer|
//#########################################| Dim| Type| Type| Type| Type| Elementwise| Elementwise| Elementwise| Weight| Size| Block| Block| Block| | XDL| XDL| Per| Per| ThreadCluster| ThreadCluster| SrcAccessOrder| SrcVectorDim| SrcScalar| DstScalar| AddExtraM| ThreadCluster| ThreadCluster| SrcAccessOrder| SrcVectorDim| SrcScalar| DstScalar| AddExtraN| MXdlPerWave| NXdlPerWave| ClusterLengths| ScalarPerVector|
//#########################################| Spatial| | | | | Operation| Operation| Operation| Specialization| | | | | | | | Wave| Wave| Lengths_K0_M_K1| ArrangeOrder| | | PerVector| PerVector_K1| | Lengths_K0_N_K1| ArrangeOrder| | | PerVector| PerVector_K1| | PerShuffle| PerShuffle| MBlock_MPerBlock| NWaveNPerXdl|
//#########################################| | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | NBlock_NPerBlock| |
DeviceGroupedConvBwdWeightGnwcGkxcGnwk_Xdl_CShuffle
<
2
,
F16
,
F16
,
F16
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvBwdWeightFilter1x1Stride1Pad0
,
256
,
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,
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,
4
,
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,
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,
4
,
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DeviceGroupedConvBwdWeightGnwcGkxcGnwk_Xdl_CShuffle
<
2
,
F16
,
F16
,
F16
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvBwdWeightFilter1x1Stride1Pad0
,
256
,
128
,
256
,
4
,
8
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32
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1
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32
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DeviceGroupedConvBwdWeightGnwcGkxcGnwk_Xdl_CShuffle
<
2
,
F16
,
F16
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,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvBwdWeightFilter1x1Stride1Pad0
,
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DeviceGroupedConvBwdWeightGnwcGkxcGnwk_Xdl_CShuffle
<
2
,
F16
,
F16
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F16
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F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvBwdWeightFilter1x1Stride1Pad0
,
256
,
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0
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0
,
2
,
1
,
3
>
,
2
,
8
,
2
,
true
,
1
,
1
,
S
<
1
,
32
,
1
,
4
>
,
8
>
,
DeviceGroupedConvBwdWeightGnwcGkxcGnwk_Xdl_CShuffle
<
2
,
F16
,
F16
,
F16
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvBwdWeightFilter1x1Stride1Pad0
,
128
,
128
,
64
,
4
,
8
,
32
,
32
,
2
,
2
,
S
<
1
,
4
,
16
,
2
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
0
,
2
,
1
,
3
>
,
2
,
8
,
4
,
true
,
S
<
1
,
4
,
8
,
4
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
0
,
2
,
1
,
3
>
,
2
,
8
,
2
,
true
,
1
,
1
,
S
<
1
,
32
,
1
,
4
>
,
8
>
,
DeviceGroupedConvBwdWeightGnwcGkxcGnwk_Xdl_CShuffle
<
2
,
F16
,
F16
,
F16
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvBwdWeightFilter1x1Stride1Pad0
,
128
,
64
,
128
,
4
,
8
,
32
,
32
,
2
,
2
,
S
<
1
,
4
,
8
,
4
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
0
,
2
,
1
,
3
>
,
2
,
8
,
2
,
true
,
S
<
1
,
4
,
16
,
2
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
0
,
2
,
1
,
3
>
,
2
,
8
,
4
,
true
,
1
,
1
,
S
<
1
,
32
,
1
,
4
>
,
8
>
,
DeviceGroupedConvBwdWeightGnwcGkxcGnwk_Xdl_CShuffle
<
2
,
F16
,
F16
,
F16
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvBwdWeightFilter1x1Stride1Pad0
,
64
,
64
,
64
,
4
,
8
,
32
,
32
,
2
,
2
,
S
<
1
,
4
,
8
,
2
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
0
,
2
,
1
,
3
>
,
2
,
8
,
4
,
true
,
S
<
1
,
4
,
8
,
2
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
0
,
2
,
1
,
3
>
,
2
,
8
,
4
,
true
,
1
,
1
,
S
<
1
,
16
,
1
,
4
>
,
8
>
,
DeviceGroupedConvBwdWeightGnwcGkxcGnwk_Xdl_CShuffle
<
2
,
F16
,
F16
,
F16
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvBwdWeightFilter1x1Stride1Pad0
,
256
,
128
,
64
,
4
,
8
,
32
,
32
,
2
,
1
,
S
<
1
,
4
,
16
,
4
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
0
,
2
,
1
,
3
>
,
2
,
8
,
2
,
true
,
S
<
1
,
4
,
8
,
8
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
0
,
2
,
1
,
3
>
,
2
,
8
,
1
,
true
,
1
,
1
,
S
<
1
,
32
,
1
,
4
>
,
8
>
,
DeviceGroupedConvBwdWeightGnwcGkxcGnwk_Xdl_CShuffle
<
2
,
F16
,
F16
,
F16
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvBwdWeightFilter1x1Stride1Pad0
,
256
,
64
,
128
,
4
,
8
,
32
,
32
,
1
,
2
,
S
<
1
,
4
,
8
,
8
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
0
,
2
,
1
,
3
>
,
2
,
8
,
1
,
true
,
S
<
1
,
4
,
16
,
4
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
0
,
2
,
1
,
3
>
,
2
,
8
,
2
,
true
,
1
,
1
,
S
<
1
,
32
,
1
,
4
>
,
8
>
,
DeviceGroupedConvBwdWeightGnwcGkxcGnwk_Xdl_CShuffle
<
2
,
F16
,
F16
,
F16
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvBwdWeightFilter1x1Stride1Pad0
,
128
,
128
,
32
,
4
,
8
,
32
,
32
,
2
,
1
,
S
<
1
,
4
,
16
,
2
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
0
,
2
,
1
,
3
>
,
2
,
8
,
4
,
true
,
S
<
1
,
4
,
4
,
8
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
0
,
2
,
1
,
3
>
,
2
,
8
,
1
,
true
,
1
,
1
,
S
<
1
,
32
,
1
,
4
>
,
8
>
,
DeviceGroupedConvBwdWeightGnwcGkxcGnwk_Xdl_CShuffle
<
2
,
F16
,
F16
,
F16
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvBwdWeightFilter1x1Stride1Pad0
,
128
,
32
,
128
,
4
,
8
,
32
,
32
,
1
,
2
,
S
<
1
,
4
,
4
,
8
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
0
,
2
,
1
,
3
>
,
2
,
8
,
1
,
true
,
S
<
1
,
4
,
16
,
2
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
0
,
2
,
1
,
3
>
,
2
,
8
,
4
,
true
,
1
,
1
,
S
<
1
,
32
,
1
,
4
>
,
8
>
,
DeviceGroupedConvBwdWeightGnwcGkxcGnwk_Xdl_CShuffle
<
2
,
F16
,
F16
,
F16
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvBwdWeightFilter1x1Stride1Pad0
,
64
,
64
,
32
,
4
,
8
,
32
,
32
,
2
,
1
,
S
<
1
,
4
,
8
,
2
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
0
,
2
,
1
,
3
>
,
2
,
8
,
4
,
true
,
S
<
1
,
4
,
4
,
4
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
0
,
2
,
1
,
3
>
,
2
,
8
,
2
,
true
,
1
,
1
,
S
<
1
,
16
,
1
,
4
>
,
8
>
,
DeviceGroupedConvBwdWeightGnwcGkxcGnwk_Xdl_CShuffle
<
2
,
F16
,
F16
,
F16
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvBwdWeightFilter1x1Stride1Pad0
,
64
,
32
,
64
,
4
,
8
,
32
,
32
,
1
,
2
,
S
<
1
,
4
,
4
,
4
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
0
,
2
,
1
,
3
>
,
2
,
8
,
2
,
true
,
S
<
1
,
4
,
8
,
2
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
0
,
2
,
1
,
3
>
,
2
,
8
,
4
,
true
,
1
,
1
,
S
<
1
,
16
,
1
,
4
>
,
8
>
// clang-format on
>
;
// Compilation parameters for in[g, n, hi, wi, c] * wei[g, k, y, x, c] = out[g, n, ho, wo, k]
void
add_device_grouped_conv2d_bwd_weight_xdl_gnhwc_gkyxc_gnhwk_f16_instances
(
std
::
vector
<
std
::
unique_ptr
<
DeviceGroupedConvBwdWeight
<
2
,
GNHWC
,
...
...
@@ -91,12 +23,22 @@ void add_device_grouped_conv2d_bwd_weight_xdl_gnhwc_gkyxc_gnhwk_f16_instances(
PassThrough
,
PassThrough
>>>&
instances
)
{
// 1. Default
add_device_operation_instances
(
instances
,
device_grouped_conv2d_bwd_weight_xdl_c_shuffle_gnhwc_gkyxc_gnhwk_f16_default_instances
{});
add_device_operation_instances
(
instances
,
device_grouped_conv2d_bwd_weight_xdl_gnhwc_gkyxc_gnhwk_1x1_s1_p0_f16_instances
{});
device_grouped_conv_bwd_weight_xdl_c_shuffle_f16_instances
<
2
,
GNHWC
,
GKYXC
,
GNHWK
,
ConvBwdWeightDefault
>
{});
// 2. Filter1x1Stride1Pad0
add_device_operation_instances
(
instances
,
device_grouped_conv_bwd_weight_xdl_c_shuffle_f16_instances
<
2
,
GNHWC
,
GKYXC
,
GNHWK
,
ConvBwdWeightFilter1x1Stride1Pad0
>
{});
}
}
// namespace instance
...
...
library/src/tensor_operation_instance/gpu/grouped_conv2d_bwd_weight/device_grouped_conv2d_bwd_weight_xdl_gnhwc_gkyxc_gnhwk_f32_instance.cpp
View file @
50540084
// SPDX-License-Identifier: MIT
// Copyright (c) 2018-2023, Advanced Micro Devices, Inc. All rights reserved.
#include <cstdlib>
#include "ck/ck.hpp"
#include "ck/tensor_operation/gpu/device/tensor_layout.hpp"
#include "ck/tensor_operation/gpu/device/impl/device_grouped_conv_bwd_weight_gnwc_gkxc_gnwk_xdl_cshuffle.hpp"
#include "ck/tensor_operation/gpu/element/element_wise_operation.hpp"
#include "ck/library/tensor_operation_instance/add_device_operation_instance.hpp"
#include "ck/library/tensor_operation_instance/gpu/grouped_conv_bwd_weight/device_grouped_conv_bwd_weight_xdl_instance.hpp"
namespace
ck
{
namespace
tensor_operation
{
namespace
device
{
namespace
instance
{
using
F32
=
float
;
template
<
ck
::
index_t
...
Is
>
using
S
=
ck
::
Sequence
<
Is
...
>
;
using
GNHWC
=
ck
::
tensor_layout
::
convolution
::
GNHWC
;
using
GKYXC
=
ck
::
tensor_layout
::
convolution
::
GKYXC
;
using
GNHWK
=
ck
::
tensor_layout
::
convolution
::
GNHWK
;
using
PassThrough
=
ck
::
tensor_operation
::
element_wise
::
PassThrough
;
static
constexpr
auto
ConvBwdWeightDefault
=
ck
::
tensor_operation
::
device
::
ConvolutionBackwardWeightSpecialization
::
Default
;
static
constexpr
auto
ConvBwdWeightFilter1x1Stride1Pad0
=
ck
::
tensor_operation
::
device
::
ConvolutionBackwardWeightSpecialization
::
Filter1x1Stride1Pad0
;
// Compilation parameters for in[n, hi, wi, c] * wei[k, y, x, c] = out[n, ho, wo, k]
using
device_grouped_conv2d_bwd_weight_xdl_c_shuffle_gnhwc_gkyxc_gnhwk_f32_default_instances
=
std
::
tuple
<
// clang-format off
//#########################################| Num| InData| WeiData| OutData| AccData| In| Wei| Out| ConvBackward| Block| MPer| NPer| K0Per| K1| MPer| NPer| MXdl| NXdl| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockLds| BBlockTransfer| BBlockTransfer| BBlockTransfer| BlockTransfer| BBlockTransfer| BBlockTransfer| BBlockLds| CShuffle| CShuffle| CBlockTransfer| CBlockTransfer|
//#########################################| Dim| Type| Type| Type| Type| Elementwise| Elementwise| Elementwise| Weight| Size| Block| Block| Block| | XDL| XDL| Per| Per| ThreadCluster| ThreadCluster| SrcAccessOrder| SrcVectorDim| SrcScalar| DstScalar| AddExtraM| ThreadCluster| ThreadCluster| SrcAccessOrder| SrcVectorDim| SrcScalar| DstScalar| AddExtraN| MXdlPerWave| NXdlPerWave| ClusterLengths| ScalarPerVector|
//#########################################| Spatial| | | | | Operation| Operation| Operation| Specialization| | | | | | | | Wave| Wave| Lengths_K0_M_K1| ArrangeOrder| | | PerVector| PerVector_K1| | Lengths_K0_N_K1| ArrangeOrder| | | PerVector| PerVector_K1| | PerShuffle| PerShuffle| MBlock_MPerBlock| NWaveNPerXdl|
//#########################################| | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | NBlock_NPerBlock| |
DeviceGroupedConvBwdWeightGnwcGkxcGnwk_Xdl_CShuffle
<
2
,
F32
,
F32
,
F32
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvBwdWeightDefault
,
256
,
256
,
128
,
4
,
4
,
32
,
32
,
4
,
2
,
S
<
1
,
4
,
64
,
1
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
0
,
2
,
1
,
3
>
,
2
,
4
,
4
,
true
,
S
<
1
,
4
,
32
,
2
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
0
,
2
,
1
,
3
>
,
2
,
4
,
2
,
true
,
1
,
1
,
S
<
1
,
32
,
1
,
8
>
,
4
>
,
DeviceGroupedConvBwdWeightGnwcGkxcGnwk_Xdl_CShuffle
<
2
,
F32
,
F32
,
F32
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvBwdWeightDefault
,
256
,
128
,
256
,
4
,
4
,
32
,
32
,
2
,
4
,
S
<
1
,
4
,
32
,
2
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
0
,
2
,
1
,
3
>
,
2
,
4
,
2
,
true
,
S
<
1
,
4
,
64
,
1
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
0
,
2
,
1
,
3
>
,
2
,
4
,
4
,
true
,
1
,
1
,
S
<
1
,
32
,
1
,
8
>
,
4
>
,
DeviceGroupedConvBwdWeightGnwcGkxcGnwk_Xdl_CShuffle
<
2
,
F32
,
F32
,
F32
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvBwdWeightDefault
,
128
,
128
,
128
,
4
,
4
,
32
,
32
,
4
,
2
,
S
<
1
,
4
,
32
,
1
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
0
,
2
,
1
,
3
>
,
2
,
4
,
4
,
true
,
S
<
1
,
4
,
32
,
1
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
0
,
2
,
1
,
3
>
,
2
,
4
,
4
,
true
,
1
,
1
,
S
<
1
,
32
,
1
,
4
>
,
4
>
,
DeviceGroupedConvBwdWeightGnwcGkxcGnwk_Xdl_CShuffle
<
2
,
F32
,
F32
,
F32
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvBwdWeightDefault
,
256
,
128
,
128
,
4
,
4
,
32
,
32
,
2
,
2
,
S
<
1
,
4
,
32
,
2
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
0
,
2
,
1
,
3
>
,
2
,
4
,
2
,
true
,
S
<
1
,
4
,
32
,
2
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
0
,
2
,
1
,
3
>
,
2
,
4
,
2
,
true
,
1
,
1
,
S
<
1
,
32
,
1
,
4
>
,
4
>
,
DeviceGroupedConvBwdWeightGnwcGkxcGnwk_Xdl_CShuffle
<
2
,
F32
,
F32
,
F32
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvBwdWeightDefault
,
128
,
128
,
64
,
4
,
4
,
32
,
32
,
2
,
2
,
S
<
1
,
4
,
32
,
1
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
0
,
2
,
1
,
3
>
,
2
,
4
,
4
,
true
,
S
<
1
,
4
,
16
,
2
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
0
,
2
,
1
,
3
>
,
2
,
4
,
2
,
true
,
1
,
1
,
S
<
1
,
32
,
1
,
4
>
,
4
>
,
DeviceGroupedConvBwdWeightGnwcGkxcGnwk_Xdl_CShuffle
<
2
,
F32
,
F32
,
F32
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvBwdWeightDefault
,
128
,
64
,
128
,
4
,
4
,
32
,
32
,
2
,
2
,
S
<
1
,
4
,
16
,
2
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
0
,
2
,
1
,
3
>
,
2
,
4
,
2
,
true
,
S
<
1
,
4
,
32
,
1
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
0
,
2
,
1
,
3
>
,
2
,
4
,
4
,
true
,
1
,
1
,
S
<
1
,
32
,
1
,
4
>
,
4
>
,
DeviceGroupedConvBwdWeightGnwcGkxcGnwk_Xdl_CShuffle
<
2
,
F32
,
F32
,
F32
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvBwdWeightDefault
,
64
,
64
,
64
,
4
,
4
,
32
,
32
,
2
,
2
,
S
<
1
,
4
,
16
,
1
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
0
,
2
,
1
,
3
>
,
2
,
4
,
4
,
true
,
S
<
1
,
4
,
16
,
1
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
0
,
2
,
1
,
3
>
,
2
,
4
,
4
,
true
,
1
,
1
,
S
<
1
,
16
,
1
,
4
>
,
4
>
,
DeviceGroupedConvBwdWeightGnwcGkxcGnwk_Xdl_CShuffle
<
2
,
F32
,
F32
,
F32
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvBwdWeightDefault
,
256
,
128
,
64
,
4
,
4
,
32
,
32
,
2
,
1
,
S
<
1
,
4
,
32
,
2
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
0
,
2
,
1
,
3
>
,
2
,
4
,
2
,
true
,
S
<
1
,
4
,
16
,
4
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
0
,
2
,
1
,
3
>
,
2
,
4
,
1
,
true
,
1
,
1
,
S
<
1
,
32
,
1
,
4
>
,
4
>
,
DeviceGroupedConvBwdWeightGnwcGkxcGnwk_Xdl_CShuffle
<
2
,
F32
,
F32
,
F32
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvBwdWeightDefault
,
256
,
64
,
128
,
4
,
4
,
32
,
32
,
1
,
2
,
S
<
1
,
4
,
16
,
4
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
0
,
2
,
1
,
3
>
,
2
,
4
,
1
,
true
,
S
<
1
,
4
,
32
,
2
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
0
,
2
,
1
,
3
>
,
2
,
4
,
2
,
true
,
1
,
1
,
S
<
1
,
32
,
1
,
4
>
,
4
>
,
DeviceGroupedConvBwdWeightGnwcGkxcGnwk_Xdl_CShuffle
<
2
,
F32
,
F32
,
F32
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvBwdWeightDefault
,
128
,
128
,
32
,
4
,
4
,
32
,
32
,
2
,
1
,
S
<
1
,
4
,
32
,
1
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
0
,
2
,
1
,
3
>
,
2
,
4
,
4
,
true
,
S
<
1
,
4
,
8
,
4
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
0
,
2
,
1
,
3
>
,
2
,
4
,
1
,
true
,
1
,
1
,
S
<
1
,
32
,
1
,
4
>
,
4
>
,
DeviceGroupedConvBwdWeightGnwcGkxcGnwk_Xdl_CShuffle
<
2
,
F32
,
F32
,
F32
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvBwdWeightDefault
,
128
,
32
,
128
,
4
,
4
,
32
,
32
,
1
,
2
,
S
<
1
,
4
,
8
,
4
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
0
,
2
,
1
,
3
>
,
2
,
4
,
1
,
true
,
S
<
1
,
4
,
32
,
1
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
0
,
2
,
1
,
3
>
,
2
,
4
,
4
,
true
,
1
,
1
,
S
<
1
,
32
,
1
,
4
>
,
4
>
,
DeviceGroupedConvBwdWeightGnwcGkxcGnwk_Xdl_CShuffle
<
2
,
F32
,
F32
,
F32
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvBwdWeightDefault
,
64
,
64
,
32
,
4
,
4
,
32
,
32
,
2
,
1
,
S
<
1
,
4
,
16
,
1
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
0
,
2
,
1
,
3
>
,
2
,
4
,
4
,
true
,
S
<
1
,
4
,
8
,
2
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
0
,
2
,
1
,
3
>
,
2
,
4
,
2
,
true
,
1
,
1
,
S
<
1
,
16
,
1
,
4
>
,
4
>
,
DeviceGroupedConvBwdWeightGnwcGkxcGnwk_Xdl_CShuffle
<
2
,
F32
,
F32
,
F32
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvBwdWeightDefault
,
64
,
32
,
64
,
4
,
4
,
32
,
32
,
1
,
2
,
S
<
1
,
4
,
8
,
2
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
0
,
2
,
1
,
3
>
,
2
,
4
,
2
,
true
,
S
<
1
,
4
,
16
,
1
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
0
,
2
,
1
,
3
>
,
2
,
4
,
4
,
true
,
1
,
1
,
S
<
1
,
16
,
1
,
4
>
,
4
>
// clang-format on
>
;
using
device_grouped_conv2d_bwd_weight_xdl_gnhwc_gkyxc_gnhwk_1x1_s1_p0_f32_instances
=
std
::
tuple
<
// clang-format off
//#########################################| Num| InData| WeiData| OutData| AccData| In| Wei| Out| ConvBackward| Block| MPer| NPer| K0Per| K1| MPer| NPer| MXdl| NXdl| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockLds| BBlockTransfer| BBlockTransfer| BBlockTransfer| BlockTransfer| BBlockTransfer| BBlockTransfer| BBlockLds| CShuffle| CShuffle| CBlockTransfer| CBlockTransfer|
//#########################################| Dim| Type| Type| Type| Type| Elementwise| Elementwise| Elementwise| Weight| Size| Block| Block| Block| | XDL| XDL| Per| Per| ThreadCluster| ThreadCluster| SrcAccessOrder| SrcVectorDim| SrcScalar| DstScalar| AddExtraM| ThreadCluster| ThreadCluster| SrcAccessOrder| SrcVectorDim| SrcScalar| DstScalar| AddExtraN| MXdlPerWave| NXdlPerWave| ClusterLengths| ScalarPerVector|
//#########################################| Spatial| | | | | Operation| Operation| Operation| Specialization| | | | | | | | Wave| Wave| Lengths_K0_M_K1| ArrangeOrder| | | PerVector| PerVector_K1| | Lengths_K0_N_K1| ArrangeOrder| | | PerVector| PerVector_K1| | PerShuffle| PerShuffle| MBlock_MPerBlock| NWaveNPerXdl|
//#########################################| | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | NBlock_NPerBlock| |
DeviceGroupedConvBwdWeightGnwcGkxcGnwk_Xdl_CShuffle
<
2
,
F32
,
F32
,
F32
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvBwdWeightFilter1x1Stride1Pad0
,
256
,
256
,
128
,
4
,
4
,
32
,
32
,
4
,
2
,
S
<
1
,
4
,
64
,
1
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
0
,
2
,
1
,
3
>
,
2
,
4
,
4
,
true
,
S
<
1
,
4
,
32
,
2
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
0
,
2
,
1
,
3
>
,
2
,
4
,
2
,
true
,
1
,
1
,
S
<
1
,
32
,
1
,
8
>
,
4
>
,
DeviceGroupedConvBwdWeightGnwcGkxcGnwk_Xdl_CShuffle
<
2
,
F32
,
F32
,
F32
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvBwdWeightFilter1x1Stride1Pad0
,
256
,
128
,
256
,
4
,
4
,
32
,
32
,
2
,
4
,
S
<
1
,
4
,
32
,
2
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
0
,
2
,
1
,
3
>
,
2
,
4
,
2
,
true
,
S
<
1
,
4
,
64
,
1
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
0
,
2
,
1
,
3
>
,
2
,
4
,
4
,
true
,
1
,
1
,
S
<
1
,
32
,
1
,
8
>
,
4
>
,
DeviceGroupedConvBwdWeightGnwcGkxcGnwk_Xdl_CShuffle
<
2
,
F32
,
F32
,
F32
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvBwdWeightFilter1x1Stride1Pad0
,
128
,
128
,
128
,
4
,
4
,
32
,
32
,
4
,
2
,
S
<
1
,
4
,
32
,
1
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
0
,
2
,
1
,
3
>
,
2
,
4
,
4
,
true
,
S
<
1
,
4
,
32
,
1
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
0
,
2
,
1
,
3
>
,
2
,
4
,
4
,
true
,
1
,
1
,
S
<
1
,
32
,
1
,
4
>
,
4
>
,
DeviceGroupedConvBwdWeightGnwcGkxcGnwk_Xdl_CShuffle
<
2
,
F32
,
F32
,
F32
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvBwdWeightFilter1x1Stride1Pad0
,
256
,
128
,
128
,
4
,
4
,
32
,
32
,
2
,
2
,
S
<
1
,
4
,
32
,
2
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
0
,
2
,
1
,
3
>
,
2
,
4
,
2
,
true
,
S
<
1
,
4
,
32
,
2
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
0
,
2
,
1
,
3
>
,
2
,
4
,
2
,
true
,
1
,
1
,
S
<
1
,
32
,
1
,
4
>
,
4
>
,
DeviceGroupedConvBwdWeightGnwcGkxcGnwk_Xdl_CShuffle
<
2
,
F32
,
F32
,
F32
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvBwdWeightFilter1x1Stride1Pad0
,
128
,
128
,
64
,
4
,
4
,
32
,
32
,
2
,
2
,
S
<
1
,
4
,
32
,
1
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
0
,
2
,
1
,
3
>
,
2
,
4
,
4
,
true
,
S
<
1
,
4
,
16
,
2
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
0
,
2
,
1
,
3
>
,
2
,
4
,
2
,
true
,
1
,
1
,
S
<
1
,
32
,
1
,
4
>
,
4
>
,
DeviceGroupedConvBwdWeightGnwcGkxcGnwk_Xdl_CShuffle
<
2
,
F32
,
F32
,
F32
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvBwdWeightFilter1x1Stride1Pad0
,
128
,
64
,
128
,
4
,
4
,
32
,
32
,
2
,
2
,
S
<
1
,
4
,
16
,
2
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
0
,
2
,
1
,
3
>
,
2
,
4
,
2
,
true
,
S
<
1
,
4
,
32
,
1
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
0
,
2
,
1
,
3
>
,
2
,
4
,
4
,
true
,
1
,
1
,
S
<
1
,
32
,
1
,
4
>
,
4
>
,
DeviceGroupedConvBwdWeightGnwcGkxcGnwk_Xdl_CShuffle
<
2
,
F32
,
F32
,
F32
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvBwdWeightFilter1x1Stride1Pad0
,
64
,
64
,
64
,
4
,
4
,
32
,
32
,
2
,
2
,
S
<
1
,
4
,
16
,
1
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
0
,
2
,
1
,
3
>
,
2
,
4
,
4
,
true
,
S
<
1
,
4
,
16
,
1
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
0
,
2
,
1
,
3
>
,
2
,
4
,
4
,
true
,
1
,
1
,
S
<
1
,
16
,
1
,
4
>
,
4
>
,
DeviceGroupedConvBwdWeightGnwcGkxcGnwk_Xdl_CShuffle
<
2
,
F32
,
F32
,
F32
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvBwdWeightFilter1x1Stride1Pad0
,
256
,
128
,
64
,
4
,
4
,
32
,
32
,
2
,
1
,
S
<
1
,
4
,
32
,
2
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
0
,
2
,
1
,
3
>
,
2
,
4
,
2
,
true
,
S
<
1
,
4
,
16
,
4
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
0
,
2
,
1
,
3
>
,
2
,
4
,
1
,
true
,
1
,
1
,
S
<
1
,
32
,
1
,
4
>
,
4
>
,
DeviceGroupedConvBwdWeightGnwcGkxcGnwk_Xdl_CShuffle
<
2
,
F32
,
F32
,
F32
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvBwdWeightFilter1x1Stride1Pad0
,
256
,
64
,
128
,
4
,
4
,
32
,
32
,
1
,
2
,
S
<
1
,
4
,
16
,
4
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
0
,
2
,
1
,
3
>
,
2
,
4
,
1
,
true
,
S
<
1
,
4
,
32
,
2
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
0
,
2
,
1
,
3
>
,
2
,
4
,
2
,
true
,
1
,
1
,
S
<
1
,
32
,
1
,
4
>
,
4
>
,
DeviceGroupedConvBwdWeightGnwcGkxcGnwk_Xdl_CShuffle
<
2
,
F32
,
F32
,
F32
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvBwdWeightFilter1x1Stride1Pad0
,
128
,
128
,
32
,
4
,
4
,
32
,
32
,
2
,
1
,
S
<
1
,
4
,
32
,
1
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
0
,
2
,
1
,
3
>
,
2
,
4
,
4
,
true
,
S
<
1
,
4
,
8
,
4
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
0
,
2
,
1
,
3
>
,
2
,
4
,
1
,
true
,
1
,
1
,
S
<
1
,
32
,
1
,
4
>
,
4
>
,
DeviceGroupedConvBwdWeightGnwcGkxcGnwk_Xdl_CShuffle
<
2
,
F32
,
F32
,
F32
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvBwdWeightFilter1x1Stride1Pad0
,
128
,
32
,
128
,
4
,
4
,
32
,
32
,
1
,
2
,
S
<
1
,
4
,
8
,
4
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
0
,
2
,
1
,
3
>
,
2
,
4
,
1
,
true
,
S
<
1
,
4
,
32
,
1
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
0
,
2
,
1
,
3
>
,
2
,
4
,
4
,
true
,
1
,
1
,
S
<
1
,
32
,
1
,
4
>
,
4
>
,
DeviceGroupedConvBwdWeightGnwcGkxcGnwk_Xdl_CShuffle
<
2
,
F32
,
F32
,
F32
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvBwdWeightFilter1x1Stride1Pad0
,
64
,
64
,
32
,
4
,
4
,
32
,
32
,
2
,
1
,
S
<
1
,
4
,
16
,
1
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
0
,
2
,
1
,
3
>
,
2
,
4
,
4
,
true
,
S
<
1
,
4
,
8
,
2
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
0
,
2
,
1
,
3
>
,
2
,
4
,
2
,
true
,
1
,
1
,
S
<
1
,
16
,
1
,
4
>
,
4
>
,
DeviceGroupedConvBwdWeightGnwcGkxcGnwk_Xdl_CShuffle
<
2
,
F32
,
F32
,
F32
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvBwdWeightFilter1x1Stride1Pad0
,
64
,
32
,
64
,
4
,
4
,
32
,
32
,
1
,
2
,
S
<
1
,
4
,
8
,
2
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
0
,
2
,
1
,
3
>
,
2
,
4
,
2
,
true
,
S
<
1
,
4
,
16
,
1
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
0
,
2
,
1
,
3
>
,
2
,
4
,
4
,
true
,
1
,
1
,
S
<
1
,
16
,
1
,
4
>
,
4
>
// clang-format on
>
;
// Compilation parameters for in[g, n, hi, wi, c] * wei[g, k, y, x, c] = out[g, n, ho, wo, k]
void
add_device_grouped_conv2d_bwd_weight_xdl_gnhwc_gkyxc_gnhwk_f32_instances
(
std
::
vector
<
std
::
unique_ptr
<
DeviceGroupedConvBwdWeight
<
2
,
GNHWC
,
...
...
@@ -90,12 +23,22 @@ void add_device_grouped_conv2d_bwd_weight_xdl_gnhwc_gkyxc_gnhwk_f32_instances(
PassThrough
,
PassThrough
>>>&
instances
)
{
// 1. Default
add_device_operation_instances
(
instances
,
device_grouped_conv2d_bwd_weight_xdl_c_shuffle_gnhwc_gkyxc_gnhwk_f32_default_instances
{});
add_device_operation_instances
(
instances
,
device_grouped_conv2d_bwd_weight_xdl_gnhwc_gkyxc_gnhwk_1x1_s1_p0_f32_instances
{});
device_grouped_conv_bwd_weight_xdl_c_shuffle_f32_instances
<
2
,
GNHWC
,
GKYXC
,
GNHWK
,
ConvBwdWeightDefault
>
{});
// 2. Filter1x1Stride1Pad0
add_device_operation_instances
(
instances
,
device_grouped_conv_bwd_weight_xdl_c_shuffle_f32_instances
<
2
,
GNHWC
,
GKYXC
,
GNHWK
,
ConvBwdWeightFilter1x1Stride1Pad0
>
{});
}
}
// namespace instance
...
...
library/src/tensor_operation_instance/gpu/grouped_conv2d_bwd_weight/device_grouped_conv2d_bwd_weight_xdl_nhwgc_gkyxc_nhwgk_bf16_instance.cpp
0 → 100644
View file @
50540084
// SPDX-License-Identifier: MIT
// Copyright (c) 2018-2023, Advanced Micro Devices, Inc. All rights reserved.
#include "ck/library/tensor_operation_instance/add_device_operation_instance.hpp"
#include "ck/library/tensor_operation_instance/gpu/grouped_conv_bwd_weight/device_grouped_conv_bwd_weight_xdl_instance.hpp"
namespace
ck
{
namespace
tensor_operation
{
namespace
device
{
namespace
instance
{
// Compilation parameters for in[n, hi, wi, g, c] * wei[g, k, y, x, c] = out[n, ho, wo, g, k]
void
add_device_grouped_conv2d_bwd_weight_xdl_nhwgc_gkyxc_nhwgk_bf16_f32_bf16_instances
(
std
::
vector
<
std
::
unique_ptr
<
DeviceGroupedConvBwdWeight
<
2
,
NHWGC
,
GKYXC
,
NHWGK
,
BF16
,
F32
,
BF16
,
PassThrough
,
PassThrough
,
PassThrough
>>>&
instances
)
{
// 1. Default
add_device_operation_instances
(
instances
,
device_grouped_conv_bwd_weight_xdl_c_shuffle_bf16_instances
<
2
,
NHWGC
,
GKYXC
,
NHWGK
,
ConvBwdWeightDefault
>
{});
// 2. Filter1x1Stride1Pad0
add_device_operation_instances
(
instances
,
device_grouped_conv_bwd_weight_xdl_c_shuffle_bf16_instances
<
2
,
NHWGC
,
GKYXC
,
NHWGK
,
ConvBwdWeightFilter1x1Stride1Pad0
>
{});
}
}
// namespace instance
}
// namespace device
}
// namespace tensor_operation
}
// namespace ck
library/src/tensor_operation_instance/gpu/grouped_conv2d_bwd_weight/device_grouped_conv2d_bwd_weight_xdl_nhwgc_gkyxc_nhwgk_f16_instance.cpp
0 → 100644
View file @
50540084
// SPDX-License-Identifier: MIT
// Copyright (c) 2018-2023, Advanced Micro Devices, Inc. All rights reserved.
#include "ck/library/tensor_operation_instance/add_device_operation_instance.hpp"
#include "ck/library/tensor_operation_instance/gpu/grouped_conv_bwd_weight/device_grouped_conv_bwd_weight_xdl_instance.hpp"
namespace
ck
{
namespace
tensor_operation
{
namespace
device
{
namespace
instance
{
// Compilation parameters for in[n, hi, wi, g, c] * wei[g, k, y, x, c] = out[n, ho, wo, g, k]
void
add_device_grouped_conv2d_bwd_weight_xdl_nhwgc_gkyxc_nhwgk_f16_instances
(
std
::
vector
<
std
::
unique_ptr
<
DeviceGroupedConvBwdWeight
<
2
,
NHWGC
,
GKYXC
,
NHWGK
,
F16
,
F16
,
F16
,
PassThrough
,
PassThrough
,
PassThrough
>>>&
instances
)
{
// 1. Default
add_device_operation_instances
(
instances
,
device_grouped_conv_bwd_weight_xdl_c_shuffle_f16_instances
<
2
,
NHWGC
,
GKYXC
,
NHWGK
,
ConvBwdWeightDefault
>
{});
// 2. Filter1x1Stride1Pad0
add_device_operation_instances
(
instances
,
device_grouped_conv_bwd_weight_xdl_c_shuffle_f16_instances
<
2
,
NHWGC
,
GKYXC
,
NHWGK
,
ConvBwdWeightFilter1x1Stride1Pad0
>
{});
}
}
// namespace instance
}
// namespace device
}
// namespace tensor_operation
}
// namespace ck
library/src/tensor_operation_instance/gpu/grouped_conv2d_bwd_weight/device_grouped_conv2d_bwd_weight_xdl_nhwgc_gkyxc_nhwgk_f32_instance.cpp
0 → 100644
View file @
50540084
// SPDX-License-Identifier: MIT
// Copyright (c) 2018-2023, Advanced Micro Devices, Inc. All rights reserved.
#include "ck/library/tensor_operation_instance/add_device_operation_instance.hpp"
#include "ck/library/tensor_operation_instance/gpu/grouped_conv_bwd_weight/device_grouped_conv_bwd_weight_xdl_instance.hpp"
namespace
ck
{
namespace
tensor_operation
{
namespace
device
{
namespace
instance
{
// Compilation parameters for in[n, hi, wi, g, c] * wei[g, k, y, x, c] = out[n, ho, wo, g, k]
void
add_device_grouped_conv2d_bwd_weight_xdl_nhwgc_gkyxc_nhwgk_f32_instances
(
std
::
vector
<
std
::
unique_ptr
<
DeviceGroupedConvBwdWeight
<
2
,
NHWGC
,
GKYXC
,
NHWGK
,
F32
,
F32
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
>>>&
instances
)
{
// 1. Default
add_device_operation_instances
(
instances
,
device_grouped_conv_bwd_weight_xdl_c_shuffle_f32_instances
<
2
,
NHWGC
,
GKYXC
,
NHWGK
,
ConvBwdWeightDefault
>
{});
// 2. Filter1x1Stride1Pad0
add_device_operation_instances
(
instances
,
device_grouped_conv_bwd_weight_xdl_c_shuffle_f32_instances
<
2
,
NHWGC
,
GKYXC
,
NHWGK
,
ConvBwdWeightFilter1x1Stride1Pad0
>
{});
}
}
// namespace instance
}
// namespace device
}
// namespace tensor_operation
}
// namespace ck
library/src/tensor_operation_instance/gpu/grouped_conv3d_bwd_data/CMakeLists.txt
0 → 100644
View file @
50540084
add_instance_library
(
device_grouped_conv3d_bwd_data_instance
device_grouped_conv3d_bwd_data_xdl_gndhwc_gkzyxc_gndhwk_f16_instance.cpp
device_grouped_conv3d_bwd_data_xdl_gndhwc_gkzyxc_gndhwk_bf16_instance.cpp
device_grouped_conv3d_bwd_data_xdl_gndhwc_gkzyxc_gndhwk_f32_instance.cpp
device_grouped_conv3d_bwd_data_xdl_ndhwgc_gkzyxc_ndhwgk_f16_instance.cpp
device_grouped_conv3d_bwd_data_xdl_ndhwgc_gkzyxc_ndhwgk_bf16_instance.cpp
device_grouped_conv3d_bwd_data_xdl_ndhwgc_gkzyxc_ndhwgk_f32_instance.cpp
)
library/src/tensor_operation_instance/gpu/grouped_conv3d_bwd_data/device_grouped_conv3d_bwd_data_xdl_gndhwc_gkzyxc_gndhwk_bf16_instance.cpp
0 → 100644
View file @
50540084
// SPDX-License-Identifier: MIT
// Copyright (c) 2018-2023, Advanced Micro Devices, Inc. All rights reserved.
#include "ck/library/tensor_operation_instance/add_device_operation_instance.hpp"
#include "ck/library/tensor_operation_instance/gpu/grouped_conv_bwd_data/device_grouped_conv_bwd_data_xdl_instance.hpp"
namespace
ck
{
namespace
tensor_operation
{
namespace
device
{
namespace
instance
{
// Compilation parameters for out[g, n, di, hi, wi, c] * wei[g, k, z, y, x, c] = in[g, n, do, ho,
// wo, k]
void
add_device_grouped_conv3d_bwd_data_xdl_gndhwk_gkzyxc_gndhwc_bf16_instances
(
std
::
vector
<
std
::
unique_ptr
<
DeviceGroupedConvBwdDataMultipleD
<
3
,
GNDHWK
,
GKZYXC
,
Empty_Tuple
,
GNDHWC
,
BF16
,
BF16
,
Empty_Tuple
,
BF16
,
PassThrough
,
PassThrough
,
PassThrough
>>>&
instances
)
{
// 1. Default
add_device_operation_instances
(
instances
,
device_grouped_conv_bwd_data_xdl_bf16_instances
<
3
,
GNDHWK
,
GKZYXC
,
Empty_Tuple
,
GNDHWC
,
ConvBwdDataDefault
>
{});
// 2. Filter1x1Stride1Pad0
add_device_operation_instances
(
instances
,
device_grouped_conv_bwd_data_xdl_bf16_instances
<
3
,
GNDHWK
,
GKZYXC
,
Empty_Tuple
,
GNDHWC
,
ConvBwdDataFilter1x1Stride1Pad0
>
{});
}
}
// namespace instance
}
// namespace device
}
// namespace tensor_operation
}
// namespace ck
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