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gaoqiong
composable_kernel
Commits
0b8319bd
Commit
0b8319bd
authored
Apr 24, 2023
by
Adam Osewski
Browse files
Merge remote-tracking branch 'origin/develop' into aosewski/ggemm_splitk
parents
0b25af78
8b9cbba8
Changes
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708 additions
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814 deletions
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library/src/tensor_operation_instance/gpu/grouped_conv2d_fwd/device_grouped_conv2d_fwd_dl_gnhwc_gkyxc_gnhwk_int8_instance.cpp
...grouped_conv2d_fwd_dl_gnhwc_gkyxc_gnhwk_int8_instance.cpp
+0
-104
library/src/tensor_operation_instance/gpu/grouped_conv2d_fwd/device_grouped_conv2d_fwd_dl_instance.hpp
...uped_conv2d_fwd/device_grouped_conv2d_fwd_dl_instance.hpp
+50
-0
library/src/tensor_operation_instance/gpu/grouped_conv2d_fwd/device_grouped_conv2d_fwd_xdl_gnhwc_gkyxc_gnhwk_bf16_instance.cpp
...rouped_conv2d_fwd_xdl_gnhwc_gkyxc_gnhwk_bf16_instance.cpp
+36
-126
library/src/tensor_operation_instance/gpu/grouped_conv2d_fwd/device_grouped_conv2d_fwd_xdl_gnhwc_gkyxc_gnhwk_f16_instance.cpp
...grouped_conv2d_fwd_xdl_gnhwc_gkyxc_gnhwk_f16_instance.cpp
+35
-125
library/src/tensor_operation_instance/gpu/grouped_conv2d_fwd/device_grouped_conv2d_fwd_xdl_gnhwc_gkyxc_gnhwk_f32_instance.cpp
...grouped_conv2d_fwd_xdl_gnhwc_gkyxc_gnhwk_f32_instance.cpp
+35
-97
library/src/tensor_operation_instance/gpu/grouped_conv2d_fwd/device_grouped_conv2d_fwd_xdl_gnhwc_gkyxc_gnhwk_int8_instance.cpp
...rouped_conv2d_fwd_xdl_gnhwc_gkyxc_gnhwk_int8_instance.cpp
+0
-125
library/src/tensor_operation_instance/gpu/grouped_conv2d_fwd/device_grouped_conv2d_fwd_xdl_instance.hpp
...ped_conv2d_fwd/device_grouped_conv2d_fwd_xdl_instance.hpp
+105
-0
library/src/tensor_operation_instance/gpu/grouped_conv2d_fwd/device_grouped_conv2d_fwd_xdl_nhwgc_gkyxc_nhwgk_bf16_instance.cpp
...rouped_conv2d_fwd_xdl_nhwgc_gkyxc_nhwgk_bf16_instance.cpp
+66
-0
library/src/tensor_operation_instance/gpu/grouped_conv2d_fwd/device_grouped_conv2d_fwd_xdl_nhwgc_gkyxc_nhwgk_f16_instance.cpp
...grouped_conv2d_fwd_xdl_nhwgc_gkyxc_nhwgk_f16_instance.cpp
+35
-125
library/src/tensor_operation_instance/gpu/grouped_conv2d_fwd/device_grouped_conv2d_fwd_xdl_nhwgc_gkyxc_nhwgk_f32_instance.cpp
...grouped_conv2d_fwd_xdl_nhwgc_gkyxc_nhwgk_f32_instance.cpp
+66
-0
library/src/tensor_operation_instance/gpu/quantization/conv2d_fwd/conv2d_quantization_common.hpp
...pu/quantization/conv2d_fwd/conv2d_quantization_common.hpp
+2
-2
library/src/tensor_operation_instance/gpu/quantization/conv2d_fwd/device_conv2d_dl_bias_perchannel_quantization_int8_instance.cpp
..._conv2d_dl_bias_perchannel_quantization_int8_instance.cpp
+42
-15
library/src/tensor_operation_instance/gpu/quantization/conv2d_fwd/device_conv2d_dl_bias_perlayer_quantization_int8_instance.cpp
...ce_conv2d_dl_bias_perlayer_quantization_int8_instance.cpp
+42
-15
library/src/tensor_operation_instance/gpu/quantization/conv2d_fwd/device_conv2d_dl_int8_instance.hpp
...uantization/conv2d_fwd/device_conv2d_dl_int8_instance.hpp
+5
-2
library/src/tensor_operation_instance/gpu/quantization/conv2d_fwd/device_conv2d_dl_perchannel_quantization_int8_instance.cpp
...evice_conv2d_dl_perchannel_quantization_int8_instance.cpp
+28
-10
library/src/tensor_operation_instance/gpu/quantization/conv2d_fwd/device_conv2d_dl_perlayer_quantization_int8_instance.cpp
.../device_conv2d_dl_perlayer_quantization_int8_instance.cpp
+28
-10
library/src/tensor_operation_instance/gpu/quantization/conv2d_fwd/device_conv2d_xdl_bias_perchannel_quantization_int8_instance.cpp
...conv2d_xdl_bias_perchannel_quantization_int8_instance.cpp
+42
-15
library/src/tensor_operation_instance/gpu/quantization/conv2d_fwd/device_conv2d_xdl_bias_perlayer_quantization_int8_instance.cpp
...e_conv2d_xdl_bias_perlayer_quantization_int8_instance.cpp
+42
-15
library/src/tensor_operation_instance/gpu/quantization/conv2d_fwd/device_conv2d_xdl_int8_instance.hpp
...antization/conv2d_fwd/device_conv2d_xdl_int8_instance.hpp
+21
-18
library/src/tensor_operation_instance/gpu/quantization/conv2d_fwd/device_conv2d_xdl_perchannel_quantization_int8_instance.cpp
...vice_conv2d_xdl_perchannel_quantization_int8_instance.cpp
+28
-10
No files found.
library/src/tensor_operation_instance/gpu/grouped_conv2d_fwd/device_grouped_conv2d_fwd_dl_gnhwc_gkyxc_gnhwk_int8_instance.cpp
deleted
100644 → 0
View file @
0b25af78
// 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/device_grouped_conv_fwd_dl_multiple_d_nhwc_kyxc_nhwk.hpp"
#include "ck/library/tensor_operation_instance/add_device_operation_instance.hpp"
#include "ck/tensor_operation/gpu/device/convolution_forward_specialization.hpp"
#include "ck/tensor_operation/gpu/device/gemm_specialization.hpp"
#include "ck/tensor_operation/gpu/element/element_wise_operation.hpp"
namespace
ck
{
namespace
tensor_operation
{
namespace
device
{
namespace
instance
{
using
InDataType
=
int8_t
;
using
WeiDataType
=
int8_t
;
using
AccDataType
=
int32_t
;
using
OutDataType
=
int8_t
;
using
Empty_Tuple
=
ck
::
Tuple
<>
;
template
<
ck
::
index_t
...
Is
>
using
S
=
ck
::
Sequence
<
Is
...
>
;
using
InElementOp
=
ck
::
tensor_operation
::
element_wise
::
PassThrough
;
using
WeiElementOp
=
ck
::
tensor_operation
::
element_wise
::
PassThrough
;
using
OutElementOp
=
ck
::
tensor_operation
::
element_wise
::
PassThrough
;
using
InLayout
=
ck
::
tensor_layout
::
convolution
::
GNHWC
;
using
WeiLayout
=
ck
::
tensor_layout
::
convolution
::
GKYXC
;
using
OutLayout
=
ck
::
tensor_layout
::
convolution
::
GNHWK
;
static
constexpr
auto
ConvSpec
=
ck
::
tensor_operation
::
device
::
ConvolutionForwardSpecialization
::
Default
;
static
constexpr
auto
Filter1x1Pad0
=
ck
::
tensor_operation
::
device
::
ConvolutionForwardSpecialization
::
Filter1x1Pad0
;
static
constexpr
auto
Filter1x1Stride1Pad0
=
ck
::
tensor_operation
::
device
::
ConvolutionForwardSpecialization
::
Filter1x1Stride1Pad0
;
static
constexpr
auto
GemmPadingSpec
=
ck
::
tensor_operation
::
device
::
GemmSpecialization
::
MNKPadding
;
using
device_grouped_conv2d_fwd_dl_gnhwc_gkyxc_gnhwk_int8_instances
=
std
::
tuple
<
// clang-format off
// ########################################| NDim| InData| WeiData| MultpleD| OutData| AccData| InLayout| WeiLayout| MultipleD| OutLayout| In| Wei| Out| Convolution| GEMM| Block| MPer| NPer| K0Per| K1| M1Per| N1Per| KPer| M11N11Thread| M11N11Thread| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| BBlockTransfer| BBlockTransfer| BBlockTransfer| BBlockTransfer| BBlockTransfer| BBlockTransfer| BBlockTransfer| CThreadTransfer| CThreadTransfer| CThreadTransfer|
// ########################################| Spatial| Type| Type| Type| Type| Type| | | Layout| | Elementwise| Elementwise| Elementwise| Forward| Spacialization| Size| Block| Block| Block| | ThreadM111| ThreadN111| Thread| ClusterM110Xs| ClusterN110Xs| ThreadSliceLengths| ThreadClusterLengths| ThreadCluster| SrcAccess| SrcVectorTensor| SrcVectorTensor| DstVectorTensor| ThreadSliceLengths| ThreadClusterLengths| ThreadCluster| SrcAccess| SrcVectorTensor| SrcVectorTensor| DstVectorTensor| SrcDstAccess| SrcDstVectorDim| DstScalarPerVector|
// ########################################| | | | | | | | | | | Operation| Operation| Operation| Specialization| | | | | | | | | | | | K0_M0_M1_K1| K0_M0_M1_K1| ArrangeOrder| Order| Lengths_K0_M0_M1_K1| ContiguousDimOrder| Lengths_K0_M0_M1_K1| K0_N0_N1_K1| K0_N0_N1_K1| ArrangeOrder| Order| Lengths_K0_N0_N1_K1| ContiguousDimOrder| Lengths_K0_N0_N1_K1| Order| | |
// ########################################| | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | |
DeviceGroupedConvFwdDlMultipleD_NHWC_KYXC_NHWK
<
2
,
InDataType
,
WeiDataType
,
Empty_Tuple
,
OutDataType
,
AccDataType
,
InLayout
,
WeiLayout
,
Empty_Tuple
,
OutLayout
,
InElementOp
,
WeiElementOp
,
OutElementOp
,
ConvSpec
,
GemmPadingSpec
,
256
,
128
,
128
,
16
,
4
,
4
,
4
,
1
,
S
<
8
,
2
>
,
S
<
8
,
2
>
,
S
<
8
,
1
,
1
,
4
>
,
S
<
2
,
1
,
128
,
1
>
,
S
<
1
,
2
,
0
,
3
>
,
S
<
1
,
2
,
0
,
3
>
,
S
<
4
,
1
,
1
,
4
>
,
S
<
1
,
2
,
0
,
3
>
,
S
<
1
,
1
,
1
,
4
>
,
S
<
8
,
1
,
1
,
4
>
,
S
<
2
,
1
,
128
,
1
>
,
S
<
1
,
2
,
0
,
3
>
,
S
<
1
,
2
,
0
,
3
>
,
S
<
4
,
1
,
1
,
4
>
,
S
<
1
,
2
,
0
,
3
>
,
S
<
1
,
1
,
1
,
4
>
,
S
<
0
,
1
,
2
,
3
,
4
,
5
>
,
5
,
4
>
// clang-format on
>
;
using
device_grouped_conv2d_fwd_dl_gnhwc_gkyxc_gnhwk_int8_Filter1x1Pad0_instances
=
std
::
tuple
<
// clang-format off
// ########################################| NDim| InData| WeiData| MultpleD| OutData| AccData| InLayout| WeiLayout| MultipleD| OutLayout| In| Wei| Out| Convolution| GEMM| Block| MPer| NPer| K0Per| K1| M1Per| N1Per| KPer| M11N11Thread| M11N11Thread| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| BBlockTransfer| BBlockTransfer| BBlockTransfer| BBlockTransfer| BBlockTransfer| BBlockTransfer| BBlockTransfer| CThreadTransfer| CThreadTransfer| CThreadTransfer|
// ########################################| Spatial| Type| Type| Type| Type| Type| | | Layout| | Elementwise| Elementwise| Elementwise| Forward| Spacialization| Size| Block| Block| Block| | ThreadM111| ThreadN111| Thread| ClusterM110Xs| ClusterN110Xs| ThreadSliceLengths| ThreadClusterLengths| ThreadCluster| SrcAccess| SrcVectorTensor| SrcVectorTensor| DstVectorTensor| ThreadSliceLengths| ThreadClusterLengths| ThreadCluster| SrcAccess| SrcVectorTensor| SrcVectorTensor| DstVectorTensor| SrcDstAccess| SrcDstVectorDim| DstScalarPerVector|
// ########################################| | | | | | | | | | | Operation| Operation| Operation| Specialization| | | | | | | | | | | | K0_M0_M1_K1| K0_M0_M1_K1| ArrangeOrder| Order| Lengths_K0_M0_M1_K1| ContiguousDimOrder| Lengths_K0_M0_M1_K1| K0_N0_N1_K1| K0_N0_N1_K1| ArrangeOrder| Order| Lengths_K0_N0_N1_K1| ContiguousDimOrder| Lengths_K0_N0_N1_K1| Order| | |
// ########################################| | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | |
DeviceGroupedConvFwdDlMultipleD_NHWC_KYXC_NHWK
<
2
,
InDataType
,
WeiDataType
,
Empty_Tuple
,
OutDataType
,
AccDataType
,
InLayout
,
WeiLayout
,
Empty_Tuple
,
OutLayout
,
InElementOp
,
WeiElementOp
,
OutElementOp
,
Filter1x1Pad0
,
GemmPadingSpec
,
256
,
128
,
128
,
16
,
4
,
4
,
4
,
1
,
S
<
8
,
2
>
,
S
<
8
,
2
>
,
S
<
8
,
1
,
1
,
4
>
,
S
<
2
,
1
,
128
,
1
>
,
S
<
1
,
2
,
0
,
3
>
,
S
<
1
,
2
,
0
,
3
>
,
S
<
4
,
1
,
1
,
4
>
,
S
<
1
,
2
,
0
,
3
>
,
S
<
1
,
1
,
1
,
4
>
,
S
<
8
,
1
,
1
,
4
>
,
S
<
2
,
1
,
128
,
1
>
,
S
<
1
,
2
,
0
,
3
>
,
S
<
1
,
2
,
0
,
3
>
,
S
<
4
,
1
,
1
,
4
>
,
S
<
1
,
2
,
0
,
3
>
,
S
<
1
,
1
,
1
,
4
>
,
S
<
0
,
1
,
2
,
3
,
4
,
5
>
,
5
,
4
>
// clang-format on
>
;
using
device_grouped_conv2d_fwd_dl_gnhwc_gkyxc_gnhwk_int8_Filter1x1Stride1Pad0_instances
=
std
::
tuple
<
// clang-format off
// ########################################| NDim| InData| WeiData| MultpleD| OutData| AccData| InLayout| WeiLayout| MultipleD| OutLayout| In| Wei| Out| Convolution| GEMM| Block| MPer| NPer| K0Per| K1| M1Per| N1Per| KPer| M11N11Thread| M11N11Thread| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| BBlockTransfer| BBlockTransfer| BBlockTransfer| BBlockTransfer| BBlockTransfer| BBlockTransfer| BBlockTransfer| CThreadTransfer| CThreadTransfer| CThreadTransfer|
// ########################################| Spatial| Type| Type| Type| Type| Type| | | Layout| | Elementwise| Elementwise| Elementwise| Forward| Spacialization| Size| Block| Block| Block| | ThreadM111| ThreadN111| Thread| ClusterM110Xs| ClusterN110Xs| ThreadSliceLengths| ThreadClusterLengths| ThreadCluster| SrcAccess| SrcVectorTensor| SrcVectorTensor| DstVectorTensor| ThreadSliceLengths| ThreadClusterLengths| ThreadCluster| SrcAccess| SrcVectorTensor| SrcVectorTensor| DstVectorTensor| SrcDstAccess| SrcDstVectorDim| DstScalarPerVector|
// ########################################| | | | | | | | | | | Operation| Operation| Operation| Specialization| | | | | | | | | | | | K0_M0_M1_K1| K0_M0_M1_K1| ArrangeOrder| Order| Lengths_K0_M0_M1_K1| ContiguousDimOrder| Lengths_K0_M0_M1_K1| K0_N0_N1_K1| K0_N0_N1_K1| ArrangeOrder| Order| Lengths_K0_N0_N1_K1| ContiguousDimOrder| Lengths_K0_N0_N1_K1| Order| | |
// ########################################| | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | |
DeviceGroupedConvFwdDlMultipleD_NHWC_KYXC_NHWK
<
2
,
InDataType
,
WeiDataType
,
Empty_Tuple
,
OutDataType
,
AccDataType
,
InLayout
,
WeiLayout
,
Empty_Tuple
,
OutLayout
,
InElementOp
,
WeiElementOp
,
OutElementOp
,
Filter1x1Stride1Pad0
,
GemmPadingSpec
,
256
,
128
,
128
,
16
,
4
,
4
,
4
,
1
,
S
<
8
,
2
>
,
S
<
8
,
2
>
,
S
<
8
,
1
,
1
,
4
>
,
S
<
2
,
1
,
128
,
1
>
,
S
<
1
,
2
,
0
,
3
>
,
S
<
1
,
2
,
0
,
3
>
,
S
<
4
,
1
,
1
,
4
>
,
S
<
1
,
2
,
0
,
3
>
,
S
<
1
,
1
,
1
,
4
>
,
S
<
8
,
1
,
1
,
4
>
,
S
<
2
,
1
,
128
,
1
>
,
S
<
1
,
2
,
0
,
3
>
,
S
<
1
,
2
,
0
,
3
>
,
S
<
4
,
1
,
1
,
4
>
,
S
<
1
,
2
,
0
,
3
>
,
S
<
1
,
1
,
1
,
4
>
,
S
<
0
,
1
,
2
,
3
,
4
,
5
>
,
5
,
4
>
// clang-format on
>
;
void
add_device_grouped_conv2d_fwd_dl_gnhwc_gkyxc_gnhwk_int8_instances
(
std
::
vector
<
std
::
unique_ptr
<
DeviceGroupedConvFwdMultipleD
<
2
,
InLayout
,
WeiLayout
,
Empty_Tuple
,
OutLayout
,
InDataType
,
WeiDataType
,
Empty_Tuple
,
OutDataType
,
InElementOp
,
WeiElementOp
,
OutElementOp
>>>&
instances
)
{
add_device_operation_instances
(
instances
,
device_grouped_conv2d_fwd_dl_gnhwc_gkyxc_gnhwk_int8_instances
{});
add_device_operation_instances
(
instances
,
device_grouped_conv2d_fwd_dl_gnhwc_gkyxc_gnhwk_int8_Filter1x1Pad0_instances
{});
add_device_operation_instances
(
instances
,
device_grouped_conv2d_fwd_dl_gnhwc_gkyxc_gnhwk_int8_Filter1x1Stride1Pad0_instances
{});
}
}
// namespace instance
}
// namespace device
}
// namespace tensor_operation
}
// namespace ck
library/src/tensor_operation_instance/gpu/grouped_conv2d_fwd/device_grouped_conv2d_fwd_dl_instance.hpp
0 → 100644
View file @
0b8319bd
// SPDX-License-Identifier: MIT
// Copyright (c) 2018-2022, Advanced Micro Devices, Inc. All rights reserved.
#include "ck/tensor_operation/gpu/device/device_grouped_conv_fwd_dl_multiple_d_nhwc_kyxc_nhwk.hpp"
#include "device_grouped_conv2d_fwd_common.hpp"
namespace
ck
{
namespace
tensor_operation
{
namespace
device
{
namespace
instance
{
template
<
typename
InLayout
,
typename
WeiLayout
,
typename
DsLayout
,
typename
OutLayout
,
typename
DsDatatype
,
typename
CDEElementOp
,
ConvolutionForwardSpecialization
ConvSpec
>
using
device_grouped_conv2d_fwd_dl_f16_instances
=
std
::
tuple
<
// clang-format off
// ########################################| NDim| InData| WeiData| MultpleD| OutData| AccData| InLayout| WeiLayout| MultipleD| OutLayout| In| Wei| Out| Convolution| GEMM| Block| MPer| NPer| K0Per| K1| M1Per| N1Per| KPer| M11N11Thread| M11N11Thread| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| BBlockTransfer| BBlockTransfer| BBlockTransfer| BBlockTransfer| BBlockTransfer| BBlockTransfer| BBlockTransfer| CThreadTransfer| CThreadTransfer| CThreadTransfer|
// ########################################| Spatial| Type| Type| Type| Type| Type| | | Layout| | Elementwise| Elementwise| Elementwise| Forward| Spacialization| Size| Block| Block| Block| | ThreadM111| ThreadN111| Thread| ClusterM110Xs| ClusterN110Xs| ThreadSliceLengths| ThreadClusterLengths| ThreadCluster| SrcAccess| SrcVectorTensor| SrcVectorTensor| DstVectorTensor| ThreadSliceLengths| ThreadClusterLengths| ThreadCluster| SrcAccess| SrcVectorTensor| SrcVectorTensor| DstVectorTensor| SrcDstAccess| SrcDstVectorDim| DstScalarPerVector|
// ########################################| | | | | | | | | | | Operation| Operation| Operation| Specialization| | | | | | | | | | | | K0_M0_M1_K1| K0_M0_M1_K1| ArrangeOrder| Order| Lengths_K0_M0_M1_K1| ContiguousDimOrder| Lengths_K0_M0_M1_K1| K0_N0_N1_K1| K0_N0_N1_K1| ArrangeOrder| Order| Lengths_K0_N0_N1_K1| ContiguousDimOrder| Lengths_K0_N0_N1_K1| Order| | |
// ########################################| | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | |
DeviceGroupedConvFwdDlMultipleD_NHWC_KYXC_NHWK
<
2
,
F16
,
F16
,
DsDatatype
,
F16
,
F32
,
InLayout
,
WeiLayout
,
DsLayout
,
OutLayout
,
PassThrough
,
PassThrough
,
CDEElementOp
,
ConvSpec
,
GemmMNKPadding
,
256
,
128
,
128
,
16
,
2
,
4
,
4
,
1
,
S
<
8
,
2
>
,
S
<
8
,
2
>
,
S
<
8
,
1
,
1
,
2
>
,
S
<
2
,
1
,
128
,
1
>
,
S
<
1
,
2
,
0
,
3
>
,
S
<
1
,
2
,
0
,
3
>
,
S
<
4
,
1
,
1
,
2
>
,
S
<
1
,
2
,
0
,
3
>
,
S
<
1
,
1
,
1
,
2
>
,
S
<
8
,
1
,
1
,
2
>
,
S
<
2
,
1
,
128
,
1
>
,
S
<
1
,
2
,
0
,
3
>
,
S
<
1
,
2
,
0
,
3
>
,
S
<
4
,
1
,
1
,
2
>
,
S
<
1
,
2
,
0
,
3
>
,
S
<
1
,
1
,
1
,
2
>
,
S
<
0
,
1
,
2
,
3
,
4
,
5
>
,
5
,
4
>
// clang-format on
>
;
template
<
typename
InLayout
,
typename
WeiLayout
,
typename
DsLayout
,
typename
OutLayout
,
typename
DsDatatype
,
typename
CDEElementOp
,
ConvolutionForwardSpecialization
ConvSpec
>
using
device_grouped_conv2d_fwd_dl_f32_instances
=
std
::
tuple
<
// clang-format off
// clang-format off
// ########################################| NDim| InData| WeiData| MultpleD| OutData| AccData| InLayout| WeiLayout| MultipleD| OutLayout| In| Wei| Out| Convolution| GEMM| Block| MPer| NPer| K0Per| K1| M1Per| N1Per| KPer| M11N11Thread| M11N11Thread| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| BBlockTransfer| BBlockTransfer| BBlockTransfer| BBlockTransfer| BBlockTransfer| BBlockTransfer| BBlockTransfer| CThreadTransfer| CThreadTransfer| CThreadTransfer|
// ########################################| Spatial| Type| Type| Type| Type| Type| | | Layout| | Elementwise| Elementwise| Elementwise| Forward| Spacialization| Size| Block| Block| Block| | ThreadM111| ThreadN111| Thread| ClusterM110Xs| ClusterN110Xs| ThreadSliceLengths| ThreadClusterLengths| ThreadCluster| SrcAccess| SrcVectorTensor| SrcVectorTensor| DstVectorTensor| ThreadSliceLengths| ThreadClusterLengths| ThreadCluster| SrcAccess| SrcVectorTensor| SrcVectorTensor| DstVectorTensor| SrcDstAccess| SrcDstVectorDim| DstScalarPerVector|
// ########################################| | | | | | | | | | | Operation| Operation| Operation| Specialization| | | | | | | | | | | | K0_M0_M1_K1| K0_M0_M1_K1| ArrangeOrder| Order| Lengths_K0_M0_M1_K1| ContiguousDimOrder| Lengths_K0_M0_M1_K1| K0_N0_N1_K1| K0_N0_N1_K1| ArrangeOrder| Order| Lengths_K0_N0_N1_K1| ContiguousDimOrder| Lengths_K0_N0_N1_K1| Order| | |
// ########################################| | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | |
DeviceGroupedConvFwdDlMultipleD_NHWC_KYXC_NHWK
<
2
,
F32
,
F32
,
DsDatatype
,
F32
,
F32
,
InLayout
,
WeiLayout
,
DsLayout
,
OutLayout
,
PassThrough
,
PassThrough
,
CDEElementOp
,
ConvSpec
,
GemmMNKPadding
,
256
,
128
,
128
,
16
,
1
,
4
,
4
,
1
,
S
<
8
,
2
>
,
S
<
8
,
2
>
,
S
<
8
,
1
,
1
,
1
>
,
S
<
2
,
1
,
128
,
1
>
,
S
<
1
,
2
,
0
,
3
>
,
S
<
1
,
2
,
0
,
3
>
,
S
<
4
,
1
,
1
,
1
>
,
S
<
1
,
2
,
0
,
3
>
,
S
<
1
,
1
,
1
,
1
>
,
S
<
8
,
1
,
1
,
1
>
,
S
<
2
,
1
,
128
,
1
>
,
S
<
1
,
2
,
0
,
3
>
,
S
<
1
,
2
,
0
,
3
>
,
S
<
4
,
1
,
1
,
1
>
,
S
<
1
,
2
,
0
,
3
>
,
S
<
1
,
1
,
1
,
1
>
,
S
<
0
,
1
,
2
,
3
,
4
,
5
>
,
5
,
4
>
// clang-format on
>
;
}
// namespace instance
}
// namespace device
}
// namespace tensor_operation
}
// namespace ck
library/src/tensor_operation_instance/gpu/grouped_conv2d_fwd/device_grouped_conv2d_fwd_xdl_gnhwc_gkyxc_gnhwk_bf16_instance.cpp
View file @
0b8319bd
// 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/impl/device_grouped_conv_fwd_multiple_d_xdl_cshuffle.hpp"
#include "ck/tensor_operation/gpu/device/convolution_forward_specialization.hpp"
#include "ck/tensor_operation/gpu/device/gemm_specialization.hpp"
#include "ck/tensor_operation/gpu/element/element_wise_operation.hpp"
#include "ck/library/tensor_operation_instance/add_device_operation_instance.hpp"
#include "device_grouped_conv2d_fwd_xdl_instance.hpp"
namespace
ck
{
namespace
tensor_operation
{
namespace
device
{
namespace
instance
{
using
BF16
=
ck
::
bhalf_t
;
using
F32
=
float
;
using
Empty_Tuple
=
ck
::
Tuple
<>
;
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
ConvFwdDefault
=
ck
::
tensor_operation
::
device
::
ConvolutionForwardSpecialization
::
Default
;
static
constexpr
auto
ConvFwd1x1P0
=
ck
::
tensor_operation
::
device
::
ConvolutionForwardSpecialization
::
Filter1x1Pad0
;
static
constexpr
auto
ConvFwd1x1S1P0
=
ck
::
tensor_operation
::
device
::
ConvolutionForwardSpecialization
::
Filter1x1Stride1Pad0
;
static
constexpr
auto
ConvFwdOddC
=
ck
::
tensor_operation
::
device
::
ConvolutionForwardSpecialization
::
OddC
;
static
constexpr
auto
GemmMNKPadding
=
ck
::
tensor_operation
::
device
::
GemmSpecialization
::
MNKPadding
;
// Compilation parameters for in[g, n, hi, wi, c] * wei[g, k, y, x, c] = out[g, n, ho, wo, k]
using
device_grouped_conv1d_fwd_xdl_gnhwc_gkyxc_gnhwk_bf16_instances
=
std
::
tuple
<
// clang-format off
// Default
//########################################| NumDim| A| B| Ds| E| AData| BData| AccData| CShuffle| Ds| EData| A| B| CDE| ConvForward| GEMM| NumGemmK| Block| MPer| NPer| KPer| AK1| BK1| MPer| NPer| MXdl| NXdl| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockLds| BBlockTransfer| BBlockTransfer| BBlockTransfer| BlockTransfer| BBlockTransfer| BBlockTransfer| BBlockLds| CShuffle| CShuffle| CBlockTransferClusterLengths| CBlockTransfer|
//########################################| Spatial| Layout| Layout| Layout| Layout| Type| Type| Type| DataType| DataType| Type| Elementwise| Elementwise| Elementwise| Specialization| Specialization| Prefetch| Size| Block| Block| Block| | | XDL| XDL| Per| Per| ThreadCluster| ThreadCluster| SrcAccessOrder| SrcVectorDim| SrcScalar| DstScalar| AddExtraM| ThreadCluster| ThreadCluster| SrcAccessOrder| SrcVectorDim| SrcScalar| DstScalar| AddExtraN| MXdlPerWave| NXdlPerWave| _MBlock_MWaveMPerXdl| ScalarPerVector|
//########################################| | | | | | | | | | | | Operation| Operation| Operation| | | Stage| | | | | | | | | Wave| Wave| Lengths_K0_M_K1| ArrangeOrder| | | PerVector| PerVector_K1| | Lengths_K0_N_K1| ArrangeOrder| | | PerVector| PerVector_K1| | PerShuffle| PerShuffle| _NBlock_NWaveNPerXdl| _NWaveNPerXdl|
//########################################| | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | |
DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
2
,
GNHWC
,
GKYXC
,
Empty_Tuple
,
GNHWK
,
BF16
,
BF16
,
F32
,
BF16
,
Empty_Tuple
,
BF16
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwdDefault
,
GemmMNKPadding
,
1
,
256
,
256
,
128
,
32
,
8
,
8
,
32
,
32
,
4
,
2
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
1
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
1
,
1
,
1
,
S
<
1
,
32
,
1
,
8
>
,
8
>
,
DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
2
,
GNHWC
,
GKYXC
,
Empty_Tuple
,
GNHWK
,
BF16
,
BF16
,
F32
,
BF16
,
Empty_Tuple
,
BF16
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwdDefault
,
GemmMNKPadding
,
1
,
256
,
128
,
256
,
32
,
8
,
8
,
32
,
32
,
2
,
4
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
1
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
1
,
1
,
1
,
S
<
1
,
32
,
1
,
8
>
,
8
>
,
DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
2
,
GNHWC
,
GKYXC
,
Empty_Tuple
,
GNHWK
,
BF16
,
BF16
,
F32
,
BF16
,
Empty_Tuple
,
BF16
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwdDefault
,
GemmMNKPadding
,
1
,
128
,
128
,
128
,
32
,
8
,
8
,
32
,
32
,
4
,
2
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
1
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
1
,
1
,
1
,
S
<
1
,
16
,
1
,
8
>
,
8
>
,
DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
2
,
GNHWC
,
GKYXC
,
Empty_Tuple
,
GNHWK
,
BF16
,
BF16
,
F32
,
BF16
,
Empty_Tuple
,
BF16
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwdDefault
,
GemmMNKPadding
,
1
,
256
,
128
,
128
,
32
,
8
,
8
,
32
,
32
,
2
,
2
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
1
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
1
,
1
,
1
,
S
<
1
,
32
,
1
,
8
>
,
8
>
,
DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
2
,
GNHWC
,
GKYXC
,
Empty_Tuple
,
GNHWK
,
BF16
,
BF16
,
F32
,
BF16
,
Empty_Tuple
,
BF16
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwdDefault
,
GemmMNKPadding
,
1
,
128
,
128
,
64
,
32
,
8
,
8
,
32
,
32
,
2
,
2
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
1
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
1
,
1
,
1
,
S
<
1
,
32
,
1
,
4
>
,
8
>
,
DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
2
,
GNHWC
,
GKYXC
,
Empty_Tuple
,
GNHWK
,
BF16
,
BF16
,
F32
,
BF16
,
Empty_Tuple
,
BF16
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwdDefault
,
GemmMNKPadding
,
1
,
128
,
64
,
128
,
32
,
8
,
8
,
32
,
32
,
2
,
2
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
1
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
1
,
1
,
1
,
S
<
1
,
16
,
1
,
8
>
,
8
>
,
DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
2
,
GNHWC
,
GKYXC
,
Empty_Tuple
,
GNHWK
,
BF16
,
BF16
,
F32
,
BF16
,
Empty_Tuple
,
BF16
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwdDefault
,
GemmMNKPadding
,
1
,
64
,
64
,
64
,
32
,
8
,
8
,
32
,
32
,
2
,
2
,
S
<
4
,
16
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
1
,
S
<
4
,
16
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
1
,
1
,
1
,
S
<
1
,
16
,
1
,
4
>
,
8
>
,
DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
2
,
GNHWC
,
GKYXC
,
Empty_Tuple
,
GNHWK
,
BF16
,
BF16
,
F32
,
BF16
,
Empty_Tuple
,
BF16
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwdDefault
,
GemmMNKPadding
,
1
,
256
,
128
,
64
,
32
,
8
,
8
,
32
,
32
,
2
,
1
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
1
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
1
,
1
,
1
,
S
<
1
,
32
,
1
,
8
>
,
8
>
,
DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
2
,
GNHWC
,
GKYXC
,
Empty_Tuple
,
GNHWK
,
BF16
,
BF16
,
F32
,
BF16
,
Empty_Tuple
,
BF16
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwdDefault
,
GemmMNKPadding
,
1
,
256
,
64
,
128
,
32
,
8
,
8
,
32
,
32
,
1
,
2
,
S
<
4
,
64
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,
S
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0
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1
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32
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1
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,
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,
DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
2
,
GNHWC
,
GKYXC
,
Empty_Tuple
,
GNHWK
,
BF16
,
BF16
,
F32
,
BF16
,
Empty_Tuple
,
BF16
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwdDefault
,
GemmMNKPadding
,
1
,
128
,
128
,
32
,
32
,
8
,
8
,
32
,
32
,
2
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S
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1
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32
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1
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,
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,
DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
2
,
GNHWC
,
GKYXC
,
Empty_Tuple
,
GNHWK
,
BF16
,
BF16
,
F32
,
BF16
,
Empty_Tuple
,
BF16
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwdDefault
,
GemmMNKPadding
,
1
,
128
,
32
,
128
,
32
,
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,
8
,
32
,
32
,
1
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1
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16
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,
DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
2
,
GNHWC
,
GKYXC
,
Empty_Tuple
,
GNHWK
,
BF16
,
BF16
,
F32
,
BF16
,
Empty_Tuple
,
BF16
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwdDefault
,
GemmMNKPadding
,
1
,
64
,
64
,
32
,
32
,
8
,
8
,
32
,
32
,
2
,
1
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S
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4
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16
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1
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1
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16
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1
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4
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,
DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
2
,
GNHWC
,
GKYXC
,
Empty_Tuple
,
GNHWK
,
BF16
,
BF16
,
F32
,
BF16
,
Empty_Tuple
,
BF16
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwdDefault
,
GemmMNKPadding
,
1
,
64
,
32
,
64
,
32
,
8
,
8
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32
,
32
,
1
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16
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1
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,
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,
// Filter1x1Pad0
//########################################| NumDim| A| B| Ds| E| AData| BData| AccData| CShuffle| Ds| EData| A| B| CDE| ConvForward| GEMM| NumGemmK| Block| MPer| NPer| KPer| AK1| BK1| MPer| NPer| MXdl| NXdl| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockLds| BBlockTransfer| BBlockTransfer| BBlockTransfer| BlockTransfer| BBlockTransfer| BBlockTransfer| BBlockLds| CShuffle| CShuffle| CBlockTransferClusterLengths| CBlockTransfer|
//########################################| Spatial| Layout| Layout| Layout| Layout| Type| Type| Type| DataType| DataType| Type| Elementwise| Elementwise| Elementwise| Specialization| Specialization| Prefetch| Size| Block| Block| Block| | | XDL| XDL| Per| Per| ThreadCluster| ThreadCluster| SrcAccessOrder| SrcVectorDim| SrcScalar| DstScalar| AddExtraM| ThreadCluster| ThreadCluster| SrcAccessOrder| SrcVectorDim| SrcScalar| DstScalar| AddExtraN| MXdlPerWave| NXdlPerWave| _MBlock_MWaveMPerXdl| ScalarPerVector|
//########################################| | | | | | | | | | | | Operation| Operation| Operation| | | Stage| | | | | | | | | Wave| Wave| Lengths_K0_M_K1| ArrangeOrder| | | PerVector| PerVector_K1| | Lengths_K0_N_K1| ArrangeOrder| | | PerVector| PerVector_K1| | PerShuffle| PerShuffle| _NBlock_NWaveNPerXdl| _NWaveNPerXdl|
//########################################| | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | |
DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
2
,
GNHWC
,
GKYXC
,
Empty_Tuple
,
GNHWK
,
BF16
,
BF16
,
F32
,
BF16
,
Empty_Tuple
,
BF16
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwd1x1P0
,
GemmMNKPadding
,
1
,
256
,
256
,
128
,
32
,
8
,
8
,
32
,
32
,
4
,
2
,
S
<
4
,
64
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,
S
<
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,
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,
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1
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,
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,
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,
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,
S
<
1
,
32
,
1
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8
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,
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,
DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
2
,
GNHWC
,
GKYXC
,
Empty_Tuple
,
GNHWK
,
BF16
,
BF16
,
F32
,
BF16
,
Empty_Tuple
,
BF16
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwd1x1P0
,
GemmMNKPadding
,
1
,
256
,
128
,
256
,
32
,
8
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8
,
32
,
32
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2
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1
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32
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1
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8
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,
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,
DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
2
,
GNHWC
,
GKYXC
,
Empty_Tuple
,
GNHWK
,
BF16
,
BF16
,
F32
,
BF16
,
Empty_Tuple
,
BF16
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwd1x1P0
,
GemmMNKPadding
,
1
,
128
,
128
,
128
,
32
,
8
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,
32
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32
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4
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1
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16
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1
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8
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,
DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
2
,
GNHWC
,
GKYXC
,
Empty_Tuple
,
GNHWK
,
BF16
,
BF16
,
F32
,
BF16
,
Empty_Tuple
,
BF16
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwd1x1P0
,
GemmMNKPadding
,
1
,
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128
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32
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,
DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
2
,
GNHWC
,
GKYXC
,
Empty_Tuple
,
GNHWK
,
BF16
,
BF16
,
F32
,
BF16
,
Empty_Tuple
,
BF16
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwd1x1P0
,
GemmMNKPadding
,
1
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DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
2
,
GNHWC
,
GKYXC
,
Empty_Tuple
,
GNHWK
,
BF16
,
BF16
,
F32
,
BF16
,
Empty_Tuple
,
BF16
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwd1x1P0
,
GemmMNKPadding
,
1
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DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
2
,
GNHWC
,
GKYXC
,
Empty_Tuple
,
GNHWK
,
BF16
,
BF16
,
F32
,
BF16
,
Empty_Tuple
,
BF16
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwd1x1P0
,
GemmMNKPadding
,
1
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DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
2
,
GNHWC
,
GKYXC
,
Empty_Tuple
,
GNHWK
,
BF16
,
BF16
,
F32
,
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,
Empty_Tuple
,
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,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwd1x1P0
,
GemmMNKPadding
,
1
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DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
2
,
GNHWC
,
GKYXC
,
Empty_Tuple
,
GNHWK
,
BF16
,
BF16
,
F32
,
BF16
,
Empty_Tuple
,
BF16
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwd1x1P0
,
GemmMNKPadding
,
1
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DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
2
,
GNHWC
,
GKYXC
,
Empty_Tuple
,
GNHWK
,
BF16
,
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,
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PassThrough
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ConvFwd1x1P0
,
GemmMNKPadding
,
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DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
2
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GNHWC
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GKYXC
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Empty_Tuple
,
GNHWK
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,
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PassThrough
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DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
2
,
GNHWC
,
GKYXC
,
Empty_Tuple
,
GNHWK
,
BF16
,
BF16
,
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,
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,
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,
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,
PassThrough
,
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,
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,
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,
GemmMNKPadding
,
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1
,
S
<
4
,
16
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
1
,
S
<
4
,
16
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
1
,
1
,
1
,
S
<
1
,
16
,
1
,
4
>
,
8
>
,
DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
2
,
GNHWC
,
GKYXC
,
Empty_Tuple
,
GNHWK
,
BF16
,
BF16
,
F32
,
BF16
,
Empty_Tuple
,
BF16
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwd1x1P0
,
GemmMNKPadding
,
1
,
64
,
32
,
64
,
32
,
8
,
8
,
32
,
32
,
1
,
2
,
S
<
4
,
16
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
1
,
S
<
4
,
16
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
1
,
1
,
1
,
S
<
1
,
16
,
1
,
4
>
,
8
>
,
// Filter1x1Stride1Pad0
//########################################| NumDim| A| B| Ds| E| AData| BData| AccData| CShuffle| Ds| EData| A| B| CDE| ConvForward| GEMM| NumGemmK| Block| MPer| NPer| KPer| AK1| BK1| MPer| NPer| MXdl| NXdl| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockLds| BBlockTransfer| BBlockTransfer| BBlockTransfer| BlockTransfer| BBlockTransfer| BBlockTransfer| BBlockLds| CShuffle| CShuffle| CBlockTransferClusterLengths| CBlockTransfer|
//########################################| Spatial| Layout| Layout| Layout| Layout| Type| Type| Type| DataType| DataType| Type| Elementwise| Elementwise| Elementwise| Specialization| Specialization| Prefetch| Size| Block| Block| Block| | | XDL| XDL| Per| Per| ThreadCluster| ThreadCluster| SrcAccessOrder| SrcVectorDim| SrcScalar| DstScalar| AddExtraM| ThreadCluster| ThreadCluster| SrcAccessOrder| SrcVectorDim| SrcScalar| DstScalar| AddExtraN| MXdlPerWave| NXdlPerWave| _MBlock_MWaveMPerXdl| ScalarPerVector|
//########################################| | | | | | | | | | | | Operation| Operation| Operation| | | Stage| | | | | | | | | Wave| Wave| Lengths_K0_M_K1| ArrangeOrder| | | PerVector| PerVector_K1| | Lengths_K0_N_K1| ArrangeOrder| | | PerVector| PerVector_K1| | PerShuffle| PerShuffle| _NBlock_NWaveNPerXdl| _NWaveNPerXdl|
//########################################| | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | |
DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
2
,
GNHWC
,
GKYXC
,
Empty_Tuple
,
GNHWK
,
BF16
,
BF16
,
F32
,
BF16
,
Empty_Tuple
,
BF16
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwd1x1S1P0
,
GemmMNKPadding
,
1
,
256
,
256
,
128
,
32
,
8
,
8
,
32
,
32
,
4
,
2
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
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>
,
S
<
1
,
0
,
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,
2
,
8
,
8
,
1
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
1
,
1
,
1
,
S
<
1
,
32
,
1
,
8
>
,
8
>
,
DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
2
,
GNHWC
,
GKYXC
,
Empty_Tuple
,
GNHWK
,
BF16
,
BF16
,
F32
,
BF16
,
Empty_Tuple
,
BF16
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwd1x1S1P0
,
GemmMNKPadding
,
1
,
256
,
128
,
256
,
32
,
8
,
8
,
32
,
32
,
2
,
4
,
S
<
4
,
64
,
1
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,
S
<
1
,
0
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,
S
<
1
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0
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,
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,
8
,
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,
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,
S
<
4
,
64
,
1
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,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
1
,
1
,
1
,
S
<
1
,
32
,
1
,
8
>
,
8
>
,
DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
2
,
GNHWC
,
GKYXC
,
Empty_Tuple
,
GNHWK
,
BF16
,
BF16
,
F32
,
BF16
,
Empty_Tuple
,
BF16
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwd1x1S1P0
,
GemmMNKPadding
,
1
,
128
,
128
,
128
,
32
,
8
,
8
,
32
,
32
,
4
,
2
,
S
<
4
,
32
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,
S
<
1
,
0
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,
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,
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<
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32
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,
S
<
1
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,
S
<
1
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0
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,
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,
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,
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,
1
,
1
,
1
,
S
<
1
,
16
,
1
,
8
>
,
8
>
,
DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
2
,
GNHWC
,
GKYXC
,
Empty_Tuple
,
GNHWK
,
BF16
,
BF16
,
F32
,
BF16
,
Empty_Tuple
,
BF16
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwd1x1S1P0
,
GemmMNKPadding
,
1
,
256
,
128
,
128
,
32
,
8
,
8
,
32
,
32
,
2
,
2
,
S
<
4
,
64
,
1
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,
S
<
1
,
0
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,
S
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1
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,
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64
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,
S
<
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,
0
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,
S
<
1
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0
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,
2
,
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,
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,
1
,
1
,
1
,
S
<
1
,
32
,
1
,
8
>
,
8
>
,
DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
2
,
GNHWC
,
GKYXC
,
Empty_Tuple
,
GNHWK
,
BF16
,
BF16
,
F32
,
BF16
,
Empty_Tuple
,
BF16
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwd1x1S1P0
,
GemmMNKPadding
,
1
,
128
,
128
,
64
,
32
,
8
,
8
,
32
,
32
,
2
,
2
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
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,
S
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1
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0
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,
2
,
8
,
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32
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,
S
<
1
,
0
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,
S
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1
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0
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2
>
,
2
,
8
,
8
,
1
,
1
,
1
,
S
<
1
,
32
,
1
,
4
>
,
8
>
,
DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
2
,
GNHWC
,
GKYXC
,
Empty_Tuple
,
GNHWK
,
BF16
,
BF16
,
F32
,
BF16
,
Empty_Tuple
,
BF16
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwd1x1S1P0
,
GemmMNKPadding
,
1
,
128
,
64
,
128
,
32
,
8
,
8
,
32
,
32
,
2
,
2
,
S
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4
,
32
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1
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,
S
<
1
,
0
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1
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0
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8
,
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1
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4
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32
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1
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,
S
<
1
,
0
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2
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,
S
<
1
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>
,
2
,
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,
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,
1
,
1
,
1
,
S
<
1
,
16
,
1
,
8
>
,
8
>
,
DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
2
,
GNHWC
,
GKYXC
,
Empty_Tuple
,
GNHWK
,
BF16
,
BF16
,
F32
,
BF16
,
Empty_Tuple
,
BF16
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwd1x1S1P0
,
GemmMNKPadding
,
1
,
64
,
64
,
64
,
32
,
8
,
8
,
32
,
32
,
2
,
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,
S
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16
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16
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,
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,
2
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1
,
1
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1
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S
<
1
,
16
,
1
,
4
>
,
8
>
,
DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
2
,
GNHWC
,
GKYXC
,
Empty_Tuple
,
GNHWK
,
BF16
,
BF16
,
F32
,
BF16
,
Empty_Tuple
,
BF16
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwd1x1S1P0
,
GemmMNKPadding
,
1
,
256
,
128
,
64
,
32
,
8
,
8
,
32
,
32
,
2
,
1
,
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4
,
64
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,
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<
1
,
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64
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,
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,
S
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1
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,
2
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8
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8
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1
,
1
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1
,
S
<
1
,
32
,
1
,
8
>
,
8
>
,
DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
2
,
GNHWC
,
GKYXC
,
Empty_Tuple
,
GNHWK
,
BF16
,
BF16
,
F32
,
BF16
,
Empty_Tuple
,
BF16
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwd1x1S1P0
,
GemmMNKPadding
,
1
,
256
,
64
,
128
,
32
,
8
,
8
,
32
,
32
,
1
,
2
,
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64
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2
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1
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1
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1
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S
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1
,
32
,
1
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8
>
,
8
>
,
DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
2
,
GNHWC
,
GKYXC
,
Empty_Tuple
,
GNHWK
,
BF16
,
BF16
,
F32
,
BF16
,
Empty_Tuple
,
BF16
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwd1x1S1P0
,
GemmMNKPadding
,
1
,
128
,
128
,
32
,
32
,
8
,
8
,
32
,
32
,
2
,
1
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S
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4
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32
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0
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1
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1
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S
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1
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32
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1
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4
>
,
8
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,
DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
2
,
GNHWC
,
GKYXC
,
Empty_Tuple
,
GNHWK
,
BF16
,
BF16
,
F32
,
BF16
,
Empty_Tuple
,
BF16
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwd1x1S1P0
,
GemmMNKPadding
,
1
,
128
,
32
,
128
,
32
,
8
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8
,
32
,
32
,
1
,
2
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32
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S
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1
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16
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1
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8
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,
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,
DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
2
,
GNHWC
,
GKYXC
,
Empty_Tuple
,
GNHWK
,
BF16
,
BF16
,
F32
,
BF16
,
Empty_Tuple
,
BF16
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwd1x1S1P0
,
GemmMNKPadding
,
1
,
64
,
64
,
32
,
32
,
8
,
8
,
32
,
32
,
2
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1
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4
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16
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1
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8
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16
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1
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2
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8
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8
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1
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1
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1
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S
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1
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16
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1
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4
>
,
8
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,
DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
2
,
GNHWC
,
GKYXC
,
Empty_Tuple
,
GNHWK
,
BF16
,
BF16
,
F32
,
BF16
,
Empty_Tuple
,
BF16
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwd1x1S1P0
,
GemmMNKPadding
,
1
,
64
,
32
,
64
,
32
,
8
,
8
,
32
,
32
,
1
,
2
,
S
<
4
,
16
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1
>
,
S
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1
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0
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2
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,
S
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1
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0
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,
2
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8
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8
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1
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4
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16
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1
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S
<
1
,
0
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2
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,
S
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1
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0
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2
>
,
2
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8
,
8
,
1
,
1
,
1
,
S
<
1
,
16
,
1
,
4
>
,
8
>
,
// OddC
//########################################| NumDim| A| B| Ds| E| AData| BData| AccData| CShuffle| Ds| EData| A| B| CDE| ConvForward| GEMM| NumGemmK| Block| MPer| NPer| KPer| AK1| BK1| MPer| NPer| MXdl| NXdl| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockLds| BBlockTransfer| BBlockTransfer| BBlockTransfer| BlockTransfer| BBlockTransfer| BBlockTransfer| BBlockLds| CShuffle| CShuffle| CBlockTransferClusterLengths| CBlockTransfer|
//########################################| Spatial| Layout| Layout| Layout| Layout| Type| Type| Type| DataType| DataType| Type| Elementwise| Elementwise| Elementwise| Specialization| Specialization| Prefetch| Size| Block| Block| Block| | | XDL| XDL| Per| Per| ThreadCluster| ThreadCluster| SrcAccessOrder| SrcVectorDim| SrcScalar| DstScalar| AddExtraM| ThreadCluster| ThreadCluster| SrcAccessOrder| SrcVectorDim| SrcScalar| DstScalar| AddExtraN| MXdlPerWave| NXdlPerWave| _MBlock_MWaveMPerXdl| ScalarPerVector|
//########################################| | | | | | | | | | | | Operation| Operation| Operation| | | Stage| | | | | | | | | Wave| Wave| Lengths_K0_M_K1| ArrangeOrder| | | PerVector| PerVector_K1| | Lengths_K0_N_K1| ArrangeOrder| | | PerVector| PerVector_K1| | PerShuffle| PerShuffle| _NBlock_NWaveNPerXdl| _NWaveNPerXdl|
//########################################| | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | |
DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
2
,
GNHWC
,
GKYXC
,
Empty_Tuple
,
GNHWK
,
BF16
,
BF16
,
F32
,
BF16
,
Empty_Tuple
,
BF16
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwdOddC
,
GemmMNKPadding
,
1
,
256
,
256
,
128
,
32
,
8
,
8
,
32
,
32
,
4
,
2
,
S
<
4
,
8
,
8
>
,
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DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
2
,
GNHWC
,
GKYXC
,
Empty_Tuple
,
GNHWK
,
BF16
,
BF16
,
F32
,
BF16
,
Empty_Tuple
,
BF16
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwdOddC
,
GemmMNKPadding
,
1
,
256
,
128
,
256
,
32
,
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,
32
,
32
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2
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1
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32
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DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
2
,
GNHWC
,
GKYXC
,
Empty_Tuple
,
GNHWK
,
BF16
,
BF16
,
F32
,
BF16
,
Empty_Tuple
,
BF16
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwdOddC
,
GemmMNKPadding
,
1
,
128
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128
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32
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16
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DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
2
,
GNHWC
,
GKYXC
,
Empty_Tuple
,
GNHWK
,
BF16
,
BF16
,
F32
,
BF16
,
Empty_Tuple
,
BF16
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwdOddC
,
GemmMNKPadding
,
1
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256
,
128
,
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32
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32
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DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
2
,
GNHWC
,
GKYXC
,
Empty_Tuple
,
GNHWK
,
BF16
,
BF16
,
F32
,
BF16
,
Empty_Tuple
,
BF16
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwdOddC
,
GemmMNKPadding
,
1
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DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
2
,
GNHWC
,
GKYXC
,
Empty_Tuple
,
GNHWK
,
BF16
,
BF16
,
F32
,
BF16
,
Empty_Tuple
,
BF16
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwdOddC
,
GemmMNKPadding
,
1
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DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
2
,
GNHWC
,
GKYXC
,
Empty_Tuple
,
GNHWK
,
BF16
,
BF16
,
F32
,
BF16
,
Empty_Tuple
,
BF16
,
PassThrough
,
PassThrough
,
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ConvFwdOddC
,
GemmMNKPadding
,
1
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DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
2
,
GNHWC
,
GKYXC
,
Empty_Tuple
,
GNHWK
,
BF16
,
BF16
,
F32
,
BF16
,
Empty_Tuple
,
BF16
,
PassThrough
,
PassThrough
,
PassThrough
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ConvFwdOddC
,
GemmMNKPadding
,
1
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DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
2
,
GNHWC
,
GKYXC
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Empty_Tuple
,
GNHWK
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,
BF16
,
F32
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BF16
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Empty_Tuple
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BF16
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PassThrough
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ConvFwdOddC
,
GemmMNKPadding
,
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DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
2
,
GNHWC
,
GKYXC
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Empty_Tuple
,
GNHWK
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BF16
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BF16
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Empty_Tuple
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ConvFwdOddC
,
GemmMNKPadding
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DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
2
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GNHWC
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Empty_Tuple
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GemmMNKPadding
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DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
2
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GNHWC
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DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
2
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GNHWC
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DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
2
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DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
2
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GNHWC
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DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
2
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GNHWC
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DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
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2
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DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
2
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GNHWC
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,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
1
,
1
,
1
,
1
,
1
,
S
<
1
,
16
,
1
,
4
>
,
8
>
// clang-format on
>
;
void
add_device_grouped_conv1d_fwd_xdl_gnhwc_gkyxc_gnhwk_bf16_instances
(
std
::
vector
<
std
::
unique_ptr
<
DeviceGroupedConvFwdMultipleD
<
2
,
GNHWC
,
...
...
@@ -146,8 +23,41 @@ void add_device_grouped_conv1d_fwd_xdl_gnhwc_gkyxc_gnhwk_bf16_instances(
PassThrough
,
PassThrough
>>>&
instances
)
{
add_device_operation_instances
(
instances
,
device_grouped_conv1d_fwd_xdl_gnhwc_gkyxc_gnhwk_bf16_instances
{});
add_device_operation_instances
(
instances
,
device_grouped_conv2d_fwd_xdl_bf16_instances
<
GNHWC
,
GKYXC
,
Empty_Tuple
,
GNHWK
,
Empty_Tuple
,
PassThrough
,
ConvFwdDefault
>
{});
add_device_operation_instances
(
instances
,
device_grouped_conv2d_fwd_xdl_bf16_instances
<
GNHWC
,
GKYXC
,
Empty_Tuple
,
GNHWK
,
Empty_Tuple
,
PassThrough
,
ConvFwd1x1P0
>
{});
add_device_operation_instances
(
instances
,
device_grouped_conv2d_fwd_xdl_bf16_instances
<
GNHWC
,
GKYXC
,
Empty_Tuple
,
GNHWK
,
Empty_Tuple
,
PassThrough
,
ConvFwd1x1S1P0
>
{});
add_device_operation_instances
(
instances
,
device_grouped_conv2d_fwd_xdl_bf16_instances
<
GNHWC
,
GKYXC
,
Empty_Tuple
,
GNHWK
,
Empty_Tuple
,
PassThrough
,
ConvFwdOddC
>
{});
}
}
// namespace instance
...
...
library/src/tensor_operation_instance/gpu/grouped_conv2d_fwd/device_grouped_conv2d_fwd_xdl_gnhwc_gkyxc_gnhwk_f16_instance.cpp
View file @
0b8319bd
// 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/impl/device_grouped_conv_fwd_multiple_d_xdl_cshuffle.hpp"
#include "ck/tensor_operation/gpu/device/convolution_forward_specialization.hpp"
#include "ck/tensor_operation/gpu/device/gemm_specialization.hpp"
#include "ck/tensor_operation/gpu/element/element_wise_operation.hpp"
#include "ck/library/tensor_operation_instance/add_device_operation_instance.hpp"
#include "device_grouped_conv2d_fwd_xdl_instance.hpp"
namespace
ck
{
namespace
tensor_operation
{
namespace
device
{
namespace
instance
{
using
F16
=
ck
::
half_t
;
using
F32
=
float
;
using
Empty_Tuple
=
ck
::
Tuple
<>
;
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
ConvFwdDefault
=
ck
::
tensor_operation
::
device
::
ConvolutionForwardSpecialization
::
Default
;
static
constexpr
auto
ConvFwd1x1P0
=
ck
::
tensor_operation
::
device
::
ConvolutionForwardSpecialization
::
Filter1x1Pad0
;
static
constexpr
auto
ConvFwd1x1S1P0
=
ck
::
tensor_operation
::
device
::
ConvolutionForwardSpecialization
::
Filter1x1Stride1Pad0
;
static
constexpr
auto
ConvFwdOddC
=
ck
::
tensor_operation
::
device
::
ConvolutionForwardSpecialization
::
OddC
;
static
constexpr
auto
GemmMNKPadding
=
ck
::
tensor_operation
::
device
::
GemmSpecialization
::
MNKPadding
;
// Compilation parameters for in[g, n, hi ,wi, c] * wei[g, k, y, x, c] = out[g, n, ho, wo, k]
using
device_grouped_conv2d_fwd_xdl_gnhwc_gkyxc_gnhwk_f16_instances
=
std
::
tuple
<
// clang-format off
// Default
//########################################| NumDim| A| B| Ds| E| AData| BData| AccData| CShuffle| Ds| EData| A| B| CDE| ConvForward| GEMM| NumGemmK| Block| MPer| NPer| KPer| AK1| BK1| MPer| NPer| MXdl| NXdl| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockLds| BBlockTransfer| BBlockTransfer| BBlockTransfer| BlockTransfer| BBlockTransfer| BBlockTransfer| BBlockLds| CShuffle| CShuffle| CBlockTransferClusterLengths| CBlockTransfer|
//########################################| Spatial| Layout| Layout| Layout| Layout| Type| Type| Type| DataType| DataType| Type| Elementwise| Elementwise| Elementwise| Specialization| Specialization| Prefetch| Size| Block| Block| Block| | | XDL| XDL| Per| Per| ThreadCluster| ThreadCluster| SrcAccessOrder| SrcVectorDim| SrcScalar| DstScalar| AddExtraM| ThreadCluster| ThreadCluster| SrcAccessOrder| SrcVectorDim| SrcScalar| DstScalar| AddExtraN| MXdlPerWave| NXdlPerWave| _MBlock_MWaveMPerXdl| ScalarPerVector|
//########################################| | | | | | | | | | | | Operation| Operation| Operation| | | Stage| | | | | | | | | Wave| Wave| Lengths_K0_M_K1| ArrangeOrder| | | PerVector| PerVector_K1| | Lengths_K0_N_K1| ArrangeOrder| | | PerVector| PerVector_K1| | PerShuffle| PerShuffle| _NBlock_NWaveNPerXdl| _NWaveNPerXdl|
//########################################| | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | |
DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
2
,
GNHWC
,
GKYXC
,
Empty_Tuple
,
GNHWK
,
F16
,
F16
,
F32
,
F16
,
Empty_Tuple
,
F16
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwdDefault
,
GemmMNKPadding
,
1
,
256
,
256
,
128
,
32
,
8
,
8
,
32
,
32
,
4
,
2
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
1
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
1
,
1
,
1
,
S
<
1
,
32
,
1
,
8
>
,
8
>
,
DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
2
,
GNHWC
,
GKYXC
,
Empty_Tuple
,
GNHWK
,
F16
,
F16
,
F32
,
F16
,
Empty_Tuple
,
F16
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwdDefault
,
GemmMNKPadding
,
1
,
256
,
128
,
256
,
32
,
8
,
8
,
32
,
32
,
2
,
4
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
1
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
1
,
1
,
1
,
S
<
1
,
32
,
1
,
8
>
,
8
>
,
DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
2
,
GNHWC
,
GKYXC
,
Empty_Tuple
,
GNHWK
,
F16
,
F16
,
F32
,
F16
,
Empty_Tuple
,
F16
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwdDefault
,
GemmMNKPadding
,
1
,
128
,
128
,
128
,
32
,
8
,
8
,
32
,
32
,
4
,
2
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
1
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
1
,
1
,
1
,
S
<
1
,
16
,
1
,
8
>
,
8
>
,
DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
2
,
GNHWC
,
GKYXC
,
Empty_Tuple
,
GNHWK
,
F16
,
F16
,
F32
,
F16
,
Empty_Tuple
,
F16
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwdDefault
,
GemmMNKPadding
,
1
,
256
,
128
,
128
,
32
,
8
,
8
,
32
,
32
,
2
,
2
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
1
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
1
,
1
,
1
,
S
<
1
,
32
,
1
,
8
>
,
8
>
,
DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
2
,
GNHWC
,
GKYXC
,
Empty_Tuple
,
GNHWK
,
F16
,
F16
,
F32
,
F16
,
Empty_Tuple
,
F16
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwdDefault
,
GemmMNKPadding
,
1
,
128
,
128
,
64
,
32
,
8
,
8
,
32
,
32
,
2
,
2
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
1
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
1
,
1
,
1
,
S
<
1
,
32
,
1
,
4
>
,
8
>
,
DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
2
,
GNHWC
,
GKYXC
,
Empty_Tuple
,
GNHWK
,
F16
,
F16
,
F32
,
F16
,
Empty_Tuple
,
F16
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwdDefault
,
GemmMNKPadding
,
1
,
128
,
64
,
128
,
32
,
8
,
8
,
32
,
32
,
2
,
2
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
1
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
1
,
1
,
1
,
S
<
1
,
16
,
1
,
8
>
,
8
>
,
DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
2
,
GNHWC
,
GKYXC
,
Empty_Tuple
,
GNHWK
,
F16
,
F16
,
F32
,
F16
,
Empty_Tuple
,
F16
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwdDefault
,
GemmMNKPadding
,
1
,
64
,
64
,
64
,
32
,
8
,
8
,
32
,
32
,
2
,
2
,
S
<
4
,
16
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
1
,
S
<
4
,
16
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
1
,
1
,
1
,
S
<
1
,
16
,
1
,
4
>
,
8
>
,
DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
2
,
GNHWC
,
GKYXC
,
Empty_Tuple
,
GNHWK
,
F16
,
F16
,
F32
,
F16
,
Empty_Tuple
,
F16
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwdDefault
,
GemmMNKPadding
,
1
,
256
,
128
,
64
,
32
,
8
,
8
,
32
,
32
,
2
,
1
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
1
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
1
,
1
,
1
,
S
<
1
,
32
,
1
,
8
>
,
8
>
,
DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
2
,
GNHWC
,
GKYXC
,
Empty_Tuple
,
GNHWK
,
F16
,
F16
,
F32
,
F16
,
Empty_Tuple
,
F16
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwdDefault
,
GemmMNKPadding
,
1
,
256
,
64
,
128
,
32
,
8
,
8
,
32
,
32
,
1
,
2
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
1
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
1
,
1
,
1
,
S
<
1
,
32
,
1
,
8
>
,
8
>
,
DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
2
,
GNHWC
,
GKYXC
,
Empty_Tuple
,
GNHWK
,
F16
,
F16
,
F32
,
F16
,
Empty_Tuple
,
F16
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwdDefault
,
GemmMNKPadding
,
1
,
128
,
128
,
32
,
32
,
8
,
8
,
32
,
32
,
2
,
1
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
1
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
1
,
1
,
1
,
S
<
1
,
32
,
1
,
4
>
,
8
>
,
DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
2
,
GNHWC
,
GKYXC
,
Empty_Tuple
,
GNHWK
,
F16
,
F16
,
F32
,
F16
,
Empty_Tuple
,
F16
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwdDefault
,
GemmMNKPadding
,
1
,
128
,
32
,
128
,
32
,
8
,
8
,
32
,
32
,
1
,
2
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
1
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
1
,
1
,
1
,
S
<
1
,
16
,
1
,
8
>
,
8
>
,
DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
2
,
GNHWC
,
GKYXC
,
Empty_Tuple
,
GNHWK
,
F16
,
F16
,
F32
,
F16
,
Empty_Tuple
,
F16
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwdDefault
,
GemmMNKPadding
,
1
,
64
,
64
,
32
,
32
,
8
,
8
,
32
,
32
,
2
,
1
,
S
<
4
,
16
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
1
,
S
<
4
,
16
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
1
,
1
,
1
,
S
<
1
,
16
,
1
,
4
>
,
8
>
,
DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
2
,
GNHWC
,
GKYXC
,
Empty_Tuple
,
GNHWK
,
F16
,
F16
,
F32
,
F16
,
Empty_Tuple
,
F16
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwdDefault
,
GemmMNKPadding
,
1
,
64
,
32
,
64
,
32
,
8
,
8
,
32
,
32
,
1
,
2
,
S
<
4
,
16
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
1
,
S
<
4
,
16
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
1
,
1
,
1
,
S
<
1
,
16
,
1
,
4
>
,
8
>
,
// Filter1x1Pad0
//########################################| NumDim| A| B| Ds| E| AData| BData| AccData| CShuffle| Ds| EData| A| B| CDE| ConvForward| GEMM| NumGemmK| Block| MPer| NPer| KPer| AK1| BK1| MPer| NPer| MXdl| NXdl| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockLds| BBlockTransfer| BBlockTransfer| BBlockTransfer| BlockTransfer| BBlockTransfer| BBlockTransfer| BBlockLds| CShuffle| CShuffle| CBlockTransferClusterLengths| CBlockTransfer|
//########################################| Spatial| Layout| Layout| Layout| Layout| Type| Type| Type| DataType| DataType| Type| Elementwise| Elementwise| Elementwise| Specialization| Specialization| Prefetch| Size| Block| Block| Block| | | XDL| XDL| Per| Per| ThreadCluster| ThreadCluster| SrcAccessOrder| SrcVectorDim| SrcScalar| DstScalar| AddExtraM| ThreadCluster| ThreadCluster| SrcAccessOrder| SrcVectorDim| SrcScalar| DstScalar| AddExtraN| MXdlPerWave| NXdlPerWave| _MBlock_MWaveMPerXdl| ScalarPerVector|
//########################################| | | | | | | | | | | | Operation| Operation| Operation| | | Stage| | | | | | | | | Wave| Wave| Lengths_K0_M_K1| ArrangeOrder| | | PerVector| PerVector_K1| | Lengths_K0_N_K1| ArrangeOrder| | | PerVector| PerVector_K1| | PerShuffle| PerShuffle| _NBlock_NWaveNPerXdl| _NWaveNPerXdl|
//########################################| | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | |
DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
2
,
GNHWC
,
GKYXC
,
Empty_Tuple
,
GNHWK
,
F16
,
F16
,
F32
,
F16
,
Empty_Tuple
,
F16
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwd1x1P0
,
GemmMNKPadding
,
1
,
256
,
256
,
128
,
32
,
8
,
8
,
32
,
32
,
4
,
2
,
S
<
4
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64
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,
S
<
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,
S
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,
S
<
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,
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,
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,
1
,
1
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S
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1
,
32
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1
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8
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,
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,
DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
2
,
GNHWC
,
GKYXC
,
Empty_Tuple
,
GNHWK
,
F16
,
F16
,
F32
,
F16
,
Empty_Tuple
,
F16
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwd1x1P0
,
GemmMNKPadding
,
1
,
256
,
128
,
256
,
32
,
8
,
8
,
32
,
32
,
2
,
4
,
S
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64
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,
S
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,
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,
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S
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1
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32
,
1
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8
>
,
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,
DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
2
,
GNHWC
,
GKYXC
,
Empty_Tuple
,
GNHWK
,
F16
,
F16
,
F32
,
F16
,
Empty_Tuple
,
F16
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwd1x1P0
,
GemmMNKPadding
,
1
,
128
,
128
,
128
,
32
,
8
,
8
,
32
,
32
,
4
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32
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S
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1
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16
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1
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8
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,
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,
DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
2
,
GNHWC
,
GKYXC
,
Empty_Tuple
,
GNHWK
,
F16
,
F16
,
F32
,
F16
,
Empty_Tuple
,
F16
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwd1x1P0
,
GemmMNKPadding
,
1
,
256
,
128
,
128
,
32
,
8
,
8
,
32
,
32
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2
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1
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32
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1
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8
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,
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,
DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
2
,
GNHWC
,
GKYXC
,
Empty_Tuple
,
GNHWK
,
F16
,
F16
,
F32
,
F16
,
Empty_Tuple
,
F16
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwd1x1P0
,
GemmMNKPadding
,
1
,
128
,
128
,
64
,
32
,
8
,
8
,
32
,
32
,
2
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2
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32
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S
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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
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,
DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
2
,
GNHWC
,
GKYXC
,
Empty_Tuple
,
GNHWK
,
F16
,
F16
,
F32
,
F16
,
Empty_Tuple
,
F16
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwd1x1P0
,
GemmMNKPadding
,
1
,
128
,
64
,
128
,
32
,
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,
32
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32
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2
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1
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16
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1
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8
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,
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,
DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
2
,
GNHWC
,
GKYXC
,
Empty_Tuple
,
GNHWK
,
F16
,
F16
,
F32
,
F16
,
Empty_Tuple
,
F16
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwd1x1P0
,
GemmMNKPadding
,
1
,
64
,
64
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32
,
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32
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32
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1
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16
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1
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4
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,
8
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,
DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
2
,
GNHWC
,
GKYXC
,
Empty_Tuple
,
GNHWK
,
F16
,
F16
,
F32
,
F16
,
Empty_Tuple
,
F16
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwd1x1P0
,
GemmMNKPadding
,
1
,
256
,
128
,
64
,
32
,
8
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8
,
32
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32
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2
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1
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32
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8
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,
DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
2
,
GNHWC
,
GKYXC
,
Empty_Tuple
,
GNHWK
,
F16
,
F16
,
F32
,
F16
,
Empty_Tuple
,
F16
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwd1x1P0
,
GemmMNKPadding
,
1
,
256
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64
,
128
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32
,
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32
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32
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DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
2
,
GNHWC
,
GKYXC
,
Empty_Tuple
,
GNHWK
,
F16
,
F16
,
F32
,
F16
,
Empty_Tuple
,
F16
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwd1x1P0
,
GemmMNKPadding
,
1
,
128
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128
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32
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32
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32
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32
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2
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DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
2
,
GNHWC
,
GKYXC
,
Empty_Tuple
,
GNHWK
,
F16
,
F16
,
F32
,
F16
,
Empty_Tuple
,
F16
,
PassThrough
,
PassThrough
,
PassThrough
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ConvFwd1x1P0
,
GemmMNKPadding
,
1
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DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
2
,
GNHWC
,
GKYXC
,
Empty_Tuple
,
GNHWK
,
F16
,
F16
,
F32
,
F16
,
Empty_Tuple
,
F16
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwd1x1P0
,
GemmMNKPadding
,
1
,
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DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
2
,
GNHWC
,
GKYXC
,
Empty_Tuple
,
GNHWK
,
F16
,
F16
,
F32
,
F16
,
Empty_Tuple
,
F16
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwd1x1P0
,
GemmMNKPadding
,
1
,
64
,
32
,
64
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32
,
8
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32
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32
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1
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1
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S
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1
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16
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1
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4
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,
8
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,
// Filter1x1Stride1Pad0
//########################################| NumDim| A| B| Ds| E| AData| BData| AccData| CShuffle| Ds| EData| A| B| CDE| ConvForward| GEMM| NumGemmK| Block| MPer| NPer| KPer| AK1| BK1| MPer| NPer| MXdl| NXdl| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockLds| BBlockTransfer| BBlockTransfer| BBlockTransfer| BlockTransfer| BBlockTransfer| BBlockTransfer| BBlockLds| CShuffle| CShuffle| CBlockTransferClusterLengths| CBlockTransfer|
//########################################| Spatial| Layout| Layout| Layout| Layout| Type| Type| Type| DataType| DataType| Type| Elementwise| Elementwise| Elementwise| Specialization| Specialization| Prefetch| Size| Block| Block| Block| | | XDL| XDL| Per| Per| ThreadCluster| ThreadCluster| SrcAccessOrder| SrcVectorDim| SrcScalar| DstScalar| AddExtraM| ThreadCluster| ThreadCluster| SrcAccessOrder| SrcVectorDim| SrcScalar| DstScalar| AddExtraN| MXdlPerWave| NXdlPerWave| _MBlock_MWaveMPerXdl| ScalarPerVector|
//########################################| | | | | | | | | | | | Operation| Operation| Operation| | | Stage| | | | | | | | | Wave| Wave| Lengths_K0_M_K1| ArrangeOrder| | | PerVector| PerVector_K1| | Lengths_K0_N_K1| ArrangeOrder| | | PerVector| PerVector_K1| | PerShuffle| PerShuffle| _NBlock_NWaveNPerXdl| _NWaveNPerXdl|
//########################################| | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | |
DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
2
,
GNHWC
,
GKYXC
,
Empty_Tuple
,
GNHWK
,
F16
,
F16
,
F32
,
F16
,
Empty_Tuple
,
F16
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwd1x1S1P0
,
GemmMNKPadding
,
1
,
256
,
256
,
128
,
32
,
8
,
8
,
32
,
32
,
4
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64
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1
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32
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8
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,
DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
2
,
GNHWC
,
GKYXC
,
Empty_Tuple
,
GNHWK
,
F16
,
F16
,
F32
,
F16
,
Empty_Tuple
,
F16
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwd1x1S1P0
,
GemmMNKPadding
,
1
,
256
,
128
,
256
,
32
,
8
,
8
,
32
,
32
,
2
,
4
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S
<
4
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64
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DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
2
,
GNHWC
,
GKYXC
,
Empty_Tuple
,
GNHWK
,
F16
,
F16
,
F32
,
F16
,
Empty_Tuple
,
F16
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwd1x1S1P0
,
GemmMNKPadding
,
1
,
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DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
2
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GNHWC
,
GKYXC
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Empty_Tuple
,
GNHWK
,
F16
,
F16
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F32
,
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,
Empty_Tuple
,
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PassThrough
,
PassThrough
,
PassThrough
,
ConvFwd1x1S1P0
,
GemmMNKPadding
,
1
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DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
2
,
GNHWC
,
GKYXC
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Empty_Tuple
,
GNHWK
,
F16
,
F16
,
F32
,
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,
Empty_Tuple
,
F16
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwd1x1S1P0
,
GemmMNKPadding
,
1
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DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
2
,
GNHWC
,
GKYXC
,
Empty_Tuple
,
GNHWK
,
F16
,
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,
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Empty_Tuple
,
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PassThrough
,
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ConvFwd1x1S1P0
,
GemmMNKPadding
,
1
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DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
2
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GNHWC
,
GKYXC
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Empty_Tuple
,
GNHWK
,
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,
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,
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Empty_Tuple
,
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PassThrough
,
PassThrough
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ConvFwd1x1S1P0
,
GemmMNKPadding
,
1
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DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
2
,
GNHWC
,
GKYXC
,
Empty_Tuple
,
GNHWK
,
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,
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,
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,
Empty_Tuple
,
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,
PassThrough
,
PassThrough
,
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,
ConvFwd1x1S1P0
,
GemmMNKPadding
,
1
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DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
2
,
GNHWC
,
GKYXC
,
Empty_Tuple
,
GNHWK
,
F16
,
F16
,
F32
,
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,
Empty_Tuple
,
F16
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwd1x1S1P0
,
GemmMNKPadding
,
1
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64
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DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
2
,
GNHWC
,
GKYXC
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Empty_Tuple
,
GNHWK
,
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Empty_Tuple
,
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PassThrough
,
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ConvFwd1x1S1P0
,
GemmMNKPadding
,
1
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DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
2
,
GNHWC
,
GKYXC
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Empty_Tuple
,
GNHWK
,
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Empty_Tuple
,
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PassThrough
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ConvFwd1x1S1P0
,
GemmMNKPadding
,
1
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DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
2
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GNHWC
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GKYXC
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Empty_Tuple
,
GNHWK
,
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Empty_Tuple
,
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PassThrough
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PassThrough
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ConvFwd1x1S1P0
,
GemmMNKPadding
,
1
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DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
2
,
GNHWC
,
GKYXC
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Empty_Tuple
,
GNHWK
,
F16
,
F16
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F32
,
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Empty_Tuple
,
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PassThrough
,
PassThrough
,
PassThrough
,
ConvFwd1x1S1P0
,
GemmMNKPadding
,
1
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// OddC
//########################################| NumDim| A| B| Ds| E| AData| BData| AccData| CShuffle| Ds| EData| A| B| CDE| ConvForward| GEMM| NumGemmK| Block| MPer| NPer| KPer| AK1| BK1| MPer| NPer| MXdl| NXdl| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockLds| BBlockTransfer| BBlockTransfer| BBlockTransfer| BlockTransfer| BBlockTransfer| BBlockTransfer| BBlockLds| CShuffle| CShuffle| CBlockTransferClusterLengths| CBlockTransfer|
//########################################| Spatial| Layout| Layout| Layout| Layout| Type| Type| Type| DataType| DataType| Type| Elementwise| Elementwise| Elementwise| Specialization| Specialization| Prefetch| Size| Block| Block| Block| | | XDL| XDL| Per| Per| ThreadCluster| ThreadCluster| SrcAccessOrder| SrcVectorDim| SrcScalar| DstScalar| AddExtraM| ThreadCluster| ThreadCluster| SrcAccessOrder| SrcVectorDim| SrcScalar| DstScalar| AddExtraN| MXdlPerWave| NXdlPerWave| _MBlock_MWaveMPerXdl| ScalarPerVector|
//########################################| | | | | | | | | | | | Operation| Operation| Operation| | | Stage| | | | | | | | | Wave| Wave| Lengths_K0_M_K1| ArrangeOrder| | | PerVector| PerVector_K1| | Lengths_K0_N_K1| ArrangeOrder| | | PerVector| PerVector_K1| | PerShuffle| PerShuffle| _NBlock_NWaveNPerXdl| _NWaveNPerXdl|
//########################################| | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | |
DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
2
,
GNHWC
,
GKYXC
,
Empty_Tuple
,
GNHWK
,
F16
,
F16
,
F32
,
F16
,
Empty_Tuple
,
F16
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwdOddC
,
GemmMNKPadding
,
1
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256
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128
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32
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DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
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GNHWC
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GKYXC
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Empty_Tuple
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ConvFwdOddC
,
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DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
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GNHWC
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Empty_Tuple
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,
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DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
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GNHWC
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DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
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GNHWC
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Empty_Tuple
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,
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ConvFwdOddC
,
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,
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,
2
,
1
,
1
,
1
,
S
<
4
,
4
,
8
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
1
,
1
,
1
,
1
,
1
,
S
<
1
,
32
,
1
,
4
>
,
8
>
,
DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
2
,
GNHWC
,
GKYXC
,
Empty_Tuple
,
GNHWK
,
F16
,
F16
,
F32
,
F16
,
Empty_Tuple
,
F16
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwdOddC
,
GemmMNKPadding
,
1
,
128
,
64
,
128
,
32
,
8
,
8
,
32
,
32
,
2
,
2
,
S
<
4
,
4
,
8
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
1
,
1
,
1
,
S
<
4
,
4
,
8
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
1
,
1
,
1
,
1
,
1
,
S
<
1
,
16
,
1
,
8
>
,
8
>
,
DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
2
,
GNHWC
,
GKYXC
,
Empty_Tuple
,
GNHWK
,
F16
,
F16
,
F32
,
F16
,
Empty_Tuple
,
F16
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwdOddC
,
GemmMNKPadding
,
1
,
64
,
64
,
64
,
32
,
8
,
8
,
32
,
32
,
2
,
2
,
S
<
4
,
2
,
8
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
1
,
1
,
1
,
S
<
4
,
2
,
8
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
1
,
1
,
1
,
1
,
1
,
S
<
1
,
16
,
1
,
4
>
,
8
>
,
DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
2
,
GNHWC
,
GKYXC
,
Empty_Tuple
,
GNHWK
,
F16
,
F16
,
F32
,
F16
,
Empty_Tuple
,
F16
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwdOddC
,
GemmMNKPadding
,
1
,
256
,
128
,
64
,
32
,
8
,
8
,
32
,
32
,
2
,
1
,
S
<
4
,
8
,
8
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
1
,
1
,
1
,
S
<
4
,
8
,
8
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
1
,
1
,
1
,
1
,
1
,
S
<
1
,
32
,
1
,
8
>
,
8
>
,
DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
2
,
GNHWC
,
GKYXC
,
Empty_Tuple
,
GNHWK
,
F16
,
F16
,
F32
,
F16
,
Empty_Tuple
,
F16
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwdOddC
,
GemmMNKPadding
,
1
,
256
,
64
,
128
,
32
,
8
,
8
,
32
,
32
,
1
,
2
,
S
<
4
,
8
,
8
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
1
,
1
,
1
,
S
<
4
,
8
,
8
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
1
,
1
,
1
,
1
,
1
,
S
<
1
,
32
,
1
,
8
>
,
8
>
,
DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
2
,
GNHWC
,
GKYXC
,
Empty_Tuple
,
GNHWK
,
F16
,
F16
,
F32
,
F16
,
Empty_Tuple
,
F16
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwdOddC
,
GemmMNKPadding
,
1
,
128
,
128
,
32
,
32
,
8
,
8
,
32
,
32
,
2
,
1
,
S
<
4
,
4
,
8
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
1
,
1
,
1
,
S
<
4
,
4
,
8
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
1
,
1
,
1
,
1
,
1
,
S
<
1
,
32
,
1
,
4
>
,
8
>
,
DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
2
,
GNHWC
,
GKYXC
,
Empty_Tuple
,
GNHWK
,
F16
,
F16
,
F32
,
F16
,
Empty_Tuple
,
F16
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwdOddC
,
GemmMNKPadding
,
1
,
128
,
32
,
128
,
32
,
8
,
8
,
32
,
32
,
1
,
2
,
S
<
4
,
4
,
8
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
1
,
1
,
1
,
S
<
4
,
4
,
8
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
1
,
1
,
1
,
1
,
1
,
S
<
1
,
16
,
1
,
8
>
,
8
>
,
DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
2
,
GNHWC
,
GKYXC
,
Empty_Tuple
,
GNHWK
,
F16
,
F16
,
F32
,
F16
,
Empty_Tuple
,
F16
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwdOddC
,
GemmMNKPadding
,
1
,
64
,
64
,
32
,
32
,
8
,
8
,
32
,
32
,
2
,
1
,
S
<
4
,
2
,
8
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
1
,
1
,
1
,
S
<
4
,
2
,
8
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
1
,
1
,
1
,
1
,
1
,
S
<
1
,
16
,
1
,
4
>
,
8
>
,
DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
2
,
GNHWC
,
GKYXC
,
Empty_Tuple
,
GNHWK
,
F16
,
F16
,
F32
,
F16
,
Empty_Tuple
,
F16
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwdOddC
,
GemmMNKPadding
,
1
,
64
,
32
,
64
,
32
,
8
,
8
,
32
,
32
,
1
,
2
,
S
<
4
,
2
,
8
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
1
,
1
,
1
,
S
<
4
,
2
,
8
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
1
,
1
,
1
,
1
,
1
,
S
<
1
,
16
,
1
,
4
>
,
8
>
,
DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
2
,
GNHWC
,
GKYXC
,
Empty_Tuple
,
GNHWK
,
F16
,
F16
,
F32
,
F16
,
Empty_Tuple
,
F16
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwdOddC
,
GemmMNKPadding
,
1
,
256
,
128
,
64
,
32
,
8
,
8
,
32
,
32
,
2
,
1
,
S
<
2
,
32
,
4
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
1
,
1
,
1
,
S
<
2
,
32
,
4
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
1
,
1
,
1
,
1
,
1
,
S
<
1
,
32
,
1
,
8
>
,
8
>
,
DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
2
,
GNHWC
,
GKYXC
,
Empty_Tuple
,
GNHWK
,
F16
,
F16
,
F32
,
F16
,
Empty_Tuple
,
F16
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwdOddC
,
GemmMNKPadding
,
1
,
256
,
128
,
64
,
32
,
8
,
8
,
32
,
32
,
2
,
1
,
S
<
2
,
32
,
4
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
1
,
1
,
1
,
S
<
2
,
32
,
4
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
1
,
1
,
1
,
1
,
1
,
S
<
1
,
32
,
1
,
8
>
,
8
>
,
DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
2
,
GNHWC
,
GKYXC
,
Empty_Tuple
,
GNHWK
,
F16
,
F16
,
F32
,
F16
,
Empty_Tuple
,
F16
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwdOddC
,
GemmMNKPadding
,
1
,
256
,
256
,
64
,
32
,
8
,
8
,
32
,
32
,
4
,
1
,
S
<
2
,
32
,
4
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
1
,
1
,
1
,
S
<
2
,
32
,
4
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
1
,
1
,
1
,
1
,
1
,
S
<
1
,
32
,
1
,
8
>
,
8
>
,
DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
2
,
GNHWC
,
GKYXC
,
Empty_Tuple
,
GNHWK
,
F16
,
F16
,
F32
,
F16
,
Empty_Tuple
,
F16
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwdOddC
,
GemmMNKPadding
,
1
,
128
,
128
,
64
,
32
,
8
,
8
,
32
,
32
,
2
,
2
,
S
<
2
,
16
,
4
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
1
,
1
,
1
,
S
<
2
,
16
,
4
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
1
,
1
,
1
,
1
,
1
,
S
<
1
,
32
,
1
,
4
>
,
8
>
,
DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
2
,
GNHWC
,
GKYXC
,
Empty_Tuple
,
GNHWK
,
F16
,
F16
,
F32
,
F16
,
Empty_Tuple
,
F16
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwdOddC
,
GemmMNKPadding
,
1
,
128
,
64
,
64
,
32
,
8
,
8
,
32
,
32
,
1
,
2
,
S
<
2
,
16
,
4
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
1
,
1
,
1
,
S
<
2
,
16
,
4
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
1
,
1
,
1
,
1
,
1
,
S
<
1
,
16
,
1
,
4
>
,
8
>
// clang-format on
>
;
void
add_device_grouped_conv2d_fwd_xdl_gnhwc_gkyxc_gnhwk_f16_instances
(
std
::
vector
<
std
::
unique_ptr
<
DeviceGroupedConvFwdMultipleD
<
2
,
GNHWC
,
...
...
@@ -147,7 +24,40 @@ void add_device_grouped_conv2d_fwd_xdl_gnhwc_gkyxc_gnhwk_f16_instances(
PassThrough
>>>&
instances
)
{
add_device_operation_instances
(
instances
,
device_grouped_conv2d_fwd_xdl_gnhwc_gkyxc_gnhwk_f16_instances
{});
device_grouped_conv2d_fwd_xdl_f16_instances
<
GNHWC
,
GKYXC
,
Empty_Tuple
,
GNHWK
,
Empty_Tuple
,
PassThrough
,
ConvFwdDefault
>
{});
add_device_operation_instances
(
instances
,
device_grouped_conv2d_fwd_xdl_f16_instances
<
GNHWC
,
GKYXC
,
Empty_Tuple
,
GNHWK
,
Empty_Tuple
,
PassThrough
,
ConvFwd1x1P0
>
{});
add_device_operation_instances
(
instances
,
device_grouped_conv2d_fwd_xdl_f16_instances
<
GNHWC
,
GKYXC
,
Empty_Tuple
,
GNHWK
,
Empty_Tuple
,
PassThrough
,
ConvFwd1x1S1P0
>
{});
add_device_operation_instances
(
instances
,
device_grouped_conv2d_fwd_xdl_f16_instances
<
GNHWC
,
GKYXC
,
Empty_Tuple
,
GNHWK
,
Empty_Tuple
,
PassThrough
,
ConvFwdOddC
>
{});
}
}
// namespace instance
...
...
library/src/tensor_operation_instance/gpu/grouped_conv2d_fwd/device_grouped_conv2d_fwd_xdl_gnhwc_gkyxc_gnhwk_f32_instance.cpp
View file @
0b8319bd
// 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/impl/device_grouped_conv_fwd_multiple_d_xdl_cshuffle.hpp"
#include "ck/tensor_operation/gpu/device/convolution_forward_specialization.hpp"
#include "ck/tensor_operation/gpu/device/gemm_specialization.hpp"
#include "ck/tensor_operation/gpu/element/element_wise_operation.hpp"
#include "ck/library/tensor_operation_instance/add_device_operation_instance.hpp"
#include "device_grouped_conv2d_fwd_xdl_instance.hpp"
namespace
ck
{
namespace
tensor_operation
{
namespace
device
{
namespace
instance
{
using
F32
=
float
;
using
Empty_Tuple
=
ck
::
Tuple
<>
;
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
ConvFwdDefault
=
ck
::
tensor_operation
::
device
::
ConvolutionForwardSpecialization
::
Default
;
static
constexpr
auto
ConvFwd1x1P0
=
ck
::
tensor_operation
::
device
::
ConvolutionForwardSpecialization
::
Filter1x1Pad0
;
static
constexpr
auto
ConvFwd1x1S1P0
=
ck
::
tensor_operation
::
device
::
ConvolutionForwardSpecialization
::
Filter1x1Stride1Pad0
;
static
constexpr
auto
GemmMNKPadding
=
ck
::
tensor_operation
::
device
::
GemmSpecialization
::
MNKPadding
;
// Compilation parameters for in[g, n, hi, wi, c] * wei[g, k, y, x, c] = out[g, n, ho, wo, k]
using
device_grouped_conv2d_fwd_xdl_gnhwc_gkyxc_gnhwk_f32_instances
=
std
::
tuple
<
// clang-format off
// Default
//########################################| NumDim| A| B| Ds| E| AData| BData| AccData| CShuffle| Ds| EData| A| B| CDE| ConvForward| GEMM| NumGemmK| Block| MPer| NPer| KPer| AK1| BK1| MPer| NPer| MXdl| NXdl| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockLds| BBlockTransfer| BBlockTransfer| BBlockTransfer| BlockTransfer| BBlockTransfer| BBlockTransfer| BBlockLds| CShuffle| CShuffle| CBlockTransferClusterLengths| CBlockTransfer|
//########################################| Spatial| Layout| Layout| Layout| Layout| Type| Type| Type| DataType| DataType| Type| Elementwise| Elementwise| Elementwise| Specialization| Specialization| Prefetch| Size| Block| Block| Block| | | XDL| XDL| Per| Per| ThreadCluster| ThreadCluster| SrcAccessOrder| SrcVectorDim| SrcScalar| DstScalar| AddExtraM| ThreadCluster| ThreadCluster| SrcAccessOrder| SrcVectorDim| SrcScalar| DstScalar| AddExtraN| MXdlPerWave| NXdlPerWave| _MBlock_MWaveMPerXdl| ScalarPerVector|
//########################################| | | | | | | | | | | | Operation| Operation| Operation| | | Stage| | | | | | | | | Wave| Wave| Lengths_K0_M_K1| ArrangeOrder| | | PerVector| PerVector_K1| | Lengths_K0_N_K1| ArrangeOrder| | | PerVector| PerVector_K1| | PerShuffle| PerShuffle| _NBlock_NWaveNPerXdl| _NWaveNPerXdl|
//########################################| | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | |
DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
2
,
GNHWC
,
GKYXC
,
Empty_Tuple
,
GNHWK
,
F32
,
F32
,
F32
,
F32
,
Empty_Tuple
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwdDefault
,
GemmMNKPadding
,
1
,
256
,
256
,
128
,
16
,
4
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,
32
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DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
2
,
GNHWC
,
GKYXC
,
Empty_Tuple
,
GNHWK
,
F32
,
F32
,
F32
,
F32
,
Empty_Tuple
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwdDefault
,
GemmMNKPadding
,
1
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DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
2
,
GNHWC
,
GKYXC
,
Empty_Tuple
,
GNHWK
,
F32
,
F32
,
F32
,
F32
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Empty_Tuple
,
F32
,
PassThrough
,
PassThrough
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PassThrough
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ConvFwdDefault
,
GemmMNKPadding
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DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
2
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GNHWC
,
GKYXC
,
Empty_Tuple
,
GNHWK
,
F32
,
F32
,
F32
,
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,
Empty_Tuple
,
F32
,
PassThrough
,
PassThrough
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PassThrough
,
ConvFwdDefault
,
GemmMNKPadding
,
1
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DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
2
,
GNHWC
,
GKYXC
,
Empty_Tuple
,
GNHWK
,
F32
,
F32
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F32
,
F32
,
Empty_Tuple
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwdDefault
,
GemmMNKPadding
,
1
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DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
2
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GNHWC
,
GKYXC
,
Empty_Tuple
,
GNHWK
,
F32
,
F32
,
F32
,
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,
Empty_Tuple
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwdDefault
,
GemmMNKPadding
,
1
,
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DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
2
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GNHWC
,
GKYXC
,
Empty_Tuple
,
GNHWK
,
F32
,
F32
,
F32
,
F32
,
Empty_Tuple
,
F32
,
PassThrough
,
PassThrough
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PassThrough
,
ConvFwdDefault
,
GemmMNKPadding
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1
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DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
2
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GNHWC
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Empty_Tuple
,
GNHWK
,
F32
,
F32
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Empty_Tuple
,
F32
,
PassThrough
,
PassThrough
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ConvFwdDefault
,
GemmMNKPadding
,
1
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DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
2
,
GNHWC
,
GKYXC
,
Empty_Tuple
,
GNHWK
,
F32
,
F32
,
F32
,
F32
,
Empty_Tuple
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
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ConvFwdDefault
,
GemmMNKPadding
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1
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DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
2
,
GNHWC
,
GKYXC
,
Empty_Tuple
,
GNHWK
,
F32
,
F32
,
F32
,
F32
,
Empty_Tuple
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwdDefault
,
GemmMNKPadding
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1
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DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
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GNHWC
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GKYXC
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Empty_Tuple
,
GNHWK
,
F32
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PassThrough
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ConvFwdDefault
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DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
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GNHWC
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GKYXC
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Empty_Tuple
,
GNHWK
,
F32
,
F32
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PassThrough
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ConvFwdDefault
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1
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DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
2
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GNHWC
,
GKYXC
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Empty_Tuple
,
GNHWK
,
F32
,
F32
,
F32
,
F32
,
Empty_Tuple
,
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,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwdDefault
,
GemmMNKPadding
,
1
,
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// Filter1x1Pad0
//########################################| NumDim| A| B| Ds| E| AData| BData| AccData| CShuffle| Ds| EData| A| B| CDE| ConvForward| GEMM| NumGemmK| Block| MPer| NPer| KPer| AK1| BK1| MPer| NPer| MXdl| NXdl| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockLds| BBlockTransfer| BBlockTransfer| BBlockTransfer| BlockTransfer| BBlockTransfer| BBlockTransfer| BBlockLds| CShuffle| CShuffle| CBlockTransferClusterLengths| CBlockTransfer|
//########################################| Spatial| Layout| Layout| Layout| Layout| Type| Type| Type| DataType| DataType| Type| Elementwise| Elementwise| Elementwise| Specialization| Specialization| Prefetch| Size| Block| Block| Block| | | XDL| XDL| Per| Per| ThreadCluster| ThreadCluster| SrcAccessOrder| SrcVectorDim| SrcScalar| DstScalar| AddExtraM| ThreadCluster| ThreadCluster| SrcAccessOrder| SrcVectorDim| SrcScalar| DstScalar| AddExtraN| MXdlPerWave| NXdlPerWave| _MBlock_MWaveMPerXdl| ScalarPerVector|
//########################################| | | | | | | | | | | | Operation| Operation| Operation| | | Stage| | | | | | | | | Wave| Wave| Lengths_K0_M_K1| ArrangeOrder| | | PerVector| PerVector_K1| | Lengths_K0_N_K1| ArrangeOrder| | | PerVector| PerVector_K1| | PerShuffle| PerShuffle| _NBlock_NWaveNPerXdl| _NWaveNPerXdl|
//########################################| | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | |
DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
2
,
GNHWC
,
GKYXC
,
Empty_Tuple
,
GNHWK
,
F32
,
F32
,
F32
,
F32
,
Empty_Tuple
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwd1x1P0
,
GemmMNKPadding
,
1
,
256
,
256
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128
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16
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4
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32
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DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
2
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GNHWC
,
GKYXC
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Empty_Tuple
,
GNHWK
,
F32
,
F32
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F32
,
F32
,
Empty_Tuple
,
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PassThrough
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PassThrough
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PassThrough
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ConvFwd1x1P0
,
GemmMNKPadding
,
1
,
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128
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DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
2
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GNHWC
,
GKYXC
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Empty_Tuple
,
GNHWK
,
F32
,
F32
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F32
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F32
,
Empty_Tuple
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwd1x1P0
,
GemmMNKPadding
,
1
,
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DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
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GNHWC
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GKYXC
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Empty_Tuple
,
GNHWK
,
F32
,
F32
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Empty_Tuple
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwd1x1P0
,
GemmMNKPadding
,
1
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DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
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GNHWC
,
GKYXC
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Empty_Tuple
,
GNHWK
,
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,
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,
Empty_Tuple
,
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PassThrough
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,
ConvFwd1x1P0
,
GemmMNKPadding
,
1
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DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
2
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GNHWC
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GKYXC
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Empty_Tuple
,
GNHWK
,
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,
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Empty_Tuple
,
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PassThrough
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ConvFwd1x1P0
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GemmMNKPadding
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1
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DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
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GNHWC
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GKYXC
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Empty_Tuple
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1
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DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
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GNHWC
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PassThrough
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ConvFwd1x1P0
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GemmMNKPadding
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1
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DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
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GNHWC
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GKYXC
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Empty_Tuple
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GNHWK
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,
PassThrough
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ConvFwd1x1P0
,
GemmMNKPadding
,
1
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DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
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GNHWC
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Empty_Tuple
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PassThrough
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GemmMNKPadding
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DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
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GNHWC
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PassThrough
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ConvFwd1x1P0
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GemmMNKPadding
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DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
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GNHWC
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PassThrough
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ConvFwd1x1P0
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GemmMNKPadding
,
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DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
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GNHWC
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GKYXC
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Empty_Tuple
,
GNHWK
,
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PassThrough
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PassThrough
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ConvFwd1x1P0
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GemmMNKPadding
,
1
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// Filter1x1Stride1Pad0
//########################################| NumDim| A| B| Ds| E| AData| BData| AccData| CShuffle| Ds| EData| A| B| CDE| ConvForward| GEMM| NumGemmK| Block| MPer| NPer| KPer| AK1| BK1| MPer| NPer| MXdl| NXdl| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockLds| BBlockTransfer| BBlockTransfer| BBlockTransfer| BlockTransfer| BBlockTransfer| BBlockTransfer| BBlockLds| CShuffle| CShuffle| CBlockTransferClusterLengths| CBlockTransfer|
//########################################| Spatial| Layout| Layout| Layout| Layout| Type| Type| Type| DataType| DataType| Type| Elementwise| Elementwise| Elementwise| Specialization| Specialization| Prefetch| Size| Block| Block| Block| | | XDL| XDL| Per| Per| ThreadCluster| ThreadCluster| SrcAccessOrder| SrcVectorDim| SrcScalar| DstScalar| AddExtraM| ThreadCluster| ThreadCluster| SrcAccessOrder| SrcVectorDim| SrcScalar| DstScalar| AddExtraN| MXdlPerWave| NXdlPerWave| _MBlock_MWaveMPerXdl| ScalarPerVector|
//########################################| | | | | | | | | | | | Operation| Operation| Operation| | | Stage| | | | | | | | | Wave| Wave| Lengths_K0_M_K1| ArrangeOrder| | | PerVector| PerVector_K1| | Lengths_K0_N_K1| ArrangeOrder| | | PerVector| PerVector_K1| | PerShuffle| PerShuffle| _NBlock_NWaveNPerXdl| _NWaveNPerXdl|
//########################################| | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | |
DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
2
,
GNHWC
,
GKYXC
,
Empty_Tuple
,
GNHWK
,
F32
,
F32
,
F32
,
F32
,
Empty_Tuple
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwd1x1S1P0
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GemmMNKPadding
,
1
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DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
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GNHWC
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ConvFwd1x1S1P0
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DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
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DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
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DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
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DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
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GNHWC
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,
1
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128
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,
128
,
16
,
4
,
4
,
32
,
32
,
2
,
2
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
4
,
4
,
1
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
4
,
4
,
1
,
1
,
1
,
S
<
1
,
8
,
1
,
16
>
,
4
>
,
DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
2
,
GNHWC
,
GKYXC
,
Empty_Tuple
,
GNHWK
,
F32
,
F32
,
F32
,
F32
,
Empty_Tuple
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwd1x1S1P0
,
GemmMNKPadding
,
1
,
64
,
64
,
64
,
16
,
4
,
4
,
32
,
32
,
2
,
2
,
S
<
4
,
16
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
4
,
4
,
1
,
S
<
4
,
16
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
4
,
4
,
1
,
1
,
1
,
S
<
1
,
8
,
1
,
8
>
,
4
>
,
DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
2
,
GNHWC
,
GKYXC
,
Empty_Tuple
,
GNHWK
,
F32
,
F32
,
F32
,
F32
,
Empty_Tuple
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwd1x1S1P0
,
GemmMNKPadding
,
1
,
256
,
128
,
64
,
16
,
4
,
4
,
32
,
32
,
2
,
1
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
4
,
4
,
1
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
4
,
4
,
1
,
1
,
1
,
S
<
1
,
16
,
1
,
16
>
,
4
>
,
DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
2
,
GNHWC
,
GKYXC
,
Empty_Tuple
,
GNHWK
,
F32
,
F32
,
F32
,
F32
,
Empty_Tuple
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwd1x1S1P0
,
GemmMNKPadding
,
1
,
256
,
64
,
128
,
16
,
4
,
4
,
32
,
32
,
1
,
2
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
4
,
4
,
1
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
4
,
4
,
1
,
1
,
1
,
S
<
1
,
16
,
1
,
16
>
,
4
>
,
DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
2
,
GNHWC
,
GKYXC
,
Empty_Tuple
,
GNHWK
,
F32
,
F32
,
F32
,
F32
,
Empty_Tuple
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwd1x1S1P0
,
GemmMNKPadding
,
1
,
128
,
128
,
32
,
16
,
4
,
4
,
32
,
32
,
2
,
1
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
4
,
4
,
1
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
4
,
4
,
1
,
1
,
1
,
S
<
1
,
16
,
1
,
8
>
,
4
>
,
DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
2
,
GNHWC
,
GKYXC
,
Empty_Tuple
,
GNHWK
,
F32
,
F32
,
F32
,
F32
,
Empty_Tuple
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwd1x1S1P0
,
GemmMNKPadding
,
1
,
128
,
32
,
128
,
16
,
4
,
4
,
32
,
32
,
1
,
2
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
4
,
4
,
1
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
4
,
4
,
1
,
1
,
1
,
S
<
1
,
8
,
1
,
16
>
,
4
>
,
DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
2
,
GNHWC
,
GKYXC
,
Empty_Tuple
,
GNHWK
,
F32
,
F32
,
F32
,
F32
,
Empty_Tuple
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwd1x1S1P0
,
GemmMNKPadding
,
1
,
64
,
64
,
32
,
16
,
4
,
4
,
32
,
32
,
2
,
1
,
S
<
4
,
16
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
4
,
4
,
1
,
S
<
4
,
16
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
4
,
4
,
1
,
1
,
1
,
S
<
1
,
8
,
1
,
8
>
,
4
>
,
DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
2
,
GNHWC
,
GKYXC
,
Empty_Tuple
,
GNHWK
,
F32
,
F32
,
F32
,
F32
,
Empty_Tuple
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwd1x1S1P0
,
GemmMNKPadding
,
1
,
64
,
32
,
64
,
16
,
4
,
4
,
32
,
32
,
1
,
2
,
S
<
4
,
16
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
4
,
4
,
1
,
S
<
4
,
16
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
4
,
4
,
1
,
1
,
1
,
S
<
1
,
8
,
1
,
8
>
,
4
>
// clang-format on
>
;
void
add_device_grouped_conv2d_fwd_xdl_gnhwc_gkyxc_gnhwk_f32_instances
(
std
::
vector
<
std
::
unique_ptr
<
DeviceGroupedConvFwdMultipleD
<
2
,
GNHWC
,
...
...
@@ -119,7 +24,40 @@ void add_device_grouped_conv2d_fwd_xdl_gnhwc_gkyxc_gnhwk_f32_instances(
PassThrough
>>>&
instances
)
{
add_device_operation_instances
(
instances
,
device_grouped_conv2d_fwd_xdl_gnhwc_gkyxc_gnhwk_f32_instances
{});
device_grouped_conv2d_fwd_xdl_f32_instances
<
GNHWC
,
GKYXC
,
Empty_Tuple
,
GNHWK
,
Empty_Tuple
,
PassThrough
,
ConvFwdDefault
>
{});
add_device_operation_instances
(
instances
,
device_grouped_conv2d_fwd_xdl_f32_instances
<
GNHWC
,
GKYXC
,
Empty_Tuple
,
GNHWK
,
Empty_Tuple
,
PassThrough
,
ConvFwd1x1P0
>
{});
add_device_operation_instances
(
instances
,
device_grouped_conv2d_fwd_xdl_f32_instances
<
GNHWC
,
GKYXC
,
Empty_Tuple
,
GNHWK
,
Empty_Tuple
,
PassThrough
,
ConvFwd1x1S1P0
>
{});
add_device_operation_instances
(
instances
,
device_grouped_conv2d_fwd_xdl_f32_instances
<
GNHWC
,
GKYXC
,
Empty_Tuple
,
GNHWK
,
Empty_Tuple
,
PassThrough
,
ConvFwdOddC
>
{});
}
}
// namespace instance
...
...
library/src/tensor_operation_instance/gpu/grouped_conv2d_fwd/device_grouped_conv2d_fwd_xdl_gnhwc_gkyxc_gnhwk_int8_instance.cpp
deleted
100644 → 0
View file @
0b25af78
// 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/impl/device_grouped_conv_fwd_multiple_d_xdl_cshuffle.hpp"
#include "ck/tensor_operation/gpu/device/convolution_forward_specialization.hpp"
#include "ck/tensor_operation/gpu/device/gemm_specialization.hpp"
#include "ck/tensor_operation/gpu/element/element_wise_operation.hpp"
#include "ck/library/tensor_operation_instance/add_device_operation_instance.hpp"
namespace
ck
{
namespace
tensor_operation
{
namespace
device
{
namespace
instance
{
using
Empty_Tuple
=
ck
::
Tuple
<>
;
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
ConvFwdDefault
=
ck
::
tensor_operation
::
device
::
ConvolutionForwardSpecialization
::
Default
;
static
constexpr
auto
ConvFwd1x1P0
=
ck
::
tensor_operation
::
device
::
ConvolutionForwardSpecialization
::
Filter1x1Pad0
;
static
constexpr
auto
ConvFwd1x1S1P0
=
ck
::
tensor_operation
::
device
::
ConvolutionForwardSpecialization
::
Filter1x1Stride1Pad0
;
static
constexpr
auto
GemmMNKPadding
=
ck
::
tensor_operation
::
device
::
GemmSpecialization
::
MNKPadding
;
// Compilation parameters for in[g, n, hi, wi, c] * wei[g, k, y, x, c] = out[g, n, ho, wo, k]
using
device_grouped_conv2d_fwd_xdl_gnhwc_gkyxc_gnhwk_int8_instances
=
std
::
tuple
<
// clang-format off
// Default
//########################################| NumDim| A| B| Ds| E| AData| BData| AccData| CShuffle| Ds| EData| A| B| CDE| ConvForward| GEMM| NumGemmK| Block| MPer| NPer| KPer| AK1| BK1| MPer| NPer| MXdl| NXdl| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockLds| BBlockTransfer| BBlockTransfer| BBlockTransfer| BlockTransfer| BBlockTransfer| BBlockTransfer| BBlockLds| CShuffle| CShuffle| CBlockTransferClusterLengths| CBlockTransfer|
//########################################| Spatial| Layout| Layout| Layout| Layout| Type| Type| Type| DataType| DataType| Type| Elementwise| Elementwise| Elementwise| Specialization| Specialization| Prefetch| Size| Block| Block| Block| | | XDL| XDL| Per| Per| ThreadCluster| ThreadCluster| SrcAccessOrder| SrcVectorDim| SrcScalar| DstScalar| AddExtraM| ThreadCluster| ThreadCluster| SrcAccessOrder| SrcVectorDim| SrcScalar| DstScalar| AddExtraN| MXdlPerWave| NXdlPerWave| _MBlock_MWaveMPerXdl| ScalarPerVector|
//########################################| | | | | | | | | | | | Operation| Operation| Operation| | | Stage| | | | | | | | | Wave| Wave| Lengths_K0_M_K1| ArrangeOrder| | | PerVector| PerVector_K1| | Lengths_K0_N_K1| ArrangeOrder| | | PerVector| PerVector_K1| | PerShuffle| PerShuffle| _NBlock_NWaveNPerXdl| _NWaveNPerXdl|
//########################################| | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | |
DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
2
,
GNHWC
,
GKYXC
,
Empty_Tuple
,
GNHWK
,
int8_t
,
int8_t
,
int32_t
,
int8_t
,
Empty_Tuple
,
int8_t
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwdDefault
,
GemmMNKPadding
,
1
,
256
,
256
,
128
,
32
,
8
,
8
,
32
,
32
,
4
,
2
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
1
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
1
,
1
,
1
,
S
<
1
,
32
,
1
,
8
>
,
8
>
,
DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
2
,
GNHWC
,
GKYXC
,
Empty_Tuple
,
GNHWK
,
int8_t
,
int8_t
,
int32_t
,
int8_t
,
Empty_Tuple
,
int8_t
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwdDefault
,
GemmMNKPadding
,
1
,
256
,
128
,
256
,
32
,
8
,
8
,
32
,
32
,
2
,
4
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
1
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
1
,
1
,
1
,
S
<
1
,
32
,
1
,
8
>
,
8
>
,
DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
2
,
GNHWC
,
GKYXC
,
Empty_Tuple
,
GNHWK
,
int8_t
,
int8_t
,
int32_t
,
int8_t
,
Empty_Tuple
,
int8_t
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwdDefault
,
GemmMNKPadding
,
1
,
128
,
128
,
128
,
32
,
8
,
8
,
32
,
32
,
4
,
2
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
1
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
1
,
1
,
1
,
S
<
1
,
16
,
1
,
8
>
,
8
>
,
DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
2
,
GNHWC
,
GKYXC
,
Empty_Tuple
,
GNHWK
,
int8_t
,
int8_t
,
int32_t
,
int8_t
,
Empty_Tuple
,
int8_t
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwdDefault
,
GemmMNKPadding
,
1
,
256
,
128
,
128
,
32
,
8
,
8
,
32
,
32
,
2
,
2
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
1
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
1
,
1
,
1
,
S
<
1
,
32
,
1
,
8
>
,
8
>
,
DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
2
,
GNHWC
,
GKYXC
,
Empty_Tuple
,
GNHWK
,
int8_t
,
int8_t
,
int32_t
,
int8_t
,
Empty_Tuple
,
int8_t
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwdDefault
,
GemmMNKPadding
,
1
,
128
,
128
,
64
,
32
,
8
,
8
,
32
,
32
,
2
,
2
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
1
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
1
,
1
,
1
,
S
<
1
,
32
,
1
,
4
>
,
8
>
,
DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
2
,
GNHWC
,
GKYXC
,
Empty_Tuple
,
GNHWK
,
int8_t
,
int8_t
,
int32_t
,
int8_t
,
Empty_Tuple
,
int8_t
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwdDefault
,
GemmMNKPadding
,
1
,
128
,
64
,
128
,
32
,
8
,
8
,
32
,
32
,
2
,
2
,
S
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32
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S
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1
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16
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1
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,
DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
2
,
GNHWC
,
GKYXC
,
Empty_Tuple
,
GNHWK
,
int8_t
,
int8_t
,
int32_t
,
int8_t
,
Empty_Tuple
,
int8_t
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwdDefault
,
GemmMNKPadding
,
1
,
64
,
64
,
64
,
32
,
8
,
8
,
32
,
32
,
2
,
2
,
S
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16
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S
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1
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16
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1
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,
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,
DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
2
,
GNHWC
,
GKYXC
,
Empty_Tuple
,
GNHWK
,
int8_t
,
int8_t
,
int32_t
,
int8_t
,
Empty_Tuple
,
int8_t
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwdDefault
,
GemmMNKPadding
,
1
,
256
,
128
,
64
,
32
,
8
,
8
,
32
,
32
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2
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1
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1
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S
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1
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32
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1
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8
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,
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,
DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
2
,
GNHWC
,
GKYXC
,
Empty_Tuple
,
GNHWK
,
int8_t
,
int8_t
,
int32_t
,
int8_t
,
Empty_Tuple
,
int8_t
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwdDefault
,
GemmMNKPadding
,
1
,
256
,
64
,
128
,
32
,
8
,
8
,
32
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,
1
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1
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32
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1
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8
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,
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,
DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
2
,
GNHWC
,
GKYXC
,
Empty_Tuple
,
GNHWK
,
int8_t
,
int8_t
,
int32_t
,
int8_t
,
Empty_Tuple
,
int8_t
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwdDefault
,
GemmMNKPadding
,
1
,
128
,
128
,
32
,
32
,
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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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,
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,
DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
2
,
GNHWC
,
GKYXC
,
Empty_Tuple
,
GNHWK
,
int8_t
,
int8_t
,
int32_t
,
int8_t
,
Empty_Tuple
,
int8_t
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwdDefault
,
GemmMNKPadding
,
1
,
128
,
32
,
128
,
32
,
8
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8
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32
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1
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1
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16
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1
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8
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,
DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
2
,
GNHWC
,
GKYXC
,
Empty_Tuple
,
GNHWK
,
int8_t
,
int8_t
,
int32_t
,
int8_t
,
Empty_Tuple
,
int8_t
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwdDefault
,
GemmMNKPadding
,
1
,
64
,
64
,
32
,
32
,
8
,
8
,
32
,
32
,
2
,
1
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S
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16
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1
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16
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1
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,
DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
2
,
GNHWC
,
GKYXC
,
Empty_Tuple
,
GNHWK
,
int8_t
,
int8_t
,
int32_t
,
int8_t
,
Empty_Tuple
,
int8_t
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwdDefault
,
GemmMNKPadding
,
1
,
64
,
32
,
64
,
32
,
8
,
8
,
32
,
32
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1
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2
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16
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S
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1
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16
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1
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4
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,
8
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,
// Filter1x1Pad0
//########################################| NumDim| A| B| Ds| E| AData| BData| AccData| CShuffle| Ds| EData| A| B| CDE| ConvForward| GEMM| NumGemmK| Block| MPer| NPer| KPer| AK1| BK1| MPer| NPer| MXdl| NXdl| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockLds| BBlockTransfer| BBlockTransfer| BBlockTransfer| BlockTransfer| BBlockTransfer| BBlockTransfer| BBlockLds| CShuffle| CShuffle| CBlockTransferClusterLengths| CBlockTransfer|
//########################################| Spatial| Layout| Layout| Layout| Layout| Type| Type| Type| DataType| DataType| Type| Elementwise| Elementwise| Elementwise| Specialization| Specialization| Prefetch| Size| Block| Block| Block| | | XDL| XDL| Per| Per| ThreadCluster| ThreadCluster| SrcAccessOrder| SrcVectorDim| SrcScalar| DstScalar| AddExtraM| ThreadCluster| ThreadCluster| SrcAccessOrder| SrcVectorDim| SrcScalar| DstScalar| AddExtraN| MXdlPerWave| NXdlPerWave| _MBlock_MWaveMPerXdl| ScalarPerVector|
//########################################| | | | | | | | | | | | Operation| Operation| Operation| | | Stage| | | | | | | | | Wave| Wave| Lengths_K0_M_K1| ArrangeOrder| | | PerVector| PerVector_K1| | Lengths_K0_N_K1| ArrangeOrder| | | PerVector| PerVector_K1| | PerShuffle| PerShuffle| _NBlock_NWaveNPerXdl| _NWaveNPerXdl|
//########################################| | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | |
DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
2
,
GNHWC
,
GKYXC
,
Empty_Tuple
,
GNHWK
,
int8_t
,
int8_t
,
int32_t
,
int8_t
,
Empty_Tuple
,
int8_t
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwd1x1P0
,
GemmMNKPadding
,
1
,
256
,
256
,
128
,
32
,
8
,
8
,
32
,
32
,
4
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64
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1
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32
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,
DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
2
,
GNHWC
,
GKYXC
,
Empty_Tuple
,
GNHWK
,
int8_t
,
int8_t
,
int32_t
,
int8_t
,
Empty_Tuple
,
int8_t
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwd1x1P0
,
GemmMNKPadding
,
1
,
256
,
128
,
256
,
32
,
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32
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,
DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
2
,
GNHWC
,
GKYXC
,
Empty_Tuple
,
GNHWK
,
int8_t
,
int8_t
,
int32_t
,
int8_t
,
Empty_Tuple
,
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,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwd1x1P0
,
GemmMNKPadding
,
1
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DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
2
,
GNHWC
,
GKYXC
,
Empty_Tuple
,
GNHWK
,
int8_t
,
int8_t
,
int32_t
,
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,
Empty_Tuple
,
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,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwd1x1P0
,
GemmMNKPadding
,
1
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DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
2
,
GNHWC
,
GKYXC
,
Empty_Tuple
,
GNHWK
,
int8_t
,
int8_t
,
int32_t
,
int8_t
,
Empty_Tuple
,
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,
PassThrough
,
PassThrough
,
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,
ConvFwd1x1P0
,
GemmMNKPadding
,
1
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DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
2
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GNHWC
,
GKYXC
,
Empty_Tuple
,
GNHWK
,
int8_t
,
int8_t
,
int32_t
,
int8_t
,
Empty_Tuple
,
int8_t
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwd1x1P0
,
GemmMNKPadding
,
1
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DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
2
,
GNHWC
,
GKYXC
,
Empty_Tuple
,
GNHWK
,
int8_t
,
int8_t
,
int32_t
,
int8_t
,
Empty_Tuple
,
int8_t
,
PassThrough
,
PassThrough
,
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,
ConvFwd1x1P0
,
GemmMNKPadding
,
1
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DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
2
,
GNHWC
,
GKYXC
,
Empty_Tuple
,
GNHWK
,
int8_t
,
int8_t
,
int32_t
,
int8_t
,
Empty_Tuple
,
int8_t
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwd1x1P0
,
GemmMNKPadding
,
1
,
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,
128
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32
,
1
,
8
>
,
8
>
,
DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
2
,
GNHWC
,
GKYXC
,
Empty_Tuple
,
GNHWK
,
int8_t
,
int8_t
,
int32_t
,
int8_t
,
Empty_Tuple
,
int8_t
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwd1x1P0
,
GemmMNKPadding
,
1
,
256
,
64
,
128
,
32
,
8
,
8
,
32
,
32
,
1
,
2
,
S
<
4
,
64
,
1
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,
S
<
1
,
0
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,
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1
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,
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,
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1
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,
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1
,
1
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1
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S
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1
,
32
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1
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8
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,
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,
DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
2
,
GNHWC
,
GKYXC
,
Empty_Tuple
,
GNHWK
,
int8_t
,
int8_t
,
int32_t
,
int8_t
,
Empty_Tuple
,
int8_t
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwd1x1P0
,
GemmMNKPadding
,
1
,
128
,
128
,
32
,
32
,
8
,
8
,
32
,
32
,
2
,
1
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4
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32
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1
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32
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1
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,
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,
DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
2
,
GNHWC
,
GKYXC
,
Empty_Tuple
,
GNHWK
,
int8_t
,
int8_t
,
int32_t
,
int8_t
,
Empty_Tuple
,
int8_t
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwd1x1P0
,
GemmMNKPadding
,
1
,
128
,
32
,
128
,
32
,
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,
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,
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1
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16
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1
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8
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,
DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
2
,
GNHWC
,
GKYXC
,
Empty_Tuple
,
GNHWK
,
int8_t
,
int8_t
,
int32_t
,
int8_t
,
Empty_Tuple
,
int8_t
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwd1x1P0
,
GemmMNKPadding
,
1
,
64
,
64
,
32
,
32
,
8
,
8
,
32
,
32
,
2
,
1
,
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4
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16
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1
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16
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1
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4
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,
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,
DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
2
,
GNHWC
,
GKYXC
,
Empty_Tuple
,
GNHWK
,
int8_t
,
int8_t
,
int32_t
,
int8_t
,
Empty_Tuple
,
int8_t
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwd1x1P0
,
GemmMNKPadding
,
1
,
64
,
32
,
64
,
32
,
8
,
8
,
32
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32
,
1
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2
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16
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1
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16
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1
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4
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,
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>
,
// Filter1x1Stride1Pad0
//########################################| NumDim| A| B| Ds| E| AData| BData| AccData| CShuffle| Ds| EData| A| B| CDE| ConvForward| GEMM| NumGemmK| Block| MPer| NPer| KPer| AK1| BK1| MPer| NPer| MXdl| NXdl| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockLds| BBlockTransfer| BBlockTransfer| BBlockTransfer| BlockTransfer| BBlockTransfer| BBlockTransfer| BBlockLds| CShuffle| CShuffle| CBlockTransferClusterLengths| CBlockTransfer|
//########################################| Spatial| Layout| Layout| Layout| Layout| Type| Type| Type| DataType| DataType| Type| Elementwise| Elementwise| Elementwise| Specialization| Specialization| Prefetch| Size| Block| Block| Block| | | XDL| XDL| Per| Per| ThreadCluster| ThreadCluster| SrcAccessOrder| SrcVectorDim| SrcScalar| DstScalar| AddExtraM| ThreadCluster| ThreadCluster| SrcAccessOrder| SrcVectorDim| SrcScalar| DstScalar| AddExtraN| MXdlPerWave| NXdlPerWave| _MBlock_MWaveMPerXdl| ScalarPerVector|
//########################################| | | | | | | | | | | | Operation| Operation| Operation| | | Stage| | | | | | | | | Wave| Wave| Lengths_K0_M_K1| ArrangeOrder| | | PerVector| PerVector_K1| | Lengths_K0_N_K1| ArrangeOrder| | | PerVector| PerVector_K1| | PerShuffle| PerShuffle| _NBlock_NWaveNPerXdl| _NWaveNPerXdl|
//########################################| | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | |
DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
2
,
GNHWC
,
GKYXC
,
Empty_Tuple
,
GNHWK
,
int8_t
,
int8_t
,
int32_t
,
int8_t
,
Empty_Tuple
,
int8_t
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwd1x1S1P0
,
GemmMNKPadding
,
1
,
256
,
256
,
128
,
32
,
8
,
8
,
32
,
32
,
4
,
2
,
S
<
4
,
64
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,
S
<
1
,
0
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,
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1
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32
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1
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8
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,
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,
DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
2
,
GNHWC
,
GKYXC
,
Empty_Tuple
,
GNHWK
,
int8_t
,
int8_t
,
int32_t
,
int8_t
,
Empty_Tuple
,
int8_t
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwd1x1S1P0
,
GemmMNKPadding
,
1
,
256
,
128
,
256
,
32
,
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,
8
,
32
,
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,
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,
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<
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,
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1
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32
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1
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8
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,
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,
DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
2
,
GNHWC
,
GKYXC
,
Empty_Tuple
,
GNHWK
,
int8_t
,
int8_t
,
int32_t
,
int8_t
,
Empty_Tuple
,
int8_t
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwd1x1S1P0
,
GemmMNKPadding
,
1
,
128
,
128
,
128
,
32
,
8
,
8
,
32
,
32
,
4
,
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<
4
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32
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,
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<
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1
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16
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,
DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
2
,
GNHWC
,
GKYXC
,
Empty_Tuple
,
GNHWK
,
int8_t
,
int8_t
,
int32_t
,
int8_t
,
Empty_Tuple
,
int8_t
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwd1x1S1P0
,
GemmMNKPadding
,
1
,
256
,
128
,
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,
32
,
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,
DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
2
,
GNHWC
,
GKYXC
,
Empty_Tuple
,
GNHWK
,
int8_t
,
int8_t
,
int32_t
,
int8_t
,
Empty_Tuple
,
int8_t
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwd1x1S1P0
,
GemmMNKPadding
,
1
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32
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,
DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
2
,
GNHWC
,
GKYXC
,
Empty_Tuple
,
GNHWK
,
int8_t
,
int8_t
,
int32_t
,
int8_t
,
Empty_Tuple
,
int8_t
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwd1x1S1P0
,
GemmMNKPadding
,
1
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DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
2
,
GNHWC
,
GKYXC
,
Empty_Tuple
,
GNHWK
,
int8_t
,
int8_t
,
int32_t
,
int8_t
,
Empty_Tuple
,
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,
PassThrough
,
PassThrough
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PassThrough
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ConvFwd1x1S1P0
,
GemmMNKPadding
,
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DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
2
,
GNHWC
,
GKYXC
,
Empty_Tuple
,
GNHWK
,
int8_t
,
int8_t
,
int32_t
,
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,
Empty_Tuple
,
int8_t
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwd1x1S1P0
,
GemmMNKPadding
,
1
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DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
2
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GNHWC
,
GKYXC
,
Empty_Tuple
,
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,
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,
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,
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PassThrough
,
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ConvFwd1x1S1P0
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DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
2
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GNHWC
,
GKYXC
,
Empty_Tuple
,
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,
int8_t
,
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Empty_Tuple
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,
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ConvFwd1x1S1P0
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DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
2
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GNHWC
,
GKYXC
,
Empty_Tuple
,
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,
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,
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,
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Empty_Tuple
,
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,
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,
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,
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1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
1
,
1
,
1
,
S
<
1
,
16
,
1
,
8
>
,
8
>
,
DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
2
,
GNHWC
,
GKYXC
,
Empty_Tuple
,
GNHWK
,
int8_t
,
int8_t
,
int32_t
,
int8_t
,
Empty_Tuple
,
int8_t
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwd1x1S1P0
,
GemmMNKPadding
,
1
,
64
,
64
,
32
,
32
,
8
,
8
,
32
,
32
,
2
,
1
,
S
<
4
,
16
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
1
,
S
<
4
,
16
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
1
,
1
,
1
,
S
<
1
,
16
,
1
,
4
>
,
8
>
,
DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
2
,
GNHWC
,
GKYXC
,
Empty_Tuple
,
GNHWK
,
int8_t
,
int8_t
,
int32_t
,
int8_t
,
Empty_Tuple
,
int8_t
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwd1x1S1P0
,
GemmMNKPadding
,
1
,
64
,
32
,
64
,
32
,
8
,
8
,
32
,
32
,
1
,
2
,
S
<
4
,
16
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
1
,
S
<
4
,
16
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
1
,
1
,
1
,
S
<
1
,
16
,
1
,
4
>
,
8
>
// clang-format on
>
;
void
add_device_grouped_conv2d_fwd_xdl_gnhwc_gkyxc_gnhwk_int8_instances
(
std
::
vector
<
std
::
unique_ptr
<
DeviceGroupedConvFwdMultipleD
<
2
,
GNHWC
,
GKYXC
,
Empty_Tuple
,
GNHWK
,
int8_t
,
int8_t
,
Empty_Tuple
,
int8_t
,
PassThrough
,
PassThrough
,
PassThrough
>>>&
instances
)
{
add_device_operation_instances
(
instances
,
device_grouped_conv2d_fwd_xdl_gnhwc_gkyxc_gnhwk_int8_instances
{});
}
}
// namespace instance
}
// namespace device
}
// namespace tensor_operation
}
// namespace ck
library/src/tensor_operation_instance/gpu/grouped_conv2d_fwd/device_grouped_conv2d_fwd_xdl_instance.hpp
0 → 100644
View file @
0b8319bd
// SPDX-License-Identifier: MIT
// Copyright (c) 2018-2022, Advanced Micro Devices, Inc. All rights reserved.
#include "ck/tensor_operation/gpu/device/impl/device_grouped_conv_fwd_multiple_d_xdl_cshuffle.hpp"
#include "device_grouped_conv2d_fwd_common.hpp"
namespace
ck
{
namespace
tensor_operation
{
namespace
device
{
namespace
instance
{
template
<
typename
ALayout
,
typename
BLayout
,
typename
DsLayout
,
typename
ELayout
,
typename
DsDatatype
,
typename
CDEElementOp
,
ConvolutionForwardSpecialization
ConvSpec
>
using
device_grouped_conv2d_fwd_xdl_f16_instances
=
std
::
tuple
<
// clang-format off
//########################################| NumDim| A| B| Ds| E| AData| BData| AccData| CShuffle| Ds| EData| A| B| CDE| ConvForward| GEMM| NumGemmK| Block| MPer| NPer| KPer| AK1| BK1| MPer| NPer| MXdl| NXdl| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockLds| BBlockTransfer| BBlockTransfer| BBlockTransfer| BlockTransfer| BBlockTransfer| BBlockTransfer| BBlockLds| CShuffle| CShuffle| CBlockTransferClusterLengths| CBlockTransfer|
//########################################| Spatial| Layout| Layout| Layout| Layout| Type| Type| Type| DataType| DataType| Type| Elementwise| Elementwise| Elementwise| Specialization| Specialization| Prefetch| Size| Block| Block| Block| | | XDL| XDL| Per| Per| ThreadCluster| ThreadCluster| SrcAccessOrder| SrcVectorDim| SrcScalar| DstScalar| AddExtraM| ThreadCluster| ThreadCluster| SrcAccessOrder| SrcVectorDim| SrcScalar| DstScalar| AddExtraN| MXdlPerWave| NXdlPerWave| _MBlock_MWaveMPerXdl| ScalarPerVector|
//########################################| | | | | | | | | | | | Operation| Operation| Operation| | | Stage| | | | | | | | | Wave| Wave| Lengths_K0_M_K1| ArrangeOrder| | | PerVector| PerVector_K1| | Lengths_K0_N_K1| ArrangeOrder| | | PerVector| PerVector_K1| | PerShuffle| PerShuffle| _NBlock_NWaveNPerXdl| _NWaveNPerXdl|
//########################################| | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | |
DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
2
,
ALayout
,
BLayout
,
DsLayout
,
ELayout
,
F16
,
F16
,
F32
,
F16
,
DsDatatype
,
F16
,
PassThrough
,
PassThrough
,
CDEElementOp
,
ConvSpec
,
GemmMNKPadding
,
1
,
256
,
256
,
128
,
32
,
8
,
8
,
32
,
32
,
4
,
2
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
1
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
1
,
1
,
1
,
S
<
1
,
32
,
1
,
8
>
,
8
>
,
DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
2
,
ALayout
,
BLayout
,
DsLayout
,
ELayout
,
F16
,
F16
,
F32
,
F16
,
DsDatatype
,
F16
,
PassThrough
,
PassThrough
,
CDEElementOp
,
ConvSpec
,
GemmMNKPadding
,
1
,
256
,
128
,
256
,
32
,
8
,
8
,
32
,
32
,
2
,
4
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
1
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
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0
,
2
>
,
2
,
8
,
8
,
1
,
1
,
1
,
S
<
1
,
32
,
1
,
8
>
,
8
>
,
DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
2
,
ALayout
,
BLayout
,
DsLayout
,
ELayout
,
F16
,
F16
,
F32
,
F16
,
DsDatatype
,
F16
,
PassThrough
,
PassThrough
,
CDEElementOp
,
ConvSpec
,
GemmMNKPadding
,
1
,
128
,
128
,
128
,
32
,
8
,
8
,
32
,
32
,
4
,
2
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
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2
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<
1
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0
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2
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,
2
,
8
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8
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1
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<
4
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32
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1
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,
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<
1
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0
,
2
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,
S
<
1
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2
>
,
2
,
8
,
8
,
1
,
1
,
1
,
S
<
1
,
16
,
1
,
8
>
,
8
>
,
DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
2
,
ALayout
,
BLayout
,
DsLayout
,
ELayout
,
F16
,
F16
,
F32
,
F16
,
DsDatatype
,
F16
,
PassThrough
,
PassThrough
,
CDEElementOp
,
ConvSpec
,
GemmMNKPadding
,
1
,
256
,
128
,
128
,
32
,
8
,
8
,
32
,
32
,
2
,
2
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
1
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
1
,
1
,
1
,
S
<
1
,
32
,
1
,
8
>
,
8
>
,
DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
2
,
ALayout
,
BLayout
,
DsLayout
,
ELayout
,
F16
,
F16
,
F32
,
F16
,
DsDatatype
,
F16
,
PassThrough
,
PassThrough
,
CDEElementOp
,
ConvSpec
,
GemmMNKPadding
,
1
,
128
,
128
,
64
,
32
,
8
,
8
,
32
,
32
,
2
,
2
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
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0
,
2
>
,
2
,
8
,
8
,
1
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
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0
,
2
>
,
2
,
8
,
8
,
1
,
1
,
1
,
S
<
1
,
32
,
1
,
4
>
,
8
>
,
DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
2
,
ALayout
,
BLayout
,
DsLayout
,
ELayout
,
F16
,
F16
,
F32
,
F16
,
DsDatatype
,
F16
,
PassThrough
,
PassThrough
,
CDEElementOp
,
ConvSpec
,
GemmMNKPadding
,
1
,
128
,
64
,
128
,
32
,
8
,
8
,
32
,
32
,
2
,
2
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
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,
S
<
1
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0
,
2
>
,
2
,
8
,
8
,
1
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S
<
4
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32
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1
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S
<
1
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0
,
2
>
,
S
<
1
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0
,
2
>
,
2
,
8
,
8
,
1
,
1
,
1
,
S
<
1
,
16
,
1
,
8
>
,
8
>
,
DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
2
,
ALayout
,
BLayout
,
DsLayout
,
ELayout
,
F16
,
F16
,
F32
,
F16
,
DsDatatype
,
F16
,
PassThrough
,
PassThrough
,
CDEElementOp
,
ConvSpec
,
GemmMNKPadding
,
1
,
64
,
64
,
64
,
32
,
8
,
8
,
32
,
32
,
2
,
2
,
S
<
4
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16
,
1
>
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S
<
1
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0
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2
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,
S
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1
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0
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2
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2
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8
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8
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1
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S
<
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1
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S
<
1
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0
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S
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2
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,
2
,
8
,
8
,
1
,
1
,
1
,
S
<
1
,
16
,
1
,
4
>
,
8
>
,
DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
2
,
ALayout
,
BLayout
,
DsLayout
,
ELayout
,
F16
,
F16
,
F32
,
F16
,
DsDatatype
,
F16
,
PassThrough
,
PassThrough
,
CDEElementOp
,
ConvSpec
,
GemmMNKPadding
,
1
,
256
,
128
,
64
,
32
,
8
,
8
,
32
,
32
,
2
,
1
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
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0
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2
>
,
2
,
8
,
8
,
1
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
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0
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2
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,
2
,
8
,
8
,
1
,
1
,
1
,
S
<
1
,
32
,
1
,
8
>
,
8
>
,
DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
2
,
ALayout
,
BLayout
,
DsLayout
,
ELayout
,
F16
,
F16
,
F32
,
F16
,
DsDatatype
,
F16
,
PassThrough
,
PassThrough
,
CDEElementOp
,
ConvSpec
,
GemmMNKPadding
,
1
,
256
,
64
,
128
,
32
,
8
,
8
,
32
,
32
,
1
,
2
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
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0
,
2
>
,
2
,
8
,
8
,
1
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S
<
4
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64
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1
>
,
S
<
1
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0
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2
>
,
S
<
1
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0
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2
>
,
2
,
8
,
8
,
1
,
1
,
1
,
S
<
1
,
32
,
1
,
8
>
,
8
>
,
DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
2
,
ALayout
,
BLayout
,
DsLayout
,
ELayout
,
F16
,
F16
,
F32
,
F16
,
DsDatatype
,
F16
,
PassThrough
,
PassThrough
,
CDEElementOp
,
ConvSpec
,
GemmMNKPadding
,
1
,
128
,
128
,
32
,
32
,
8
,
8
,
32
,
32
,
2
,
1
,
S
<
4
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32
,
1
>
,
S
<
1
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0
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2
>
,
S
<
1
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0
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2
>
,
2
,
8
,
8
,
1
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
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0
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2
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,
2
,
8
,
8
,
1
,
1
,
1
,
S
<
1
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32
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1
,
4
>
,
8
>
,
DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
2
,
ALayout
,
BLayout
,
DsLayout
,
ELayout
,
F16
,
F16
,
F32
,
F16
,
DsDatatype
,
F16
,
PassThrough
,
PassThrough
,
CDEElementOp
,
ConvSpec
,
GemmMNKPadding
,
1
,
128
,
32
,
128
,
32
,
8
,
8
,
32
,
32
,
1
,
2
,
S
<
4
,
32
,
1
>
,
S
<
1
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0
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2
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,
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2
,
8
,
8
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1
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<
4
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1
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1
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,
2
>
,
S
<
1
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0
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2
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,
2
,
8
,
8
,
1
,
1
,
1
,
S
<
1
,
16
,
1
,
8
>
,
8
>
,
DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
2
,
ALayout
,
BLayout
,
DsLayout
,
ELayout
,
F16
,
F16
,
F32
,
F16
,
DsDatatype
,
F16
,
PassThrough
,
PassThrough
,
CDEElementOp
,
ConvSpec
,
GemmMNKPadding
,
1
,
64
,
64
,
32
,
32
,
8
,
8
,
32
,
32
,
2
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4
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<
1
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16
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1
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>
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8
>
,
DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
2
,
ALayout
,
BLayout
,
DsLayout
,
ELayout
,
F16
,
F16
,
F32
,
F16
,
DsDatatype
,
F16
,
PassThrough
,
PassThrough
,
CDEElementOp
,
ConvSpec
,
GemmMNKPadding
,
1
,
64
,
32
,
64
,
32
,
8
,
8
,
32
,
32
,
1
,
2
,
S
<
4
,
16
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>
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S
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1
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8
,
8
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1
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S
<
4
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16
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1
>
,
S
<
1
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0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
1
,
1
,
1
,
S
<
1
,
16
,
1
,
4
>
,
8
>
// clang-format on
>
;
template
<
typename
ALayout
,
typename
BLayout
,
typename
DsLayout
,
typename
ELayout
,
typename
DsDatatype
,
typename
CDEElementOp
,
ConvolutionForwardSpecialization
ConvSpec
>
using
device_grouped_conv2d_fwd_xdl_bf16_instances
=
std
::
tuple
<
// clang-format off
//########################################| NumDim| A| B| Ds| E| AData| BData| AccData| CShuffle| Ds| EData| A| B| CDE| ConvForward| GEMM| NumGemmK| Block| MPer| NPer| KPer| AK1| BK1| MPer| NPer| MXdl| NXdl| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockLds| BBlockTransfer| BBlockTransfer| BBlockTransfer| BlockTransfer| BBlockTransfer| BBlockTransfer| BBlockLds| CShuffle| CShuffle| CBlockTransferClusterLengths| CBlockTransfer|
//########################################| Spatial| Layout| Layout| Layout| Layout| Type| Type| Type| DataType| DataType| Type| Elementwise| Elementwise| Elementwise| Specialization| Specialization| Prefetch| Size| Block| Block| Block| | | XDL| XDL| Per| Per| ThreadCluster| ThreadCluster| SrcAccessOrder| SrcVectorDim| SrcScalar| DstScalar| AddExtraM| ThreadCluster| ThreadCluster| SrcAccessOrder| SrcVectorDim| SrcScalar| DstScalar| AddExtraN| MXdlPerWave| NXdlPerWave| _MBlock_MWaveMPerXdl| ScalarPerVector|
//########################################| | | | | | | | | | | | Operation| Operation| Operation| | | Stage| | | | | | | | | Wave| Wave| Lengths_K0_M_K1| ArrangeOrder| | | PerVector| PerVector_K1| | Lengths_K0_N_K1| ArrangeOrder| | | PerVector| PerVector_K1| | PerShuffle| PerShuffle| _NBlock_NWaveNPerXdl| _NWaveNPerXdl|
//########################################| | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | |
DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
2
,
ALayout
,
BLayout
,
DsLayout
,
ELayout
,
BF16
,
BF16
,
F32
,
BF16
,
DsDatatype
,
BF16
,
PassThrough
,
PassThrough
,
CDEElementOp
,
ConvSpec
,
GemmMNKPadding
,
1
,
256
,
256
,
128
,
32
,
8
,
8
,
32
,
32
,
4
,
2
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
1
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
1
,
1
,
1
,
S
<
1
,
32
,
1
,
8
>
,
8
>
,
DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
2
,
ALayout
,
BLayout
,
DsLayout
,
ELayout
,
BF16
,
BF16
,
F32
,
BF16
,
DsDatatype
,
BF16
,
PassThrough
,
PassThrough
,
CDEElementOp
,
ConvSpec
,
GemmMNKPadding
,
1
,
256
,
128
,
256
,
32
,
8
,
8
,
32
,
32
,
2
,
4
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
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2
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,
S
<
1
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0
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2
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,
2
,
8
,
8
,
1
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<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
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0
,
2
>
,
2
,
8
,
8
,
1
,
1
,
1
,
S
<
1
,
32
,
1
,
8
>
,
8
>
,
DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
2
,
ALayout
,
BLayout
,
DsLayout
,
ELayout
,
BF16
,
BF16
,
F32
,
BF16
,
DsDatatype
,
BF16
,
PassThrough
,
PassThrough
,
CDEElementOp
,
ConvSpec
,
GemmMNKPadding
,
1
,
128
,
128
,
128
,
32
,
8
,
8
,
32
,
32
,
4
,
2
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
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S
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1
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0
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,
2
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8
,
8
,
1
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32
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1
>
,
S
<
1
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0
,
2
>
,
S
<
1
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0
,
2
>
,
2
,
8
,
8
,
1
,
1
,
1
,
S
<
1
,
16
,
1
,
8
>
,
8
>
,
DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
2
,
ALayout
,
BLayout
,
DsLayout
,
ELayout
,
BF16
,
BF16
,
F32
,
BF16
,
DsDatatype
,
BF16
,
PassThrough
,
PassThrough
,
CDEElementOp
,
ConvSpec
,
GemmMNKPadding
,
1
,
256
,
128
,
128
,
32
,
8
,
8
,
32
,
32
,
2
,
2
,
S
<
4
,
64
,
1
>
,
S
<
1
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0
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2
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S
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1
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0
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,
2
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8
,
8
,
1
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S
<
4
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64
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1
>
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S
<
1
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0
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2
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S
<
1
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0
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2
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,
2
,
8
,
8
,
1
,
1
,
1
,
S
<
1
,
32
,
1
,
8
>
,
8
>
,
DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
2
,
ALayout
,
BLayout
,
DsLayout
,
ELayout
,
BF16
,
BF16
,
F32
,
BF16
,
DsDatatype
,
BF16
,
PassThrough
,
PassThrough
,
CDEElementOp
,
ConvSpec
,
GemmMNKPadding
,
1
,
128
,
128
,
64
,
32
,
8
,
8
,
32
,
32
,
2
,
2
,
S
<
4
,
32
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1
>
,
S
<
1
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0
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2
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,
S
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1
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0
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,
2
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8
,
8
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1
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S
<
4
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32
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1
>
,
S
<
1
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0
,
2
>
,
S
<
1
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0
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2
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,
2
,
8
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8
,
1
,
1
,
1
,
S
<
1
,
32
,
1
,
4
>
,
8
>
,
DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
2
,
ALayout
,
BLayout
,
DsLayout
,
ELayout
,
BF16
,
BF16
,
F32
,
BF16
,
DsDatatype
,
BF16
,
PassThrough
,
PassThrough
,
CDEElementOp
,
ConvSpec
,
GemmMNKPadding
,
1
,
128
,
64
,
128
,
32
,
8
,
8
,
32
,
32
,
2
,
2
,
S
<
4
,
32
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1
>
,
S
<
1
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0
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,
S
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1
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0
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2
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8
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8
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4
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1
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S
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1
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0
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2
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,
S
<
1
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0
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2
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,
2
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8
,
8
,
1
,
1
,
1
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S
<
1
,
16
,
1
,
8
>
,
8
>
,
DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
2
,
ALayout
,
BLayout
,
DsLayout
,
ELayout
,
BF16
,
BF16
,
F32
,
BF16
,
DsDatatype
,
BF16
,
PassThrough
,
PassThrough
,
CDEElementOp
,
ConvSpec
,
GemmMNKPadding
,
1
,
64
,
64
,
64
,
32
,
8
,
8
,
32
,
32
,
2
,
2
,
S
<
4
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16
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1
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S
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1
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8
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4
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16
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1
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1
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1
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,
2
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8
,
8
,
1
,
1
,
1
,
S
<
1
,
16
,
1
,
4
>
,
8
>
,
DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
2
,
ALayout
,
BLayout
,
DsLayout
,
ELayout
,
BF16
,
BF16
,
F32
,
BF16
,
DsDatatype
,
BF16
,
PassThrough
,
PassThrough
,
CDEElementOp
,
ConvSpec
,
GemmMNKPadding
,
1
,
256
,
128
,
64
,
32
,
8
,
8
,
32
,
32
,
2
,
1
,
S
<
4
,
64
,
1
>
,
S
<
1
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0
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2
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,
S
<
1
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0
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2
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2
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8
,
8
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1
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S
<
4
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64
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1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
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0
,
2
>
,
2
,
8
,
8
,
1
,
1
,
1
,
S
<
1
,
32
,
1
,
8
>
,
8
>
,
DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
2
,
ALayout
,
BLayout
,
DsLayout
,
ELayout
,
BF16
,
BF16
,
F32
,
BF16
,
DsDatatype
,
BF16
,
PassThrough
,
PassThrough
,
CDEElementOp
,
ConvSpec
,
GemmMNKPadding
,
1
,
256
,
64
,
128
,
32
,
8
,
8
,
32
,
32
,
1
,
2
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
1
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
1
,
1
,
1
,
S
<
1
,
32
,
1
,
8
>
,
8
>
,
DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
2
,
ALayout
,
BLayout
,
DsLayout
,
ELayout
,
BF16
,
BF16
,
F32
,
BF16
,
DsDatatype
,
BF16
,
PassThrough
,
PassThrough
,
CDEElementOp
,
ConvSpec
,
GemmMNKPadding
,
1
,
128
,
128
,
32
,
32
,
8
,
8
,
32
,
32
,
2
,
1
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
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0
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2
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,
2
,
8
,
8
,
1
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S
<
4
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32
,
1
>
,
S
<
1
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0
,
2
>
,
S
<
1
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0
,
2
>
,
2
,
8
,
8
,
1
,
1
,
1
,
S
<
1
,
32
,
1
,
4
>
,
8
>
,
DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
2
,
ALayout
,
BLayout
,
DsLayout
,
ELayout
,
BF16
,
BF16
,
F32
,
BF16
,
DsDatatype
,
BF16
,
PassThrough
,
PassThrough
,
CDEElementOp
,
ConvSpec
,
GemmMNKPadding
,
1
,
128
,
32
,
128
,
32
,
8
,
8
,
32
,
32
,
1
,
2
,
S
<
4
,
32
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1
>
,
S
<
1
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0
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S
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1
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0
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2
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8
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8
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32
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1
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1
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0
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2
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,
S
<
1
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0
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2
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,
2
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8
,
8
,
1
,
1
,
1
,
S
<
1
,
16
,
1
,
8
>
,
8
>
,
DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
2
,
ALayout
,
BLayout
,
DsLayout
,
ELayout
,
BF16
,
BF16
,
F32
,
BF16
,
DsDatatype
,
BF16
,
PassThrough
,
PassThrough
,
CDEElementOp
,
ConvSpec
,
GemmMNKPadding
,
1
,
64
,
64
,
32
,
32
,
8
,
8
,
32
,
32
,
2
,
1
,
S
<
4
,
16
,
1
>
,
S
<
1
,
0
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2
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,
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8
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8
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16
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1
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1
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0
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,
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,
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8
,
8
,
1
,
1
,
1
,
S
<
1
,
16
,
1
,
4
>
,
8
>
,
DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
2
,
ALayout
,
BLayout
,
DsLayout
,
ELayout
,
BF16
,
BF16
,
F32
,
BF16
,
DsDatatype
,
BF16
,
PassThrough
,
PassThrough
,
CDEElementOp
,
ConvSpec
,
GemmMNKPadding
,
1
,
64
,
32
,
64
,
32
,
8
,
8
,
32
,
32
,
1
,
2
,
S
<
4
,
16
,
1
>
,
S
<
1
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0
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2
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S
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1
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0
,
2
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,
2
,
8
,
8
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1
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S
<
4
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16
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1
>
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<
1
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0
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2
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,
S
<
1
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0
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>
,
2
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8
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8
,
1
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1
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1
,
S
<
1
,
16
,
1
,
4
>
,
8
>
// clang-format on
>
;
template
<
typename
ALayout
,
typename
BLayout
,
typename
DsLayout
,
typename
ELayout
,
typename
DsDatatype
,
typename
CDEElementOp
,
ConvolutionForwardSpecialization
ConvSpec
>
using
device_grouped_conv2d_fwd_xdl_f32_instances
=
std
::
tuple
<
// clang-format off
//########################################| NumDim| A| B| Ds| E| AData| BData| AccData| CShuffle| Ds| EData| A| B| CDE| ConvForward| GEMM| NumGemmK| Block| MPer| NPer| KPer| AK1| BK1| MPer| NPer| MXdl| NXdl| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockLds| BBlockTransfer| BBlockTransfer| BBlockTransfer| BlockTransfer| BBlockTransfer| BBlockTransfer| BBlockLds| CShuffle| CShuffle| CBlockTransferClusterLengths| CBlockTransfer|
//########################################| Spatial| Layout| Layout| Layout| Layout| Type| Type| Type| DataType| DataType| Type| Elementwise| Elementwise| Elementwise| Specialization| Specialization| Prefetch| Size| Block| Block| Block| | | XDL| XDL| Per| Per| ThreadCluster| ThreadCluster| SrcAccessOrder| SrcVectorDim| SrcScalar| DstScalar| AddExtraM| ThreadCluster| ThreadCluster| SrcAccessOrder| SrcVectorDim| SrcScalar| DstScalar| AddExtraN| MXdlPerWave| NXdlPerWave| _MBlock_MWaveMPerXdl| ScalarPerVector|
//########################################| | | | | | | | | | | | Operation| Operation| Operation| | | Stage| | | | | | | | | Wave| Wave| Lengths_K0_M_K1| ArrangeOrder| | | PerVector| PerVector_K1| | Lengths_K0_N_K1| ArrangeOrder| | | PerVector| PerVector_K1| | PerShuffle| PerShuffle| _NBlock_NWaveNPerXdl| _NWaveNPerXdl|
//########################################| | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | |
DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
2
,
ALayout
,
BLayout
,
DsLayout
,
ELayout
,
F32
,
F32
,
F32
,
F32
,
DsDatatype
,
F32
,
PassThrough
,
PassThrough
,
CDEElementOp
,
ConvSpec
,
GemmMNKPadding
,
1
,
256
,
256
,
128
,
16
,
4
,
4
,
32
,
32
,
4
,
2
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
4
,
4
,
1
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
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0
,
2
>
,
2
,
4
,
4
,
1
,
1
,
1
,
S
<
1
,
16
,
1
,
16
>
,
4
>
,
DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
2
,
ALayout
,
BLayout
,
DsLayout
,
ELayout
,
F32
,
F32
,
F32
,
F32
,
DsDatatype
,
F32
,
PassThrough
,
PassThrough
,
CDEElementOp
,
ConvSpec
,
GemmMNKPadding
,
1
,
256
,
128
,
256
,
16
,
4
,
4
,
32
,
32
,
2
,
4
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
4
,
4
,
1
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
4
,
4
,
1
,
1
,
1
,
S
<
1
,
16
,
1
,
16
>
,
4
>
,
DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
2
,
ALayout
,
BLayout
,
DsLayout
,
ELayout
,
F32
,
F32
,
F32
,
F32
,
DsDatatype
,
F32
,
PassThrough
,
PassThrough
,
CDEElementOp
,
ConvSpec
,
GemmMNKPadding
,
1
,
128
,
128
,
128
,
16
,
4
,
4
,
32
,
32
,
4
,
2
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
4
,
4
,
1
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
4
,
4
,
1
,
1
,
1
,
S
<
1
,
8
,
1
,
16
>
,
4
>
,
DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
2
,
ALayout
,
BLayout
,
DsLayout
,
ELayout
,
F32
,
F32
,
F32
,
F32
,
DsDatatype
,
F32
,
PassThrough
,
PassThrough
,
CDEElementOp
,
ConvSpec
,
GemmMNKPadding
,
1
,
256
,
128
,
128
,
16
,
4
,
4
,
32
,
32
,
2
,
2
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
4
,
4
,
1
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
4
,
4
,
1
,
1
,
1
,
S
<
1
,
16
,
1
,
16
>
,
4
>
,
DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
2
,
ALayout
,
BLayout
,
DsLayout
,
ELayout
,
F32
,
F32
,
F32
,
F32
,
DsDatatype
,
F32
,
PassThrough
,
PassThrough
,
CDEElementOp
,
ConvSpec
,
GemmMNKPadding
,
1
,
128
,
128
,
64
,
16
,
4
,
4
,
32
,
32
,
2
,
2
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
4
,
4
,
1
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
4
,
4
,
1
,
1
,
1
,
S
<
1
,
16
,
1
,
8
>
,
4
>
,
DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
2
,
ALayout
,
BLayout
,
DsLayout
,
ELayout
,
F32
,
F32
,
F32
,
F32
,
DsDatatype
,
F32
,
PassThrough
,
PassThrough
,
CDEElementOp
,
ConvSpec
,
GemmMNKPadding
,
1
,
128
,
64
,
128
,
16
,
4
,
4
,
32
,
32
,
2
,
2
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
4
,
4
,
1
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
4
,
4
,
1
,
1
,
1
,
S
<
1
,
8
,
1
,
16
>
,
4
>
,
DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
2
,
ALayout
,
BLayout
,
DsLayout
,
ELayout
,
F32
,
F32
,
F32
,
F32
,
DsDatatype
,
F32
,
PassThrough
,
PassThrough
,
CDEElementOp
,
ConvSpec
,
GemmMNKPadding
,
1
,
64
,
64
,
64
,
16
,
4
,
4
,
32
,
32
,
2
,
2
,
S
<
4
,
16
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
4
,
4
,
1
,
S
<
4
,
16
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
4
,
4
,
1
,
1
,
1
,
S
<
1
,
8
,
1
,
8
>
,
4
>
,
DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
2
,
ALayout
,
BLayout
,
DsLayout
,
ELayout
,
F32
,
F32
,
F32
,
F32
,
DsDatatype
,
F32
,
PassThrough
,
PassThrough
,
CDEElementOp
,
ConvSpec
,
GemmMNKPadding
,
1
,
256
,
128
,
64
,
16
,
4
,
4
,
32
,
32
,
2
,
1
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
4
,
4
,
1
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
4
,
4
,
1
,
1
,
1
,
S
<
1
,
16
,
1
,
16
>
,
4
>
,
DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
2
,
ALayout
,
BLayout
,
DsLayout
,
ELayout
,
F32
,
F32
,
F32
,
F32
,
DsDatatype
,
F32
,
PassThrough
,
PassThrough
,
CDEElementOp
,
ConvSpec
,
GemmMNKPadding
,
1
,
256
,
64
,
128
,
16
,
4
,
4
,
32
,
32
,
1
,
2
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
4
,
4
,
1
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
4
,
4
,
1
,
1
,
1
,
S
<
1
,
16
,
1
,
16
>
,
4
>
,
DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
2
,
ALayout
,
BLayout
,
DsLayout
,
ELayout
,
F32
,
F32
,
F32
,
F32
,
DsDatatype
,
F32
,
PassThrough
,
PassThrough
,
CDEElementOp
,
ConvSpec
,
GemmMNKPadding
,
1
,
128
,
128
,
32
,
16
,
4
,
4
,
32
,
32
,
2
,
1
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
4
,
4
,
1
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
4
,
4
,
1
,
1
,
1
,
S
<
1
,
16
,
1
,
8
>
,
4
>
,
DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
2
,
ALayout
,
BLayout
,
DsLayout
,
ELayout
,
F32
,
F32
,
F32
,
F32
,
DsDatatype
,
F32
,
PassThrough
,
PassThrough
,
CDEElementOp
,
ConvSpec
,
GemmMNKPadding
,
1
,
128
,
32
,
128
,
16
,
4
,
4
,
32
,
32
,
1
,
2
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
4
,
4
,
1
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
4
,
4
,
1
,
1
,
1
,
S
<
1
,
8
,
1
,
16
>
,
4
>
,
DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
2
,
ALayout
,
BLayout
,
DsLayout
,
ELayout
,
F32
,
F32
,
F32
,
F32
,
DsDatatype
,
F32
,
PassThrough
,
PassThrough
,
CDEElementOp
,
ConvSpec
,
GemmMNKPadding
,
1
,
64
,
64
,
32
,
16
,
4
,
4
,
32
,
32
,
2
,
1
,
S
<
4
,
16
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
4
,
4
,
1
,
S
<
4
,
16
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
4
,
4
,
1
,
1
,
1
,
S
<
1
,
8
,
1
,
8
>
,
4
>
,
DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
2
,
ALayout
,
BLayout
,
DsLayout
,
ELayout
,
F32
,
F32
,
F32
,
F32
,
DsDatatype
,
F32
,
PassThrough
,
PassThrough
,
CDEElementOp
,
ConvSpec
,
GemmMNKPadding
,
1
,
64
,
32
,
64
,
16
,
4
,
4
,
32
,
32
,
1
,
2
,
S
<
4
,
16
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
4
,
4
,
1
,
S
<
4
,
16
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
4
,
4
,
1
,
1
,
1
,
S
<
1
,
8
,
1
,
8
>
,
4
>
// clang-format on
>
;
}
// namespace instance
}
// namespace device
}
// namespace tensor_operation
}
// namespace ck
library/src/tensor_operation_instance/gpu/grouped_conv2d_fwd/device_grouped_conv2d_fwd_xdl_nhwgc_gkyxc_nhwgk_bf16_instance.cpp
0 → 100644
View file @
0b8319bd
// SPDX-License-Identifier: MIT
// Copyright (c) 2018-2022, Advanced Micro Devices, Inc. All rights reserved.
#include "ck/library/tensor_operation_instance/add_device_operation_instance.hpp"
#include "device_grouped_conv2d_fwd_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_fwd_xdl_nhwgc_gkyxc_nhwgk_bf16_instances
(
std
::
vector
<
std
::
unique_ptr
<
DeviceGroupedConvFwdMultipleD
<
2
,
NHWGC
,
GKYXC
,
Empty_Tuple
,
NHWGK
,
BF16
,
BF16
,
Empty_Tuple
,
BF16
,
PassThrough
,
PassThrough
,
PassThrough
>>>&
instances
)
{
add_device_operation_instances
(
instances
,
device_grouped_conv2d_fwd_xdl_bf16_instances
<
NHWGC
,
GKYXC
,
Empty_Tuple
,
NHWGK
,
Empty_Tuple
,
PassThrough
,
ConvFwdDefault
>
{});
add_device_operation_instances
(
instances
,
device_grouped_conv2d_fwd_xdl_bf16_instances
<
NHWGC
,
GKYXC
,
Empty_Tuple
,
NHWGK
,
Empty_Tuple
,
PassThrough
,
ConvFwd1x1P0
>
{});
add_device_operation_instances
(
instances
,
device_grouped_conv2d_fwd_xdl_bf16_instances
<
NHWGC
,
GKYXC
,
Empty_Tuple
,
NHWGK
,
Empty_Tuple
,
PassThrough
,
ConvFwd1x1S1P0
>
{});
add_device_operation_instances
(
instances
,
device_grouped_conv2d_fwd_xdl_bf16_instances
<
NHWGC
,
GKYXC
,
Empty_Tuple
,
NHWGK
,
Empty_Tuple
,
PassThrough
,
ConvFwdOddC
>
{});
}
}
// namespace instance
}
// namespace device
}
// namespace tensor_operation
}
// namespace ck
library/src/tensor_operation_instance/gpu/grouped_conv2d_fwd/device_grouped_conv2d_fwd_xdl_nhwgc_gkyxc_nhwgk_f16_instance.cpp
View file @
0b8319bd
// 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/impl/device_grouped_conv_fwd_multiple_d_xdl_cshuffle.hpp"
#include "ck/tensor_operation/gpu/device/convolution_forward_specialization.hpp"
#include "ck/tensor_operation/gpu/device/gemm_specialization.hpp"
#include "ck/tensor_operation/gpu/element/element_wise_operation.hpp"
#include "ck/library/tensor_operation_instance/add_device_operation_instance.hpp"
#include "device_grouped_conv2d_fwd_xdl_instance.hpp"
namespace
ck
{
namespace
tensor_operation
{
namespace
device
{
namespace
instance
{
using
F16
=
ck
::
half_t
;
using
F32
=
float
;
using
Empty_Tuple
=
ck
::
Tuple
<>
;
template
<
ck
::
index_t
...
Is
>
using
S
=
ck
::
Sequence
<
Is
...
>
;
using
NHWGC
=
ck
::
tensor_layout
::
convolution
::
NHWGC
;
using
GKYXC
=
ck
::
tensor_layout
::
convolution
::
GKYXC
;
using
NHWGK
=
ck
::
tensor_layout
::
convolution
::
NHWGK
;
using
PassThrough
=
ck
::
tensor_operation
::
element_wise
::
PassThrough
;
static
constexpr
auto
ConvFwdDefault
=
ck
::
tensor_operation
::
device
::
ConvolutionForwardSpecialization
::
Default
;
static
constexpr
auto
ConvFwd1x1P0
=
ck
::
tensor_operation
::
device
::
ConvolutionForwardSpecialization
::
Filter1x1Pad0
;
static
constexpr
auto
ConvFwd1x1S1P0
=
ck
::
tensor_operation
::
device
::
ConvolutionForwardSpecialization
::
Filter1x1Stride1Pad0
;
static
constexpr
auto
ConvFwdOddC
=
ck
::
tensor_operation
::
device
::
ConvolutionForwardSpecialization
::
OddC
;
static
constexpr
auto
GemmMNKPadding
=
ck
::
tensor_operation
::
device
::
GemmSpecialization
::
MNKPadding
;
// Compilation parameters for in[n, hi, wi, g, c] * wei[g, k, y, x, c] = out[n, ho, wo, g, k]
using
device_grouped_conv2d_fwd_xdl_nhwgc_gkyxc_nhwgk_f16_instances
=
std
::
tuple
<
// clang-format off
// Default
//########################################| NumDim| A| B| Ds| E| AData| BData| AccData| CShuffle| Ds| EData| A| B| CDE| ConvForward| GEMM| NumGemmK| Block| MPer| NPer| KPer| AK1| BK1| MPer| NPer| MXdl| NXdl| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockLds| BBlockTransfer| BBlockTransfer| BBlockTransfer| BlockTransfer| BBlockTransfer| BBlockTransfer| BBlockLds| CShuffle| CShuffle| CBlockTransferClusterLengths| CBlockTransfer|
//########################################| Spatial| Layout| Layout| Layout| Layout| Type| Type| Type| DataType| DataType| Type| Elementwise| Elementwise| Elementwise| Specialization| Specialization| Prefetch| Size| Block| Block| Block| | | XDL| XDL| Per| Per| ThreadCluster| ThreadCluster| SrcAccessOrder| SrcVectorDim| SrcScalar| DstScalar| AddExtraM| ThreadCluster| ThreadCluster| SrcAccessOrder| SrcVectorDim| SrcScalar| DstScalar| AddExtraN| MXdlPerWave| NXdlPerWave| _MBlock_MWaveMPerXdl| ScalarPerVector|
//########################################| | | | | | | | | | | | Operation| Operation| Operation| | | Stage| | | | | | | | | Wave| Wave| Lengths_K0_M_K1| ArrangeOrder| | | PerVector| PerVector_K1| | Lengths_K0_N_K1| ArrangeOrder| | | PerVector| PerVector_K1| | PerShuffle| PerShuffle| _NBlock_NWaveNPerXdl| _NWaveNPerXdl|
//########################################| | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | |
DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
2
,
NHWGC
,
GKYXC
,
Empty_Tuple
,
NHWGK
,
F16
,
F16
,
F32
,
F16
,
Empty_Tuple
,
F16
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwdDefault
,
GemmMNKPadding
,
1
,
256
,
256
,
128
,
32
,
8
,
8
,
32
,
32
,
4
,
2
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
1
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
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DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
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NHWGC
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GKYXC
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Empty_Tuple
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F32
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Empty_Tuple
,
F16
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PassThrough
,
PassThrough
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PassThrough
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ConvFwdDefault
,
GemmMNKPadding
,
1
,
256
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128
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DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
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NHWGC
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DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
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Empty_Tuple
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DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
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DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
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DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
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DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
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1
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DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
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DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
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DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
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DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
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DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
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// Filter1x1Pad0
//########################################| NumDim| A| B| Ds| E| AData| BData| AccData| CShuffle| Ds| EData| A| B| CDE| ConvForward| GEMM| NumGemmK| Block| MPer| NPer| KPer| AK1| BK1| MPer| NPer| MXdl| NXdl| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockLds| BBlockTransfer| BBlockTransfer| BBlockTransfer| BlockTransfer| BBlockTransfer| BBlockTransfer| BBlockLds| CShuffle| CShuffle| CBlockTransferClusterLengths| CBlockTransfer|
//########################################| Spatial| Layout| Layout| Layout| Layout| Type| Type| Type| DataType| DataType| Type| Elementwise| Elementwise| Elementwise| Specialization| Specialization| Prefetch| Size| Block| Block| Block| | | XDL| XDL| Per| Per| ThreadCluster| ThreadCluster| SrcAccessOrder| SrcVectorDim| SrcScalar| DstScalar| AddExtraM| ThreadCluster| ThreadCluster| SrcAccessOrder| SrcVectorDim| SrcScalar| DstScalar| AddExtraN| MXdlPerWave| NXdlPerWave| _MBlock_MWaveMPerXdl| ScalarPerVector|
//########################################| | | | | | | | | | | | Operation| Operation| Operation| | | Stage| | | | | | | | | Wave| Wave| Lengths_K0_M_K1| ArrangeOrder| | | PerVector| PerVector_K1| | Lengths_K0_N_K1| ArrangeOrder| | | PerVector| PerVector_K1| | PerShuffle| PerShuffle| _NBlock_NWaveNPerXdl| _NWaveNPerXdl|
//########################################| | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | |
DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
2
,
NHWGC
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GKYXC
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Empty_Tuple
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NHWGK
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F16
,
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F32
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Empty_Tuple
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PassThrough
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GemmMNKPadding
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DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
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DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
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DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
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Empty_Tuple
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,
DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
2
,
NHWGC
,
GKYXC
,
Empty_Tuple
,
NHWGK
,
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,
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,
F32
,
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,
Empty_Tuple
,
F16
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwd1x1P0
,
GemmMNKPadding
,
1
,
128
,
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64
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DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
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NHWGC
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GKYXC
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Empty_Tuple
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NHWGK
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F32
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PassThrough
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ConvFwd1x1P0
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GemmMNKPadding
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1
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DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
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NHWGC
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Empty_Tuple
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NHWGK
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GemmMNKPadding
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1
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DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
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NHWGC
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GKYXC
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Empty_Tuple
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1
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DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
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NHWGC
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GemmMNKPadding
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1
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DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
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DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
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NHWGC
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F32
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PassThrough
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ConvFwd1x1P0
,
GemmMNKPadding
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1
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DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
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GemmMNKPadding
,
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DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
2
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NHWGC
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GKYXC
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Empty_Tuple
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NHWGK
,
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F32
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Empty_Tuple
,
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PassThrough
,
PassThrough
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PassThrough
,
ConvFwd1x1P0
,
GemmMNKPadding
,
1
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// Filter1x1Stride1Pad0
//########################################| NumDim| A| B| Ds| E| AData| BData| AccData| CShuffle| Ds| EData| A| B| CDE| ConvForward| GEMM| NumGemmK| Block| MPer| NPer| KPer| AK1| BK1| MPer| NPer| MXdl| NXdl| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockLds| BBlockTransfer| BBlockTransfer| BBlockTransfer| BlockTransfer| BBlockTransfer| BBlockTransfer| BBlockLds| CShuffle| CShuffle| CBlockTransferClusterLengths| CBlockTransfer|
//########################################| Spatial| Layout| Layout| Layout| Layout| Type| Type| Type| DataType| DataType| Type| Elementwise| Elementwise| Elementwise| Specialization| Specialization| Prefetch| Size| Block| Block| Block| | | XDL| XDL| Per| Per| ThreadCluster| ThreadCluster| SrcAccessOrder| SrcVectorDim| SrcScalar| DstScalar| AddExtraM| ThreadCluster| ThreadCluster| SrcAccessOrder| SrcVectorDim| SrcScalar| DstScalar| AddExtraN| MXdlPerWave| NXdlPerWave| _MBlock_MWaveMPerXdl| ScalarPerVector|
//########################################| | | | | | | | | | | | Operation| Operation| Operation| | | Stage| | | | | | | | | Wave| Wave| Lengths_K0_M_K1| ArrangeOrder| | | PerVector| PerVector_K1| | Lengths_K0_N_K1| ArrangeOrder| | | PerVector| PerVector_K1| | PerShuffle| PerShuffle| _NBlock_NWaveNPerXdl| _NWaveNPerXdl|
//########################################| | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | |
DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
2
,
NHWGC
,
GKYXC
,
Empty_Tuple
,
NHWGK
,
F16
,
F16
,
F32
,
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,
Empty_Tuple
,
F16
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PassThrough
,
PassThrough
,
PassThrough
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ConvFwd1x1S1P0
,
GemmMNKPadding
,
1
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DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
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GemmMNKPadding
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DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
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DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
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DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
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DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
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NHWGC
,
GKYXC
,
Empty_Tuple
,
NHWGK
,
F16
,
F16
,
F32
,
F16
,
Empty_Tuple
,
F16
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwd1x1S1P0
,
GemmMNKPadding
,
1
,
256
,
128
,
64
,
32
,
8
,
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32
,
32
,
2
,
1
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DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
2
,
NHWGC
,
GKYXC
,
Empty_Tuple
,
NHWGK
,
F16
,
F16
,
F32
,
F16
,
Empty_Tuple
,
F16
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwd1x1S1P0
,
GemmMNKPadding
,
1
,
256
,
64
,
128
,
32
,
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32
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1
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DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
2
,
NHWGC
,
GKYXC
,
Empty_Tuple
,
NHWGK
,
F16
,
F16
,
F32
,
F16
,
Empty_Tuple
,
F16
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwd1x1S1P0
,
GemmMNKPadding
,
1
,
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32
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DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
2
,
NHWGC
,
GKYXC
,
Empty_Tuple
,
NHWGK
,
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,
F16
,
F32
,
F16
,
Empty_Tuple
,
F16
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwd1x1S1P0
,
GemmMNKPadding
,
1
,
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DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
2
,
NHWGC
,
GKYXC
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Empty_Tuple
,
NHWGK
,
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,
F16
,
F32
,
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,
Empty_Tuple
,
F16
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PassThrough
,
PassThrough
,
PassThrough
,
ConvFwd1x1S1P0
,
GemmMNKPadding
,
1
,
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32
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32
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2
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DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
2
,
NHWGC
,
GKYXC
,
Empty_Tuple
,
NHWGK
,
F16
,
F16
,
F32
,
F16
,
Empty_Tuple
,
F16
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwd1x1S1P0
,
GemmMNKPadding
,
1
,
64
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32
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32
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32
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// OddC
//########################################| NumDim| A| B| Ds| E| AData| BData| AccData| CShuffle| Ds| EData| A| B| CDE| ConvForward| GEMM| NumGemmK| Block| MPer| NPer| KPer| AK1| BK1| MPer| NPer| MXdl| NXdl| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockLds| BBlockTransfer| BBlockTransfer| BBlockTransfer| BlockTransfer| BBlockTransfer| BBlockTransfer| BBlockLds| CShuffle| CShuffle| CBlockTransferClusterLengths| CBlockTransfer|
//########################################| Spatial| Layout| Layout| Layout| Layout| Type| Type| Type| DataType| DataType| Type| Elementwise| Elementwise| Elementwise| Specialization| Specialization| Prefetch| Size| Block| Block| Block| | | XDL| XDL| Per| Per| ThreadCluster| ThreadCluster| SrcAccessOrder| SrcVectorDim| SrcScalar| DstScalar| AddExtraM| ThreadCluster| ThreadCluster| SrcAccessOrder| SrcVectorDim| SrcScalar| DstScalar| AddExtraN| MXdlPerWave| NXdlPerWave| _MBlock_MWaveMPerXdl| ScalarPerVector|
//########################################| | | | | | | | | | | | Operation| Operation| Operation| | | Stage| | | | | | | | | Wave| Wave| Lengths_K0_M_K1| ArrangeOrder| | | PerVector| PerVector_K1| | Lengths_K0_N_K1| ArrangeOrder| | | PerVector| PerVector_K1| | PerShuffle| PerShuffle| _NBlock_NWaveNPerXdl| _NWaveNPerXdl|
//########################################| | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | |
DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
2
,
NHWGC
,
GKYXC
,
Empty_Tuple
,
NHWGK
,
F16
,
F16
,
F32
,
F16
,
Empty_Tuple
,
F16
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwdOddC
,
GemmMNKPadding
,
1
,
256
,
256
,
128
,
32
,
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32
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DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
2
,
NHWGC
,
GKYXC
,
Empty_Tuple
,
NHWGK
,
F16
,
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,
F32
,
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Empty_Tuple
,
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PassThrough
,
PassThrough
,
PassThrough
,
ConvFwdOddC
,
GemmMNKPadding
,
1
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DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
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,
NHWGC
,
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Empty_Tuple
,
NHWGK
,
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Empty_Tuple
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PassThrough
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ConvFwdOddC
,
GemmMNKPadding
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1
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DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
2
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NHWGC
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PassThrough
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DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
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NHWGC
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Empty_Tuple
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ConvFwdOddC
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DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
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,
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DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
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ConvFwdOddC
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DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
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DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
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DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
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DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
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,
F16
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwdOddC
,
GemmMNKPadding
,
1
,
128
,
32
,
128
,
32
,
8
,
8
,
32
,
32
,
1
,
2
,
S
<
4
,
4
,
8
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
1
,
1
,
1
,
S
<
4
,
4
,
8
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
1
,
1
,
1
,
1
,
1
,
S
<
1
,
16
,
1
,
8
>
,
8
>
,
DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
2
,
NHWGC
,
GKYXC
,
Empty_Tuple
,
NHWGK
,
F16
,
F16
,
F32
,
F16
,
Empty_Tuple
,
F16
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwdOddC
,
GemmMNKPadding
,
1
,
64
,
64
,
32
,
32
,
8
,
8
,
32
,
32
,
2
,
1
,
S
<
4
,
2
,
8
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
1
,
1
,
1
,
S
<
4
,
2
,
8
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
1
,
1
,
1
,
1
,
1
,
S
<
1
,
16
,
1
,
4
>
,
8
>
,
DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
2
,
NHWGC
,
GKYXC
,
Empty_Tuple
,
NHWGK
,
F16
,
F16
,
F32
,
F16
,
Empty_Tuple
,
F16
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwdOddC
,
GemmMNKPadding
,
1
,
64
,
32
,
64
,
32
,
8
,
8
,
32
,
32
,
1
,
2
,
S
<
4
,
2
,
8
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
1
,
1
,
1
,
S
<
4
,
2
,
8
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
1
,
1
,
1
,
1
,
1
,
S
<
1
,
16
,
1
,
4
>
,
8
>
,
DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
2
,
NHWGC
,
GKYXC
,
Empty_Tuple
,
NHWGK
,
F16
,
F16
,
F32
,
F16
,
Empty_Tuple
,
F16
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwdOddC
,
GemmMNKPadding
,
1
,
256
,
128
,
64
,
32
,
8
,
8
,
32
,
32
,
2
,
1
,
S
<
2
,
32
,
4
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
1
,
1
,
1
,
S
<
2
,
32
,
4
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
1
,
1
,
1
,
1
,
1
,
S
<
1
,
32
,
1
,
8
>
,
8
>
,
DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
2
,
NHWGC
,
GKYXC
,
Empty_Tuple
,
NHWGK
,
F16
,
F16
,
F32
,
F16
,
Empty_Tuple
,
F16
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwdOddC
,
GemmMNKPadding
,
1
,
256
,
128
,
64
,
32
,
8
,
8
,
32
,
32
,
2
,
1
,
S
<
2
,
32
,
4
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
1
,
1
,
1
,
S
<
2
,
32
,
4
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
1
,
1
,
1
,
1
,
1
,
S
<
1
,
32
,
1
,
8
>
,
8
>
,
DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
2
,
NHWGC
,
GKYXC
,
Empty_Tuple
,
NHWGK
,
F16
,
F16
,
F32
,
F16
,
Empty_Tuple
,
F16
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwdOddC
,
GemmMNKPadding
,
1
,
256
,
256
,
64
,
32
,
8
,
8
,
32
,
32
,
4
,
1
,
S
<
2
,
32
,
4
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
1
,
1
,
1
,
S
<
2
,
32
,
4
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
1
,
1
,
1
,
1
,
1
,
S
<
1
,
32
,
1
,
8
>
,
8
>
,
DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
2
,
NHWGC
,
GKYXC
,
Empty_Tuple
,
NHWGK
,
F16
,
F16
,
F32
,
F16
,
Empty_Tuple
,
F16
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwdOddC
,
GemmMNKPadding
,
1
,
128
,
128
,
64
,
32
,
8
,
8
,
32
,
32
,
2
,
2
,
S
<
2
,
16
,
4
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
1
,
1
,
1
,
S
<
2
,
16
,
4
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
1
,
1
,
1
,
1
,
1
,
S
<
1
,
32
,
1
,
4
>
,
8
>
,
DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
2
,
NHWGC
,
GKYXC
,
Empty_Tuple
,
NHWGK
,
F16
,
F16
,
F32
,
F16
,
Empty_Tuple
,
F16
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwdOddC
,
GemmMNKPadding
,
1
,
128
,
64
,
64
,
32
,
8
,
8
,
32
,
32
,
1
,
2
,
S
<
2
,
16
,
4
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
1
,
1
,
1
,
S
<
2
,
16
,
4
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
1
,
1
,
1
,
1
,
1
,
S
<
1
,
16
,
1
,
4
>
,
8
>
// clang-format on
>
;
void
add_device_grouped_conv2d_fwd_xdl_nhwgc_gkyxc_nhwgk_f16_instances
(
std
::
vector
<
std
::
unique_ptr
<
DeviceGroupedConvFwdMultipleD
<
2
,
NHWGC
,
...
...
@@ -147,7 +24,40 @@ void add_device_grouped_conv2d_fwd_xdl_nhwgc_gkyxc_nhwgk_f16_instances(
PassThrough
>>>&
instances
)
{
add_device_operation_instances
(
instances
,
device_grouped_conv2d_fwd_xdl_nhwgc_gkyxc_nhwgk_f16_instances
{});
device_grouped_conv2d_fwd_xdl_f16_instances
<
NHWGC
,
GKYXC
,
Empty_Tuple
,
NHWGK
,
Empty_Tuple
,
PassThrough
,
ConvFwdDefault
>
{});
add_device_operation_instances
(
instances
,
device_grouped_conv2d_fwd_xdl_f16_instances
<
NHWGC
,
GKYXC
,
Empty_Tuple
,
NHWGK
,
Empty_Tuple
,
PassThrough
,
ConvFwd1x1P0
>
{});
add_device_operation_instances
(
instances
,
device_grouped_conv2d_fwd_xdl_f16_instances
<
NHWGC
,
GKYXC
,
Empty_Tuple
,
NHWGK
,
Empty_Tuple
,
PassThrough
,
ConvFwd1x1S1P0
>
{});
add_device_operation_instances
(
instances
,
device_grouped_conv2d_fwd_xdl_f16_instances
<
NHWGC
,
GKYXC
,
Empty_Tuple
,
NHWGK
,
Empty_Tuple
,
PassThrough
,
ConvFwdOddC
>
{});
}
}
// namespace instance
...
...
library/src/tensor_operation_instance/gpu/grouped_conv2d_fwd/device_grouped_conv2d_fwd_xdl_nhwgc_gkyxc_nhwgk_f32_instance.cpp
0 → 100644
View file @
0b8319bd
// SPDX-License-Identifier: MIT
// Copyright (c) 2018-2022, Advanced Micro Devices, Inc. All rights reserved.
#include "ck/library/tensor_operation_instance/add_device_operation_instance.hpp"
#include "device_grouped_conv2d_fwd_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_fwd_xdl_nhwgc_gkyxc_nhwgk_f32_instances
(
std
::
vector
<
std
::
unique_ptr
<
DeviceGroupedConvFwdMultipleD
<
2
,
NHWGC
,
GKYXC
,
Empty_Tuple
,
NHWGK
,
F32
,
F32
,
Empty_Tuple
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
>>>&
instances
)
{
add_device_operation_instances
(
instances
,
device_grouped_conv2d_fwd_xdl_f32_instances
<
NHWGC
,
GKYXC
,
Empty_Tuple
,
NHWGK
,
Empty_Tuple
,
PassThrough
,
ConvFwdDefault
>
{});
add_device_operation_instances
(
instances
,
device_grouped_conv2d_fwd_xdl_f32_instances
<
NHWGC
,
GKYXC
,
Empty_Tuple
,
NHWGK
,
Empty_Tuple
,
PassThrough
,
ConvFwd1x1P0
>
{});
add_device_operation_instances
(
instances
,
device_grouped_conv2d_fwd_xdl_f32_instances
<
NHWGC
,
GKYXC
,
Empty_Tuple
,
NHWGK
,
Empty_Tuple
,
PassThrough
,
ConvFwd1x1S1P0
>
{});
add_device_operation_instances
(
instances
,
device_grouped_conv2d_fwd_xdl_f32_instances
<
NHWGC
,
GKYXC
,
Empty_Tuple
,
NHWGK
,
Empty_Tuple
,
PassThrough
,
ConvFwdOddC
>
{});
}
}
// namespace instance
}
// namespace device
}
// namespace tensor_operation
}
// namespace ck
library/src/tensor_operation_instance/gpu/quantization/conv2d_fwd/conv2d_quantization_common.hpp
View file @
0b8319bd
...
...
@@ -19,9 +19,9 @@ using Empty_Tuple = ck::Tuple<>;
template
<
ck
::
index_t
...
Is
>
using
S
=
ck
::
Sequence
<
Is
...
>
;
using
G
NHWC
=
ck
::
tensor_layout
::
convolution
::
G
NHWC
;
using
NHW
G
C
=
ck
::
tensor_layout
::
convolution
::
NHW
G
C
;
using
GKYXC
=
ck
::
tensor_layout
::
convolution
::
GKYXC
;
using
G
NHWK
=
ck
::
tensor_layout
::
convolution
::
G
NHWK
;
using
NHW
G
K
=
ck
::
tensor_layout
::
convolution
::
NHW
G
K
;
using
GK
=
ck
::
tensor_layout
::
convolution
::
G_K
;
using
PassThrough
=
ck
::
tensor_operation
::
element_wise
::
PassThrough
;
using
Relu
=
ck
::
tensor_operation
::
element_wise
::
Relu
;
...
...
library/src/tensor_operation_instance/gpu/quantization/conv2d_fwd/device_conv2d_dl_bias_perchannel_quantization_int8_instance.cpp
View file @
0b8319bd
...
...
@@ -9,10 +9,10 @@ namespace device {
namespace
instance
{
void
add_device_conv2d_dl_bias_perchannel_quantization_int8_instances
(
std
::
vector
<
std
::
unique_ptr
<
DeviceGroupedConvFwdMultipleD
<
NDimSpatial
,
G
NHWC
,
NHW
G
C
,
GKYXC
,
GK_GK_Tuple
,
G
NHWK
,
NHW
G
K
,
int8_t
,
int8_t
,
I32_F32_Tuple
,
...
...
@@ -23,19 +23,28 @@ void add_device_conv2d_dl_bias_perchannel_quantization_int8_instances(
{
// dl
add_device_operation_instances
(
instances
,
device_grouped_conv2d_dl_int8_instances
<
GK_GK_Tuple
,
device_grouped_conv2d_dl_int8_instances
<
NHWGC
,
GKYXC
,
GK_GK_Tuple
,
NHWGK
,
I32_F32_Tuple
,
Add_Mul2_Clamp
,
ConvFwdDefault
,
4
>
{});
add_device_operation_instances
(
instances
,
device_grouped_conv2d_dl_int8_instances
<
GK_GK_Tuple
,
device_grouped_conv2d_dl_int8_instances
<
NHWGC
,
GKYXC
,
GK_GK_Tuple
,
NHWGK
,
I32_F32_Tuple
,
Add_Mul2_Clamp
,
ConvFwd1x1P0
,
4
>
{});
add_device_operation_instances
(
instances
,
device_grouped_conv2d_dl_int8_instances
<
GK_GK_Tuple
,
device_grouped_conv2d_dl_int8_instances
<
NHWGC
,
GKYXC
,
GK_GK_Tuple
,
NHWGK
,
I32_F32_Tuple
,
Add_Mul2_Clamp
,
ConvFwd1x1S1P0
,
...
...
@@ -44,10 +53,10 @@ void add_device_conv2d_dl_bias_perchannel_quantization_int8_instances(
void
add_device_conv2d_dl_bias_relu_perchannel_quantization_int8_instances
(
std
::
vector
<
std
::
unique_ptr
<
DeviceGroupedConvFwdMultipleD
<
NDimSpatial
,
G
NHWC
,
NHW
G
C
,
GKYXC
,
GK_GK_Tuple
,
G
NHWK
,
NHW
G
K
,
int8_t
,
int8_t
,
I32_F32_Tuple
,
...
...
@@ -58,19 +67,28 @@ void add_device_conv2d_dl_bias_relu_perchannel_quantization_int8_instances(
{
// dl
add_device_operation_instances
(
instances
,
device_grouped_conv2d_dl_int8_instances
<
GK_GK_Tuple
,
device_grouped_conv2d_dl_int8_instances
<
NHWGC
,
GKYXC
,
GK_GK_Tuple
,
NHWGK
,
I32_F32_Tuple
,
Add_Relu_Mul2_Clamp
,
ConvFwdDefault
,
4
>
{});
add_device_operation_instances
(
instances
,
device_grouped_conv2d_dl_int8_instances
<
GK_GK_Tuple
,
device_grouped_conv2d_dl_int8_instances
<
NHWGC
,
GKYXC
,
GK_GK_Tuple
,
NHWGK
,
I32_F32_Tuple
,
Add_Relu_Mul2_Clamp
,
ConvFwd1x1P0
,
4
>
{});
add_device_operation_instances
(
instances
,
device_grouped_conv2d_dl_int8_instances
<
GK_GK_Tuple
,
device_grouped_conv2d_dl_int8_instances
<
NHWGC
,
GKYXC
,
GK_GK_Tuple
,
NHWGK
,
I32_F32_Tuple
,
Add_Relu_Mul2_Clamp
,
ConvFwd1x1S1P0
,
...
...
@@ -79,10 +97,10 @@ void add_device_conv2d_dl_bias_relu_perchannel_quantization_int8_instances(
void
add_device_conv2d_dl_bias_tanh_perchannel_quantization_int8_instances
(
std
::
vector
<
std
::
unique_ptr
<
DeviceGroupedConvFwdMultipleD
<
NDimSpatial
,
G
NHWC
,
NHW
G
C
,
GKYXC
,
GK_GK_Tuple
,
G
NHWK
,
NHW
G
K
,
int8_t
,
int8_t
,
I32_F32_Tuple
,
...
...
@@ -93,19 +111,28 @@ void add_device_conv2d_dl_bias_tanh_perchannel_quantization_int8_instances(
{
// dl
add_device_operation_instances
(
instances
,
device_grouped_conv2d_dl_int8_instances
<
GK_GK_Tuple
,
device_grouped_conv2d_dl_int8_instances
<
NHWGC
,
GKYXC
,
GK_GK_Tuple
,
NHWGK
,
I32_F32_Tuple
,
Add_Mul2_TanH_Mul_Clamp
,
ConvFwdDefault
,
4
>
{});
add_device_operation_instances
(
instances
,
device_grouped_conv2d_dl_int8_instances
<
GK_GK_Tuple
,
device_grouped_conv2d_dl_int8_instances
<
NHWGC
,
GKYXC
,
GK_GK_Tuple
,
NHWGK
,
I32_F32_Tuple
,
Add_Mul2_TanH_Mul_Clamp
,
ConvFwd1x1P0
,
4
>
{});
add_device_operation_instances
(
instances
,
device_grouped_conv2d_dl_int8_instances
<
GK_GK_Tuple
,
device_grouped_conv2d_dl_int8_instances
<
NHWGC
,
GKYXC
,
GK_GK_Tuple
,
NHWGK
,
I32_F32_Tuple
,
Add_Mul2_TanH_Mul_Clamp
,
ConvFwd1x1S1P0
,
...
...
library/src/tensor_operation_instance/gpu/quantization/conv2d_fwd/device_conv2d_dl_bias_perlayer_quantization_int8_instance.cpp
View file @
0b8319bd
...
...
@@ -9,10 +9,10 @@ namespace device {
namespace
instance
{
void
add_device_conv2d_dl_bias_perlayer_quantization_int8_instances
(
std
::
vector
<
std
::
unique_ptr
<
DeviceGroupedConvFwdMultipleD
<
NDimSpatial
,
G
NHWC
,
NHW
G
C
,
GKYXC
,
GK_Tuple
,
G
NHWK
,
NHW
G
K
,
int8_t
,
int8_t
,
I32_Tuple
,
...
...
@@ -22,19 +22,28 @@ void add_device_conv2d_dl_bias_perlayer_quantization_int8_instances(
Add_Mul_Clamp
>>>&
instances
)
{
add_device_operation_instances
(
instances
,
device_grouped_conv2d_dl_int8_instances
<
GK_Tuple
,
device_grouped_conv2d_dl_int8_instances
<
NHWGC
,
GKYXC
,
GK_Tuple
,
NHWGK
,
I32_Tuple
,
Add_Mul_Clamp
,
ConvFwdDefault
,
4
>
{});
add_device_operation_instances
(
instances
,
device_grouped_conv2d_dl_int8_instances
<
GK_Tuple
,
device_grouped_conv2d_dl_int8_instances
<
NHWGC
,
GKYXC
,
GK_Tuple
,
NHWGK
,
I32_Tuple
,
Add_Mul_Clamp
,
ConvFwd1x1P0
,
4
>
{});
add_device_operation_instances
(
instances
,
device_grouped_conv2d_dl_int8_instances
<
GK_Tuple
,
device_grouped_conv2d_dl_int8_instances
<
NHWGC
,
GKYXC
,
GK_Tuple
,
NHWGK
,
I32_Tuple
,
Add_Mul_Clamp
,
ConvFwd1x1S1P0
,
...
...
@@ -43,10 +52,10 @@ void add_device_conv2d_dl_bias_perlayer_quantization_int8_instances(
void
add_device_conv2d_dl_bias_relu_perlayer_quantization_int8_instances
(
std
::
vector
<
std
::
unique_ptr
<
DeviceGroupedConvFwdMultipleD
<
NDimSpatial
,
G
NHWC
,
NHW
G
C
,
GKYXC
,
GK_Tuple
,
G
NHWK
,
NHW
G
K
,
int8_t
,
int8_t
,
I32_Tuple
,
...
...
@@ -56,21 +65,30 @@ void add_device_conv2d_dl_bias_relu_perlayer_quantization_int8_instances(
Add_Relu_Mul_Clamp
>>>&
instances
)
{
add_device_operation_instances
(
instances
,
device_grouped_conv2d_dl_int8_instances
<
GK_Tuple
,
device_grouped_conv2d_dl_int8_instances
<
NHWGC
,
GKYXC
,
GK_Tuple
,
NHWGK
,
I32_Tuple
,
Add_Relu_Mul_Clamp
,
ConvFwdDefault
,
4
>
{});
add_device_operation_instances
(
instances
,
device_grouped_conv2d_dl_int8_instances
<
GK_Tuple
,
device_grouped_conv2d_dl_int8_instances
<
NHWGC
,
GKYXC
,
GK_Tuple
,
NHWGK
,
I32_Tuple
,
Add_Relu_Mul_Clamp
,
ConvFwd1x1P0
,
4
>
{});
add_device_operation_instances
(
instances
,
device_grouped_conv2d_dl_int8_instances
<
GK_Tuple
,
device_grouped_conv2d_dl_int8_instances
<
NHWGC
,
GKYXC
,
GK_Tuple
,
NHWGK
,
I32_Tuple
,
Add_Relu_Mul_Clamp
,
ConvFwd1x1S1P0
,
...
...
@@ -79,10 +97,10 @@ void add_device_conv2d_dl_bias_relu_perlayer_quantization_int8_instances(
void
add_device_conv2d_dl_bias_tanh_perlayer_quantization_int8_instances
(
std
::
vector
<
std
::
unique_ptr
<
DeviceGroupedConvFwdMultipleD
<
NDimSpatial
,
G
NHWC
,
NHW
G
C
,
GKYXC
,
GK_Tuple
,
G
NHWK
,
NHW
G
K
,
int8_t
,
int8_t
,
I32_Tuple
,
...
...
@@ -92,21 +110,30 @@ void add_device_conv2d_dl_bias_tanh_perlayer_quantization_int8_instances(
Add_Mul_TanH_Mul_Clamp
>>>&
instances
)
{
add_device_operation_instances
(
instances
,
device_grouped_conv2d_dl_int8_instances
<
GK_Tuple
,
device_grouped_conv2d_dl_int8_instances
<
NHWGC
,
GKYXC
,
GK_Tuple
,
NHWGK
,
I32_Tuple
,
Add_Mul_TanH_Mul_Clamp
,
ConvFwdDefault
,
4
>
{});
add_device_operation_instances
(
instances
,
device_grouped_conv2d_dl_int8_instances
<
GK_Tuple
,
device_grouped_conv2d_dl_int8_instances
<
NHWGC
,
GKYXC
,
GK_Tuple
,
NHWGK
,
I32_Tuple
,
Add_Mul_TanH_Mul_Clamp
,
ConvFwd1x1P0
,
4
>
{});
add_device_operation_instances
(
instances
,
device_grouped_conv2d_dl_int8_instances
<
GK_Tuple
,
device_grouped_conv2d_dl_int8_instances
<
NHWGC
,
GKYXC
,
GK_Tuple
,
NHWGK
,
I32_Tuple
,
Add_Mul_TanH_Mul_Clamp
,
ConvFwd1x1S1P0
,
...
...
library/src/tensor_operation_instance/gpu/quantization/conv2d_fwd/device_conv2d_dl_int8_instance.hpp
View file @
0b8319bd
...
...
@@ -12,7 +12,10 @@ namespace device {
namespace
instance
{
// clang-format off
template
<
typename
DsLayout
,
template
<
typename
InLayout
,
typename
WeiLayout
,
typename
DsLayout
,
typename
OutLayout
,
typename
DsDatatype
,
typename
OutElementOp
,
ConvolutionForwardSpecialization
ConvSpec
,
...
...
@@ -23,7 +26,7 @@ using device_grouped_conv2d_dl_int8_instances =
// ###########################################| Spatial| Type| Type| Type| Type| Type| | | Layout| | Elementwise| Elementwise| Elementwise| Forward| Spacialization| Size| Block| Block| Block| | ThreadM111| ThreadN111| Thread| ClusterM110Xs| ClusterN110Xs| ThreadSliceLengths| ThreadClusterLengths| ThreadCluster| SrcAccess| SrcVectorTensor| SrcVectorTensor| DstVectorTensor| ThreadSliceLengths| ThreadClusterLengths| ThreadCluster| SrcAccess| SrcVectorTensor| SrcVectorTensor| DstVectorTensor| SrcDstAccess| SrcDstVectorDim| DstScalarPerVector|
// ###########################################| | | | | | | | | | | Operation| Operation| Operation| Specialization| | | | | | | | | | | | K0_M0_M1_K1| K0_M0_M1_K1| ArrangeOrder| Order| Lengths_K0_M0_M1_K1| ContiguousDimOrder| Lengths_K0_M0_M1_K1| K0_N0_N1_K1| K0_N0_N1_K1| ArrangeOrder| Order| Lengths_K0_N0_N1_K1| ContiguousDimOrder| Lengths_K0_N0_N1_K1| Order| | |
// ###########################################| | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | |
DeviceGroupedConvFwdDlMultipleD_NHWC_KYXC_NHWK
<
NDimSpatial
,
int8_t
,
int8_t
,
DsDatatype
,
int8_t
,
int32_t
,
GNHWC
,
GKYXC
,
DsLayout
,
GNHWK
,
PassThrough
,
PassThrough
,
OutElementOp
,
ConvSpec
,
GemmSpec
,
256
,
128
,
128
,
16
,
4
,
4
,
4
,
1
,
S
<
8
,
2
>
,
S
<
8
,
2
>
,
S
<
8
,
1
,
1
,
4
>
,
S
<
2
,
1
,
128
,
1
>
,
S
<
1
,
2
,
0
,
3
>
,
S
<
1
,
2
,
0
,
3
>
,
S
<
4
,
1
,
1
,
4
>
,
S
<
1
,
2
,
0
,
3
>
,
S
<
1
,
1
,
1
,
4
>
,
S
<
8
,
1
,
1
,
4
>
,
S
<
2
,
1
,
128
,
1
>
,
S
<
1
,
2
,
0
,
3
>
,
S
<
1
,
2
,
0
,
3
>
,
S
<
4
,
1
,
1
,
4
>
,
S
<
1
,
2
,
0
,
3
>
,
S
<
1
,
1
,
1
,
4
>
,
S
<
0
,
1
,
2
,
3
,
4
,
5
>
,
5
,
DstScalarPerVector
>
DeviceGroupedConvFwdDlMultipleD_NHWC_KYXC_NHWK
<
NDimSpatial
,
int8_t
,
int8_t
,
DsDatatype
,
int8_t
,
int32_t
,
InLayout
,
WeiLayout
,
DsLayout
,
OutLayout
,
PassThrough
,
PassThrough
,
OutElementOp
,
ConvSpec
,
GemmSpec
,
256
,
128
,
128
,
16
,
4
,
4
,
4
,
1
,
S
<
8
,
2
>
,
S
<
8
,
2
>
,
S
<
8
,
1
,
1
,
4
>
,
S
<
2
,
1
,
128
,
1
>
,
S
<
1
,
2
,
0
,
3
>
,
S
<
1
,
2
,
0
,
3
>
,
S
<
4
,
1
,
1
,
4
>
,
S
<
1
,
2
,
0
,
3
>
,
S
<
1
,
1
,
1
,
4
>
,
S
<
8
,
1
,
1
,
4
>
,
S
<
2
,
1
,
128
,
1
>
,
S
<
1
,
2
,
0
,
3
>
,
S
<
1
,
2
,
0
,
3
>
,
S
<
4
,
1
,
1
,
4
>
,
S
<
1
,
2
,
0
,
3
>
,
S
<
1
,
1
,
1
,
4
>
,
S
<
0
,
1
,
2
,
3
,
4
,
5
>
,
5
,
DstScalarPerVector
>
>
;
// clang-format on
...
...
library/src/tensor_operation_instance/gpu/quantization/conv2d_fwd/device_conv2d_dl_perchannel_quantization_int8_instance.cpp
View file @
0b8319bd
...
...
@@ -9,10 +9,10 @@ namespace device {
namespace
instance
{
void
add_device_conv2d_dl_perchannel_quantization_int8_instances
(
std
::
vector
<
std
::
unique_ptr
<
DeviceGroupedConvFwdMultipleD
<
NDimSpatial
,
G
NHWC
,
NHW
G
C
,
GKYXC
,
GK_Tuple
,
G
NHWK
,
NHW
G
K
,
int8_t
,
int8_t
,
F32_Tuple
,
...
...
@@ -22,19 +22,28 @@ void add_device_conv2d_dl_perchannel_quantization_int8_instances(
Mul2_Clamp
>>>&
instances
)
{
add_device_operation_instances
(
instances
,
device_grouped_conv2d_dl_int8_instances
<
GK_Tuple
,
device_grouped_conv2d_dl_int8_instances
<
NHWGC
,
GKYXC
,
GK_Tuple
,
NHWGK
,
F32_Tuple
,
Mul2_Clamp
,
ConvFwdDefault
,
4
>
{});
add_device_operation_instances
(
instances
,
device_grouped_conv2d_dl_int8_instances
<
GK_Tuple
,
device_grouped_conv2d_dl_int8_instances
<
NHWGC
,
GKYXC
,
GK_Tuple
,
NHWGK
,
F32_Tuple
,
Mul2_Clamp
,
ConvFwd1x1P0
,
4
>
{});
add_device_operation_instances
(
instances
,
device_grouped_conv2d_dl_int8_instances
<
GK_Tuple
,
device_grouped_conv2d_dl_int8_instances
<
NHWGC
,
GKYXC
,
GK_Tuple
,
NHWGK
,
F32_Tuple
,
Mul2_Clamp
,
ConvFwd1x1S1P0
,
...
...
@@ -43,10 +52,10 @@ void add_device_conv2d_dl_perchannel_quantization_int8_instances(
void
add_device_conv2d_dl_relu_perchannel_quantization_int8_instances
(
std
::
vector
<
std
::
unique_ptr
<
DeviceGroupedConvFwdMultipleD
<
NDimSpatial
,
G
NHWC
,
NHW
G
C
,
GKYXC
,
GK_Tuple
,
G
NHWK
,
NHW
G
K
,
int8_t
,
int8_t
,
F32_Tuple
,
...
...
@@ -56,19 +65,28 @@ void add_device_conv2d_dl_relu_perchannel_quantization_int8_instances(
Relu_Mul2_Clamp
>>>&
instances
)
{
add_device_operation_instances
(
instances
,
device_grouped_conv2d_dl_int8_instances
<
GK_Tuple
,
device_grouped_conv2d_dl_int8_instances
<
NHWGC
,
GKYXC
,
GK_Tuple
,
NHWGK
,
F32_Tuple
,
Relu_Mul2_Clamp
,
ConvFwdDefault
,
4
>
{});
add_device_operation_instances
(
instances
,
device_grouped_conv2d_dl_int8_instances
<
GK_Tuple
,
device_grouped_conv2d_dl_int8_instances
<
NHWGC
,
GKYXC
,
GK_Tuple
,
NHWGK
,
F32_Tuple
,
Relu_Mul2_Clamp
,
ConvFwd1x1P0
,
4
>
{});
add_device_operation_instances
(
instances
,
device_grouped_conv2d_dl_int8_instances
<
GK_Tuple
,
device_grouped_conv2d_dl_int8_instances
<
NHWGC
,
GKYXC
,
GK_Tuple
,
NHWGK
,
F32_Tuple
,
Relu_Mul2_Clamp
,
ConvFwd1x1S1P0
,
...
...
library/src/tensor_operation_instance/gpu/quantization/conv2d_fwd/device_conv2d_dl_perlayer_quantization_int8_instance.cpp
View file @
0b8319bd
...
...
@@ -9,10 +9,10 @@ namespace device {
namespace
instance
{
void
add_device_conv2d_dl_perlayer_quantization_int8_instances
(
std
::
vector
<
std
::
unique_ptr
<
DeviceGroupedConvFwdMultipleD
<
NDimSpatial
,
G
NHWC
,
NHW
G
C
,
GKYXC
,
Empty_Tuple
,
G
NHWK
,
NHW
G
K
,
int8_t
,
int8_t
,
Empty_Tuple
,
...
...
@@ -22,19 +22,28 @@ void add_device_conv2d_dl_perlayer_quantization_int8_instances(
Mul_Clamp
>>>&
instances
)
{
add_device_operation_instances
(
instances
,
device_grouped_conv2d_dl_int8_instances
<
Empty_Tuple
,
device_grouped_conv2d_dl_int8_instances
<
NHWGC
,
GKYXC
,
Empty_Tuple
,
NHWGK
,
Empty_Tuple
,
Mul_Clamp
,
ConvFwdDefault
,
4
>
{});
add_device_operation_instances
(
instances
,
device_grouped_conv2d_dl_int8_instances
<
Empty_Tuple
,
device_grouped_conv2d_dl_int8_instances
<
NHWGC
,
GKYXC
,
Empty_Tuple
,
NHWGK
,
Empty_Tuple
,
Mul_Clamp
,
ConvFwd1x1P0
,
4
>
{});
add_device_operation_instances
(
instances
,
device_grouped_conv2d_dl_int8_instances
<
Empty_Tuple
,
device_grouped_conv2d_dl_int8_instances
<
NHWGC
,
GKYXC
,
Empty_Tuple
,
NHWGK
,
Empty_Tuple
,
Mul_Clamp
,
ConvFwd1x1S1P0
,
...
...
@@ -43,10 +52,10 @@ void add_device_conv2d_dl_perlayer_quantization_int8_instances(
void
add_device_conv2d_dl_relu_perlayer_quantization_int8_instances
(
std
::
vector
<
std
::
unique_ptr
<
DeviceGroupedConvFwdMultipleD
<
NDimSpatial
,
G
NHWC
,
NHW
G
C
,
GKYXC
,
Empty_Tuple
,
G
NHWK
,
NHW
G
K
,
int8_t
,
int8_t
,
Empty_Tuple
,
...
...
@@ -56,19 +65,28 @@ void add_device_conv2d_dl_relu_perlayer_quantization_int8_instances(
Relu_Mul_Clamp
>>>&
instances
)
{
add_device_operation_instances
(
instances
,
device_grouped_conv2d_dl_int8_instances
<
Empty_Tuple
,
device_grouped_conv2d_dl_int8_instances
<
NHWGC
,
GKYXC
,
Empty_Tuple
,
NHWGK
,
Empty_Tuple
,
Relu_Mul_Clamp
,
ConvFwdDefault
,
4
>
{});
add_device_operation_instances
(
instances
,
device_grouped_conv2d_dl_int8_instances
<
Empty_Tuple
,
device_grouped_conv2d_dl_int8_instances
<
NHWGC
,
GKYXC
,
Empty_Tuple
,
NHWGK
,
Empty_Tuple
,
Relu_Mul_Clamp
,
ConvFwd1x1P0
,
4
>
{});
add_device_operation_instances
(
instances
,
device_grouped_conv2d_dl_int8_instances
<
Empty_Tuple
,
device_grouped_conv2d_dl_int8_instances
<
NHWGC
,
GKYXC
,
Empty_Tuple
,
NHWGK
,
Empty_Tuple
,
Relu_Mul_Clamp
,
ConvFwd1x1S1P0
,
...
...
library/src/tensor_operation_instance/gpu/quantization/conv2d_fwd/device_conv2d_xdl_bias_perchannel_quantization_int8_instance.cpp
View file @
0b8319bd
...
...
@@ -9,10 +9,10 @@ namespace device {
namespace
instance
{
void
add_device_conv2d_xdl_bias_perchannel_quantization_int8_instances
(
std
::
vector
<
std
::
unique_ptr
<
DeviceGroupedConvFwdMultipleD
<
NDimSpatial
,
G
NHWC
,
NHW
G
C
,
GKYXC
,
GK_GK_Tuple
,
G
NHWK
,
NHW
G
K
,
int8_t
,
int8_t
,
I32_F32_Tuple
,
...
...
@@ -22,19 +22,28 @@ void add_device_conv2d_xdl_bias_perchannel_quantization_int8_instances(
Add_Mul2_Clamp
>>>&
instances
)
{
add_device_operation_instances
(
instances
,
device_grouped_conv2d_xdl_int8_instances
<
GK_GK_Tuple
,
device_grouped_conv2d_xdl_int8_instances
<
NHWGC
,
GKYXC
,
GK_GK_Tuple
,
NHWGK
,
I32_F32_Tuple
,
Add_Mul2_Clamp
,
ConvFwdDefault
,
8
>
{});
add_device_operation_instances
(
instances
,
device_grouped_conv2d_xdl_int8_instances
<
GK_GK_Tuple
,
device_grouped_conv2d_xdl_int8_instances
<
NHWGC
,
GKYXC
,
GK_GK_Tuple
,
NHWGK
,
I32_F32_Tuple
,
Add_Mul2_Clamp
,
ConvFwd1x1P0
,
8
>
{});
add_device_operation_instances
(
instances
,
device_grouped_conv2d_xdl_int8_instances
<
GK_GK_Tuple
,
device_grouped_conv2d_xdl_int8_instances
<
NHWGC
,
GKYXC
,
GK_GK_Tuple
,
NHWGK
,
I32_F32_Tuple
,
Add_Mul2_Clamp
,
ConvFwd1x1S1P0
,
...
...
@@ -43,10 +52,10 @@ void add_device_conv2d_xdl_bias_perchannel_quantization_int8_instances(
void
add_device_conv2d_xdl_bias_relu_perchannel_quantization_int8_instances
(
std
::
vector
<
std
::
unique_ptr
<
DeviceGroupedConvFwdMultipleD
<
NDimSpatial
,
G
NHWC
,
NHW
G
C
,
GKYXC
,
GK_GK_Tuple
,
G
NHWK
,
NHW
G
K
,
int8_t
,
int8_t
,
I32_F32_Tuple
,
...
...
@@ -56,19 +65,28 @@ void add_device_conv2d_xdl_bias_relu_perchannel_quantization_int8_instances(
Add_Relu_Mul2_Clamp
>>>&
instances
)
{
add_device_operation_instances
(
instances
,
device_grouped_conv2d_xdl_int8_instances
<
GK_GK_Tuple
,
device_grouped_conv2d_xdl_int8_instances
<
NHWGC
,
GKYXC
,
GK_GK_Tuple
,
NHWGK
,
I32_F32_Tuple
,
Add_Relu_Mul2_Clamp
,
ConvFwdDefault
,
8
>
{});
add_device_operation_instances
(
instances
,
device_grouped_conv2d_xdl_int8_instances
<
GK_GK_Tuple
,
device_grouped_conv2d_xdl_int8_instances
<
NHWGC
,
GKYXC
,
GK_GK_Tuple
,
NHWGK
,
I32_F32_Tuple
,
Add_Relu_Mul2_Clamp
,
ConvFwd1x1P0
,
8
>
{});
add_device_operation_instances
(
instances
,
device_grouped_conv2d_xdl_int8_instances
<
GK_GK_Tuple
,
device_grouped_conv2d_xdl_int8_instances
<
NHWGC
,
GKYXC
,
GK_GK_Tuple
,
NHWGK
,
I32_F32_Tuple
,
Add_Relu_Mul2_Clamp
,
ConvFwd1x1S1P0
,
...
...
@@ -77,10 +95,10 @@ void add_device_conv2d_xdl_bias_relu_perchannel_quantization_int8_instances(
void
add_device_conv2d_xdl_bias_tanh_perchannel_quantization_int8_instances
(
std
::
vector
<
std
::
unique_ptr
<
DeviceGroupedConvFwdMultipleD
<
NDimSpatial
,
G
NHWC
,
NHW
G
C
,
GKYXC
,
GK_GK_Tuple
,
G
NHWK
,
NHW
G
K
,
int8_t
,
int8_t
,
I32_F32_Tuple
,
...
...
@@ -90,19 +108,28 @@ void add_device_conv2d_xdl_bias_tanh_perchannel_quantization_int8_instances(
Add_Mul2_TanH_Mul_Clamp
>>>&
instances
)
{
add_device_operation_instances
(
instances
,
device_grouped_conv2d_xdl_int8_instances
<
GK_GK_Tuple
,
device_grouped_conv2d_xdl_int8_instances
<
NHWGC
,
GKYXC
,
GK_GK_Tuple
,
NHWGK
,
I32_F32_Tuple
,
Add_Mul2_TanH_Mul_Clamp
,
ConvFwdDefault
,
8
>
{});
add_device_operation_instances
(
instances
,
device_grouped_conv2d_xdl_int8_instances
<
GK_GK_Tuple
,
device_grouped_conv2d_xdl_int8_instances
<
NHWGC
,
GKYXC
,
GK_GK_Tuple
,
NHWGK
,
I32_F32_Tuple
,
Add_Mul2_TanH_Mul_Clamp
,
ConvFwd1x1P0
,
8
>
{});
add_device_operation_instances
(
instances
,
device_grouped_conv2d_xdl_int8_instances
<
GK_GK_Tuple
,
device_grouped_conv2d_xdl_int8_instances
<
NHWGC
,
GKYXC
,
GK_GK_Tuple
,
NHWGK
,
I32_F32_Tuple
,
Add_Mul2_TanH_Mul_Clamp
,
ConvFwd1x1S1P0
,
...
...
library/src/tensor_operation_instance/gpu/quantization/conv2d_fwd/device_conv2d_xdl_bias_perlayer_quantization_int8_instance.cpp
View file @
0b8319bd
...
...
@@ -9,10 +9,10 @@ namespace device {
namespace
instance
{
void
add_device_conv2d_xdl_bias_perlayer_quantization_int8_instances
(
std
::
vector
<
std
::
unique_ptr
<
DeviceGroupedConvFwdMultipleD
<
NDimSpatial
,
G
NHWC
,
NHW
G
C
,
GKYXC
,
GK_Tuple
,
G
NHWK
,
NHW
G
K
,
int8_t
,
int8_t
,
I32_Tuple
,
...
...
@@ -22,19 +22,28 @@ void add_device_conv2d_xdl_bias_perlayer_quantization_int8_instances(
Add_Mul_Clamp
>>>&
instances
)
{
add_device_operation_instances
(
instances
,
device_grouped_conv2d_xdl_int8_instances
<
GK_Tuple
,
device_grouped_conv2d_xdl_int8_instances
<
NHWGC
,
GKYXC
,
GK_Tuple
,
NHWGK
,
I32_Tuple
,
Add_Mul_Clamp
,
ConvFwdDefault
,
8
>
{});
add_device_operation_instances
(
instances
,
device_grouped_conv2d_xdl_int8_instances
<
GK_Tuple
,
device_grouped_conv2d_xdl_int8_instances
<
NHWGC
,
GKYXC
,
GK_Tuple
,
NHWGK
,
I32_Tuple
,
Add_Mul_Clamp
,
ConvFwd1x1P0
,
8
>
{});
add_device_operation_instances
(
instances
,
device_grouped_conv2d_xdl_int8_instances
<
GK_Tuple
,
device_grouped_conv2d_xdl_int8_instances
<
NHWGC
,
GKYXC
,
GK_Tuple
,
NHWGK
,
I32_Tuple
,
Add_Mul_Clamp
,
ConvFwd1x1S1P0
,
...
...
@@ -43,10 +52,10 @@ void add_device_conv2d_xdl_bias_perlayer_quantization_int8_instances(
void
add_device_conv2d_xdl_bias_relu_perlayer_quantization_int8_instances
(
std
::
vector
<
std
::
unique_ptr
<
DeviceGroupedConvFwdMultipleD
<
NDimSpatial
,
G
NHWC
,
NHW
G
C
,
GKYXC
,
GK_Tuple
,
G
NHWK
,
NHW
G
K
,
int8_t
,
int8_t
,
I32_Tuple
,
...
...
@@ -56,21 +65,30 @@ void add_device_conv2d_xdl_bias_relu_perlayer_quantization_int8_instances(
Add_Relu_Mul_Clamp
>>>&
instances
)
{
add_device_operation_instances
(
instances
,
device_grouped_conv2d_xdl_int8_instances
<
GK_Tuple
,
device_grouped_conv2d_xdl_int8_instances
<
NHWGC
,
GKYXC
,
GK_Tuple
,
NHWGK
,
I32_Tuple
,
Add_Relu_Mul_Clamp
,
ConvFwdDefault
,
8
>
{});
add_device_operation_instances
(
instances
,
device_grouped_conv2d_xdl_int8_instances
<
GK_Tuple
,
device_grouped_conv2d_xdl_int8_instances
<
NHWGC
,
GKYXC
,
GK_Tuple
,
NHWGK
,
I32_Tuple
,
Add_Relu_Mul_Clamp
,
ConvFwd1x1P0
,
8
>
{});
add_device_operation_instances
(
instances
,
device_grouped_conv2d_xdl_int8_instances
<
GK_Tuple
,
device_grouped_conv2d_xdl_int8_instances
<
NHWGC
,
GKYXC
,
GK_Tuple
,
NHWGK
,
I32_Tuple
,
Add_Relu_Mul_Clamp
,
ConvFwd1x1S1P0
,
...
...
@@ -79,10 +97,10 @@ void add_device_conv2d_xdl_bias_relu_perlayer_quantization_int8_instances(
void
add_device_conv2d_xdl_bias_tanh_perlayer_quantization_int8_instances
(
std
::
vector
<
std
::
unique_ptr
<
DeviceGroupedConvFwdMultipleD
<
NDimSpatial
,
G
NHWC
,
NHW
G
C
,
GKYXC
,
GK_Tuple
,
G
NHWK
,
NHW
G
K
,
int8_t
,
int8_t
,
I32_Tuple
,
...
...
@@ -92,21 +110,30 @@ void add_device_conv2d_xdl_bias_tanh_perlayer_quantization_int8_instances(
Add_Mul_TanH_Mul_Clamp
>>>&
instances
)
{
add_device_operation_instances
(
instances
,
device_grouped_conv2d_xdl_int8_instances
<
GK_Tuple
,
device_grouped_conv2d_xdl_int8_instances
<
NHWGC
,
GKYXC
,
GK_Tuple
,
NHWGK
,
I32_Tuple
,
Add_Mul_TanH_Mul_Clamp
,
ConvFwdDefault
,
8
>
{});
add_device_operation_instances
(
instances
,
device_grouped_conv2d_xdl_int8_instances
<
GK_Tuple
,
device_grouped_conv2d_xdl_int8_instances
<
NHWGC
,
GKYXC
,
GK_Tuple
,
NHWGK
,
I32_Tuple
,
Add_Mul_TanH_Mul_Clamp
,
ConvFwd1x1P0
,
8
>
{});
add_device_operation_instances
(
instances
,
device_grouped_conv2d_xdl_int8_instances
<
GK_Tuple
,
device_grouped_conv2d_xdl_int8_instances
<
NHWGC
,
GKYXC
,
GK_Tuple
,
NHWGK
,
I32_Tuple
,
Add_Mul_TanH_Mul_Clamp
,
ConvFwd1x1S1P0
,
...
...
library/src/tensor_operation_instance/gpu/quantization/conv2d_fwd/device_conv2d_xdl_int8_instance.hpp
View file @
0b8319bd
...
...
@@ -12,30 +12,33 @@ namespace device {
namespace
instance
{
// clang-format off
template
<
typename
DsLayout
,
template
<
typename
ALayout
,
typename
BLayout
,
typename
DsLayout
,
typename
ELayout
,
typename
DsDatatype
,
typename
OutElementOp
,
ConvolutionForwardSpecialization
ConvSpec
,
index_t
DstScalarPerVector
>
using
device_grouped_conv2d_xdl_int8_instances
=
std
::
tuple
<
//########################################| NumDim| A| B| Ds| E| AData| BData| AccData| CShuffle| Ds| EData| A| B| CDE| ConvForward| GEMM| NumGemmK| Block| MPer| NPer| KPer| AK1| BK1| MPer| NPer| MXdl| NXdl| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockLds| BBlockTransfer| BBlockTransfer| BBlockTransfer| BlockTransfer| BBlockTransfer| BBlockTransfer| BBlockLds| CShuffle| CShuffle| CBlockTransferClusterLengths| CBlockTransfer|
//########################################| Spatial| Layout| Layout| Layout| Layout| Type| Type| Type| DataType| DataType| Type| Elementwise| Elementwise| Elementwise| Specialization| Specialization| Prefetch| Size| Block| Block| Block| | | XDL| XDL| Per| Per| ThreadCluster| ThreadCluster| SrcAccessOrder| SrcVectorDim| SrcScalar| DstScalar| AddExtraM| ThreadCluster| ThreadCluster| SrcAccessOrder| SrcVectorDim| SrcScalar| DstScalar| AddExtraN| MXdlPerWave| NXdlPerWave| _MBlock_MWaveMPerXdl| ScalarPerVector|
//########################################| |
|
| | | | | | | | | Operation| Operation| Operation| | | Stage| | | | | | | | | Wave| Wave| Lengths_K0_M_K1| ArrangeOrder| | | PerVector| PerVector_K1| | Lengths_K0_N_K1| ArrangeOrder| | | PerVector| PerVector_K1| | PerShuffle| PerShuffle| _NBlock_NWaveNPerXdl| _NWaveNPerXdl|
//########################################| |
|
| | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | |
DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
NDimSpatial
,
GNHWC
,
GKYXC
,
DsLayout
,
GNHWK
,
int8_t
,
int8_t
,
int32_t
,
int32_t
,
DsDatatype
,
int8_t
,
PassThrough
,
PassThrough
,
OutElementOp
,
ConvSpec
,
GemmSpec
,
1
,
256
,
256
,
128
,
64
,
16
,
16
,
32
,
32
,
4
,
2
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
16
,
16
,
1
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
16
,
16
,
1
,
1
,
1
,
S
<
1
,
64
,
1
,
4
>
,
DstScalarPerVector
>
,
DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
NDimSpatial
,
GNHWC
,
GKYXC
,
DsLayout
,
GNHWK
,
int8_t
,
int8_t
,
int32_t
,
int32_t
,
DsDatatype
,
int8_t
,
PassThrough
,
PassThrough
,
OutElementOp
,
ConvSpec
,
GemmSpec
,
1
,
256
,
128
,
256
,
64
,
16
,
16
,
32
,
32
,
2
,
4
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
16
,
16
,
1
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
16
,
16
,
1
,
1
,
1
,
S
<
1
,
64
,
1
,
4
>
,
DstScalarPerVector
>
,
DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
NDimSpatial
,
GNHWC
,
GKYXC
,
DsLayout
,
GNHWK
,
int8_t
,
int8_t
,
int32_t
,
int32_t
,
DsDatatype
,
int8_t
,
PassThrough
,
PassThrough
,
OutElementOp
,
ConvSpec
,
GemmSpec
,
1
,
128
,
128
,
128
,
64
,
16
,
16
,
32
,
32
,
4
,
2
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
16
,
16
,
1
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
16
,
16
,
1
,
1
,
1
,
S
<
1
,
32
,
1
,
4
>
,
DstScalarPerVector
>
,
DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
NDimSpatial
,
GNHWC
,
GKYXC
,
DsLayout
,
GNHWK
,
int8_t
,
int8_t
,
int32_t
,
int32_t
,
DsDatatype
,
int8_t
,
PassThrough
,
PassThrough
,
OutElementOp
,
ConvSpec
,
GemmSpec
,
1
,
256
,
128
,
128
,
64
,
16
,
16
,
32
,
32
,
2
,
2
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
16
,
16
,
1
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
16
,
16
,
1
,
1
,
1
,
S
<
1
,
64
,
1
,
4
>
,
DstScalarPerVector
>
,
DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
NDimSpatial
,
GNHWC
,
GKYXC
,
DsLayout
,
GNHWK
,
int8_t
,
int8_t
,
int32_t
,
int32_t
,
DsDatatype
,
int8_t
,
PassThrough
,
PassThrough
,
OutElementOp
,
ConvSpec
,
GemmSpec
,
1
,
128
,
128
,
64
,
64
,
16
,
16
,
32
,
32
,
2
,
2
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
16
,
16
,
1
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
16
,
16
,
1
,
1
,
1
,
S
<
1
,
64
,
1
,
2
>
,
DstScalarPerVector
>
,
DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
NDimSpatial
,
GNHWC
,
GKYXC
,
DsLayout
,
GNHWK
,
int8_t
,
int8_t
,
int32_t
,
int32_t
,
DsDatatype
,
int8_t
,
PassThrough
,
PassThrough
,
OutElementOp
,
ConvSpec
,
GemmSpec
,
1
,
128
,
64
,
128
,
64
,
16
,
16
,
32
,
32
,
2
,
2
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
16
,
16
,
1
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
16
,
16
,
1
,
1
,
1
,
S
<
1
,
32
,
1
,
4
>
,
DstScalarPerVector
>
,
DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
NDimSpatial
,
GNHWC
,
GKYXC
,
DsLayout
,
GNHWK
,
int8_t
,
int8_t
,
int32_t
,
int32_t
,
DsDatatype
,
int8_t
,
PassThrough
,
PassThrough
,
OutElementOp
,
ConvSpec
,
GemmSpec
,
1
,
64
,
64
,
64
,
64
,
16
,
16
,
32
,
32
,
2
,
2
,
S
<
4
,
16
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
16
,
16
,
1
,
S
<
4
,
16
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
16
,
16
,
1
,
1
,
1
,
S
<
1
,
32
,
1
,
2
>
,
DstScalarPerVector
>
,
DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
NDimSpatial
,
GNHWC
,
GKYXC
,
DsLayout
,
GNHWK
,
int8_t
,
int8_t
,
int32_t
,
int32_t
,
DsDatatype
,
int8_t
,
PassThrough
,
PassThrough
,
OutElementOp
,
ConvSpec
,
GemmSpec
,
1
,
256
,
128
,
64
,
64
,
16
,
16
,
32
,
32
,
2
,
1
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
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DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
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DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
NDimSpatial
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PassThrough
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OutElementOp
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ConvSpec
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DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
NDimSpatial
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GNHWC
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GKYXC
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int8_t
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PassThrough
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DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
NDimSpatial
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GNHWC
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GKYXC
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DsLayout
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int8_t
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PassThrough
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PassThrough
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OutElementOp
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DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
NDimSpatial
,
GNHWC
,
GKYXC
,
DsLayout
,
GNHWK
,
int8_t
,
int8_t
,
int32_t
,
int32_t
,
DsDatatype
,
int8_t
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PassThrough
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PassThrough
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OutElementOp
,
ConvSpec
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GemmSpec
,
1
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,
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>
//########################################| NumDim|
A|
B| Ds|
E| AData| BData| AccData| CShuffle| Ds| EData| A| B| CDE| ConvForward| GEMM| NumGemmK| Block| MPer| NPer| KPer| AK1| BK1| MPer| NPer| MXdl| NXdl| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockLds| BBlockTransfer| BBlockTransfer| BBlockTransfer| BlockTransfer| BBlockTransfer| BBlockTransfer| BBlockLds| CShuffle| CShuffle| CBlockTransferClusterLengths| CBlockTransfer|
//########################################| Spatial|
Layout|
Layout| Layout|
Layout| Type| Type| Type| DataType| DataType| Type| Elementwise| Elementwise| Elementwise| Specialization| Specialization| Prefetch| Size| Block| Block| Block| | | XDL| XDL| Per| Per| ThreadCluster| ThreadCluster| SrcAccessOrder| SrcVectorDim| SrcScalar| DstScalar| AddExtraM| ThreadCluster| ThreadCluster| SrcAccessOrder| SrcVectorDim| SrcScalar| DstScalar| AddExtraN| MXdlPerWave| NXdlPerWave| _MBlock_MWaveMPerXdl| ScalarPerVector|
//########################################| |
|
| |
| | | | | | | Operation| Operation| Operation| | | Stage| | | | | | | | | Wave| Wave| Lengths_K0_M_K1| ArrangeOrder| | | PerVector| PerVector_K1| | Lengths_K0_N_K1| ArrangeOrder| | | PerVector| PerVector_K1| | PerShuffle| PerShuffle| _NBlock_NWaveNPerXdl| _NWaveNPerXdl|
//########################################| |
|
| |
| | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | |
DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
NDimSpatial
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ALayout
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BLayout
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DsLayout
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ELayout
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int8_t
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int32_t
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PassThrough
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PassThrough
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ConvSpec
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DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
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NDimSpatial
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ALayout
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DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
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NDimSpatial
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DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
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NDimSpatial
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NDimSpatial
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S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
16
,
16
,
1
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
16
,
16
,
1
,
1
,
1
,
S
<
1
,
32
,
1
,
4
>
,
DstScalarPerVector
>
,
DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
NDimSpatial
,
ALayout
,
BLayout
,
DsLayout
,
ELayout
,
int8_t
,
int8_t
,
int32_t
,
int32_t
,
DsDatatype
,
int8_t
,
PassThrough
,
PassThrough
,
OutElementOp
,
ConvSpec
,
GemmSpec
,
1
,
64
,
64
,
32
,
64
,
16
,
16
,
32
,
32
,
2
,
1
,
S
<
4
,
16
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
16
,
16
,
1
,
S
<
4
,
16
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
16
,
16
,
1
,
1
,
1
,
S
<
1
,
32
,
1
,
2
>
,
DstScalarPerVector
>
,
DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
NDimSpatial
,
ALayout
,
BLayout
,
DsLayout
,
ELayout
,
int8_t
,
int8_t
,
int32_t
,
int32_t
,
DsDatatype
,
int8_t
,
PassThrough
,
PassThrough
,
OutElementOp
,
ConvSpec
,
GemmSpec
,
1
,
64
,
32
,
64
,
64
,
16
,
16
,
32
,
32
,
1
,
2
,
S
<
4
,
16
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
16
,
16
,
1
,
S
<
4
,
16
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
16
,
16
,
1
,
1
,
1
,
S
<
1
,
32
,
1
,
2
>
,
DstScalarPerVector
>
>
;
// clang-format on
...
...
library/src/tensor_operation_instance/gpu/quantization/conv2d_fwd/device_conv2d_xdl_perchannel_quantization_int8_instance.cpp
View file @
0b8319bd
...
...
@@ -9,10 +9,10 @@ namespace device {
namespace
instance
{
void
add_device_conv2d_xdl_perchannel_quantization_int8_instances
(
std
::
vector
<
std
::
unique_ptr
<
DeviceGroupedConvFwdMultipleD
<
NDimSpatial
,
G
NHWC
,
NHW
G
C
,
GKYXC
,
GK_Tuple
,
G
NHWK
,
NHW
G
K
,
int8_t
,
int8_t
,
F32_Tuple
,
...
...
@@ -22,19 +22,28 @@ void add_device_conv2d_xdl_perchannel_quantization_int8_instances(
Mul2_Clamp
>>>&
instances
)
{
add_device_operation_instances
(
instances
,
device_grouped_conv2d_xdl_int8_instances
<
GK_Tuple
,
device_grouped_conv2d_xdl_int8_instances
<
NHWGC
,
GKYXC
,
GK_Tuple
,
NHWGK
,
F32_Tuple
,
Mul2_Clamp
,
ConvFwdDefault
,
8
>
{});
add_device_operation_instances
(
instances
,
device_grouped_conv2d_xdl_int8_instances
<
GK_Tuple
,
device_grouped_conv2d_xdl_int8_instances
<
NHWGC
,
GKYXC
,
GK_Tuple
,
NHWGK
,
F32_Tuple
,
Mul2_Clamp
,
ConvFwd1x1P0
,
8
>
{});
add_device_operation_instances
(
instances
,
device_grouped_conv2d_xdl_int8_instances
<
GK_Tuple
,
device_grouped_conv2d_xdl_int8_instances
<
NHWGC
,
GKYXC
,
GK_Tuple
,
NHWGK
,
F32_Tuple
,
Mul2_Clamp
,
ConvFwd1x1S1P0
,
...
...
@@ -43,10 +52,10 @@ void add_device_conv2d_xdl_perchannel_quantization_int8_instances(
void
add_device_conv2d_xdl_relu_perchannel_quantization_int8_instances
(
std
::
vector
<
std
::
unique_ptr
<
DeviceGroupedConvFwdMultipleD
<
NDimSpatial
,
G
NHWC
,
NHW
G
C
,
GKYXC
,
GK_Tuple
,
G
NHWK
,
NHW
G
K
,
int8_t
,
int8_t
,
F32_Tuple
,
...
...
@@ -56,19 +65,28 @@ void add_device_conv2d_xdl_relu_perchannel_quantization_int8_instances(
Relu_Mul2_Clamp
>>>&
instances
)
{
add_device_operation_instances
(
instances
,
device_grouped_conv2d_xdl_int8_instances
<
GK_Tuple
,
device_grouped_conv2d_xdl_int8_instances
<
NHWGC
,
GKYXC
,
GK_Tuple
,
NHWGK
,
F32_Tuple
,
Relu_Mul2_Clamp
,
ConvFwdDefault
,
8
>
{});
add_device_operation_instances
(
instances
,
device_grouped_conv2d_xdl_int8_instances
<
GK_Tuple
,
device_grouped_conv2d_xdl_int8_instances
<
NHWGC
,
GKYXC
,
GK_Tuple
,
NHWGK
,
F32_Tuple
,
Relu_Mul2_Clamp
,
ConvFwd1x1P0
,
8
>
{});
add_device_operation_instances
(
instances
,
device_grouped_conv2d_xdl_int8_instances
<
GK_Tuple
,
device_grouped_conv2d_xdl_int8_instances
<
NHWGC
,
GKYXC
,
GK_Tuple
,
NHWGK
,
F32_Tuple
,
Relu_Mul2_Clamp
,
ConvFwd1x1S1P0
,
...
...
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