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gaoqiong
composable_kernel
Commits
ffe0ffe9
Commit
ffe0ffe9
authored
Oct 26, 2022
by
rocking
Browse files
Sync the naming with the develop
parent
963e4a71
Changes
3
Hide whitespace changes
Inline
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Showing
3 changed files
with
23 additions
and
23 deletions
+23
-23
library/include/ck/library/tensor_operation_instance/device_operation_instance_factory.hpp
..._operation_instance/device_operation_instance_factory.hpp
+1
-1
library/include/ck/library/tensor_operation_instance/gpu/grouped_convolution_bias_forward_perlayer_quantization.hpp
...rouped_convolution_bias_forward_perlayer_quantization.hpp
+3
-3
library/src/tensor_operation_instance/gpu/quantization/device_conv2d_xdl_bias_quant_int8_instance.cpp
...antization/device_conv2d_xdl_bias_quant_int8_instance.cpp
+19
-19
No files found.
library/include/ck/library/tensor_operation_instance/device_operation_instance_factory.hpp
View file @
ffe0ffe9
...
...
@@ -28,7 +28,7 @@ using F16_F16_Tuple = ck::Tuple<F16, F16>;
using
F32_Tuple
=
ck
::
Tuple
<
F32
>
;
using
I
NT
32_Tuple
=
ck
::
Tuple
<
I
NT
32
>
;
using
I32_Tuple
=
ck
::
Tuple
<
I32
>
;
// GEMM layout
using
Row
=
ck
::
tensor_layout
::
gemm
::
RowMajor
;
...
...
library/include/ck/library/tensor_operation_instance/gpu/grouped_convolution_bias_forward_perlayer_quantization.hpp
View file @
ffe0ffe9
...
...
@@ -27,7 +27,7 @@ void add_device_conv2d_bias_perlayer_quantization_int8_instances(
GNHWK
,
int8_t
,
int8_t
,
I
NT
32_Tuple
,
I32_Tuple
,
int8_t
,
PassThrough
,
PassThrough
,
...
...
@@ -42,7 +42,7 @@ void add_device_conv2d_bias_relu_perlayer_quantization_int8_instances(
GNHWK
,
int8_t
,
int8_t
,
I
NT
32_Tuple
,
I32_Tuple
,
int8_t
,
PassThrough
,
PassThrough
,
...
...
@@ -95,7 +95,7 @@ struct DeviceOperationInstanceFactory<ck::tensor_operation::device::DeviceGroupe
is_same_v
<
OutLayout
,
GNHWK
>
)
{
if
constexpr
(
is_same_v
<
InDataType
,
int8_t
>
&&
is_same_v
<
WeiDataType
,
int8_t
>
&&
is_same_v
<
DsDataType
,
I
NT
32_Tuple
>
&&
is_same_v
<
OutDataType
,
int8_t
>
)
is_same_v
<
DsDataType
,
I32_Tuple
>
&&
is_same_v
<
OutDataType
,
int8_t
>
)
{
if
constexpr
(
is_same_v
<
Activation
,
PassThrough
>
)
add_device_conv2d_bias_perlayer_quantization_int8_instances
(
op_ptrs
);
...
...
library/src/tensor_operation_instance/gpu/quantization/device_conv2d_xdl_bias_quant_int8_instance.cpp
View file @
ffe0ffe9
...
...
@@ -22,8 +22,8 @@ using GK = ck::tensor_layout::convolution::G_K;
using
PassThrough
=
ck
::
tensor_operation
::
element_wise
::
PassThrough
;
using
Relu
=
ck
::
tensor_operation
::
element_wise
::
Relu
;
using
GK_Tuple
=
ck
::
Tuple
<
GK
>
;
using
I
NT
32_Tuple
=
ck
::
Tuple
<
int32_t
>
;
using
GK_Tuple
=
ck
::
Tuple
<
GK
>
;
using
I32_Tuple
=
ck
::
Tuple
<
int32_t
>
;
using
Add_Mul_Clamp
=
ck
::
tensor_operation
::
element_wise
::
Add_Activation_Mul_Clamp
<
PassThrough
>
;
using
Add_Relu_Mul_Clamp
=
ck
::
tensor_operation
::
element_wise
::
Add_Activation_Mul_Clamp
<
Relu
>
;
...
...
@@ -42,23 +42,23 @@ template <typename OutElementOp, ConvolutionForwardSpecialization ConvSpec>
// clang-format off
using
device_conv2d_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
<
2
,
GNHWC
,
GKYXC
,
GK_Tuple
,
GNHWK
,
int8_t
,
int8_t
,
int32_t
,
int32_t
,
I
NT
32_Tuple
,
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
>
,
8
>
,
DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
2
,
GNHWC
,
GKYXC
,
GK_Tuple
,
GNHWK
,
int8_t
,
int8_t
,
int32_t
,
int32_t
,
I
NT
32_Tuple
,
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
>
,
8
>
,
DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
2
,
GNHWC
,
GKYXC
,
GK_Tuple
,
GNHWK
,
int8_t
,
int8_t
,
int32_t
,
int32_t
,
I
NT
32_Tuple
,
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
>
,
8
>
,
DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
2
,
GNHWC
,
GKYXC
,
GK_Tuple
,
GNHWK
,
int8_t
,
int8_t
,
int32_t
,
int32_t
,
I
NT
32_Tuple
,
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
>
,
8
>
,
DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
2
,
GNHWC
,
GKYXC
,
GK_Tuple
,
GNHWK
,
int8_t
,
int8_t
,
int32_t
,
int32_t
,
I
NT
32_Tuple
,
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
>
,
8
>
,
DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
2
,
GNHWC
,
GKYXC
,
GK_Tuple
,
GNHWK
,
int8_t
,
int8_t
,
int32_t
,
int32_t
,
I
NT
32_Tuple
,
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
>
,
8
>
,
DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
2
,
GNHWC
,
GKYXC
,
GK_Tuple
,
GNHWK
,
int8_t
,
int8_t
,
int32_t
,
int32_t
,
I
NT
32_Tuple
,
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
>
,
8
>
,
DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
2
,
GNHWC
,
GKYXC
,
GK_Tuple
,
GNHWK
,
int8_t
,
int8_t
,
int32_t
,
int32_t
,
I
NT
32_Tuple
,
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
>
,
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
>
,
8
>
,
DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
2
,
GNHWC
,
GKYXC
,
GK_Tuple
,
GNHWK
,
int8_t
,
int8_t
,
int32_t
,
int32_t
,
I
NT
32_Tuple
,
int8_t
,
PassThrough
,
PassThrough
,
OutElementOp
,
ConvSpec
,
GemmSpec
,
1
,
256
,
64
,
128
,
64
,
16
,
16
,
32
,
32
,
1
,
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
>
,
8
>
,
DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
2
,
GNHWC
,
GKYXC
,
GK_Tuple
,
GNHWK
,
int8_t
,
int8_t
,
int32_t
,
int32_t
,
I
NT
32_Tuple
,
int8_t
,
PassThrough
,
PassThrough
,
OutElementOp
,
ConvSpec
,
GemmSpec
,
1
,
128
,
128
,
32
,
64
,
16
,
16
,
32
,
32
,
2
,
1
,
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
>
,
8
>
,
DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
2
,
GNHWC
,
GKYXC
,
GK_Tuple
,
GNHWK
,
int8_t
,
int8_t
,
int32_t
,
int32_t
,
I
NT
32_Tuple
,
int8_t
,
PassThrough
,
PassThrough
,
OutElementOp
,
ConvSpec
,
GemmSpec
,
1
,
128
,
32
,
128
,
64
,
16
,
16
,
32
,
32
,
1
,
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
>
,
8
>
,
DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
2
,
GNHWC
,
GKYXC
,
GK_Tuple
,
GNHWK
,
int8_t
,
int8_t
,
int32_t
,
int32_t
,
I
NT
32_Tuple
,
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
>
,
8
>
,
DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
2
,
GNHWC
,
GKYXC
,
GK_Tuple
,
GNHWK
,
int8_t
,
int8_t
,
int32_t
,
int32_t
,
I
NT
32_Tuple
,
int8_t
,
PassThrough
,
PassThrough
,
OutElementOp
,
ConvSpec
,
GemmSpec
,
1
,
64
,
32
,
64
,
64
,
16
,
16
,
32
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,
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16
,
1
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<
1
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32
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,
8
>
//########################################| 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
,
GK_Tuple
,
GNHWK
,
int8_t
,
int8_t
,
int32_t
,
int32_t
,
I32_Tuple
,
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
>
,
8
>
,
DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
2
,
GNHWC
,
GKYXC
,
GK_Tuple
,
GNHWK
,
int8_t
,
int8_t
,
int32_t
,
int32_t
,
I32_Tuple
,
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
,
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<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
16
,
16
,
1
,
1
,
1
,
S
<
1
,
64
,
1
,
4
>
,
8
>
,
DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
2
,
GNHWC
,
GKYXC
,
GK_Tuple
,
GNHWK
,
int8_t
,
int8_t
,
int32_t
,
int32_t
,
I32_Tuple
,
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
>
,
8
>
,
DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
2
,
GNHWC
,
GKYXC
,
GK_Tuple
,
GNHWK
,
int8_t
,
int8_t
,
int32_t
,
int32_t
,
I32_Tuple
,
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
>
,
8
>
,
DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
2
,
GNHWC
,
GKYXC
,
GK_Tuple
,
GNHWK
,
int8_t
,
int8_t
,
int32_t
,
int32_t
,
I32_Tuple
,
int8_t
,
PassThrough
,
PassThrough
,
OutElementOp
,
ConvSpec
,
GemmSpec
,
1
,
128
,
128
,
64
,
64
,
16
,
16
,
32
,
32
,
2
,
2
,
S
<
4
,
32
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1
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,
S
<
1
,
0
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2
>
,
S
<
1
,
0
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2
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,
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
>
,
8
>
,
DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
2
,
GNHWC
,
GKYXC
,
GK_Tuple
,
GNHWK
,
int8_t
,
int8_t
,
int32_t
,
int32_t
,
I32_Tuple
,
int8_t
,
PassThrough
,
PassThrough
,
OutElementOp
,
ConvSpec
,
GemmSpec
,
1
,
128
,
64
,
128
,
64
,
16
,
16
,
32
,
32
,
2
,
2
,
S
<
4
,
32
,
1
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,
S
<
1
,
0
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2
>
,
S
<
1
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0
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2
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,
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
>
,
8
>
,
DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
2
,
GNHWC
,
GKYXC
,
GK_Tuple
,
GNHWK
,
int8_t
,
int8_t
,
int32_t
,
int32_t
,
I32_Tuple
,
int8_t
,
PassThrough
,
PassThrough
,
OutElementOp
,
ConvSpec
,
GemmSpec
,
1
,
64
,
64
,
64
,
64
,
16
,
16
,
32
,
32
,
2
,
2
,
S
<
4
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16
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1
,
1
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1
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S
<
1
,
32
,
1
,
2
>
,
8
>
,
DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
2
,
GNHWC
,
GKYXC
,
GK_Tuple
,
GNHWK
,
int8_t
,
int8_t
,
int32_t
,
int32_t
,
I32_Tuple
,
int8_t
,
PassThrough
,
PassThrough
,
OutElementOp
,
ConvSpec
,
GemmSpec
,
1
,
256
,
128
,
64
,
64
,
16
,
16
,
32
,
32
,
2
,
1
,
S
<
4
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64
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1
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0
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1
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S
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1
,
64
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1
,
4
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,
8
>
,
DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
2
,
GNHWC
,
GKYXC
,
GK_Tuple
,
GNHWK
,
int8_t
,
int8_t
,
int32_t
,
int32_t
,
I32_Tuple
,
int8_t
,
PassThrough
,
PassThrough
,
OutElementOp
,
ConvSpec
,
GemmSpec
,
1
,
256
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64
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128
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64
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16
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16
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32
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1
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64
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,
8
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,
DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
2
,
GNHWC
,
GKYXC
,
GK_Tuple
,
GNHWK
,
int8_t
,
int8_t
,
int32_t
,
int32_t
,
I32_Tuple
,
int8_t
,
PassThrough
,
PassThrough
,
OutElementOp
,
ConvSpec
,
GemmSpec
,
1
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128
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128
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32
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64
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16
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DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
2
,
GNHWC
,
GKYXC
,
GK_Tuple
,
GNHWK
,
int8_t
,
int8_t
,
int32_t
,
int32_t
,
I32_Tuple
,
int8_t
,
PassThrough
,
PassThrough
,
OutElementOp
,
ConvSpec
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GemmSpec
,
1
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DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
2
,
GNHWC
,
GKYXC
,
GK_Tuple
,
GNHWK
,
int8_t
,
int8_t
,
int32_t
,
int32_t
,
I32_Tuple
,
int8_t
,
PassThrough
,
PassThrough
,
OutElementOp
,
ConvSpec
,
GemmSpec
,
1
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64
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32
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32
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,
DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
2
,
GNHWC
,
GKYXC
,
GK_Tuple
,
GNHWK
,
int8_t
,
int8_t
,
int32_t
,
int32_t
,
I32_Tuple
,
int8_t
,
PassThrough
,
PassThrough
,
OutElementOp
,
ConvSpec
,
GemmSpec
,
1
,
64
,
32
,
64
,
64
,
16
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16
,
32
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1
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1
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32
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,
2
>
,
8
>
>
;
// clang-format on
...
...
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