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gaoqiong
composable_kernel
Commits
615e1d3e
Commit
615e1d3e
authored
Jul 14, 2022
by
Chao Liu
Browse files
update conv 1d and 3d instance
parent
11edd0f0
Changes
10
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10 changed files
with
655 additions
and
441 deletions
+655
-441
library/include/ck/library/tensor_operation_instance/gpu/convolution_forward.hpp
...ary/tensor_operation_instance/gpu/convolution_forward.hpp
+130
-2
library/src/tensor_operation_instance/gpu/conv1d_fwd/device_conv1d_fwd_xdl_nwc_kxc_nwk_bf16_instance.cpp
...d_fwd/device_conv1d_fwd_xdl_nwc_kxc_nwk_bf16_instance.cpp
+62
-55
library/src/tensor_operation_instance/gpu/conv1d_fwd/device_conv1d_fwd_xdl_nwc_kxc_nwk_f16_instance.cpp
...1d_fwd/device_conv1d_fwd_xdl_nwc_kxc_nwk_f16_instance.cpp
+62
-55
library/src/tensor_operation_instance/gpu/conv1d_fwd/device_conv1d_fwd_xdl_nwc_kxc_nwk_f32_instance.cpp
...1d_fwd/device_conv1d_fwd_xdl_nwc_kxc_nwk_f32_instance.cpp
+61
-58
library/src/tensor_operation_instance/gpu/conv1d_fwd/device_conv1d_fwd_xdl_nwc_kxc_nwk_int8_instance.cpp
...d_fwd/device_conv1d_fwd_xdl_nwc_kxc_nwk_int8_instance.cpp
+69
-57
library/src/tensor_operation_instance/gpu/conv3d_fwd/device_conv3d_fwd_xdl_ndhwc_kzyxc_ndhwk_bf16_instance.cpp
...device_conv3d_fwd_xdl_ndhwc_kzyxc_ndhwk_bf16_instance.cpp
+68
-53
library/src/tensor_operation_instance/gpu/conv3d_fwd/device_conv3d_fwd_xdl_ndhwc_kzyxc_ndhwk_f16_instance.cpp
.../device_conv3d_fwd_xdl_ndhwc_kzyxc_ndhwk_f16_instance.cpp
+67
-53
library/src/tensor_operation_instance/gpu/conv3d_fwd/device_conv3d_fwd_xdl_ndhwc_kzyxc_ndhwk_f32_instance.cpp
.../device_conv3d_fwd_xdl_ndhwc_kzyxc_ndhwk_f32_instance.cpp
+67
-53
library/src/tensor_operation_instance/gpu/conv3d_fwd/device_conv3d_fwd_xdl_ndhwc_kzyxc_ndhwk_int8_instance.cpp
...device_conv3d_fwd_xdl_ndhwc_kzyxc_ndhwk_int8_instance.cpp
+67
-53
profiler/CMakeLists.txt
profiler/CMakeLists.txt
+2
-2
No files found.
library/include/ck/library/tensor_operation_instance/gpu/convolution_forward.hpp
View file @
615e1d3e
...
@@ -17,6 +17,35 @@ namespace tensor_operation {
...
@@ -17,6 +17,35 @@ namespace tensor_operation {
namespace
device
{
namespace
device
{
namespace
instance
{
namespace
instance
{
// conv1d_fwd
void
add_device_conv1d_fwd_xdl_nwc_kxc_nwk_bf16_instances
(
std
::
vector
<
std
::
unique_ptr
<
DeviceConvFwd
<
1
,
NWC
,
KXC
,
NWK
,
BF16
,
BF16
,
BF16
,
PassThrough
,
PassThrough
,
PassThrough
>>>&
instances
);
void
add_device_conv1d_fwd_xdl_nwc_kxc_nwk_f16_instances
(
std
::
vector
<
std
::
unique_ptr
<
DeviceConvFwd
<
1
,
NWC
,
KXC
,
NWK
,
F16
,
F16
,
F16
,
PassThrough
,
PassThrough
,
PassThrough
>>>&
instances
);
void
add_device_conv1d_fwd_xdl_nwc_kxc_nwk_f32_instances
(
std
::
vector
<
std
::
unique_ptr
<
DeviceConvFwd
<
1
,
NWC
,
KXC
,
NWK
,
F32
,
F32
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
>>>&
instances
);
void
add_device_conv1d_fwd_xdl_nwc_kxc_nwk_int8_instances
(
std
::
vector
<
std
::
unique_ptr
<
DeviceConvFwd
<
1
,
NWC
,
KXC
,
NWK
,
int8_t
,
int8_t
,
int8_t
,
PassThrough
,
PassThrough
,
PassThrough
>>>&
instances
);
// conv2d_fwd
void
add_device_conv2d_fwd_xdl_c_shuffle_nhwc_kyxc_nhwk_f16_instances
(
void
add_device_conv2d_fwd_xdl_c_shuffle_nhwc_kyxc_nhwk_f16_instances
(
std
::
vector
<
std
::
unique_ptr
<
std
::
vector
<
std
::
unique_ptr
<
DeviceConvFwd
<
2
,
NHWC
,
KYXC
,
NHWK
,
F16
,
F16
,
F16
,
PassThrough
,
PassThrough
,
PassThrough
>>>&
DeviceConvFwd
<
2
,
NHWC
,
KYXC
,
NHWK
,
F16
,
F16
,
F16
,
PassThrough
,
PassThrough
,
PassThrough
>>>&
...
@@ -90,6 +119,55 @@ void add_device_convnd_2d_fwd_xdl_nhwc_kyxc_nhwk_int8_instances(
...
@@ -90,6 +119,55 @@ void add_device_convnd_2d_fwd_xdl_nhwc_kyxc_nhwk_int8_instances(
PassThrough
,
PassThrough
,
PassThrough
>>>&
instances
);
PassThrough
>>>&
instances
);
// conv3d_fwd
void
add_device_conv3d_fwd_xdl_ndhwc_kzyxc_ndhwk_bf16_instances
(
std
::
vector
<
std
::
unique_ptr
<
DeviceConvFwd
<
3
,
NDHWC
,
KZYXC
,
NDHWK
,
BF16
,
BF16
,
BF16
,
PassThrough
,
PassThrough
,
PassThrough
>>>&
instances
);
void
add_device_conv3d_fwd_xdl_ndhwc_kzyxc_ndhwk_f16_instances
(
std
::
vector
<
std
::
unique_ptr
<
DeviceConvFwd
<
3
,
NDHWC
,
KZYXC
,
NDHWK
,
F16
,
F16
,
F16
,
PassThrough
,
PassThrough
,
PassThrough
>>>&
instances
);
void
add_device_conv3d_fwd_xdl_ndhwc_kzyxc_ndhwk_f32_instances
(
std
::
vector
<
std
::
unique_ptr
<
DeviceConvFwd
<
3
,
NDHWC
,
KZYXC
,
NDHWK
,
F32
,
F32
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
>>>&
instances
);
void
add_device_conv3d_fwd_xdl_ndhwc_kzyxc_ndhwk_int8_instances
(
std
::
vector
<
std
::
unique_ptr
<
DeviceConvFwd
<
3
,
NDHWC
,
KZYXC
,
NDHWK
,
int8_t
,
int8_t
,
int8_t
,
PassThrough
,
PassThrough
,
PassThrough
>>>&
instances
);
template
<
ck
::
index_t
NumDimSpatial
,
template
<
ck
::
index_t
NumDimSpatial
,
typename
InLayout
,
typename
InLayout
,
typename
WeiLayout
,
typename
WeiLayout
,
...
@@ -124,8 +202,33 @@ struct DeviceOperationInstanceFactory<
...
@@ -124,8 +202,33 @@ struct DeviceOperationInstanceFactory<
{
{
std
::
vector
<
std
::
unique_ptr
<
DeviceOp
>>
op_ptrs
;
std
::
vector
<
std
::
unique_ptr
<
DeviceOp
>>
op_ptrs
;
if
constexpr
(
NumDimSpatial
==
2
&&
is_same_v
<
InLayout
,
NHWC
>
&&
if
constexpr
(
NumDimSpatial
==
1
&&
is_same_v
<
InLayout
,
NWC
>
&&
is_same_v
<
WeiLayout
,
KXC
>
&&
is_same_v
<
WeiLayout
,
KYXC
>
&&
is_same_v
<
OutLayout
,
NHWK
>
)
is_same_v
<
OutLayout
,
NWK
>
)
{
if
constexpr
(
is_same_v
<
InDataType
,
float
>
&&
is_same_v
<
WeiDataType
,
float
>
&&
is_same_v
<
OutDataType
,
float
>
)
{
add_device_conv1d_fwd_xdl_nwc_kxc_nwk_f32_instances
(
op_ptrs
);
}
else
if
constexpr
(
is_same_v
<
InDataType
,
half_t
>
&&
is_same_v
<
WeiDataType
,
half_t
>
&&
is_same_v
<
OutDataType
,
half_t
>
)
{
add_device_conv1d_fwd_xdl_nwc_kxc_nwk_f16_instances
(
op_ptrs
);
}
else
if
constexpr
(
is_same_v
<
InDataType
,
ck
::
bhalf_t
>
&&
is_same_v
<
WeiDataType
,
ck
::
bhalf_t
>
&&
is_same_v
<
OutDataType
,
ck
::
bhalf_t
>
)
{
add_device_conv1d_fwd_xdl_nwc_kxc_nwk_bf16_instances
(
op_ptrs
);
}
else
if
constexpr
(
is_same_v
<
InDataType
,
int8_t
>
&&
is_same_v
<
WeiDataType
,
int8_t
>
&&
is_same_v
<
OutDataType
,
int8_t
>
)
{
add_device_conv1d_fwd_xdl_nwc_kxc_nwk_int8_instances
(
op_ptrs
);
}
}
else
if
constexpr
(
NumDimSpatial
==
2
&&
is_same_v
<
InLayout
,
NHWC
>
&&
is_same_v
<
WeiLayout
,
KYXC
>
&&
is_same_v
<
OutLayout
,
NHWK
>
)
{
{
if
constexpr
(
is_same_v
<
InDataType
,
float
>
&&
is_same_v
<
WeiDataType
,
float
>
&&
if
constexpr
(
is_same_v
<
InDataType
,
float
>
&&
is_same_v
<
WeiDataType
,
float
>
&&
is_same_v
<
OutDataType
,
float
>
)
is_same_v
<
OutDataType
,
float
>
)
...
@@ -153,6 +256,31 @@ struct DeviceOperationInstanceFactory<
...
@@ -153,6 +256,31 @@ struct DeviceOperationInstanceFactory<
add_device_convnd_2d_fwd_xdl_nhwc_kyxc_nhwk_int8_instances
(
op_ptrs
);
add_device_convnd_2d_fwd_xdl_nhwc_kyxc_nhwk_int8_instances
(
op_ptrs
);
}
}
}
}
else
if
constexpr
(
NumDimSpatial
==
3
&&
is_same_v
<
InLayout
,
NDHWC
>
&&
is_same_v
<
WeiLayout
,
KZYXC
>
&&
is_same_v
<
OutLayout
,
NDHWK
>
)
{
if
constexpr
(
is_same_v
<
InDataType
,
float
>
&&
is_same_v
<
WeiDataType
,
float
>
&&
is_same_v
<
OutDataType
,
float
>
)
{
add_device_conv3d_fwd_xdl_ndhwc_kzyxc_ndhwk_f32_instances
(
op_ptrs
);
}
else
if
constexpr
(
is_same_v
<
InDataType
,
half_t
>
&&
is_same_v
<
WeiDataType
,
half_t
>
&&
is_same_v
<
OutDataType
,
half_t
>
)
{
add_device_conv3d_fwd_xdl_ndhwc_kzyxc_ndhwk_f16_instances
(
op_ptrs
);
}
else
if
constexpr
(
is_same_v
<
InDataType
,
ck
::
bhalf_t
>
&&
is_same_v
<
WeiDataType
,
ck
::
bhalf_t
>
&&
is_same_v
<
OutDataType
,
ck
::
bhalf_t
>
)
{
add_device_conv3d_fwd_xdl_ndhwc_kzyxc_ndhwk_bf16_instances
(
op_ptrs
);
}
else
if
constexpr
(
is_same_v
<
InDataType
,
int8_t
>
&&
is_same_v
<
WeiDataType
,
int8_t
>
&&
is_same_v
<
OutDataType
,
int8_t
>
)
{
add_device_conv3d_fwd_xdl_ndhwc_kzyxc_ndhwk_int8_instances
(
op_ptrs
);
}
}
return
op_ptrs
;
return
op_ptrs
;
}
}
...
...
library/src/tensor_operation_instance/gpu/conv1d_fwd/device_conv1d_fwd_xdl_nwc_kxc_nwk_bf16_instance.cpp
View file @
615e1d3e
...
@@ -5,9 +5,10 @@
...
@@ -5,9 +5,10 @@
#include "ck/ck.hpp"
#include "ck/ck.hpp"
#include "ck/tensor_operation/gpu/device/tensor_layout.hpp"
#include "ck/tensor_operation/gpu/device/tensor_layout.hpp"
#include "ck/tensor_operation/gpu/device/
gemm_specialization
.hpp"
#include "ck/tensor_operation/gpu/device/
device_convnd_fwd_nwc_kxc_nwk_xdl
.hpp"
#include "ck/tensor_operation/gpu/device/
device_convnd_fwd_xdl_nhwc_kyxc_nhwk
.hpp"
#include "ck/tensor_operation/gpu/device/
convolution_forward_specialization
.hpp"
#include "ck/tensor_operation/gpu/element/element_wise_operation.hpp"
#include "ck/tensor_operation/gpu/element/element_wise_operation.hpp"
#include "ck/library/tensor_operation_instance/add_device_operation_instance.hpp"
#include "ck/library/tensor_operation_instance/add_device_operation_instance.hpp"
namespace
ck
{
namespace
ck
{
...
@@ -21,6 +22,10 @@ using BF16 = bhalf_t;
...
@@ -21,6 +22,10 @@ using BF16 = bhalf_t;
template
<
ck
::
index_t
...
Is
>
template
<
ck
::
index_t
...
Is
>
using
S
=
ck
::
Sequence
<
Is
...
>
;
using
S
=
ck
::
Sequence
<
Is
...
>
;
using
NWC
=
ck
::
tensor_layout
::
convolution
::
NWC
;
using
KXC
=
ck
::
tensor_layout
::
convolution
::
KXC
;
using
NWK
=
ck
::
tensor_layout
::
convolution
::
NWK
;
using
PassThrough
=
ck
::
tensor_operation
::
element_wise
::
PassThrough
;
using
PassThrough
=
ck
::
tensor_operation
::
element_wise
::
PassThrough
;
static
constexpr
auto
ConvFwdDefault
=
static
constexpr
auto
ConvFwdDefault
=
...
@@ -32,75 +37,77 @@ static constexpr auto ConvFwd1x1P0 =
...
@@ -32,75 +37,77 @@ static constexpr auto ConvFwd1x1P0 =
static
constexpr
auto
ConvFwd1x1S1P0
=
static
constexpr
auto
ConvFwd1x1S1P0
=
ck
::
tensor_operation
::
device
::
ConvolutionForwardSpecialization
::
Filter1x1Stride1Pad0
;
ck
::
tensor_operation
::
device
::
ConvolutionForwardSpecialization
::
Filter1x1Stride1Pad0
;
// Compilation parameters for in[n,
hi,
wi, c] * wei[k,
y,
x, c] = out[n,
ho,
wo, k]
// Compilation parameters for in[n, wi, c] * wei[k, x, c] = out[n, wo, k]
using
device_conv1d_fwd_xdl_nwc_kxc_nwk_bf16_instances
=
std
::
tuple
<
using
device_conv1d_fwd_xdl_nwc_kxc_nwk_bf16_instances
=
std
::
tuple
<
// clang-format off
// clang-format off
//##########################
######################################
| InData| WeiData| OutData| AccData| In| Wei| Out| ConvForward|
NumDim|
Block| MPer| NPer| K0Per| K1| MPer| NPer| MXdl| NXdl| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockLds| BBlockTransfer| BBlockTransfer| BBlockTransfer| BlockTransfer| BBlockTransfer| BBlockTransfer| BBlockLds| CThreadTransfer| CThreadTransfer|
//##########################
| NumDim
| InData| WeiData| OutData| AccData| In| Wei| Out| ConvForward| Block| MPer| NPer| K0Per| K1| MPer| NPer| MXdl| NXdl| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockLds| BBlockTransfer| BBlockTransfer| BBlockTransfer| BlockTransfer| BBlockTransfer| BBlockTransfer| BBlockLds| CThreadTransfer| CThreadTransfer|
//##########################
######################################
| Type| Type| Type| Type| Elementwise| Elementwise| Elementwise| Specialization|
Spatial|
Size| Block| Block| Block| | XDL| XDL| Per| Per| ThreadCluster| ThreadCluster| SrcAccessOrder| SrcVectorDim| SrcScalar| DstScalar| AddExtraM| ThreadCluster| ThreadCluster| SrcAccessOrder| SrcVectorDim| SrcScalar| DstScalar| AddExtraN| SrcDstVectorDim| DstScalar|
//##########################
| Spatial
| Type| Type| Type| Type| Elementwise| Elementwise| Elementwise| Specialization| Size| Block| Block| Block| | XDL| XDL| Per| Per| ThreadCluster| ThreadCluster| SrcAccessOrder| SrcVectorDim| SrcScalar| DstScalar| AddExtraM| ThreadCluster| ThreadCluster| SrcAccessOrder| SrcVectorDim| SrcScalar| DstScalar| AddExtraN| SrcDstVectorDim| DstScalar|
//##########################
######################################
| | | | | Operation| Operation| Operation| |
|
| | | | | | | Wave| Wave| Lengths_K0_M_K1| ArrangeOrder| | | PerVector| PerVector_K1| | Lengths_K0_N_K1| ArrangeOrder| | | PerVector| PerVector_K1| | | PerVector|
//##########################
|
| | | | | Operation| Operation| Operation| | | | | | | | | Wave| Wave| Lengths_K0_M_K1| ArrangeOrder| | | PerVector| PerVector_K1| | Lengths_K0_N_K1| ArrangeOrder| | | PerVector| PerVector_K1| | | PerVector|
//##########################
######################################
| | | | | | | | |
|
| | | | | | | | | | | | | | | | | | | | | | | | |
//##########################
|
| | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | |
DeviceConvN
D
Fwd
Xdl_Input_N_Hi_Wi_C_Weight_K_Y_X_C_Output_N_Ho_Wo_K
<
BF16
,
BF16
,
BF16
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwdDefault
,
1
,
256
,
256
,
128
,
4
,
8
,
32
,
32
,
4
,
2
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
7
,
1
>
,
DeviceConvN
d
Fwd
NwcKxcNwk_Xdl
<
1
,
BF16
,
BF16
,
BF16
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwdDefault
,
256
,
256
,
128
,
4
,
8
,
32
,
32
,
4
,
2
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
7
,
1
>
,
DeviceConvN
D
Fwd
Xdl_Input_N_Hi_Wi_C_Weight_K_Y_X_C_Output_N_Ho_Wo_K
<
BF16
,
BF16
,
BF16
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwdDefault
,
1
,
256
,
128
,
256
,
4
,
8
,
32
,
32
,
2
,
4
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
S
<
4
,
64
,
1
>
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F32
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256
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128
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128
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NwcKxcNwk_Xdl
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BF16
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F32
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256
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BF16
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F32
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128
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64
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DeviceConvN
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NwcKxcNwk_Xdl
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BF16
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BF16
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BF16
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F32
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128
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1
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DeviceConvN
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Xdl_Input_N_Hi_Wi_C_Weight_K_Y_X_C_Output_N_Ho_Wo_K
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BF16
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BF16
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F32
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128
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64
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128
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DeviceConvN
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NwcKxcNwk_Xdl
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BF16
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BF16
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BF16
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F32
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128
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64
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DeviceConvN
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Xdl_Input_N_Hi_Wi_C_Weight_K_Y_X_C_Output_N_Ho_Wo_K
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BF16
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BF16
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F32
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64
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64
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64
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DeviceConvN
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NwcKxcNwk_Xdl
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BF16
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BF16
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PassThrough
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PassThrough
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64
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DeviceConvN
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Xdl_Input_N_Hi_Wi_C_Weight_K_Y_X_C_Output_N_Ho_Wo_K
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BF16
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BF16
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F32
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PassThrough
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256
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128
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64
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DeviceConvN
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NwcKxcNwk_Xdl
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BF16
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BF16
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BF16
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PassThrough
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ConvFwdDefault
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256
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128
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DeviceConvN
D
Fwd
Xdl_Input_N_Hi_Wi_C_Weight_K_Y_X_C_Output_N_Ho_Wo_K
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BF16
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PassThrough
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PassThrough
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PassThrough
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ConvFwdDefault
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1
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256
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64
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DeviceConvN
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NwcKxcNwk_Xdl
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BF16
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BF16
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PassThrough
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ConvFwdDefault
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256
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64
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128
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DeviceConvN
D
Fwd
Xdl_Input_N_Hi_Wi_C_Weight_K_Y_X_C_Output_N_Ho_Wo_K
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BF16
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F32
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PassThrough
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PassThrough
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ConvFwdDefault
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DeviceConvN
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NwcKxcNwk_Xdl
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BF16
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BF16
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PassThrough
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ConvFwdDefault
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128
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DeviceConvN
D
Fwd
Xdl_Input_N_Hi_Wi_C_Weight_K_Y_X_C_Output_N_Ho_Wo_K
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BF16
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F32
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PassThrough
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PassThrough
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ConvFwdDefault
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DeviceConvN
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NwcKxcNwk_Xdl
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ConvFwdDefault
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128
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DeviceConvN
D
Fwd
Xdl_Input_N_Hi_Wi_C_Weight_K_Y_X_C_Output_N_Ho_Wo_K
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BF16
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BF16
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PassThrough
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ConvFwdDefault
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DeviceConvN
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NwcKxcNwk_Xdl
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ConvFwdDefault
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DeviceConvN
D
Fwd
Xdl_Input_N_Hi_Wi_C_Weight_K_Y_X_C_Output_N_Ho_Wo_K
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BF16
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BF16
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PassThrough
,
PassThrough
,
PassThrough
,
ConvFwdDefault
,
1
,
64
,
32
,
64
,
4
,
8
,
32
,
32
,
1
,
2
,
S
<
4
,
16
,
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
,
8
,
8
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true
,
S
<
4
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16
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1
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,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
7
,
1
>
DeviceConvN
d
Fwd
NwcKxcNwk_Xdl
<
1
,
BF16
,
BF16
,
BF16
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwdDefault
,
64
,
32
,
64
,
4
,
8
,
32
,
32
,
1
,
2
,
S
<
4
,
16
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
S
<
4
,
16
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
7
,
1
>
// clang-format on
// clang-format on
>
;
>
;
using
device_conv1d_fwd_xdl_nwc_kxc_nwk_1x1_p0_bf16_instances
=
std
::
tuple
<
using
device_conv1d_fwd_xdl_nwc_kxc_nwk_1x1_p0_bf16_instances
=
std
::
tuple
<
// clang-format off
// clang-format off
//##########################
######################################
| InData| WeiData| OutData| AccData| In| Wei| Out| ConvForward|
NumDim|
Block| MPer| NPer| K0Per| K1| MPer| NPer| MXdl| NXdl| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockLds| BBlockTransfer| BBlockTransfer| BBlockTransfer| BlockTransfer| BBlockTransfer| BBlockTransfer| BBlockLds| CThreadTransfer| CThreadTransfer|
//##########################
| NumDim
| InData| WeiData| OutData| AccData| In| Wei| Out| ConvForward| Block| MPer| NPer| K0Per| K1| MPer| NPer| MXdl| NXdl| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockLds| BBlockTransfer| BBlockTransfer| BBlockTransfer| BlockTransfer| BBlockTransfer| BBlockTransfer| BBlockLds| CThreadTransfer| CThreadTransfer|
//##########################
######################################
| Type| Type| Type| Type| Elementwise| Elementwise| Elementwise| Specialization|
Spatial|
Size| Block| Block| Block| | XDL| XDL| Per| Per| ThreadCluster| ThreadCluster| SrcAccessOrder| SrcVectorDim| SrcScalar| DstScalar| AddExtraM| ThreadCluster| ThreadCluster| SrcAccessOrder| SrcVectorDim| SrcScalar| DstScalar| AddExtraN| SrcDstVectorDim| DstScalar|
//##########################
| Spatial
| Type| Type| Type| Type| Elementwise| Elementwise| Elementwise| Specialization| Size| Block| Block| Block| | XDL| XDL| Per| Per| ThreadCluster| ThreadCluster| SrcAccessOrder| SrcVectorDim| SrcScalar| DstScalar| AddExtraM| ThreadCluster| ThreadCluster| SrcAccessOrder| SrcVectorDim| SrcScalar| DstScalar| AddExtraN| SrcDstVectorDim| DstScalar|
//##########################
######################################
| | | | | Operation| Operation| Operation| |
|
| | | | | | | Wave| Wave| Lengths_K0_M_K1| ArrangeOrder| | | PerVector| PerVector_K1| | Lengths_K0_N_K1| ArrangeOrder| | | PerVector| PerVector_K1| | | PerVector|
//##########################
|
| | | | | Operation| Operation| Operation| | | | | | | | | Wave| Wave| Lengths_K0_M_K1| ArrangeOrder| | | PerVector| PerVector_K1| | Lengths_K0_N_K1| ArrangeOrder| | | PerVector| PerVector_K1| | | PerVector|
//##########################
######################################
| | | | | | | | |
|
| | | | | | | | | | | | | | | | | | | | | | | | |
//##########################
|
| | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | |
DeviceConvN
D
Fwd
Xdl_Input_N_Hi_Wi_C_Weight_K_Y_X_C_Output_N_Ho_Wo_K
<
BF16
,
BF16
,
BF16
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwd1x1P0
,
1
,
256
,
256
,
128
,
4
,
8
,
32
,
32
,
4
,
2
,
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<
4
,
64
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1
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,
S
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1
,
0
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,
S
<
1
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0
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,
2
,
8
,
8
,
true
,
S
<
4
,
64
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1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
7
,
1
>
,
DeviceConvN
d
Fwd
NwcKxcNwk_Xdl
<
1
,
BF16
,
BF16
,
BF16
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwd1x1P0
,
256
,
256
,
128
,
4
,
8
,
32
,
32
,
4
,
2
,
S
<
4
,
64
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1
>
,
S
<
1
,
0
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2
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,
S
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1
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2
,
8
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true
,
S
<
4
,
64
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1
>
,
S
<
1
,
0
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2
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,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
7
,
1
>
,
DeviceConvN
D
Fwd
Xdl_Input_N_Hi_Wi_C_Weight_K_Y_X_C_Output_N_Ho_Wo_K
<
BF16
,
BF16
,
BF16
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwd1x1P0
,
1
,
256
,
128
,
256
,
4
,
8
,
32
,
32
,
2
,
4
,
S
<
4
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64
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1
>
,
S
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1
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0
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,
S
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1
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2
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8
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true
,
S
<
4
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64
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S
<
1
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0
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S
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1
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2
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,
2
,
8
,
8
,
true
,
7
,
1
>
,
DeviceConvN
d
Fwd
NwcKxcNwk_Xdl
<
1
,
BF16
,
BF16
,
BF16
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwd1x1P0
,
256
,
128
,
256
,
4
,
8
,
32
,
32
,
2
,
4
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
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>
,
2
,
8
,
8
,
true
,
S
<
4
,
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
,
0
,
2
>
,
2
,
8
,
8
,
true
,
7
,
1
>
,
DeviceConvN
D
Fwd
Xdl_Input_N_Hi_Wi_C_Weight_K_Y_X_C_Output_N_Ho_Wo_K
<
BF16
,
BF16
,
BF16
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwd1x1P0
,
1
,
128
,
128
,
128
,
4
,
8
,
32
,
32
,
4
,
2
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S
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4
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32
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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
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true
,
S
<
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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0
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2
>
,
2
,
8
,
8
,
true
,
7
,
1
>
,
DeviceConvN
d
Fwd
NwcKxcNwk_Xdl
<
1
,
BF16
,
BF16
,
BF16
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwd1x1P0
,
128
,
128
,
128
,
4
,
8
,
32
,
32
,
4
,
2
,
S
<
4
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32
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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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2
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8
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true
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S
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4
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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
>
,
2
,
8
,
8
,
true
,
7
,
1
>
,
DeviceConvN
D
Fwd
Xdl_Input_N_Hi_Wi_C_Weight_K_Y_X_C_Output_N_Ho_Wo_K
<
BF16
,
BF16
,
BF16
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwd1x1P0
,
1
,
256
,
128
,
128
,
4
,
8
,
32
,
32
,
2
,
2
,
S
<
4
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64
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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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2
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,
2
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8
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8
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true
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S
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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
>
,
2
,
8
,
8
,
true
,
7
,
1
>
,
DeviceConvN
d
Fwd
NwcKxcNwk_Xdl
<
1
,
BF16
,
BF16
,
BF16
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwd1x1P0
,
256
,
128
,
128
,
4
,
8
,
32
,
32
,
2
,
2
,
S
<
4
,
64
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1
>
,
S
<
1
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2
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1
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2
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8
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true
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4
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64
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1
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2
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1
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0
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2
>
,
2
,
8
,
8
,
true
,
7
,
1
>
,
DeviceConvN
D
Fwd
Xdl_Input_N_Hi_Wi_C_Weight_K_Y_X_C_Output_N_Ho_Wo_K
<
BF16
,
BF16
,
BF16
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwd1x1P0
,
1
,
128
,
128
,
64
,
4
,
8
,
32
,
32
,
2
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2
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S
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4
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32
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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
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1
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2
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2
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8
,
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true
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S
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4
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32
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1
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S
<
1
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0
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2
>
,
S
<
1
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0
,
2
>
,
2
,
8
,
8
,
true
,
7
,
1
>
,
DeviceConvN
d
Fwd
NwcKxcNwk_Xdl
<
1
,
BF16
,
BF16
,
BF16
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwd1x1P0
,
128
,
128
,
64
,
4
,
8
,
32
,
32
,
2
,
2
,
S
<
4
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32
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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
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1
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0
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,
2
,
8
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true
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S
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4
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32
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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
>
,
2
,
8
,
8
,
true
,
7
,
1
>
,
DeviceConvN
D
Fwd
Xdl_Input_N_Hi_Wi_C_Weight_K_Y_X_C_Output_N_Ho_Wo_K
<
BF16
,
BF16
,
BF16
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwd1x1P0
,
1
,
128
,
64
,
128
,
4
,
8
,
32
,
32
,
2
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2
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4
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32
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,
S
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1
,
0
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2
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,
S
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1
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2
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,
2
,
8
,
8
,
true
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S
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4
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32
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1
>
,
S
<
1
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0
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2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
7
,
1
>
,
DeviceConvN
d
Fwd
NwcKxcNwk_Xdl
<
1
,
BF16
,
BF16
,
BF16
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwd1x1P0
,
128
,
64
,
128
,
4
,
8
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32
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32
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2
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2
,
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<
4
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32
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1
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1
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2
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8
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true
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32
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1
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,
2
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8
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8
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true
,
7
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1
>
,
DeviceConvN
D
Fwd
Xdl_Input_N_Hi_Wi_C_Weight_K_Y_X_C_Output_N_Ho_Wo_K
<
BF16
,
BF16
,
BF16
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwd1x1P0
,
1
,
64
,
64
,
64
,
4
,
8
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32
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32
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2
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2
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<
4
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16
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1
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1
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2
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8
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true
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1
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,
2
,
8
,
8
,
true
,
7
,
1
>
,
DeviceConvN
d
Fwd
NwcKxcNwk_Xdl
<
1
,
BF16
,
BF16
,
BF16
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwd1x1P0
,
64
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64
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64
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4
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8
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32
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32
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2
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4
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16
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2
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true
,
7
,
1
>
,
DeviceConvN
D
Fwd
Xdl_Input_N_Hi_Wi_C_Weight_K_Y_X_C_Output_N_Ho_Wo_K
<
BF16
,
BF16
,
BF16
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwd1x1P0
,
1
,
256
,
128
,
64
,
4
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8
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32
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32
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2
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64
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true
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64
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2
,
8
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8
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true
,
7
,
1
>
,
DeviceConvN
d
Fwd
NwcKxcNwk_Xdl
<
1
,
BF16
,
BF16
,
BF16
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwd1x1P0
,
256
,
128
,
64
,
4
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8
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32
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32
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2
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1
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4
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64
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1
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8
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true
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4
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64
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1
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2
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2
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8
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,
true
,
7
,
1
>
,
DeviceConvN
D
Fwd
Xdl_Input_N_Hi_Wi_C_Weight_K_Y_X_C_Output_N_Ho_Wo_K
<
BF16
,
BF16
,
BF16
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwd1x1P0
,
1
,
256
,
64
,
128
,
4
,
8
,
32
,
32
,
1
,
2
,
S
<
4
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64
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>
,
S
<
1
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0
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,
S
<
1
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,
2
,
8
,
8
,
true
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
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2
>
,
S
<
1
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0
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2
>
,
2
,
8
,
8
,
true
,
7
,
1
>
,
DeviceConvN
d
Fwd
NwcKxcNwk_Xdl
<
1
,
BF16
,
BF16
,
BF16
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwd1x1P0
,
256
,
64
,
128
,
4
,
8
,
32
,
32
,
1
,
2
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
7
,
1
>
,
DeviceConvN
D
Fwd
Xdl_Input_N_Hi_Wi_C_Weight_K_Y_X_C_Output_N_Ho_Wo_K
<
BF16
,
BF16
,
BF16
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwd1x1P0
,
1
,
128
,
128
,
32
,
4
,
8
,
32
,
32
,
2
,
1
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
7
,
1
>
,
DeviceConvN
d
Fwd
NwcKxcNwk_Xdl
<
1
,
BF16
,
BF16
,
BF16
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwd1x1P0
,
128
,
128
,
32
,
4
,
8
,
32
,
32
,
2
,
1
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
7
,
1
>
,
DeviceConvN
D
Fwd
Xdl_Input_N_Hi_Wi_C_Weight_K_Y_X_C_Output_N_Ho_Wo_K
<
BF16
,
BF16
,
BF16
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwd1x1P0
,
1
,
128
,
32
,
128
,
4
,
8
,
32
,
32
,
1
,
2
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
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0
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2
>
,
2
,
8
,
8
,
true
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
7
,
1
>
,
DeviceConvN
d
Fwd
NwcKxcNwk_Xdl
<
1
,
BF16
,
BF16
,
BF16
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwd1x1P0
,
128
,
32
,
128
,
4
,
8
,
32
,
32
,
1
,
2
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
7
,
1
>
,
DeviceConvN
D
Fwd
Xdl_Input_N_Hi_Wi_C_Weight_K_Y_X_C_Output_N_Ho_Wo_K
<
BF16
,
BF16
,
BF16
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwd1x1P0
,
1
,
64
,
64
,
32
,
4
,
8
,
32
,
32
,
2
,
1
,
S
<
4
,
16
,
1
>
,
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
,
8
,
8
,
true
,
S
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4
,
16
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1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
7
,
1
>
,
DeviceConvN
d
Fwd
NwcKxcNwk_Xdl
<
1
,
BF16
,
BF16
,
BF16
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwd1x1P0
,
64
,
64
,
32
,
4
,
8
,
32
,
32
,
2
,
1
,
S
<
4
,
16
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
S
<
4
,
16
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
7
,
1
>
,
DeviceConvN
D
Fwd
Xdl_Input_N_Hi_Wi_C_Weight_K_Y_X_C_Output_N_Ho_Wo_K
<
BF16
,
BF16
,
BF16
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwd1x1P0
,
1
,
64
,
32
,
64
,
4
,
8
,
32
,
32
,
1
,
2
,
S
<
4
,
16
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
S
<
4
,
16
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
7
,
1
>
DeviceConvN
d
Fwd
NwcKxcNwk_Xdl
<
1
,
BF16
,
BF16
,
BF16
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwd1x1P0
,
64
,
32
,
64
,
4
,
8
,
32
,
32
,
1
,
2
,
S
<
4
,
16
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
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0
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2
>
,
2
,
8
,
8
,
true
,
S
<
4
,
16
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
7
,
1
>
// clang-format on
// clang-format on
>
;
>
;
using
device_conv1d_fwd_xdl_nwc_kxc_nwk_1x1_s1_p0_bf16_instances
=
std
::
tuple
<
using
device_conv1d_fwd_xdl_nwc_kxc_nwk_1x1_s1_p0_bf16_instances
=
std
::
tuple
<
// clang-format off
// clang-format off
//##########################
######################################
| InData| WeiData| OutData| AccData| In| Wei| Out| ConvForward|
NumDim|
Block| MPer| NPer| K0Per| K1| MPer| NPer| MXdl| NXdl| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockLds| BBlockTransfer| BBlockTransfer| BBlockTransfer| BlockTransfer| BBlockTransfer| BBlockTransfer| BBlockLds| CThreadTransfer| CThreadTransfer|
//##########################
| NumDim
| InData| WeiData| OutData| AccData| In| Wei| Out| ConvForward| Block| MPer| NPer| K0Per| K1| MPer| NPer| MXdl| NXdl| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockLds| BBlockTransfer| BBlockTransfer| BBlockTransfer| BlockTransfer| BBlockTransfer| BBlockTransfer| BBlockLds| CThreadTransfer| CThreadTransfer|
//##########################
######################################
| Type| Type| Type| Type| Elementwise| Elementwise| Elementwise| Specialization|
Spatial|
Size| Block| Block| Block| | XDL| XDL| Per| Per| ThreadCluster| ThreadCluster| SrcAccessOrder| SrcVectorDim| SrcScalar| DstScalar| AddExtraM| ThreadCluster| ThreadCluster| SrcAccessOrder| SrcVectorDim| SrcScalar| DstScalar| AddExtraN| SrcDstVectorDim| DstScalar|
//##########################
| Spatial
| Type| Type| Type| Type| Elementwise| Elementwise| Elementwise| Specialization| Size| Block| Block| Block| | XDL| XDL| Per| Per| ThreadCluster| ThreadCluster| SrcAccessOrder| SrcVectorDim| SrcScalar| DstScalar| AddExtraM| ThreadCluster| ThreadCluster| SrcAccessOrder| SrcVectorDim| SrcScalar| DstScalar| AddExtraN| SrcDstVectorDim| DstScalar|
//##########################
######################################
| | | | | Operation| Operation| Operation| |
|
| | | | | | | Wave| Wave| Lengths_K0_M_K1| ArrangeOrder| | | PerVector| PerVector_K1| | Lengths_K0_N_K1| ArrangeOrder| | | PerVector| PerVector_K1| | | PerVector|
//##########################
|
| | | | | Operation| Operation| Operation| | | | | | | | | Wave| Wave| Lengths_K0_M_K1| ArrangeOrder| | | PerVector| PerVector_K1| | Lengths_K0_N_K1| ArrangeOrder| | | PerVector| PerVector_K1| | | PerVector|
//##########################
######################################
| | | | | | | | |
|
| | | | | | | | | | | | | | | | | | | | | | | | |
//##########################
|
| | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | |
DeviceConvN
D
Fwd
Xdl_Input_N_Hi_Wi_C_Weight_K_Y_X_C_Output_N_Ho_Wo_K
<
BF16
,
BF16
,
BF16
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwd1x1S1P0
,
1
,
256
,
256
,
128
,
4
,
8
,
32
,
32
,
4
,
2
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
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0
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2
>
,
2
,
8
,
8
,
true
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
7
,
1
>
,
DeviceConvN
d
Fwd
NwcKxcNwk_Xdl
<
1
,
BF16
,
BF16
,
BF16
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwd1x1S1P0
,
256
,
256
,
128
,
4
,
8
,
32
,
32
,
4
,
2
,
S
<
4
,
64
,
1
>
,
S
<
1
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0
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1
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2
,
8
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true
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S
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4
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64
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1
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,
S
<
1
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2
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,
S
<
1
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0
,
2
>
,
2
,
8
,
8
,
true
,
7
,
1
>
,
DeviceConvN
D
Fwd
Xdl_Input_N_Hi_Wi_C_Weight_K_Y_X_C_Output_N_Ho_Wo_K
<
BF16
,
BF16
,
BF16
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwd1x1S1P0
,
1
,
256
,
128
,
256
,
4
,
8
,
32
,
32
,
2
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4
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true
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8
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8
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true
,
7
,
1
>
,
DeviceConvN
d
Fwd
NwcKxcNwk_Xdl
<
1
,
BF16
,
BF16
,
BF16
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwd1x1S1P0
,
256
,
128
,
256
,
4
,
8
,
32
,
32
,
2
,
4
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
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>
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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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true
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S
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4
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64
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,
2
,
8
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,
true
,
7
,
1
>
,
DeviceConvN
D
Fwd
Xdl_Input_N_Hi_Wi_C_Weight_K_Y_X_C_Output_N_Ho_Wo_K
<
BF16
,
BF16
,
BF16
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwd1x1S1P0
,
1
,
128
,
128
,
128
,
4
,
8
,
32
,
32
,
4
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4
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32
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1
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1
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0
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1
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8
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true
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2
,
8
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8
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true
,
7
,
1
>
,
DeviceConvN
d
Fwd
NwcKxcNwk_Xdl
<
1
,
BF16
,
BF16
,
BF16
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwd1x1S1P0
,
128
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128
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128
,
4
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32
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32
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4
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4
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32
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8
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true
,
7
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1
>
,
DeviceConvN
D
Fwd
Xdl_Input_N_Hi_Wi_C_Weight_K_Y_X_C_Output_N_Ho_Wo_K
<
BF16
,
BF16
,
BF16
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwd1x1S1P0
,
1
,
256
,
128
,
128
,
4
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32
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2
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2
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2
>
,
2
,
8
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8
,
true
,
7
,
1
>
,
DeviceConvN
d
Fwd
NwcKxcNwk_Xdl
<
1
,
BF16
,
BF16
,
BF16
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwd1x1S1P0
,
256
,
128
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128
,
4
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32
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32
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2
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<
4
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64
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2
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8
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true
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7
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1
>
,
DeviceConvN
D
Fwd
Xdl_Input_N_Hi_Wi_C_Weight_K_Y_X_C_Output_N_Ho_Wo_K
<
BF16
,
BF16
,
BF16
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwd1x1S1P0
,
1
,
128
,
128
,
64
,
4
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8
,
32
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32
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2
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2
,
8
,
8
,
true
,
7
,
1
>
,
DeviceConvN
d
Fwd
NwcKxcNwk_Xdl
<
1
,
BF16
,
BF16
,
BF16
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwd1x1S1P0
,
128
,
128
,
64
,
4
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8
,
32
,
32
,
2
,
2
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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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2
>
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S
<
1
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>
,
2
,
8
,
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,
true
,
S
<
4
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32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
7
,
1
>
,
DeviceConvN
D
Fwd
Xdl_Input_N_Hi_Wi_C_Weight_K_Y_X_C_Output_N_Ho_Wo_K
<
BF16
,
BF16
,
BF16
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwd1x1S1P0
,
1
,
128
,
64
,
128
,
4
,
8
,
32
,
32
,
2
,
2
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
7
,
1
>
,
DeviceConvN
d
Fwd
NwcKxcNwk_Xdl
<
1
,
BF16
,
BF16
,
BF16
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwd1x1S1P0
,
128
,
64
,
128
,
4
,
8
,
32
,
32
,
2
,
2
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
7
,
1
>
,
DeviceConvN
D
Fwd
Xdl_Input_N_Hi_Wi_C_Weight_K_Y_X_C_Output_N_Ho_Wo_K
<
BF16
,
BF16
,
BF16
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwd1x1S1P0
,
1
,
64
,
64
,
64
,
4
,
8
,
32
,
32
,
2
,
2
,
S
<
4
,
16
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
S
<
4
,
16
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
7
,
1
>
,
DeviceConvN
d
Fwd
NwcKxcNwk_Xdl
<
1
,
BF16
,
BF16
,
BF16
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwd1x1S1P0
,
64
,
64
,
64
,
4
,
8
,
32
,
32
,
2
,
2
,
S
<
4
,
16
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
S
<
4
,
16
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
7
,
1
>
,
DeviceConvN
D
Fwd
Xdl_Input_N_Hi_Wi_C_Weight_K_Y_X_C_Output_N_Ho_Wo_K
<
BF16
,
BF16
,
BF16
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwd1x1S1P0
,
1
,
256
,
128
,
64
,
4
,
8
,
32
,
32
,
2
,
1
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
7
,
1
>
,
DeviceConvN
d
Fwd
NwcKxcNwk_Xdl
<
1
,
BF16
,
BF16
,
BF16
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwd1x1S1P0
,
256
,
128
,
64
,
4
,
8
,
32
,
32
,
2
,
1
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
7
,
1
>
,
DeviceConvN
D
Fwd
Xdl_Input_N_Hi_Wi_C_Weight_K_Y_X_C_Output_N_Ho_Wo_K
<
BF16
,
BF16
,
BF16
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwd1x1S1P0
,
1
,
256
,
64
,
128
,
4
,
8
,
32
,
32
,
1
,
2
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
7
,
1
>
,
DeviceConvN
d
Fwd
NwcKxcNwk_Xdl
<
1
,
BF16
,
BF16
,
BF16
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwd1x1S1P0
,
256
,
64
,
128
,
4
,
8
,
32
,
32
,
1
,
2
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
7
,
1
>
,
DeviceConvN
D
Fwd
Xdl_Input_N_Hi_Wi_C_Weight_K_Y_X_C_Output_N_Ho_Wo_K
<
BF16
,
BF16
,
BF16
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwd1x1S1P0
,
1
,
128
,
128
,
32
,
4
,
8
,
32
,
32
,
2
,
1
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
7
,
1
>
,
DeviceConvN
d
Fwd
NwcKxcNwk_Xdl
<
1
,
BF16
,
BF16
,
BF16
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwd1x1S1P0
,
128
,
128
,
32
,
4
,
8
,
32
,
32
,
2
,
1
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
7
,
1
>
,
DeviceConvN
D
Fwd
Xdl_Input_N_Hi_Wi_C_Weight_K_Y_X_C_Output_N_Ho_Wo_K
<
BF16
,
BF16
,
BF16
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwd1x1S1P0
,
1
,
128
,
32
,
128
,
4
,
8
,
32
,
32
,
1
,
2
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
7
,
1
>
,
DeviceConvN
d
Fwd
NwcKxcNwk_Xdl
<
1
,
BF16
,
BF16
,
BF16
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwd1x1S1P0
,
128
,
32
,
128
,
4
,
8
,
32
,
32
,
1
,
2
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
7
,
1
>
,
DeviceConvN
D
Fwd
Xdl_Input_N_Hi_Wi_C_Weight_K_Y_X_C_Output_N_Ho_Wo_K
<
BF16
,
BF16
,
BF16
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwd1x1S1P0
,
1
,
64
,
64
,
32
,
4
,
8
,
32
,
32
,
2
,
1
,
S
<
4
,
16
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
S
<
4
,
16
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
7
,
1
>
,
DeviceConvN
d
Fwd
NwcKxcNwk_Xdl
<
1
,
BF16
,
BF16
,
BF16
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwd1x1S1P0
,
64
,
64
,
32
,
4
,
8
,
32
,
32
,
2
,
1
,
S
<
4
,
16
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
S
<
4
,
16
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
7
,
1
>
,
DeviceConvN
D
Fwd
Xdl_Input_N_Hi_Wi_C_Weight_K_Y_X_C_Output_N_Ho_Wo_K
<
BF16
,
BF16
,
BF16
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwd1x1S1P0
,
1
,
64
,
32
,
64
,
4
,
8
,
32
,
32
,
1
,
2
,
S
<
4
,
16
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
S
<
4
,
16
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
7
,
1
>
DeviceConvN
d
Fwd
NwcKxcNwk_Xdl
<
1
,
BF16
,
BF16
,
BF16
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwd1x1S1P0
,
64
,
32
,
64
,
4
,
8
,
32
,
32
,
1
,
2
,
S
<
4
,
16
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
S
<
4
,
16
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
7
,
1
>
// clang-format on
// clang-format on
>
;
>
;
void
add_device_conv1d_fwd_xdl_nwc_kxc_nwk_bf16_instances
(
void
add_device_conv1d_fwd_xdl_nwc_kxc_nwk_bf16_instances
(
std
::
vector
<
DeviceConvFwdPtr
<
PassThrough
,
PassThrough
,
PassThrough
>>&
instances
)
std
::
vector
<
std
::
unique_ptr
<
DeviceConvFwd
<
1
,
NWC
,
KXC
,
NWK
,
BF16
,
BF16
,
BF16
,
PassThrough
,
PassThrough
,
PassThrough
>>>&
instances
)
{
{
add_device_operation_instances
(
instances
,
device_conv1d_fwd_xdl_nwc_kxc_nwk_bf16_instances
{});
add_device_operation_instances
(
instances
,
device_conv1d_fwd_xdl_nwc_kxc_nwk_bf16_instances
{});
add_device_operation_instances
(
instances
,
add_device_operation_instances
(
instances
,
...
...
library/src/tensor_operation_instance/gpu/conv1d_fwd/device_conv1d_fwd_xdl_nwc_kxc_nwk_f16_instance.cpp
View file @
615e1d3e
...
@@ -5,9 +5,10 @@
...
@@ -5,9 +5,10 @@
#include "ck/ck.hpp"
#include "ck/ck.hpp"
#include "ck/tensor_operation/gpu/device/tensor_layout.hpp"
#include "ck/tensor_operation/gpu/device/tensor_layout.hpp"
#include "ck/tensor_operation/gpu/device/
gemm_specialization
.hpp"
#include "ck/tensor_operation/gpu/device/
device_convnd_fwd_nwc_kxc_nwk_xdl
.hpp"
#include "ck/tensor_operation/gpu/device/
device_convnd_fwd_xdl_nhwc_kyxc_nhwk
.hpp"
#include "ck/tensor_operation/gpu/device/
convolution_forward_specialization
.hpp"
#include "ck/tensor_operation/gpu/element/element_wise_operation.hpp"
#include "ck/tensor_operation/gpu/element/element_wise_operation.hpp"
#include "ck/library/tensor_operation_instance/add_device_operation_instance.hpp"
#include "ck/library/tensor_operation_instance/add_device_operation_instance.hpp"
namespace
ck
{
namespace
ck
{
...
@@ -21,6 +22,10 @@ using F32 = float;
...
@@ -21,6 +22,10 @@ using F32 = float;
template
<
ck
::
index_t
...
Is
>
template
<
ck
::
index_t
...
Is
>
using
S
=
ck
::
Sequence
<
Is
...
>
;
using
S
=
ck
::
Sequence
<
Is
...
>
;
using
NWC
=
ck
::
tensor_layout
::
convolution
::
NWC
;
using
KXC
=
ck
::
tensor_layout
::
convolution
::
KXC
;
using
NWK
=
ck
::
tensor_layout
::
convolution
::
NWK
;
using
PassThrough
=
ck
::
tensor_operation
::
element_wise
::
PassThrough
;
using
PassThrough
=
ck
::
tensor_operation
::
element_wise
::
PassThrough
;
static
constexpr
auto
ConvFwdDefault
=
static
constexpr
auto
ConvFwdDefault
=
...
@@ -32,75 +37,77 @@ static constexpr auto ConvFwd1x1P0 =
...
@@ -32,75 +37,77 @@ static constexpr auto ConvFwd1x1P0 =
static
constexpr
auto
ConvFwd1x1S1P0
=
static
constexpr
auto
ConvFwd1x1S1P0
=
ck
::
tensor_operation
::
device
::
ConvolutionForwardSpecialization
::
Filter1x1Stride1Pad0
;
ck
::
tensor_operation
::
device
::
ConvolutionForwardSpecialization
::
Filter1x1Stride1Pad0
;
// Compilation parameters for in[n,
hi,
wi, c] * wei[k,
y,
x, c] = out[n,
ho,
wo, k]
// Compilation parameters for in[n, wi, c] * wei[k, x, c] = out[n, wo, k]
using
device_conv1d_fwd_xdl_nwc_kxc_nwk_f16_instances
=
std
::
tuple
<
using
device_conv1d_fwd_xdl_nwc_kxc_nwk_f16_instances
=
std
::
tuple
<
// clang-format off
// clang-format off
//##########################
######################################
| InData| WeiData| OutData| AccData| In| Wei| Out| ConvForward|
NumDim|
Block| MPer| NPer| K0Per| K1| MPer| NPer| MXdl| NXdl| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockLds| BBlockTransfer| BBlockTransfer| BBlockTransfer| BlockTransfer| BBlockTransfer| BBlockTransfer| BBlockLds| CThreadTransfer| CThreadTransfer|
//##########################
| NumDim
| InData| WeiData| OutData| AccData| In| Wei| Out| ConvForward| Block| MPer| NPer| K0Per| K1| MPer| NPer| MXdl| NXdl| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockLds| BBlockTransfer| BBlockTransfer| BBlockTransfer| BlockTransfer| BBlockTransfer| BBlockTransfer| BBlockLds| CThreadTransfer| CThreadTransfer|
//##########################
######################################
| Type| Type| Type| Type| Elementwise| Elementwise| Elementwise| Specialization|
Spatial|
Size| Block| Block| Block| | XDL| XDL| Per| Per| ThreadCluster| ThreadCluster| SrcAccessOrder| SrcVectorDim| SrcScalar| DstScalar| AddExtraM| ThreadCluster| ThreadCluster| SrcAccessOrder| SrcVectorDim| SrcScalar| DstScalar| AddExtraN| SrcDstVectorDim| DstScalar|
//##########################
| Spatial
| Type| Type| Type| Type| Elementwise| Elementwise| Elementwise| Specialization| Size| Block| Block| Block| | XDL| XDL| Per| Per| ThreadCluster| ThreadCluster| SrcAccessOrder| SrcVectorDim| SrcScalar| DstScalar| AddExtraM| ThreadCluster| ThreadCluster| SrcAccessOrder| SrcVectorDim| SrcScalar| DstScalar| AddExtraN| SrcDstVectorDim| DstScalar|
//##########################
######################################
| | | | | Operation| Operation| Operation| |
|
| | | | | | | Wave| Wave| Lengths_K0_M_K1| ArrangeOrder| | | PerVector| PerVector_K1| | Lengths_K0_N_K1| ArrangeOrder| | | PerVector| PerVector_K1| | | PerVector|
//##########################
|
| | | | | Operation| Operation| Operation| | | | | | | | | Wave| Wave| Lengths_K0_M_K1| ArrangeOrder| | | PerVector| PerVector_K1| | Lengths_K0_N_K1| ArrangeOrder| | | PerVector| PerVector_K1| | | PerVector|
//##########################
######################################
| | | | | | | | |
|
| | | | | | | | | | | | | | | | | | | | | | | | |
//##########################
|
| | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | |
DeviceConvN
D
Fwd
Xdl_Input_N_Hi_Wi_C_Weight_K_Y_X_C_Output_N_Ho_Wo_K
<
F16
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ConvFwdDefault
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DeviceConvN
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NwcKxcNwk_Xdl
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DeviceConvN
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Fwd
Xdl_Input_N_Hi_Wi_C_Weight_K_Y_X_C_Output_N_Ho_Wo_K
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ConvFwdDefault
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DeviceConvN
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NwcKxcNwk_Xdl
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DeviceConvN
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Fwd
Xdl_Input_N_Hi_Wi_C_Weight_K_Y_X_C_Output_N_Ho_Wo_K
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ConvFwdDefault
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DeviceConvN
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NwcKxcNwk_Xdl
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DeviceConvN
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Xdl_Input_N_Hi_Wi_C_Weight_K_Y_X_C_Output_N_Ho_Wo_K
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ConvFwdDefault
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DeviceConvN
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NwcKxcNwk_Xdl
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DeviceConvN
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Fwd
Xdl_Input_N_Hi_Wi_C_Weight_K_Y_X_C_Output_N_Ho_Wo_K
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F16
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ConvFwdDefault
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DeviceConvN
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NwcKxcNwk_Xdl
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DeviceConvN
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Fwd
Xdl_Input_N_Hi_Wi_C_Weight_K_Y_X_C_Output_N_Ho_Wo_K
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DeviceConvN
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NwcKxcNwk_Xdl
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DeviceConvN
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Xdl_Input_N_Hi_Wi_C_Weight_K_Y_X_C_Output_N_Ho_Wo_K
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NwcKxcNwk_Xdl
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DeviceConvN
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Xdl_Input_N_Hi_Wi_C_Weight_K_Y_X_C_Output_N_Ho_Wo_K
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ConvFwdDefault
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DeviceConvN
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Xdl_Input_N_Hi_Wi_C_Weight_K_Y_X_C_Output_N_Ho_Wo_K
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D
Fwd
Xdl_Input_N_Hi_Wi_C_Weight_K_Y_X_C_Output_N_Ho_Wo_K
<
F16
,
F16
,
F16
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwdDefault
,
1
,
128
,
32
,
128
,
4
,
8
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32
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1
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,
7
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,
DeviceConvN
d
Fwd
NwcKxcNwk_Xdl
<
1
,
F16
,
F16
,
F16
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwdDefault
,
128
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32
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128
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4
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8
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32
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1
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4
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8
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,
7
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1
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,
DeviceConvN
D
Fwd
Xdl_Input_N_Hi_Wi_C_Weight_K_Y_X_C_Output_N_Ho_Wo_K
<
F16
,
F16
,
F16
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwdDefault
,
1
,
64
,
64
,
32
,
4
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8
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32
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32
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1
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2
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8
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8
,
true
,
7
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1
>
,
DeviceConvN
d
Fwd
NwcKxcNwk_Xdl
<
1
,
F16
,
F16
,
F16
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwdDefault
,
64
,
64
,
32
,
4
,
8
,
32
,
32
,
2
,
1
,
S
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4
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,
2
,
8
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true
,
7
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1
>
,
DeviceConvN
D
Fwd
Xdl_Input_N_Hi_Wi_C_Weight_K_Y_X_C_Output_N_Ho_Wo_K
<
F16
,
F16
,
F16
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwdDefault
,
1
,
64
,
32
,
64
,
4
,
8
,
32
,
32
,
1
,
2
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16
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,
2
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8
,
8
,
true
,
7
,
1
>
DeviceConvN
d
Fwd
NwcKxcNwk_Xdl
<
1
,
F16
,
F16
,
F16
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwdDefault
,
64
,
32
,
64
,
4
,
8
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32
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32
,
1
,
2
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S
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4
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<
1
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0
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2
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,
2
,
8
,
8
,
true
,
7
,
1
>
// clang-format on
// clang-format on
>
;
>
;
using
device_conv1d_fwd_xdl_nwc_kxc_nwk_1x1_p0_f16_instances
=
std
::
tuple
<
using
device_conv1d_fwd_xdl_nwc_kxc_nwk_1x1_p0_f16_instances
=
std
::
tuple
<
// clang-format off
// clang-format off
//##########################
######################################
| InData| WeiData| OutData| AccData| In| Wei| Out| ConvForward|
NumDim|
Block| MPer| NPer| K0Per| K1| MPer| NPer| MXdl| NXdl| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockLds| BBlockTransfer| BBlockTransfer| BBlockTransfer| BlockTransfer| BBlockTransfer| BBlockTransfer| BBlockLds| CThreadTransfer| CThreadTransfer|
//##########################
| NumDim
| InData| WeiData| OutData| AccData| In| Wei| Out| ConvForward| Block| MPer| NPer| K0Per| K1| MPer| NPer| MXdl| NXdl| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockLds| BBlockTransfer| BBlockTransfer| BBlockTransfer| BlockTransfer| BBlockTransfer| BBlockTransfer| BBlockLds| CThreadTransfer| CThreadTransfer|
//##########################
######################################
| Type| Type| Type| Type| Elementwise| Elementwise| Elementwise| Specialization|
Spatial|
Size| Block| Block| Block| | XDL| XDL| Per| Per| ThreadCluster| ThreadCluster| SrcAccessOrder| SrcVectorDim| SrcScalar| DstScalar| AddExtraM| ThreadCluster| ThreadCluster| SrcAccessOrder| SrcVectorDim| SrcScalar| DstScalar| AddExtraN| SrcDstVectorDim| DstScalar|
//##########################
| Spatial
| Type| Type| Type| Type| Elementwise| Elementwise| Elementwise| Specialization| Size| Block| Block| Block| | XDL| XDL| Per| Per| ThreadCluster| ThreadCluster| SrcAccessOrder| SrcVectorDim| SrcScalar| DstScalar| AddExtraM| ThreadCluster| ThreadCluster| SrcAccessOrder| SrcVectorDim| SrcScalar| DstScalar| AddExtraN| SrcDstVectorDim| DstScalar|
//##########################
######################################
| | | | | Operation| Operation| Operation| |
|
| | | | | | | Wave| Wave| Lengths_K0_M_K1| ArrangeOrder| | | PerVector| PerVector_K1| | Lengths_K0_N_K1| ArrangeOrder| | | PerVector| PerVector_K1| | | PerVector|
//##########################
|
| | | | | Operation| Operation| Operation| | | | | | | | | Wave| Wave| Lengths_K0_M_K1| ArrangeOrder| | | PerVector| PerVector_K1| | Lengths_K0_N_K1| ArrangeOrder| | | PerVector| PerVector_K1| | | PerVector|
//##########################
######################################
| | | | | | | | |
|
| | | | | | | | | | | | | | | | | | | | | | | | |
//##########################
|
| | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | |
DeviceConvN
D
Fwd
Xdl_Input_N_Hi_Wi_C_Weight_K_Y_X_C_Output_N_Ho_Wo_K
<
F16
,
F16
,
F16
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwd1x1P0
,
1
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256
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256
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128
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4
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32
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true
,
7
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DeviceConvN
d
Fwd
NwcKxcNwk_Xdl
<
1
,
F16
,
F16
,
F16
,
F32
,
PassThrough
,
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ConvFwd1x1P0
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256
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128
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DeviceConvN
D
Fwd
Xdl_Input_N_Hi_Wi_C_Weight_K_Y_X_C_Output_N_Ho_Wo_K
<
F16
,
F16
,
F16
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,
PassThrough
,
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ConvFwd1x1P0
,
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DeviceConvN
d
Fwd
NwcKxcNwk_Xdl
<
1
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F16
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ConvFwd1x1P0
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256
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DeviceConvN
D
Fwd
Xdl_Input_N_Hi_Wi_C_Weight_K_Y_X_C_Output_N_Ho_Wo_K
<
F16
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PassThrough
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ConvFwd1x1P0
,
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DeviceConvN
d
Fwd
NwcKxcNwk_Xdl
<
1
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ConvFwd1x1P0
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DeviceConvN
D
Fwd
Xdl_Input_N_Hi_Wi_C_Weight_K_Y_X_C_Output_N_Ho_Wo_K
<
F16
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ConvFwd1x1P0
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DeviceConvN
d
Fwd
NwcKxcNwk_Xdl
<
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ConvFwd1x1P0
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DeviceConvN
D
Fwd
Xdl_Input_N_Hi_Wi_C_Weight_K_Y_X_C_Output_N_Ho_Wo_K
<
F16
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PassThrough
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ConvFwd1x1P0
,
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DeviceConvN
d
Fwd
NwcKxcNwk_Xdl
<
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DeviceConvN
D
Fwd
Xdl_Input_N_Hi_Wi_C_Weight_K_Y_X_C_Output_N_Ho_Wo_K
<
F16
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PassThrough
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PassThrough
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ConvFwd1x1P0
,
1
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DeviceConvN
d
Fwd
NwcKxcNwk_Xdl
<
1
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F16
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F16
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ConvFwd1x1P0
,
128
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DeviceConvN
D
Fwd
Xdl_Input_N_Hi_Wi_C_Weight_K_Y_X_C_Output_N_Ho_Wo_K
<
F16
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PassThrough
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PassThrough
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PassThrough
,
ConvFwd1x1P0
,
1
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<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
7
,
1
>
,
DeviceConvN
d
Fwd
NwcKxcNwk_Xdl
<
1
,
F16
,
F16
,
F16
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwd1x1P0
,
64
,
64
,
64
,
4
,
8
,
32
,
32
,
2
,
2
,
S
<
4
,
16
,
1
>
,
S
<
1
,
0
,
2
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,
S
<
1
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0
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2
,
8
,
8
,
true
,
S
<
4
,
16
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1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
7
,
1
>
,
DeviceConvN
D
Fwd
Xdl_Input_N_Hi_Wi_C_Weight_K_Y_X_C_Output_N_Ho_Wo_K
<
F16
,
F16
,
F16
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwd1x1P0
,
1
,
256
,
128
,
64
,
4
,
8
,
32
,
32
,
2
,
1
,
S
<
4
,
64
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1
>
,
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<
1
,
0
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2
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,
S
<
1
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2
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8
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8
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true
,
S
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4
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64
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1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
7
,
1
>
,
DeviceConvN
d
Fwd
NwcKxcNwk_Xdl
<
1
,
F16
,
F16
,
F16
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwd1x1P0
,
256
,
128
,
64
,
4
,
8
,
32
,
32
,
2
,
1
,
S
<
4
,
64
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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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8
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4
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1
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1
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1
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0
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2
>
,
2
,
8
,
8
,
true
,
7
,
1
>
,
DeviceConvN
D
Fwd
Xdl_Input_N_Hi_Wi_C_Weight_K_Y_X_C_Output_N_Ho_Wo_K
<
F16
,
F16
,
F16
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwd1x1P0
,
1
,
256
,
64
,
128
,
4
,
8
,
32
,
32
,
1
,
2
,
S
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4
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64
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1
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1
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8
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4
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2
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8
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true
,
7
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1
>
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DeviceConvN
d
Fwd
NwcKxcNwk_Xdl
<
1
,
F16
,
F16
,
F16
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwd1x1P0
,
256
,
64
,
128
,
4
,
8
,
32
,
32
,
1
,
2
,
S
<
4
,
64
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1
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,
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1
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0
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4
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1
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1
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0
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2
>
,
2
,
8
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8
,
true
,
7
,
1
>
,
DeviceConvN
D
Fwd
Xdl_Input_N_Hi_Wi_C_Weight_K_Y_X_C_Output_N_Ho_Wo_K
<
F16
,
F16
,
F16
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwd1x1P0
,
1
,
128
,
128
,
32
,
4
,
8
,
32
,
32
,
2
,
1
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4
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32
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1
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1
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8
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4
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1
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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
,
true
,
7
,
1
>
,
DeviceConvN
d
Fwd
NwcKxcNwk_Xdl
<
1
,
F16
,
F16
,
F16
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwd1x1P0
,
128
,
128
,
32
,
4
,
8
,
32
,
32
,
2
,
1
,
S
<
4
,
32
,
1
>
,
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<
1
,
0
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2
>
,
S
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1
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2
>
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2
,
8
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8
,
true
,
S
<
4
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32
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1
>
,
S
<
1
,
0
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2
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,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
7
,
1
>
,
DeviceConvN
D
Fwd
Xdl_Input_N_Hi_Wi_C_Weight_K_Y_X_C_Output_N_Ho_Wo_K
<
F16
,
F16
,
F16
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwd1x1P0
,
1
,
128
,
32
,
128
,
4
,
8
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32
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32
,
1
,
2
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4
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32
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8
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true
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2
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8
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true
,
7
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1
>
,
DeviceConvN
d
Fwd
NwcKxcNwk_Xdl
<
1
,
F16
,
F16
,
F16
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwd1x1P0
,
128
,
32
,
128
,
4
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8
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32
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32
,
1
,
2
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4
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32
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1
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1
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8
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4
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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
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true
,
7
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1
>
,
DeviceConvN
D
Fwd
Xdl_Input_N_Hi_Wi_C_Weight_K_Y_X_C_Output_N_Ho_Wo_K
<
F16
,
F16
,
F16
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwd1x1P0
,
1
,
64
,
64
,
32
,
4
,
8
,
32
,
32
,
2
,
1
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4
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16
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1
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1
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8
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true
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2
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8
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true
,
7
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1
>
,
DeviceConvN
d
Fwd
NwcKxcNwk_Xdl
<
1
,
F16
,
F16
,
F16
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwd1x1P0
,
64
,
64
,
32
,
4
,
8
,
32
,
32
,
2
,
1
,
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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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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0
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2
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1
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0
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2
>
,
2
,
8
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8
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true
,
7
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1
>
,
DeviceConvN
D
Fwd
Xdl_Input_N_Hi_Wi_C_Weight_K_Y_X_C_Output_N_Ho_Wo_K
<
F16
,
F16
,
F16
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwd1x1P0
,
1
,
64
,
32
,
64
,
4
,
8
,
32
,
32
,
1
,
2
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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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1
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8
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true
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1
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2
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1
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2
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,
2
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8
,
8
,
true
,
7
,
1
>
DeviceConvN
d
Fwd
NwcKxcNwk_Xdl
<
1
,
F16
,
F16
,
F16
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwd1x1P0
,
64
,
32
,
64
,
4
,
8
,
32
,
32
,
1
,
2
,
S
<
4
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16
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1
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8
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1
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1
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2
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,
2
,
8
,
8
,
true
,
7
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1
>
// clang-format on
// clang-format on
>
;
>
;
using
device_conv1d_fwd_xdl_nwc_kxc_nwk_1x1_s1_p0_f16_instances
=
std
::
tuple
<
using
device_conv1d_fwd_xdl_nwc_kxc_nwk_1x1_s1_p0_f16_instances
=
std
::
tuple
<
// clang-format off
// clang-format off
//##########################
######################################
| InData| WeiData| OutData| AccData| In| Wei| Out| ConvForward|
NumDim|
Block| MPer| NPer| K0Per| K1| MPer| NPer| MXdl| NXdl| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockLds| BBlockTransfer| BBlockTransfer| BBlockTransfer| BlockTransfer| BBlockTransfer| BBlockTransfer| BBlockLds| CThreadTransfer| CThreadTransfer|
//##########################
| NumDim
| InData| WeiData| OutData| AccData| In| Wei| Out| ConvForward| Block| MPer| NPer| K0Per| K1| MPer| NPer| MXdl| NXdl| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockLds| BBlockTransfer| BBlockTransfer| BBlockTransfer| BlockTransfer| BBlockTransfer| BBlockTransfer| BBlockLds| CThreadTransfer| CThreadTransfer|
//##########################
######################################
| Type| Type| Type| Type| Elementwise| Elementwise| Elementwise| Specialization|
Spatial|
Size| Block| Block| Block| | XDL| XDL| Per| Per| ThreadCluster| ThreadCluster| SrcAccessOrder| SrcVectorDim| SrcScalar| DstScalar| AddExtraM| ThreadCluster| ThreadCluster| SrcAccessOrder| SrcVectorDim| SrcScalar| DstScalar| AddExtraN| SrcDstVectorDim| DstScalar|
//##########################
| Spatial
| Type| Type| Type| Type| Elementwise| Elementwise| Elementwise| Specialization| Size| Block| Block| Block| | XDL| XDL| Per| Per| ThreadCluster| ThreadCluster| SrcAccessOrder| SrcVectorDim| SrcScalar| DstScalar| AddExtraM| ThreadCluster| ThreadCluster| SrcAccessOrder| SrcVectorDim| SrcScalar| DstScalar| AddExtraN| SrcDstVectorDim| DstScalar|
//##########################
######################################
| | | | | Operation| Operation| Operation| |
|
| | | | | | | Wave| Wave| Lengths_K0_M_K1| ArrangeOrder| | | PerVector| PerVector_K1| | Lengths_K0_N_K1| ArrangeOrder| | | PerVector| PerVector_K1| | | PerVector|
//##########################
|
| | | | | Operation| Operation| Operation| | | | | | | | | Wave| Wave| Lengths_K0_M_K1| ArrangeOrder| | | PerVector| PerVector_K1| | Lengths_K0_N_K1| ArrangeOrder| | | PerVector| PerVector_K1| | | PerVector|
//##########################
######################################
| | | | | | | | |
|
| | | | | | | | | | | | | | | | | | | | | | | | |
//##########################
|
| | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | |
DeviceConvN
D
Fwd
Xdl_Input_N_Hi_Wi_C_Weight_K_Y_X_C_Output_N_Ho_Wo_K
<
F16
,
F16
,
F16
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwd1x1S1P0
,
1
,
256
,
256
,
128
,
4
,
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,
32
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32
,
4
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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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8
,
true
,
7
,
1
>
,
DeviceConvN
d
Fwd
NwcKxcNwk_Xdl
<
1
,
F16
,
F16
,
F16
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwd1x1S1P0
,
256
,
256
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128
,
4
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32
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,
4
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true
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7
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>
,
DeviceConvN
D
Fwd
Xdl_Input_N_Hi_Wi_C_Weight_K_Y_X_C_Output_N_Ho_Wo_K
<
F16
,
F16
,
F16
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwd1x1S1P0
,
1
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256
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128
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256
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4
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32
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DeviceConvN
d
Fwd
NwcKxcNwk_Xdl
<
1
,
F16
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F16
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F16
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F32
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PassThrough
,
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,
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,
ConvFwd1x1S1P0
,
256
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128
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256
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4
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32
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32
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,
DeviceConvN
D
Fwd
Xdl_Input_N_Hi_Wi_C_Weight_K_Y_X_C_Output_N_Ho_Wo_K
<
F16
,
F16
,
F16
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F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwd1x1S1P0
,
1
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128
,
128
,
128
,
4
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32
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8
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true
,
7
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>
,
DeviceConvN
d
Fwd
NwcKxcNwk_Xdl
<
1
,
F16
,
F16
,
F16
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F32
,
PassThrough
,
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,
PassThrough
,
ConvFwd1x1S1P0
,
128
,
128
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,
4
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,
2
,
8
,
8
,
true
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
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S
<
1
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0
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2
>
,
2
,
8
,
8
,
true
,
7
,
1
>
,
DeviceConvN
D
Fwd
Xdl_Input_N_Hi_Wi_C_Weight_K_Y_X_C_Output_N_Ho_Wo_K
<
F16
,
F16
,
F16
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwd1x1S1P0
,
1
,
256
,
128
,
128
,
4
,
8
,
32
,
32
,
2
,
2
,
S
<
4
,
64
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1
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,
S
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1
,
0
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1
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4
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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
,
2
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,
2
,
8
,
8
,
true
,
7
,
1
>
,
DeviceConvN
d
Fwd
NwcKxcNwk_Xdl
<
1
,
F16
,
F16
,
F16
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwd1x1S1P0
,
256
,
128
,
128
,
4
,
8
,
32
,
32
,
2
,
2
,
S
<
4
,
64
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1
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,
S
<
1
,
0
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1
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8
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true
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S
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4
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64
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1
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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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,
2
,
8
,
8
,
true
,
7
,
1
>
,
DeviceConvN
D
Fwd
Xdl_Input_N_Hi_Wi_C_Weight_K_Y_X_C_Output_N_Ho_Wo_K
<
F16
,
F16
,
F16
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwd1x1S1P0
,
1
,
128
,
128
,
64
,
4
,
8
,
32
,
32
,
2
,
2
,
S
<
4
,
32
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1
>
,
S
<
1
,
0
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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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true
,
S
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4
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32
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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
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1
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0
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2
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,
2
,
8
,
8
,
true
,
7
,
1
>
,
DeviceConvN
d
Fwd
NwcKxcNwk_Xdl
<
1
,
F16
,
F16
,
F16
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwd1x1S1P0
,
128
,
128
,
64
,
4
,
8
,
32
,
32
,
2
,
2
,
S
<
4
,
32
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1
>
,
S
<
1
,
0
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S
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1
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S
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4
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32
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1
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S
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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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,
2
,
8
,
8
,
true
,
7
,
1
>
,
DeviceConvN
D
Fwd
Xdl_Input_N_Hi_Wi_C_Weight_K_Y_X_C_Output_N_Ho_Wo_K
<
F16
,
F16
,
F16
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwd1x1S1P0
,
1
,
128
,
64
,
128
,
4
,
8
,
32
,
32
,
2
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2
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S
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4
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32
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1
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1
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true
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S
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32
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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
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1
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0
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2
>
,
2
,
8
,
8
,
true
,
7
,
1
>
,
DeviceConvN
d
Fwd
NwcKxcNwk_Xdl
<
1
,
F16
,
F16
,
F16
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwd1x1S1P0
,
128
,
64
,
128
,
4
,
8
,
32
,
32
,
2
,
2
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S
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4
,
32
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1
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,
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1
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1
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1
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2
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,
2
,
8
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8
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true
,
7
,
1
>
,
DeviceConvN
D
Fwd
Xdl_Input_N_Hi_Wi_C_Weight_K_Y_X_C_Output_N_Ho_Wo_K
<
F16
,
F16
,
F16
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwd1x1S1P0
,
1
,
64
,
64
,
64
,
4
,
8
,
32
,
32
,
2
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2
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4
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16
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1
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2
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1
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2
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,
2
,
8
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8
,
true
,
7
,
1
>
,
DeviceConvN
d
Fwd
NwcKxcNwk_Xdl
<
1
,
F16
,
F16
,
F16
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwd1x1S1P0
,
64
,
64
,
64
,
4
,
8
,
32
,
32
,
2
,
2
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4
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16
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1
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4
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1
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1
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0
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2
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,
2
,
8
,
8
,
true
,
7
,
1
>
,
DeviceConvN
D
Fwd
Xdl_Input_N_Hi_Wi_C_Weight_K_Y_X_C_Output_N_Ho_Wo_K
<
F16
,
F16
,
F16
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwd1x1S1P0
,
1
,
256
,
128
,
64
,
4
,
8
,
32
,
32
,
2
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1
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4
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64
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1
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true
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2
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,
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1
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0
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2
>
,
2
,
8
,
8
,
true
,
7
,
1
>
,
DeviceConvN
d
Fwd
NwcKxcNwk_Xdl
<
1
,
F16
,
F16
,
F16
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwd1x1S1P0
,
256
,
128
,
64
,
4
,
8
,
32
,
32
,
2
,
1
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4
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64
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2
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8
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true
,
7
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1
>
,
DeviceConvN
D
Fwd
Xdl_Input_N_Hi_Wi_C_Weight_K_Y_X_C_Output_N_Ho_Wo_K
<
F16
,
F16
,
F16
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwd1x1S1P0
,
1
,
256
,
64
,
128
,
4
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32
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32
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1
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1
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2
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,
2
,
8
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8
,
true
,
7
,
1
>
,
DeviceConvN
d
Fwd
NwcKxcNwk_Xdl
<
1
,
F16
,
F16
,
F16
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwd1x1S1P0
,
256
,
64
,
128
,
4
,
8
,
32
,
32
,
1
,
2
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4
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64
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1
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1
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1
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0
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2
>
,
2
,
8
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8
,
true
,
7
,
1
>
,
DeviceConvN
D
Fwd
Xdl_Input_N_Hi_Wi_C_Weight_K_Y_X_C_Output_N_Ho_Wo_K
<
F16
,
F16
,
F16
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwd1x1S1P0
,
1
,
128
,
128
,
32
,
4
,
8
,
32
,
32
,
2
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1
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4
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32
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1
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1
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2
>
,
2
,
8
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8
,
true
,
7
,
1
>
,
DeviceConvN
d
Fwd
NwcKxcNwk_Xdl
<
1
,
F16
,
F16
,
F16
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwd1x1S1P0
,
128
,
128
,
32
,
4
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8
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32
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32
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2
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1
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8
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1
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1
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2
>
,
2
,
8
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8
,
true
,
7
,
1
>
,
DeviceConvN
D
Fwd
Xdl_Input_N_Hi_Wi_C_Weight_K_Y_X_C_Output_N_Ho_Wo_K
<
F16
,
F16
,
F16
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwd1x1S1P0
,
1
,
128
,
32
,
128
,
4
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8
,
32
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,
1
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1
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2
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,
2
,
8
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,
true
,
7
,
1
>
,
DeviceConvN
d
Fwd
NwcKxcNwk_Xdl
<
1
,
F16
,
F16
,
F16
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwd1x1S1P0
,
128
,
32
,
128
,
4
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8
,
32
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32
,
1
,
2
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1
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,
2
,
8
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true
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7
,
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>
,
DeviceConvN
D
Fwd
Xdl_Input_N_Hi_Wi_C_Weight_K_Y_X_C_Output_N_Ho_Wo_K
<
F16
,
F16
,
F16
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwd1x1S1P0
,
1
,
64
,
64
,
32
,
4
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8
,
32
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32
,
2
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8
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2
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,
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1
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,
2
,
8
,
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,
true
,
7
,
1
>
,
DeviceConvN
d
Fwd
NwcKxcNwk_Xdl
<
1
,
F16
,
F16
,
F16
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwd1x1S1P0
,
64
,
64
,
32
,
4
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8
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32
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32
,
2
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16
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1
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1
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0
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1
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0
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2
>
,
2
,
8
,
8
,
true
,
7
,
1
>
,
DeviceConvN
D
Fwd
Xdl_Input_N_Hi_Wi_C_Weight_K_Y_X_C_Output_N_Ho_Wo_K
<
F16
,
F16
,
F16
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwd1x1S1P0
,
1
,
64
,
32
,
64
,
4
,
8
,
32
,
32
,
1
,
2
,
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<
4
,
16
,
1
>
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1
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0
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1
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8
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8
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>
,
2
,
8
,
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,
true
,
7
,
1
>
DeviceConvN
d
Fwd
NwcKxcNwk_Xdl
<
1
,
F16
,
F16
,
F16
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwd1x1S1P0
,
64
,
32
,
64
,
4
,
8
,
32
,
32
,
1
,
2
,
S
<
4
,
16
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
S
<
4
,
16
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
7
,
1
>
// clang-format on
// clang-format on
>
;
>
;
void
add_device_conv1d_fwd_xdl_nwc_kxc_nwk_f16_instances
(
void
add_device_conv1d_fwd_xdl_nwc_kxc_nwk_f16_instances
(
std
::
vector
<
DeviceConvFwdPtr
<
PassThrough
,
PassThrough
,
PassThrough
>>&
instances
)
std
::
vector
<
std
::
unique_ptr
<
DeviceConvFwd
<
1
,
NWC
,
KXC
,
NWK
,
F16
,
F16
,
F16
,
PassThrough
,
PassThrough
,
PassThrough
>>>&
instances
)
{
{
add_device_operation_instances
(
instances
,
device_conv1d_fwd_xdl_nwc_kxc_nwk_f16_instances
{});
add_device_operation_instances
(
instances
,
device_conv1d_fwd_xdl_nwc_kxc_nwk_f16_instances
{});
add_device_operation_instances
(
instances
,
add_device_operation_instances
(
instances
,
...
...
library/src/tensor_operation_instance/gpu/conv1d_fwd/device_conv1d_fwd_xdl_nwc_kxc_nwk_f32_instance.cpp
View file @
615e1d3e
...
@@ -5,9 +5,10 @@
...
@@ -5,9 +5,10 @@
#include "ck/ck.hpp"
#include "ck/ck.hpp"
#include "ck/tensor_operation/gpu/device/tensor_layout.hpp"
#include "ck/tensor_operation/gpu/device/tensor_layout.hpp"
#include "ck/tensor_operation/gpu/device/
gemm_specialization
.hpp"
#include "ck/tensor_operation/gpu/device/
device_convnd_fwd_nwc_kxc_nwk_xdl
.hpp"
#include "ck/tensor_operation/gpu/device/
device_convnd_fwd_xdl_nhwc_kyxc_nhwk
.hpp"
#include "ck/tensor_operation/gpu/device/
convolution_forward_specialization
.hpp"
#include "ck/tensor_operation/gpu/element/element_wise_operation.hpp"
#include "ck/tensor_operation/gpu/element/element_wise_operation.hpp"
#include "ck/library/tensor_operation_instance/add_device_operation_instance.hpp"
#include "ck/library/tensor_operation_instance/add_device_operation_instance.hpp"
namespace
ck
{
namespace
ck
{
...
@@ -20,6 +21,10 @@ using F32 = float;
...
@@ -20,6 +21,10 @@ using F32 = float;
template
<
ck
::
index_t
...
Is
>
template
<
ck
::
index_t
...
Is
>
using
S
=
ck
::
Sequence
<
Is
...
>
;
using
S
=
ck
::
Sequence
<
Is
...
>
;
using
NWC
=
ck
::
tensor_layout
::
convolution
::
NWC
;
using
KXC
=
ck
::
tensor_layout
::
convolution
::
KXC
;
using
NWK
=
ck
::
tensor_layout
::
convolution
::
NWK
;
using
PassThrough
=
ck
::
tensor_operation
::
element_wise
::
PassThrough
;
using
PassThrough
=
ck
::
tensor_operation
::
element_wise
::
PassThrough
;
static
constexpr
auto
ConvFwdDefault
=
static
constexpr
auto
ConvFwdDefault
=
...
@@ -31,79 +36,77 @@ static constexpr auto ConvFwd1x1P0 =
...
@@ -31,79 +36,77 @@ static constexpr auto ConvFwd1x1P0 =
static
constexpr
auto
ConvFwd1x1S1P0
=
static
constexpr
auto
ConvFwd1x1S1P0
=
ck
::
tensor_operation
::
device
::
ConvolutionForwardSpecialization
::
Filter1x1Stride1Pad0
;
ck
::
tensor_operation
::
device
::
ConvolutionForwardSpecialization
::
Filter1x1Stride1Pad0
;
//------------------------------------------------------------------------------
// Conv1D
//------------------------------------------------------------------------------
// Compilation parameters for in[n, wi, c] * wei[k, x, c] = out[n, wo, k]
// Compilation parameters for in[n, wi, c] * wei[k, x, c] = out[n, wo, k]
using
device_conv1d_fwd_xdl_nwc_kxc_nwk_f32_instances
=
std
::
tuple
<
using
device_conv1d_fwd_xdl_nwc_kxc_nwk_f32_instances
=
std
::
tuple
<
// clang-format off
// clang-format off
//##########################
######################################
| InData| WeiData| OutData| AccData| In| Wei| Out| ConvForward|
NumDim|
Block| MPer| NPer| K0Per| K1| MPer| NPer| MXdl| NXdl| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockLds| BBlockTransfer| BBlockTransfer| BBlockTransfer| BlockTransfer| BBlockTransfer| BBlockTransfer| BBlockLds| CThreadTransfer| CThreadTransfer|
//##########################
| NumDim
| InData| WeiData| OutData| AccData| In| Wei| Out| ConvForward| Block| MPer| NPer| K0Per| K1| MPer| NPer| MXdl| NXdl| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockLds| BBlockTransfer| BBlockTransfer| BBlockTransfer| BlockTransfer| BBlockTransfer| BBlockTransfer| BBlockLds| CThreadTransfer| CThreadTransfer|
//##########################
######################################
| Type| Type| Type| Type| Elementwise| Elementwise| Elementwise| Specialization|
Spatial|
Size| Block| Block| Block| | XDL| XDL| Per| Per| ThreadCluster| ThreadCluster| SrcAccessOrder| SrcVectorDim| SrcScalar| DstScalar| AddExtraM| ThreadCluster| ThreadCluster| SrcAccessOrder| SrcVectorDim| SrcScalar| DstScalar| AddExtraN| SrcDstVectorDim| DstScalar|
//##########################
| Spatial
| Type| Type| Type| Type| Elementwise| Elementwise| Elementwise| Specialization| Size| Block| Block| Block| | XDL| XDL| Per| Per| ThreadCluster| ThreadCluster| SrcAccessOrder| SrcVectorDim| SrcScalar| DstScalar| AddExtraM| ThreadCluster| ThreadCluster| SrcAccessOrder| SrcVectorDim| SrcScalar| DstScalar| AddExtraN| SrcDstVectorDim| DstScalar|
//##########################
######################################
| | | | | Operation| Operation| Operation| |
|
| | | | | | | Wave| Wave| Lengths_K0_M_K1| ArrangeOrder| | | PerVector| PerVector_K1| | Lengths_K0_N_K1| ArrangeOrder| | | PerVector| PerVector_K1| | | PerVector|
//##########################
|
| | | | | Operation| Operation| Operation| | | | | | | | | Wave| Wave| Lengths_K0_M_K1| ArrangeOrder| | | PerVector| PerVector_K1| | Lengths_K0_N_K1| ArrangeOrder| | | PerVector| PerVector_K1| | | PerVector|
//##########################
######################################
| | | | | | | | |
|
| | | | | | | | | | | | | | | | | | | | | | | | |
//##########################
|
| | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | |
DeviceConvN
D
Fwd
Xdl_Input_N_Hi_Wi_C_Weight_K_Y_X_C_Output_N_Ho_Wo_K
<
F32
,
F32
,
F32
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwdDefault
,
1
,
256
,
256
,
128
,
4
,
4
,
32
,
32
,
4
,
2
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
4
,
4
,
true
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
4
,
4
,
true
,
7
,
1
>
,
DeviceConvN
d
Fwd
NwcKxcNwk_Xdl
<
1
,
F32
,
F32
,
F32
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwdDefault
,
256
,
256
,
128
,
4
,
4
,
32
,
32
,
4
,
2
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
4
,
4
,
true
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
4
,
4
,
true
,
7
,
1
>
,
DeviceConvN
D
Fwd
Xdl_Input_N_Hi_Wi_C_Weight_K_Y_X_C_Output_N_Ho_Wo_K
<
F32
,
F32
,
F32
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwdDefault
,
1
,
256
,
128
,
256
,
4
,
4
,
32
,
32
,
2
,
4
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
4
,
4
,
true
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
4
,
4
,
true
,
7
,
1
>
,
DeviceConvN
d
Fwd
NwcKxcNwk_Xdl
<
1
,
F32
,
F32
,
F32
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwdDefault
,
256
,
128
,
256
,
4
,
4
,
32
,
32
,
2
,
4
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
4
,
4
,
true
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
4
,
4
,
true
,
7
,
1
>
,
DeviceConvN
D
Fwd
Xdl_Input_N_Hi_Wi_C_Weight_K_Y_X_C_Output_N_Ho_Wo_K
<
F32
,
F32
,
F32
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwdDefault
,
1
,
128
,
128
,
128
,
4
,
4
,
32
,
32
,
4
,
2
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
4
,
4
,
true
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
4
,
4
,
true
,
7
,
1
>
,
DeviceConvN
d
Fwd
NwcKxcNwk_Xdl
<
1
,
F32
,
F32
,
F32
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwdDefault
,
128
,
128
,
128
,
4
,
4
,
32
,
32
,
4
,
2
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
4
,
4
,
true
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
4
,
4
,
true
,
7
,
1
>
,
DeviceConvN
D
Fwd
Xdl_Input_N_Hi_Wi_C_Weight_K_Y_X_C_Output_N_Ho_Wo_K
<
F32
,
F32
,
F32
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwdDefault
,
1
,
256
,
128
,
128
,
4
,
4
,
32
,
32
,
2
,
2
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
4
,
4
,
true
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
4
,
4
,
true
,
7
,
1
>
,
DeviceConvN
d
Fwd
NwcKxcNwk_Xdl
<
1
,
F32
,
F32
,
F32
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwdDefault
,
256
,
128
,
128
,
4
,
4
,
32
,
32
,
2
,
2
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
4
,
4
,
true
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
4
,
4
,
true
,
7
,
1
>
,
DeviceConvN
D
Fwd
Xdl_Input_N_Hi_Wi_C_Weight_K_Y_X_C_Output_N_Ho_Wo_K
<
F32
,
F32
,
F32
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwdDefault
,
1
,
128
,
128
,
64
,
4
,
4
,
32
,
32
,
2
,
2
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
4
,
4
,
true
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
4
,
4
,
true
,
7
,
1
>
,
DeviceConvN
d
Fwd
NwcKxcNwk_Xdl
<
1
,
F32
,
F32
,
F32
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwdDefault
,
128
,
128
,
64
,
4
,
4
,
32
,
32
,
2
,
2
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
4
,
4
,
true
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
4
,
4
,
true
,
7
,
1
>
,
DeviceConvN
D
Fwd
Xdl_Input_N_Hi_Wi_C_Weight_K_Y_X_C_Output_N_Ho_Wo_K
<
F32
,
F32
,
F32
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwdDefault
,
1
,
128
,
64
,
128
,
4
,
4
,
32
,
32
,
2
,
2
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
4
,
4
,
true
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
4
,
4
,
true
,
7
,
1
>
,
DeviceConvN
d
Fwd
NwcKxcNwk_Xdl
<
1
,
F32
,
F32
,
F32
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwdDefault
,
128
,
64
,
128
,
4
,
4
,
32
,
32
,
2
,
2
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
4
,
4
,
true
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
4
,
4
,
true
,
7
,
1
>
,
DeviceConvN
D
Fwd
Xdl_Input_N_Hi_Wi_C_Weight_K_Y_X_C_Output_N_Ho_Wo_K
<
F32
,
F32
,
F32
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwdDefault
,
1
,
64
,
64
,
64
,
4
,
4
,
32
,
32
,
2
,
2
,
S
<
4
,
16
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
4
,
4
,
true
,
S
<
4
,
16
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
4
,
4
,
true
,
7
,
1
>
,
DeviceConvN
d
Fwd
NwcKxcNwk_Xdl
<
1
,
F32
,
F32
,
F32
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwdDefault
,
64
,
64
,
64
,
4
,
4
,
32
,
32
,
2
,
2
,
S
<
4
,
16
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
4
,
4
,
true
,
S
<
4
,
16
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
4
,
4
,
true
,
7
,
1
>
,
DeviceConvN
D
Fwd
Xdl_Input_N_Hi_Wi_C_Weight_K_Y_X_C_Output_N_Ho_Wo_K
<
F32
,
F32
,
F32
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwdDefault
,
1
,
256
,
128
,
64
,
4
,
4
,
32
,
32
,
2
,
1
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
4
,
4
,
true
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
4
,
4
,
true
,
7
,
1
>
,
DeviceConvN
d
Fwd
NwcKxcNwk_Xdl
<
1
,
F32
,
F32
,
F32
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwdDefault
,
256
,
128
,
64
,
4
,
4
,
32
,
32
,
2
,
1
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
4
,
4
,
true
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
4
,
4
,
true
,
7
,
1
>
,
DeviceConvN
D
Fwd
Xdl_Input_N_Hi_Wi_C_Weight_K_Y_X_C_Output_N_Ho_Wo_K
<
F32
,
F32
,
F32
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwdDefault
,
1
,
256
,
64
,
128
,
4
,
4
,
32
,
32
,
1
,
2
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
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S
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1
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,
4
,
4
,
true
,
S
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4
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64
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1
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,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
4
,
4
,
true
,
7
,
1
>
,
DeviceConvN
d
Fwd
NwcKxcNwk_Xdl
<
1
,
F32
,
F32
,
F32
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwdDefault
,
256
,
64
,
128
,
4
,
4
,
32
,
32
,
1
,
2
,
S
<
4
,
64
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1
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,
S
<
1
,
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1
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4
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true
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S
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4
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64
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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
,
0
,
2
>
,
2
,
4
,
4
,
true
,
7
,
1
>
,
DeviceConvN
D
Fwd
Xdl_Input_N_Hi_Wi_C_Weight_K_Y_X_C_Output_N_Ho_Wo_K
<
F32
,
F32
,
F32
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwdDefault
,
1
,
128
,
128
,
32
,
4
,
4
,
32
,
32
,
2
,
1
,
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<
4
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32
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1
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1
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4
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4
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1
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1
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1
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,
2
,
4
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4
,
true
,
7
,
1
>
,
DeviceConvN
d
Fwd
NwcKxcNwk_Xdl
<
1
,
F32
,
F32
,
F32
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwdDefault
,
128
,
128
,
32
,
4
,
4
,
32
,
32
,
2
,
1
,
S
<
4
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32
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,
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1
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1
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2
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4
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true
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4
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32
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1
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<
1
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,
S
<
1
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0
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2
>
,
2
,
4
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4
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true
,
7
,
1
>
,
DeviceConvN
D
Fwd
Xdl_Input_N_Hi_Wi_C_Weight_K_Y_X_C_Output_N_Ho_Wo_K
<
F32
,
F32
,
F32
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwdDefault
,
1
,
128
,
32
,
128
,
4
,
4
,
32
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true
,
7
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,
DeviceConvN
d
Fwd
NwcKxcNwk_Xdl
<
1
,
F32
,
F32
,
F32
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwdDefault
,
128
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32
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128
,
4
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1
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4
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4
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,
7
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1
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,
DeviceConvN
D
Fwd
Xdl_Input_N_Hi_Wi_C_Weight_K_Y_X_C_Output_N_Ho_Wo_K
<
F32
,
F32
,
F32
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwdDefault
,
1
,
64
,
64
,
32
,
4
,
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32
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2
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1
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2
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4
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true
,
7
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1
>
,
DeviceConvN
d
Fwd
NwcKxcNwk_Xdl
<
1
,
F32
,
F32
,
F32
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwdDefault
,
64
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64
,
32
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4
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1
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,
2
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4
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,
7
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>
,
DeviceConvN
D
Fwd
Xdl_Input_N_Hi_Wi_C_Weight_K_Y_X_C_Output_N_Ho_Wo_K
<
F32
,
F32
,
F32
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwdDefault
,
1
,
64
,
32
,
64
,
4
,
4
,
32
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32
,
1
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2
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16
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true
,
7
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1
>
DeviceConvN
d
Fwd
NwcKxcNwk_Xdl
<
1
,
F32
,
F32
,
F32
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwdDefault
,
64
,
32
,
64
,
4
,
4
,
32
,
32
,
1
,
2
,
S
<
4
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16
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1
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0
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1
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2
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4
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4
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16
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1
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<
1
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2
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,
2
,
4
,
4
,
true
,
7
,
1
>
// clang-format on
// clang-format on
>
;
>
;
using
device_conv1d_fwd_xdl_nwc_kxc_nwk_1x1_p0_f32_instances
=
std
::
tuple
<
using
device_conv1d_fwd_xdl_nwc_kxc_nwk_1x1_p0_f32_instances
=
std
::
tuple
<
// clang-format off
// clang-format off
//##########################
######################################
| InData| WeiData| OutData| AccData| In| Wei| Out| ConvForward|
NumDim|
Block| MPer| NPer| K0Per| K1| MPer| NPer| MXdl| NXdl| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockLds| BBlockTransfer| BBlockTransfer| BBlockTransfer| BlockTransfer| BBlockTransfer| BBlockTransfer| BBlockLds| CThreadTransfer| CThreadTransfer|
//##########################
| NumDim
| InData| WeiData| OutData| AccData| In| Wei| Out| ConvForward| Block| MPer| NPer| K0Per| K1| MPer| NPer| MXdl| NXdl| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockLds| BBlockTransfer| BBlockTransfer| BBlockTransfer| BlockTransfer| BBlockTransfer| BBlockTransfer| BBlockLds| CThreadTransfer| CThreadTransfer|
//##########################
######################################
| Type| Type| Type| Type| Elementwise| Elementwise| Elementwise| Specialization|
Spatial|
Size| Block| Block| Block| | XDL| XDL| Per| Per| ThreadCluster| ThreadCluster| SrcAccessOrder| SrcVectorDim| SrcScalar| DstScalar| AddExtraM| ThreadCluster| ThreadCluster| SrcAccessOrder| SrcVectorDim| SrcScalar| DstScalar| AddExtraN| SrcDstVectorDim| DstScalar|
//##########################
| Spatial
| Type| Type| Type| Type| Elementwise| Elementwise| Elementwise| Specialization| Size| Block| Block| Block| | XDL| XDL| Per| Per| ThreadCluster| ThreadCluster| SrcAccessOrder| SrcVectorDim| SrcScalar| DstScalar| AddExtraM| ThreadCluster| ThreadCluster| SrcAccessOrder| SrcVectorDim| SrcScalar| DstScalar| AddExtraN| SrcDstVectorDim| DstScalar|
//##########################
######################################
| | | | | Operation| Operation| Operation| |
|
| | | | | | | Wave| Wave| Lengths_K0_M_K1| ArrangeOrder| | | PerVector| PerVector_K1| | Lengths_K0_N_K1| ArrangeOrder| | | PerVector| PerVector_K1| | | PerVector|
//##########################
|
| | | | | Operation| Operation| Operation| | | | | | | | | Wave| Wave| Lengths_K0_M_K1| ArrangeOrder| | | PerVector| PerVector_K1| | Lengths_K0_N_K1| ArrangeOrder| | | PerVector| PerVector_K1| | | PerVector|
//##########################
######################################
| | | | | | | | |
|
| | | | | | | | | | | | | | | | | | | | | | | | |
//##########################
|
| | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | |
DeviceConvN
D
Fwd
Xdl_Input_N_Hi_Wi_C_Weight_K_Y_X_C_Output_N_Ho_Wo_K
<
F32
,
F32
,
F32
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwd1x1P0
,
1
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256
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256
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128
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4
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32
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4
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4
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true
,
7
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>
,
DeviceConvN
d
Fwd
NwcKxcNwk_Xdl
<
1
,
F32
,
F32
,
F32
,
F32
,
PassThrough
,
PassThrough
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PassThrough
,
ConvFwd1x1P0
,
256
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128
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4
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32
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DeviceConvN
D
Fwd
Xdl_Input_N_Hi_Wi_C_Weight_K_Y_X_C_Output_N_Ho_Wo_K
<
F32
,
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,
F32
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,
PassThrough
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ConvFwd1x1P0
,
1
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256
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DeviceConvN
d
Fwd
NwcKxcNwk_Xdl
<
1
,
F32
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F32
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F32
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F32
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PassThrough
,
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,
ConvFwd1x1P0
,
256
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256
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4
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DeviceConvN
D
Fwd
Xdl_Input_N_Hi_Wi_C_Weight_K_Y_X_C_Output_N_Ho_Wo_K
<
F32
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,
F32
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PassThrough
,
PassThrough
,
PassThrough
,
ConvFwd1x1P0
,
1
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DeviceConvN
d
Fwd
NwcKxcNwk_Xdl
<
1
,
F32
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ConvFwd1x1P0
,
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DeviceConvN
D
Fwd
Xdl_Input_N_Hi_Wi_C_Weight_K_Y_X_C_Output_N_Ho_Wo_K
<
F32
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PassThrough
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ConvFwd1x1P0
,
1
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DeviceConvN
d
Fwd
NwcKxcNwk_Xdl
<
1
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F32
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F32
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,
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ConvFwd1x1P0
,
256
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DeviceConvN
D
Fwd
Xdl_Input_N_Hi_Wi_C_Weight_K_Y_X_C_Output_N_Ho_Wo_K
<
F32
,
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,
F32
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PassThrough
,
PassThrough
,
PassThrough
,
ConvFwd1x1P0
,
1
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128
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64
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,
0
,
2
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,
S
<
1
,
0
,
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,
2
,
4
,
4
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true
,
7
,
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>
,
DeviceConvN
d
Fwd
NwcKxcNwk_Xdl
<
1
,
F32
,
F32
,
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,
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,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwd1x1P0
,
128
,
128
,
64
,
4
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32
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32
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2
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1
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2
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,
2
,
4
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4
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true
,
7
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1
>
,
DeviceConvN
D
Fwd
Xdl_Input_N_Hi_Wi_C_Weight_K_Y_X_C_Output_N_Ho_Wo_K
<
F32
,
F32
,
F32
,
F32
,
PassThrough
,
PassThrough
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PassThrough
,
ConvFwd1x1P0
,
1
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128
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64
,
128
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4
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32
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32
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2
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4
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1
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1
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0
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true
,
7
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DeviceConvN
d
Fwd
NwcKxcNwk_Xdl
<
1
,
F32
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F32
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PassThrough
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PassThrough
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ConvFwd1x1P0
,
128
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64
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128
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4
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32
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4
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DeviceConvN
D
Fwd
Xdl_Input_N_Hi_Wi_C_Weight_K_Y_X_C_Output_N_Ho_Wo_K
<
F32
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F32
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F32
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PassThrough
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PassThrough
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ConvFwd1x1P0
,
1
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4
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DeviceConvN
d
Fwd
NwcKxcNwk_Xdl
<
1
,
F32
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F32
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PassThrough
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PassThrough
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ConvFwd1x1P0
,
64
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4
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32
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DeviceConvN
D
Fwd
Xdl_Input_N_Hi_Wi_C_Weight_K_Y_X_C_Output_N_Ho_Wo_K
<
F32
,
F32
,
F32
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F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwd1x1P0
,
1
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256
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128
,
64
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4
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32
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7
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DeviceConvN
d
Fwd
NwcKxcNwk_Xdl
<
1
,
F32
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F32
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,
PassThrough
,
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,
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,
ConvFwd1x1P0
,
256
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4
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DeviceConvN
D
Fwd
Xdl_Input_N_Hi_Wi_C_Weight_K_Y_X_C_Output_N_Ho_Wo_K
<
F32
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,
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PassThrough
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ConvFwd1x1P0
,
1
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DeviceConvN
d
Fwd
NwcKxcNwk_Xdl
<
1
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F32
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ConvFwd1x1P0
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DeviceConvN
D
Fwd
Xdl_Input_N_Hi_Wi_C_Weight_K_Y_X_C_Output_N_Ho_Wo_K
<
F32
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ConvFwd1x1P0
,
1
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DeviceConvN
d
Fwd
NwcKxcNwk_Xdl
<
1
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F32
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ConvFwd1x1P0
,
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DeviceConvN
D
Fwd
Xdl_Input_N_Hi_Wi_C_Weight_K_Y_X_C_Output_N_Ho_Wo_K
<
F32
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ConvFwd1x1P0
,
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DeviceConvN
d
Fwd
NwcKxcNwk_Xdl
<
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F32
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ConvFwd1x1P0
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DeviceConvN
D
Fwd
Xdl_Input_N_Hi_Wi_C_Weight_K_Y_X_C_Output_N_Ho_Wo_K
<
F32
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PassThrough
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,
ConvFwd1x1P0
,
1
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DeviceConvN
d
Fwd
NwcKxcNwk_Xdl
<
1
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F32
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ConvFwd1x1P0
,
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DeviceConvN
D
Fwd
Xdl_Input_N_Hi_Wi_C_Weight_K_Y_X_C_Output_N_Ho_Wo_K
<
F32
,
F32
,
F32
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F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwd1x1P0
,
1
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64
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32
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64
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4
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7
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DeviceConvN
d
Fwd
NwcKxcNwk_Xdl
<
1
,
F32
,
F32
,
F32
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwd1x1P0
,
64
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32
,
64
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4
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// clang-format on
// clang-format on
>
;
>
;
using
device_conv1d_fwd_xdl_nwc_kxc_nwk_1x1_s1_p0_f32_instances
=
std
::
tuple
<
using
device_conv1d_fwd_xdl_nwc_kxc_nwk_1x1_s1_p0_f32_instances
=
std
::
tuple
<
// clang-format off
// clang-format off
//##########################
######################################
| InData| WeiData| OutData| AccData| In| Wei| Out| ConvForward|
NumDim|
Block| MPer| NPer| K0Per| K1| MPer| NPer| MXdl| NXdl| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockLds| BBlockTransfer| BBlockTransfer| BBlockTransfer| BlockTransfer| BBlockTransfer| BBlockTransfer| BBlockLds| CThreadTransfer| CThreadTransfer|
//##########################
| NumDim
| InData| WeiData| OutData| AccData| In| Wei| Out| ConvForward| Block| MPer| NPer| K0Per| K1| MPer| NPer| MXdl| NXdl| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockLds| BBlockTransfer| BBlockTransfer| BBlockTransfer| BlockTransfer| BBlockTransfer| BBlockTransfer| BBlockLds| CThreadTransfer| CThreadTransfer|
//##########################
######################################
| Type| Type| Type| Type| Elementwise| Elementwise| Elementwise| Specialization|
Spatial|
Size| Block| Block| Block| | XDL| XDL| Per| Per| ThreadCluster| ThreadCluster| SrcAccessOrder| SrcVectorDim| SrcScalar| DstScalar| AddExtraM| ThreadCluster| ThreadCluster| SrcAccessOrder| SrcVectorDim| SrcScalar| DstScalar| AddExtraN| SrcDstVectorDim| DstScalar|
//##########################
| Spatial
| Type| Type| Type| Type| Elementwise| Elementwise| Elementwise| Specialization| Size| Block| Block| Block| | XDL| XDL| Per| Per| ThreadCluster| ThreadCluster| SrcAccessOrder| SrcVectorDim| SrcScalar| DstScalar| AddExtraM| ThreadCluster| ThreadCluster| SrcAccessOrder| SrcVectorDim| SrcScalar| DstScalar| AddExtraN| SrcDstVectorDim| DstScalar|
//##########################
######################################
| | | | | Operation| Operation| Operation| |
|
| | | | | | | Wave| Wave| Lengths_K0_M_K1| ArrangeOrder| | | PerVector| PerVector_K1| | Lengths_K0_N_K1| ArrangeOrder| | | PerVector| PerVector_K1| | | PerVector|
//##########################
|
| | | | | Operation| Operation| Operation| | | | | | | | | Wave| Wave| Lengths_K0_M_K1| ArrangeOrder| | | PerVector| PerVector_K1| | Lengths_K0_N_K1| ArrangeOrder| | | PerVector| PerVector_K1| | | PerVector|
//##########################
######################################
| | | | | | | | |
|
| | | | | | | | | | | | | | | | | | | | | | | | |
//##########################
|
| | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | |
DeviceConvN
D
Fwd
Xdl_Input_N_Hi_Wi_C_Weight_K_Y_X_C_Output_N_Ho_Wo_K
<
F32
,
F32
,
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,
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,
PassThrough
,
PassThrough
,
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,
ConvFwd1x1S1P0
,
1
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256
,
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,
128
,
4
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32
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4
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S
<
1
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0
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>
,
2
,
4
,
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,
true
,
7
,
1
>
,
DeviceConvN
d
Fwd
NwcKxcNwk_Xdl
<
1
,
F32
,
F32
,
F32
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwd1x1S1P0
,
256
,
256
,
128
,
4
,
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,
32
,
32
,
4
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,
S
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Xdl_Input_N_Hi_Wi_C_Weight_K_Y_X_C_Output_N_Ho_Wo_K
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Xdl_Input_N_Hi_Wi_C_Weight_K_Y_X_C_Output_N_Ho_Wo_K
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Xdl_Input_N_Hi_Wi_C_Weight_K_Y_X_C_Output_N_Ho_Wo_K
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Xdl_Input_N_Hi_Wi_C_Weight_K_Y_X_C_Output_N_Ho_Wo_K
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,
4
,
true
,
S
<
4
,
16
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
4
,
4
,
true
,
7
,
1
>
,
DeviceConvN
d
Fwd
NwcKxcNwk_Xdl
<
1
,
F32
,
F32
,
F32
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwd1x1S1P0
,
64
,
64
,
32
,
4
,
4
,
32
,
32
,
2
,
1
,
S
<
4
,
16
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
4
,
4
,
true
,
S
<
4
,
16
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
4
,
4
,
true
,
7
,
1
>
,
DeviceConvN
D
Fwd
Xdl_Input_N_Hi_Wi_C_Weight_K_Y_X_C_Output_N_Ho_Wo_K
<
F32
,
F32
,
F32
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwd1x1S1P0
,
1
,
64
,
32
,
64
,
4
,
4
,
32
,
32
,
1
,
2
,
S
<
4
,
16
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
4
,
4
,
true
,
S
<
4
,
16
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
4
,
4
,
true
,
7
,
1
>
DeviceConvN
d
Fwd
NwcKxcNwk_Xdl
<
1
,
F32
,
F32
,
F32
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwd1x1S1P0
,
64
,
32
,
64
,
4
,
4
,
32
,
32
,
1
,
2
,
S
<
4
,
16
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
4
,
4
,
true
,
S
<
4
,
16
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
4
,
4
,
true
,
7
,
1
>
// clang-format on
// clang-format on
>
;
>
;
void
add_device_conv1d_fwd_xdl_nwc_kxc_nwk_f32_instances
(
void
add_device_conv1d_fwd_xdl_nwc_kxc_nwk_f32_instances
(
std
::
vector
<
DeviceConvFwdPtr
<
PassThrough
,
PassThrough
,
PassThrough
>>&
instances
)
std
::
vector
<
std
::
unique_ptr
<
DeviceConvFwd
<
1
,
NWC
,
KXC
,
NWK
,
F32
,
F32
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
>>>&
instances
)
{
{
add_device_operation_instances
(
instances
,
device_conv1d_fwd_xdl_nwc_kxc_nwk_f32_instances
{});
add_device_operation_instances
(
instances
,
device_conv1d_fwd_xdl_nwc_kxc_nwk_f32_instances
{});
add_device_operation_instances
(
instances
,
add_device_operation_instances
(
instances
,
...
...
library/src/tensor_operation_instance/gpu/conv1d_fwd/device_conv1d_fwd_xdl_nwc_kxc_nwk_int8_instance.cpp
View file @
615e1d3e
...
@@ -5,9 +5,10 @@
...
@@ -5,9 +5,10 @@
#include "ck/ck.hpp"
#include "ck/ck.hpp"
#include "ck/tensor_operation/gpu/device/tensor_layout.hpp"
#include "ck/tensor_operation/gpu/device/tensor_layout.hpp"
#include "ck/tensor_operation/gpu/device/
gemm_specialization
.hpp"
#include "ck/tensor_operation/gpu/device/
device_convnd_fwd_nwc_kxc_nwk_xdl
.hpp"
#include "ck/tensor_operation/gpu/device/
device_convnd_fwd_xdl_nhwc_kyxc_nhwk
.hpp"
#include "ck/tensor_operation/gpu/device/
convolution_forward_specialization
.hpp"
#include "ck/tensor_operation/gpu/element/element_wise_operation.hpp"
#include "ck/tensor_operation/gpu/element/element_wise_operation.hpp"
#include "ck/library/tensor_operation_instance/add_device_operation_instance.hpp"
#include "ck/library/tensor_operation_instance/add_device_operation_instance.hpp"
namespace
ck
{
namespace
ck
{
...
@@ -15,11 +16,13 @@ namespace tensor_operation {
...
@@ -15,11 +16,13 @@ namespace tensor_operation {
namespace
device
{
namespace
device
{
namespace
instance
{
namespace
instance
{
using
F32
=
float
;
template
<
ck
::
index_t
...
Is
>
template
<
ck
::
index_t
...
Is
>
using
S
=
ck
::
Sequence
<
Is
...
>
;
using
S
=
ck
::
Sequence
<
Is
...
>
;
using
NWC
=
ck
::
tensor_layout
::
convolution
::
NWC
;
using
KXC
=
ck
::
tensor_layout
::
convolution
::
KXC
;
using
NWK
=
ck
::
tensor_layout
::
convolution
::
NWK
;
using
PassThrough
=
ck
::
tensor_operation
::
element_wise
::
PassThrough
;
using
PassThrough
=
ck
::
tensor_operation
::
element_wise
::
PassThrough
;
static
constexpr
auto
ConvFwdDefault
=
static
constexpr
auto
ConvFwdDefault
=
...
@@ -31,78 +34,87 @@ static constexpr auto ConvFwd1x1P0 =
...
@@ -31,78 +34,87 @@ static constexpr auto ConvFwd1x1P0 =
static
constexpr
auto
ConvFwd1x1S1P0
=
static
constexpr
auto
ConvFwd1x1S1P0
=
ck
::
tensor_operation
::
device
::
ConvolutionForwardSpecialization
::
Filter1x1Stride1Pad0
;
ck
::
tensor_operation
::
device
::
ConvolutionForwardSpecialization
::
Filter1x1Stride1Pad0
;
// Compilation parameters for in[n,
hi,
wi, c] * wei[k,
y,
x, c] = out[n,
ho,
wo, k]
// Compilation parameters for in[n, wi, c] * wei[k, x, c] = out[n, wo, k]
using
device_conv1d_fwd_xdl_nwc_kxc_nwk_int8_instances
=
using
device_conv1d_fwd_xdl_nwc_kxc_nwk_int8_instances
=
std
::
tuple
<
std
::
tuple
<
// clang-format off
// clang-format off
//##########################
######################################
| InData| WeiData| OutData| AccData| In| Wei| Out| ConvForward|
NumDim|
Block| MPer| NPer| K0Per| K1| MPer| NPer| MXdl| NXdl| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockLds| BBlockTransfer| BBlockTransfer| BBlockTransfer| BlockTransfer| BBlockTransfer| BBlockTransfer| BBlockLds| CThreadTransfer| CThreadTransfer|
//##########################
| NumDim
| InData| WeiData| OutData| AccData| In| Wei| Out| ConvForward| Block| MPer| NPer| K0Per| K1| MPer| NPer| MXdl| NXdl| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockLds| BBlockTransfer| BBlockTransfer| BBlockTransfer| BlockTransfer| BBlockTransfer| BBlockTransfer| BBlockLds| CThreadTransfer| CThreadTransfer|
//##########################
######################################
| Type| Type| Type| Type| Elementwise| Elementwise| Elementwise| Specialization|
Spatial|
Size| Block| Block| Block| | XDL| XDL| Per| Per| ThreadCluster| ThreadCluster| SrcAccessOrder| SrcVectorDim| SrcScalar| DstScalar| AddExtraM| ThreadCluster| ThreadCluster| SrcAccessOrder| SrcVectorDim| SrcScalar| DstScalar| AddExtraN| SrcDstVectorDim| DstScalar|
//##########################
| Spatial
| Type| Type| Type| Type| Elementwise| Elementwise| Elementwise| Specialization| Size| Block| Block| Block| | XDL| XDL| Per| Per| ThreadCluster| ThreadCluster| SrcAccessOrder| SrcVectorDim| SrcScalar| DstScalar| AddExtraM| ThreadCluster| ThreadCluster| SrcAccessOrder| SrcVectorDim| SrcScalar| DstScalar| AddExtraN| SrcDstVectorDim| DstScalar|
//##########################
######################################
| | | | | Operation| Operation| Operation| |
|
| | | | | | | Wave| Wave| Lengths_K0_M_K1| ArrangeOrder| | | PerVector| PerVector_K1| | Lengths_K0_N_K1| ArrangeOrder| | | PerVector| PerVector_K1| | | PerVector|
//##########################
|
| | | | | Operation| Operation| Operation| | | | | | | | | Wave| Wave| Lengths_K0_M_K1| ArrangeOrder| | | PerVector| PerVector_K1| | Lengths_K0_N_K1| ArrangeOrder| | | PerVector| PerVector_K1| | | PerVector|
//##########################
######################################
| | | | | | | | |
|
| | | | | | | | | | | | | | | | | | | | | | | | |
//##########################
|
| | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | |
DeviceConvN
D
Fwd
Xdl_Input_N_Hi_Wi_C_Weight_K_Y_X_C_Output_N_Ho_Wo_K
<
int8_t
,
int8_t
,
int8_t
,
int32_t
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwdDefault
,
1
,
256
,
256
,
128
,
4
,
16
,
32
,
32
,
4
,
2
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
16
,
16
,
true
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
16
,
16
,
true
,
7
,
1
>
,
DeviceConvN
d
Fwd
NwcKxcNwk_Xdl
<
1
,
int8_t
,
int8_t
,
int8_t
,
int32_t
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwdDefault
,
256
,
256
,
128
,
4
,
16
,
32
,
32
,
4
,
2
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
16
,
16
,
true
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
16
,
16
,
true
,
7
,
1
>
,
DeviceConvN
D
Fwd
Xdl_Input_N_Hi_Wi_C_Weight_K_Y_X_C_Output_N_Ho_Wo_K
<
int8_t
,
int8_t
,
int8_t
,
int32_t
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwdDefault
,
1
,
256
,
128
,
256
,
4
,
16
,
32
,
32
,
2
,
4
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
16
,
16
,
true
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
16
,
16
,
true
,
7
,
1
>
,
DeviceConvN
d
Fwd
NwcKxcNwk_Xdl
<
1
,
int8_t
,
int8_t
,
int8_t
,
int32_t
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwdDefault
,
256
,
128
,
256
,
4
,
16
,
32
,
32
,
2
,
4
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
16
,
16
,
true
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
16
,
16
,
true
,
7
,
1
>
,
DeviceConvN
D
Fwd
Xdl_Input_N_Hi_Wi_C_Weight_K_Y_X_C_Output_N_Ho_Wo_K
<
int8_t
,
int8_t
,
int8_t
,
int32_t
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwdDefault
,
1
,
128
,
128
,
128
,
4
,
16
,
32
,
32
,
4
,
2
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
16
,
16
,
true
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
16
,
16
,
true
,
7
,
1
>
,
DeviceConvN
d
Fwd
NwcKxcNwk_Xdl
<
1
,
int8_t
,
int8_t
,
int8_t
,
int32_t
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwdDefault
,
128
,
128
,
128
,
4
,
16
,
32
,
32
,
4
,
2
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
16
,
16
,
true
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
16
,
16
,
true
,
7
,
1
>
,
DeviceConvN
D
Fwd
Xdl_Input_N_Hi_Wi_C_Weight_K_Y_X_C_Output_N_Ho_Wo_K
<
int8_t
,
int8_t
,
int8_t
,
int32_t
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwdDefault
,
1
,
256
,
128
,
128
,
4
,
16
,
32
,
32
,
2
,
2
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
16
,
16
,
true
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
16
,
16
,
true
,
7
,
1
>
,
DeviceConvN
d
Fwd
NwcKxcNwk_Xdl
<
1
,
int8_t
,
int8_t
,
int8_t
,
int32_t
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwdDefault
,
256
,
128
,
128
,
4
,
16
,
32
,
32
,
2
,
2
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
16
,
16
,
true
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
16
,
16
,
true
,
7
,
1
>
,
DeviceConvN
D
Fwd
Xdl_Input_N_Hi_Wi_C_Weight_K_Y_X_C_Output_N_Ho_Wo_K
<
int8_t
,
int8_t
,
int8_t
,
int32_t
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwdDefault
,
1
,
128
,
128
,
64
,
4
,
16
,
32
,
32
,
2
,
2
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
16
,
16
,
true
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
16
,
16
,
true
,
7
,
1
>
,
DeviceConvN
d
Fwd
NwcKxcNwk_Xdl
<
1
,
int8_t
,
int8_t
,
int8_t
,
int32_t
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwdDefault
,
128
,
128
,
64
,
4
,
16
,
32
,
32
,
2
,
2
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
16
,
16
,
true
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
16
,
16
,
true
,
7
,
1
>
,
DeviceConvN
D
Fwd
Xdl_Input_N_Hi_Wi_C_Weight_K_Y_X_C_Output_N_Ho_Wo_K
<
int8_t
,
int8_t
,
int8_t
,
int32_t
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwdDefault
,
1
,
128
,
64
,
128
,
4
,
16
,
32
,
32
,
2
,
2
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
16
,
16
,
true
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
16
,
16
,
true
,
7
,
1
>
,
DeviceConvN
d
Fwd
NwcKxcNwk_Xdl
<
1
,
int8_t
,
int8_t
,
int8_t
,
int32_t
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwdDefault
,
128
,
64
,
128
,
4
,
16
,
32
,
32
,
2
,
2
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
16
,
16
,
true
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
16
,
16
,
true
,
7
,
1
>
,
DeviceConvN
D
Fwd
Xdl_Input_N_Hi_Wi_C_Weight_K_Y_X_C_Output_N_Ho_Wo_K
<
int8_t
,
int8_t
,
int8_t
,
int32_t
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwdDefault
,
1
,
64
,
64
,
64
,
4
,
16
,
32
,
32
,
2
,
2
,
S
<
4
,
16
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
16
,
16
,
true
,
S
<
4
,
16
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
16
,
16
,
true
,
7
,
1
>
,
DeviceConvN
d
Fwd
NwcKxcNwk_Xdl
<
1
,
int8_t
,
int8_t
,
int8_t
,
int32_t
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwdDefault
,
64
,
64
,
64
,
4
,
16
,
32
,
32
,
2
,
2
,
S
<
4
,
16
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
16
,
16
,
true
,
S
<
4
,
16
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
16
,
16
,
true
,
7
,
1
>
,
DeviceConvN
D
Fwd
Xdl_Input_N_Hi_Wi_C_Weight_K_Y_X_C_Output_N_Ho_Wo_K
<
int8_t
,
int8_t
,
int8_t
,
int32_t
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwdDefault
,
1
,
256
,
128
,
64
,
4
,
16
,
32
,
32
,
2
,
1
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
16
,
16
,
true
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
16
,
16
,
true
,
7
,
1
>
,
DeviceConvN
d
Fwd
NwcKxcNwk_Xdl
<
1
,
int8_t
,
int8_t
,
int8_t
,
int32_t
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwdDefault
,
256
,
128
,
64
,
4
,
16
,
32
,
32
,
2
,
1
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
16
,
16
,
true
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
16
,
16
,
true
,
7
,
1
>
,
DeviceConvN
D
Fwd
Xdl_Input_N_Hi_Wi_C_Weight_K_Y_X_C_Output_N_Ho_Wo_K
<
int8_t
,
int8_t
,
int8_t
,
int32_t
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwdDefault
,
1
,
256
,
64
,
128
,
4
,
16
,
32
,
32
,
1
,
2
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
16
,
16
,
true
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
16
,
16
,
true
,
7
,
1
>
,
DeviceConvN
d
Fwd
NwcKxcNwk_Xdl
<
1
,
int8_t
,
int8_t
,
int8_t
,
int32_t
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwdDefault
,
256
,
64
,
128
,
4
,
16
,
32
,
32
,
1
,
2
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
16
,
16
,
true
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
16
,
16
,
true
,
7
,
1
>
,
DeviceConvN
D
Fwd
Xdl_Input_N_Hi_Wi_C_Weight_K_Y_X_C_Output_N_Ho_Wo_K
<
int8_t
,
int8_t
,
int8_t
,
int32_t
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwdDefault
,
1
,
128
,
128
,
32
,
4
,
16
,
32
,
32
,
2
,
1
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
16
,
16
,
true
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
16
,
16
,
true
,
7
,
1
>
,
DeviceConvN
d
Fwd
NwcKxcNwk_Xdl
<
1
,
int8_t
,
int8_t
,
int8_t
,
int32_t
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwdDefault
,
128
,
128
,
32
,
4
,
16
,
32
,
32
,
2
,
1
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
16
,
16
,
true
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
16
,
16
,
true
,
7
,
1
>
,
DeviceConvN
D
Fwd
Xdl_Input_N_Hi_Wi_C_Weight_K_Y_X_C_Output_N_Ho_Wo_K
<
int8_t
,
int8_t
,
int8_t
,
int32_t
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwdDefault
,
1
,
128
,
32
,
128
,
4
,
16
,
32
,
32
,
1
,
2
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
16
,
16
,
true
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
16
,
16
,
true
,
7
,
1
>
,
DeviceConvN
d
Fwd
NwcKxcNwk_Xdl
<
1
,
int8_t
,
int8_t
,
int8_t
,
int32_t
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwdDefault
,
128
,
32
,
128
,
4
,
16
,
32
,
32
,
1
,
2
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
16
,
16
,
true
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
16
,
16
,
true
,
7
,
1
>
,
DeviceConvN
D
Fwd
Xdl_Input_N_Hi_Wi_C_Weight_K_Y_X_C_Output_N_Ho_Wo_K
<
int8_t
,
int8_t
,
int8_t
,
int32_t
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwdDefault
,
1
,
64
,
64
,
32
,
4
,
16
,
32
,
32
,
2
,
1
,
S
<
4
,
16
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
16
,
16
,
true
,
S
<
4
,
16
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
16
,
16
,
true
,
7
,
1
>
,
DeviceConvN
d
Fwd
NwcKxcNwk_Xdl
<
1
,
int8_t
,
int8_t
,
int8_t
,
int32_t
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwdDefault
,
64
,
64
,
32
,
4
,
16
,
32
,
32
,
2
,
1
,
S
<
4
,
16
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
16
,
16
,
true
,
S
<
4
,
16
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
16
,
16
,
true
,
7
,
1
>
,
DeviceConvN
D
Fwd
Xdl_Input_N_Hi_Wi_C_Weight_K_Y_X_C_Output_N_Ho_Wo_K
<
int8_t
,
int8_t
,
int8_t
,
int32_t
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwdDefault
,
1
,
64
,
32
,
64
,
4
,
16
,
32
,
32
,
1
,
2
,
S
<
4
,
16
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
16
,
16
,
true
,
S
<
4
,
16
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
16
,
16
,
true
,
7
,
1
>
DeviceConvN
d
Fwd
NwcKxcNwk_Xdl
<
1
,
int8_t
,
int8_t
,
int8_t
,
int32_t
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwdDefault
,
64
,
32
,
64
,
4
,
16
,
32
,
32
,
1
,
2
,
S
<
4
,
16
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
16
,
16
,
true
,
S
<
4
,
16
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
16
,
16
,
true
,
7
,
1
>
// clang-format on
// clang-format on
>
;
>
;
using
device_conv1d_fwd_xdl_nwc_kxc_nwk_1x1_p0_int8_instances
=
using
device_conv1d_fwd_xdl_nwc_kxc_nwk_1x1_p0_int8_instances
=
std
::
tuple
<
std
::
tuple
<
// clang-format off
// clang-format off
//##########################
######################################
| InData| WeiData| OutData| AccData| In| Wei| Out| ConvForward|
NumDim|
Block| MPer| NPer| K0Per| K1| MPer| NPer| MXdl| NXdl| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockLds| BBlockTransfer| BBlockTransfer| BBlockTransfer| BlockTransfer| BBlockTransfer| BBlockTransfer| BBlockLds| CThreadTransfer| CThreadTransfer|
//##########################
| NumDim
| InData| WeiData| OutData| AccData| In| Wei| Out| ConvForward| Block| MPer| NPer| K0Per| K1| MPer| NPer| MXdl| NXdl| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockLds| BBlockTransfer| BBlockTransfer| BBlockTransfer| BlockTransfer| BBlockTransfer| BBlockTransfer| BBlockLds| CThreadTransfer| CThreadTransfer|
//##########################
######################################
| Type| Type| Type| Type| Elementwise| Elementwise| Elementwise| Specialization|
Spatial|
Size| Block| Block| Block| | XDL| XDL| Per| Per| ThreadCluster| ThreadCluster| SrcAccessOrder| SrcVectorDim| SrcScalar| DstScalar| AddExtraM| ThreadCluster| ThreadCluster| SrcAccessOrder| SrcVectorDim| SrcScalar| DstScalar| AddExtraN| SrcDstVectorDim| DstScalar|
//##########################
| Spatial
| Type| Type| Type| Type| Elementwise| Elementwise| Elementwise| Specialization| Size| Block| Block| Block| | XDL| XDL| Per| Per| ThreadCluster| ThreadCluster| SrcAccessOrder| SrcVectorDim| SrcScalar| DstScalar| AddExtraM| ThreadCluster| ThreadCluster| SrcAccessOrder| SrcVectorDim| SrcScalar| DstScalar| AddExtraN| SrcDstVectorDim| DstScalar|
//##########################
######################################
| | | | | Operation| Operation| Operation| |
|
| | | | | | | Wave| Wave| Lengths_K0_M_K1| ArrangeOrder| | | PerVector| PerVector_K1| | Lengths_K0_N_K1| ArrangeOrder| | | PerVector| PerVector_K1| | | PerVector|
//##########################
|
| | | | | Operation| Operation| Operation| | | | | | | | | Wave| Wave| Lengths_K0_M_K1| ArrangeOrder| | | PerVector| PerVector_K1| | Lengths_K0_N_K1| ArrangeOrder| | | PerVector| PerVector_K1| | | PerVector|
//##########################
######################################
| | | | | | | | |
|
| | | | | | | | | | | | | | | | | | | | | | | | |
//##########################
|
| | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | |
DeviceConvN
D
Fwd
Xdl_Input_N_Hi_Wi_C_Weight_K_Y_X_C_Output_N_Ho_Wo_K
<
int8_t
,
int8_t
,
int8_t
,
int32_t
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwd1x1P0
,
1
,
256
,
256
,
128
,
4
,
16
,
32
,
32
,
4
,
2
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
16
,
16
,
true
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
16
,
16
,
true
,
7
,
1
>
,
DeviceConvN
d
Fwd
NwcKxcNwk_Xdl
<
1
,
int8_t
,
int8_t
,
int8_t
,
int32_t
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwd1x1P0
,
256
,
256
,
128
,
4
,
16
,
32
,
32
,
4
,
2
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
16
,
16
,
true
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
16
,
16
,
true
,
7
,
1
>
,
DeviceConvN
D
Fwd
Xdl_Input_N_Hi_Wi_C_Weight_K_Y_X_C_Output_N_Ho_Wo_K
<
int8_t
,
int8_t
,
int8_t
,
int32_t
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwd1x1P0
,
1
,
256
,
128
,
256
,
4
,
16
,
32
,
32
,
2
,
4
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
16
,
16
,
true
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
16
,
16
,
true
,
7
,
1
>
,
DeviceConvN
d
Fwd
NwcKxcNwk_Xdl
<
1
,
int8_t
,
int8_t
,
int8_t
,
int32_t
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwd1x1P0
,
256
,
128
,
256
,
4
,
16
,
32
,
32
,
2
,
4
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
16
,
16
,
true
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
16
,
16
,
true
,
7
,
1
>
,
DeviceConvN
D
Fwd
Xdl_Input_N_Hi_Wi_C_Weight_K_Y_X_C_Output_N_Ho_Wo_K
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int8_t
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int8_t
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PassThrough
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ConvFwd1x1P0
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1
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128
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128
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128
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S
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2
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16
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16
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true
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7
,
1
>
,
DeviceConvN
d
Fwd
NwcKxcNwk_Xdl
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1
,
int8_t
,
int8_t
,
int8_t
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int32_t
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PassThrough
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PassThrough
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PassThrough
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ConvFwd1x1P0
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128
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128
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128
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4
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16
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32
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32
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4
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2
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S
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1
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S
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S
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2
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16
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true
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S
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32
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1
>
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S
<
1
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0
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2
>
,
S
<
1
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0
,
2
>
,
2
,
16
,
16
,
true
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7
,
1
>
,
DeviceConvN
D
Fwd
Xdl_Input_N_Hi_Wi_C_Weight_K_Y_X_C_Output_N_Ho_Wo_K
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int8_t
,
int8_t
,
int8_t
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int32_t
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PassThrough
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PassThrough
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PassThrough
,
ConvFwd1x1P0
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1
,
256
,
128
,
128
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4
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16
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32
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32
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2
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2
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S
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64
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1
>
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S
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S
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2
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true
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S
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64
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1
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S
<
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0
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2
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S
<
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0
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2
>
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2
,
16
,
16
,
true
,
7
,
1
>
,
DeviceConvN
d
Fwd
NwcKxcNwk_Xdl
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1
,
int8_t
,
int8_t
,
int8_t
,
int32_t
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PassThrough
,
PassThrough
,
PassThrough
,
ConvFwd1x1P0
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256
,
128
,
128
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4
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16
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32
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32
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2
,
2
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S
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64
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1
>
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S
<
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0
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2
>
,
S
<
1
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0
,
2
>
,
2
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16
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16
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true
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S
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4
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64
,
1
>
,
S
<
1
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0
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2
>
,
S
<
1
,
0
,
2
>
,
2
,
16
,
16
,
true
,
7
,
1
>
,
DeviceConvN
D
Fwd
Xdl_Input_N_Hi_Wi_C_Weight_K_Y_X_C_Output_N_Ho_Wo_K
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int8_t
,
int8_t
,
int8_t
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int32_t
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PassThrough
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PassThrough
,
PassThrough
,
ConvFwd1x1P0
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1
,
128
,
128
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64
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4
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16
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32
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32
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2
,
2
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S
<
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32
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1
>
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S
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0
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S
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2
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2
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16
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16
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true
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S
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32
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1
>
,
S
<
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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
,
16
,
16
,
true
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7
,
1
>
,
DeviceConvN
d
Fwd
NwcKxcNwk_Xdl
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1
,
int8_t
,
int8_t
,
int8_t
,
int32_t
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwd1x1P0
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128
,
128
,
64
,
4
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16
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32
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32
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2
,
2
,
S
<
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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
,
2
>
,
2
,
16
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16
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true
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S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
16
,
16
,
true
,
7
,
1
>
,
DeviceConvN
D
Fwd
Xdl_Input_N_Hi_Wi_C_Weight_K_Y_X_C_Output_N_Ho_Wo_K
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int8_t
,
int8_t
,
int8_t
,
int32_t
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PassThrough
,
PassThrough
,
PassThrough
,
ConvFwd1x1P0
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1
,
128
,
64
,
128
,
4
,
16
,
32
,
32
,
2
,
2
,
S
<
4
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32
,
1
>
,
S
<
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0
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2
>
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S
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0
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2
>
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2
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16
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16
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true
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S
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32
,
1
>
,
S
<
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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
,
16
,
16
,
true
,
7
,
1
>
,
DeviceConvN
d
Fwd
NwcKxcNwk_Xdl
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1
,
int8_t
,
int8_t
,
int8_t
,
int32_t
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwd1x1P0
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128
,
64
,
128
,
4
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16
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32
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32
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2
,
2
,
S
<
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32
,
1
>
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S
<
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0
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2
>
,
S
<
1
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0
,
2
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,
2
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16
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16
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true
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S
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4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
16
,
16
,
true
,
7
,
1
>
,
DeviceConvN
D
Fwd
Xdl_Input_N_Hi_Wi_C_Weight_K_Y_X_C_Output_N_Ho_Wo_K
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int8_t
,
int8_t
,
int8_t
,
int32_t
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwd1x1P0
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1
,
64
,
64
,
64
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4
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16
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32
,
32
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2
,
2
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S
<
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16
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1
>
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S
<
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0
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2
>
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S
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0
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2
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2
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16
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true
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S
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16
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1
>
,
S
<
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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
,
16
,
16
,
true
,
7
,
1
>
,
DeviceConvN
d
Fwd
NwcKxcNwk_Xdl
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1
,
int8_t
,
int8_t
,
int8_t
,
int32_t
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PassThrough
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PassThrough
,
PassThrough
,
ConvFwd1x1P0
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64
,
64
,
64
,
4
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16
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32
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32
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2
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2
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S
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16
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1
>
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S
<
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0
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2
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,
S
<
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0
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2
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,
2
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16
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16
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true
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S
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,
16
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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
,
0
,
2
>
,
2
,
16
,
16
,
true
,
7
,
1
>
,
DeviceConvN
D
Fwd
Xdl_Input_N_Hi_Wi_C_Weight_K_Y_X_C_Output_N_Ho_Wo_K
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int8_t
,
int8_t
,
int8_t
,
int32_t
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwd1x1P0
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1
,
256
,
128
,
64
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4
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16
,
32
,
32
,
2
,
1
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S
<
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64
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1
>
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S
<
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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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16
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16
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true
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S
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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
,
16
,
16
,
true
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7
,
1
>
,
DeviceConvN
d
Fwd
NwcKxcNwk_Xdl
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1
,
int8_t
,
int8_t
,
int8_t
,
int32_t
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwd1x1P0
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256
,
128
,
64
,
4
,
16
,
32
,
32
,
2
,
1
,
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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16
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16
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true
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S
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4
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64
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,
S
<
1
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0
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2
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,
S
<
1
,
0
,
2
>
,
2
,
16
,
16
,
true
,
7
,
1
>
,
DeviceConvN
D
Fwd
Xdl_Input_N_Hi_Wi_C_Weight_K_Y_X_C_Output_N_Ho_Wo_K
<
int8_t
,
int8_t
,
int8_t
,
int32_t
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwd1x1P0
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1
,
256
,
64
,
128
,
4
,
16
,
32
,
32
,
1
,
2
,
S
<
4
,
64
,
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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16
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16
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true
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S
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64
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,
S
<
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,
S
<
1
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2
,
16
,
16
,
true
,
7
,
1
>
,
DeviceConvN
d
Fwd
NwcKxcNwk_Xdl
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1
,
int8_t
,
int8_t
,
int8_t
,
int32_t
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwd1x1P0
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256
,
64
,
128
,
4
,
16
,
32
,
32
,
1
,
2
,
S
<
4
,
64
,
1
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,
S
<
1
,
0
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,
S
<
1
,
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,
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,
16
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16
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true
,
S
<
4
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64
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,
S
<
1
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0
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,
S
<
1
,
0
,
2
>
,
2
,
16
,
16
,
true
,
7
,
1
>
,
DeviceConvN
D
Fwd
Xdl_Input_N_Hi_Wi_C_Weight_K_Y_X_C_Output_N_Ho_Wo_K
<
int8_t
,
int8_t
,
int8_t
,
int32_t
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwd1x1P0
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1
,
128
,
128
,
32
,
4
,
16
,
32
,
32
,
2
,
1
,
S
<
4
,
32
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,
S
<
1
,
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,
S
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1
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,
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16
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16
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true
,
S
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32
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,
S
<
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,
S
<
1
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,
2
,
16
,
16
,
true
,
7
,
1
>
,
DeviceConvN
d
Fwd
NwcKxcNwk_Xdl
<
1
,
int8_t
,
int8_t
,
int8_t
,
int32_t
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwd1x1P0
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128
,
128
,
32
,
4
,
16
,
32
,
32
,
2
,
1
,
S
<
4
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32
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,
S
<
1
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,
S
<
1
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,
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16
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16
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true
,
S
<
4
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32
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,
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<
1
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,
S
<
1
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0
,
2
>
,
2
,
16
,
16
,
true
,
7
,
1
>
,
DeviceConvN
D
Fwd
Xdl_Input_N_Hi_Wi_C_Weight_K_Y_X_C_Output_N_Ho_Wo_K
<
int8_t
,
int8_t
,
int8_t
,
int32_t
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwd1x1P0
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1
,
128
,
32
,
128
,
4
,
16
,
32
,
32
,
1
,
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S
<
4
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32
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,
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1
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1
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16
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16
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true
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S
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32
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,
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1
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,
2
,
16
,
16
,
true
,
7
,
1
>
,
DeviceConvN
d
Fwd
NwcKxcNwk_Xdl
<
1
,
int8_t
,
int8_t
,
int8_t
,
int32_t
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwd1x1P0
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128
,
32
,
128
,
4
,
16
,
32
,
32
,
1
,
2
,
S
<
4
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32
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,
S
<
1
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,
S
<
1
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,
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,
16
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true
,
S
<
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32
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<
1
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,
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<
1
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2
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,
2
,
16
,
16
,
true
,
7
,
1
>
,
DeviceConvN
D
Fwd
Xdl_Input_N_Hi_Wi_C_Weight_K_Y_X_C_Output_N_Ho_Wo_K
<
int8_t
,
int8_t
,
int8_t
,
int32_t
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwd1x1P0
,
1
,
64
,
64
,
32
,
4
,
16
,
32
,
32
,
2
,
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<
4
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16
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,
16
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16
,
true
,
7
,
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,
DeviceConvN
d
Fwd
NwcKxcNwk_Xdl
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1
,
int8_t
,
int8_t
,
int8_t
,
int32_t
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwd1x1P0
,
64
,
64
,
32
,
4
,
16
,
32
,
32
,
2
,
1
,
S
<
4
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16
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S
<
1
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1
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16
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1
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,
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,
16
,
16
,
true
,
7
,
1
>
,
DeviceConvN
D
Fwd
Xdl_Input_N_Hi_Wi_C_Weight_K_Y_X_C_Output_N_Ho_Wo_K
<
int8_t
,
int8_t
,
int8_t
,
int32_t
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwd1x1P0
,
1
,
64
,
32
,
64
,
4
,
16
,
32
,
32
,
1
,
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,
S
<
4
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16
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,
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S
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1
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,
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16
,
16
,
true
,
S
<
4
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16
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>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
16
,
16
,
true
,
7
,
1
>
DeviceConvN
d
Fwd
NwcKxcNwk_Xdl
<
1
,
int8_t
,
int8_t
,
int8_t
,
int32_t
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwd1x1P0
,
64
,
32
,
64
,
4
,
16
,
32
,
32
,
1
,
2
,
S
<
4
,
16
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
16
,
16
,
true
,
S
<
4
,
16
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
16
,
16
,
true
,
7
,
1
>
// clang-format on
// clang-format on
>
;
>
;
using
device_conv1d_fwd_xdl_nwc_kxc_nwk_1x1_s1_p0_int8_instances
=
using
device_conv1d_fwd_xdl_nwc_kxc_nwk_1x1_s1_p0_int8_instances
=
std
::
tuple
<
std
::
tuple
<
// clang-format off
// clang-format off
//##########################
######################################
| InData| WeiData| OutData| AccData| In| Wei| Out| ConvForward|
NumDim|
Block| MPer| NPer| K0Per| K1| MPer| NPer| MXdl| NXdl| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockLds| BBlockTransfer| BBlockTransfer| BBlockTransfer| BlockTransfer| BBlockTransfer| BBlockTransfer| BBlockLds| CThreadTransfer| CThreadTransfer|
//##########################
| NumDim
| InData| WeiData| OutData| AccData| In| Wei| Out| ConvForward| Block| MPer| NPer| K0Per| K1| MPer| NPer| MXdl| NXdl| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockLds| BBlockTransfer| BBlockTransfer| BBlockTransfer| BlockTransfer| BBlockTransfer| BBlockTransfer| BBlockLds| CThreadTransfer| CThreadTransfer|
//##########################
######################################
| Type| Type| Type| Type| Elementwise| Elementwise| Elementwise| Specialization|
Spatial|
Size| Block| Block| Block| | XDL| XDL| Per| Per| ThreadCluster| ThreadCluster| SrcAccessOrder| SrcVectorDim| SrcScalar| DstScalar| AddExtraM| ThreadCluster| ThreadCluster| SrcAccessOrder| SrcVectorDim| SrcScalar| DstScalar| AddExtraN| SrcDstVectorDim| DstScalar|
//##########################
| Spatial
| Type| Type| Type| Type| Elementwise| Elementwise| Elementwise| Specialization| Size| Block| Block| Block| | XDL| XDL| Per| Per| ThreadCluster| ThreadCluster| SrcAccessOrder| SrcVectorDim| SrcScalar| DstScalar| AddExtraM| ThreadCluster| ThreadCluster| SrcAccessOrder| SrcVectorDim| SrcScalar| DstScalar| AddExtraN| SrcDstVectorDim| DstScalar|
//##########################
######################################
| | | | | Operation| Operation| Operation| |
|
| | | | | | | Wave| Wave| Lengths_K0_M_K1| ArrangeOrder| | | PerVector| PerVector_K1| | Lengths_K0_N_K1| ArrangeOrder| | | PerVector| PerVector_K1| | | PerVector|
//##########################
|
| | | | | Operation| Operation| Operation| | | | | | | | | Wave| Wave| Lengths_K0_M_K1| ArrangeOrder| | | PerVector| PerVector_K1| | Lengths_K0_N_K1| ArrangeOrder| | | PerVector| PerVector_K1| | | PerVector|
//##########################
######################################
| | | | | | | | |
|
| | | | | | | | | | | | | | | | | | | | | | | | |
//##########################
|
| | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | |
DeviceConvN
D
Fwd
Xdl_Input_N_Hi_Wi_C_Weight_K_Y_X_C_Output_N_Ho_Wo_K
<
int8_t
,
int8_t
,
int8_t
,
int32_t
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwd1x1S1P0
,
1
,
256
,
256
,
128
,
4
,
16
,
32
,
32
,
4
,
2
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
16
,
16
,
true
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
16
,
16
,
true
,
7
,
1
>
,
DeviceConvN
d
Fwd
NwcKxcNwk_Xdl
<
1
,
int8_t
,
int8_t
,
int8_t
,
int32_t
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwd1x1S1P0
,
256
,
256
,
128
,
4
,
16
,
32
,
32
,
4
,
2
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
16
,
16
,
true
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
16
,
16
,
true
,
7
,
1
>
,
DeviceConvN
D
Fwd
Xdl_Input_N_Hi_Wi_C_Weight_K_Y_X_C_Output_N_Ho_Wo_K
<
int8_t
,
int8_t
,
int8_t
,
int32_t
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwd1x1S1P0
,
1
,
256
,
128
,
256
,
4
,
16
,
32
,
32
,
2
,
4
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
16
,
16
,
true
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
16
,
16
,
true
,
7
,
1
>
,
DeviceConvN
d
Fwd
NwcKxcNwk_Xdl
<
1
,
int8_t
,
int8_t
,
int8_t
,
int32_t
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwd1x1S1P0
,
256
,
128
,
256
,
4
,
16
,
32
,
32
,
2
,
4
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
16
,
16
,
true
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
16
,
16
,
true
,
7
,
1
>
,
DeviceConvN
D
Fwd
Xdl_Input_N_Hi_Wi_C_Weight_K_Y_X_C_Output_N_Ho_Wo_K
<
int8_t
,
int8_t
,
int8_t
,
int32_t
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwd1x1S1P0
,
1
,
128
,
128
,
128
,
4
,
16
,
32
,
32
,
4
,
2
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
16
,
16
,
true
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
16
,
16
,
true
,
7
,
1
>
,
DeviceConvN
d
Fwd
NwcKxcNwk_Xdl
<
1
,
int8_t
,
int8_t
,
int8_t
,
int32_t
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwd1x1S1P0
,
128
,
128
,
128
,
4
,
16
,
32
,
32
,
4
,
2
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
16
,
16
,
true
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
16
,
16
,
true
,
7
,
1
>
,
DeviceConvN
D
Fwd
Xdl_Input_N_Hi_Wi_C_Weight_K_Y_X_C_Output_N_Ho_Wo_K
<
int8_t
,
int8_t
,
int8_t
,
int32_t
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwd1x1S1P0
,
1
,
256
,
128
,
128
,
4
,
16
,
32
,
32
,
2
,
2
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
16
,
16
,
true
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
16
,
16
,
true
,
7
,
1
>
,
DeviceConvN
d
Fwd
NwcKxcNwk_Xdl
<
1
,
int8_t
,
int8_t
,
int8_t
,
int32_t
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwd1x1S1P0
,
256
,
128
,
128
,
4
,
16
,
32
,
32
,
2
,
2
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
16
,
16
,
true
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
16
,
16
,
true
,
7
,
1
>
,
DeviceConvN
D
Fwd
Xdl_Input_N_Hi_Wi_C_Weight_K_Y_X_C_Output_N_Ho_Wo_K
<
int8_t
,
int8_t
,
int8_t
,
int32_t
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwd1x1S1P0
,
1
,
128
,
128
,
64
,
4
,
16
,
32
,
32
,
2
,
2
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
16
,
16
,
true
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
16
,
16
,
true
,
7
,
1
>
,
DeviceConvN
d
Fwd
NwcKxcNwk_Xdl
<
1
,
int8_t
,
int8_t
,
int8_t
,
int32_t
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwd1x1S1P0
,
128
,
128
,
64
,
4
,
16
,
32
,
32
,
2
,
2
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
16
,
16
,
true
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
16
,
16
,
true
,
7
,
1
>
,
DeviceConvN
D
Fwd
Xdl_Input_N_Hi_Wi_C_Weight_K_Y_X_C_Output_N_Ho_Wo_K
<
int8_t
,
int8_t
,
int8_t
,
int32_t
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwd1x1S1P0
,
1
,
128
,
64
,
128
,
4
,
16
,
32
,
32
,
2
,
2
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
16
,
16
,
true
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
16
,
16
,
true
,
7
,
1
>
,
DeviceConvN
d
Fwd
NwcKxcNwk_Xdl
<
1
,
int8_t
,
int8_t
,
int8_t
,
int32_t
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwd1x1S1P0
,
128
,
64
,
128
,
4
,
16
,
32
,
32
,
2
,
2
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
16
,
16
,
true
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
16
,
16
,
true
,
7
,
1
>
,
DeviceConvN
D
Fwd
Xdl_Input_N_Hi_Wi_C_Weight_K_Y_X_C_Output_N_Ho_Wo_K
<
int8_t
,
int8_t
,
int8_t
,
int32_t
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwd1x1S1P0
,
1
,
64
,
64
,
64
,
4
,
16
,
32
,
32
,
2
,
2
,
S
<
4
,
16
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
16
,
16
,
true
,
S
<
4
,
16
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
16
,
16
,
true
,
7
,
1
>
,
DeviceConvN
d
Fwd
NwcKxcNwk_Xdl
<
1
,
int8_t
,
int8_t
,
int8_t
,
int32_t
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwd1x1S1P0
,
64
,
64
,
64
,
4
,
16
,
32
,
32
,
2
,
2
,
S
<
4
,
16
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
16
,
16
,
true
,
S
<
4
,
16
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
16
,
16
,
true
,
7
,
1
>
,
DeviceConvN
D
Fwd
Xdl_Input_N_Hi_Wi_C_Weight_K_Y_X_C_Output_N_Ho_Wo_K
<
int8_t
,
int8_t
,
int8_t
,
int32_t
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwd1x1S1P0
,
1
,
256
,
128
,
64
,
4
,
16
,
32
,
32
,
2
,
1
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
16
,
16
,
true
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
16
,
16
,
true
,
7
,
1
>
,
DeviceConvN
d
Fwd
NwcKxcNwk_Xdl
<
1
,
int8_t
,
int8_t
,
int8_t
,
int32_t
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwd1x1S1P0
,
256
,
128
,
64
,
4
,
16
,
32
,
32
,
2
,
1
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
16
,
16
,
true
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
16
,
16
,
true
,
7
,
1
>
,
DeviceConvN
D
Fwd
Xdl_Input_N_Hi_Wi_C_Weight_K_Y_X_C_Output_N_Ho_Wo_K
<
int8_t
,
int8_t
,
int8_t
,
int32_t
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwd1x1S1P0
,
1
,
256
,
64
,
128
,
4
,
16
,
32
,
32
,
1
,
2
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
16
,
16
,
true
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
16
,
16
,
true
,
7
,
1
>
,
DeviceConvN
d
Fwd
NwcKxcNwk_Xdl
<
1
,
int8_t
,
int8_t
,
int8_t
,
int32_t
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwd1x1S1P0
,
256
,
64
,
128
,
4
,
16
,
32
,
32
,
1
,
2
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
16
,
16
,
true
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
16
,
16
,
true
,
7
,
1
>
,
DeviceConvN
D
Fwd
Xdl_Input_N_Hi_Wi_C_Weight_K_Y_X_C_Output_N_Ho_Wo_K
<
int8_t
,
int8_t
,
int8_t
,
int32_t
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwd1x1S1P0
,
1
,
128
,
128
,
32
,
4
,
16
,
32
,
32
,
2
,
1
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
16
,
16
,
true
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
16
,
16
,
true
,
7
,
1
>
,
DeviceConvN
d
Fwd
NwcKxcNwk_Xdl
<
1
,
int8_t
,
int8_t
,
int8_t
,
int32_t
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwd1x1S1P0
,
128
,
128
,
32
,
4
,
16
,
32
,
32
,
2
,
1
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
16
,
16
,
true
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
16
,
16
,
true
,
7
,
1
>
,
DeviceConvN
D
Fwd
Xdl_Input_N_Hi_Wi_C_Weight_K_Y_X_C_Output_N_Ho_Wo_K
<
int8_t
,
int8_t
,
int8_t
,
int32_t
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwd1x1S1P0
,
1
,
128
,
32
,
128
,
4
,
16
,
32
,
32
,
1
,
2
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
16
,
16
,
true
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
16
,
16
,
true
,
7
,
1
>
,
DeviceConvN
d
Fwd
NwcKxcNwk_Xdl
<
1
,
int8_t
,
int8_t
,
int8_t
,
int32_t
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwd1x1S1P0
,
128
,
32
,
128
,
4
,
16
,
32
,
32
,
1
,
2
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
16
,
16
,
true
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
16
,
16
,
true
,
7
,
1
>
,
DeviceConvN
D
Fwd
Xdl_Input_N_Hi_Wi_C_Weight_K_Y_X_C_Output_N_Ho_Wo_K
<
int8_t
,
int8_t
,
int8_t
,
int32_t
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwd1x1S1P0
,
1
,
64
,
64
,
32
,
4
,
16
,
32
,
32
,
2
,
1
,
S
<
4
,
16
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
16
,
16
,
true
,
S
<
4
,
16
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
16
,
16
,
true
,
7
,
1
>
,
DeviceConvN
d
Fwd
NwcKxcNwk_Xdl
<
1
,
int8_t
,
int8_t
,
int8_t
,
int32_t
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwd1x1S1P0
,
64
,
64
,
32
,
4
,
16
,
32
,
32
,
2
,
1
,
S
<
4
,
16
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
16
,
16
,
true
,
S
<
4
,
16
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
16
,
16
,
true
,
7
,
1
>
,
DeviceConvN
D
Fwd
Xdl_Input_N_Hi_Wi_C_Weight_K_Y_X_C_Output_N_Ho_Wo_K
<
int8_t
,
int8_t
,
int8_t
,
int32_t
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwd1x1S1P0
,
1
,
64
,
32
,
64
,
4
,
16
,
32
,
32
,
1
,
2
,
S
<
4
,
16
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
16
,
16
,
true
,
S
<
4
,
16
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
16
,
16
,
true
,
7
,
1
>
DeviceConvN
d
Fwd
NwcKxcNwk_Xdl
<
1
,
int8_t
,
int8_t
,
int8_t
,
int32_t
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwd1x1S1P0
,
64
,
32
,
64
,
4
,
16
,
32
,
32
,
1
,
2
,
S
<
4
,
16
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
16
,
16
,
true
,
S
<
4
,
16
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
16
,
16
,
true
,
7
,
1
>
// clang-format on
// clang-format on
>
;
>
;
void
add_device_conv1d_fwd_xdl_nwc_kxc_nwk_int8_instances
(
void
add_device_conv1d_fwd_xdl_nwc_kxc_nwk_int8_instances
(
std
::
vector
<
DeviceConvFwdPtr
<
PassThrough
,
PassThrough
,
PassThrough
>>&
instances
)
std
::
vector
<
std
::
unique_ptr
<
DeviceConvFwd
<
1
,
NWC
,
KXC
,
NWK
,
int8_t
,
int8_t
,
int8_t
,
PassThrough
,
PassThrough
,
PassThrough
>>>&
instances
)
{
{
add_device_operation_instances
(
instances
,
device_conv1d_fwd_xdl_nwc_kxc_nwk_int8_instances
{});
add_device_operation_instances
(
instances
,
device_conv1d_fwd_xdl_nwc_kxc_nwk_int8_instances
{});
add_device_operation_instances
(
instances
,
add_device_operation_instances
(
instances
,
...
...
library/src/tensor_operation_instance/gpu/conv3d_fwd/device_conv3d_fwd_xdl_ndhwc_kzyxc_ndhwk_bf16_instance.cpp
View file @
615e1d3e
...
@@ -5,8 +5,10 @@
...
@@ -5,8 +5,10 @@
#include "ck/ck.hpp"
#include "ck/ck.hpp"
#include "ck/tensor_operation/gpu/device/tensor_layout.hpp"
#include "ck/tensor_operation/gpu/device/tensor_layout.hpp"
#include "ck/tensor_operation/gpu/device/device_convnd_fwd_xdl_nhwc_kyxc_nhwk.hpp"
#include "ck/tensor_operation/gpu/device/device_convnd_fwd_nwc_kxc_nwk_xdl.hpp"
#include "ck/tensor_operation/gpu/device/convolution_forward_specialization.hpp"
#include "ck/tensor_operation/gpu/element/element_wise_operation.hpp"
#include "ck/tensor_operation/gpu/element/element_wise_operation.hpp"
#include "ck/library/tensor_operation_instance/add_device_operation_instance.hpp"
#include "ck/library/tensor_operation_instance/add_device_operation_instance.hpp"
namespace
ck
{
namespace
ck
{
...
@@ -20,6 +22,10 @@ using BF16 = bhalf_t;
...
@@ -20,6 +22,10 @@ using BF16 = bhalf_t;
template
<
ck
::
index_t
...
Is
>
template
<
ck
::
index_t
...
Is
>
using
S
=
ck
::
Sequence
<
Is
...
>
;
using
S
=
ck
::
Sequence
<
Is
...
>
;
using
NDHWC
=
ck
::
tensor_layout
::
convolution
::
NDHWC
;
using
KZYXC
=
ck
::
tensor_layout
::
convolution
::
KZYXC
;
using
NDHWK
=
ck
::
tensor_layout
::
convolution
::
NDHWK
;
using
PassThrough
=
ck
::
tensor_operation
::
element_wise
::
PassThrough
;
using
PassThrough
=
ck
::
tensor_operation
::
element_wise
::
PassThrough
;
static
constexpr
auto
ConvFwdDefault
=
static
constexpr
auto
ConvFwdDefault
=
...
@@ -34,72 +40,81 @@ static constexpr auto ConvFwd1x1S1P0 =
...
@@ -34,72 +40,81 @@ static constexpr auto ConvFwd1x1S1P0 =
// Compilation parameters for in[n, hi, wi, c] * wei[k, y, x, c] = out[n, ho, wo, k]
// Compilation parameters for in[n, hi, wi, c] * wei[k, y, x, c] = out[n, ho, wo, k]
using
device_conv3d_fwd_xdl_ndhwc_kzyxc_ndhwk_bf16_instances
=
std
::
tuple
<
using
device_conv3d_fwd_xdl_ndhwc_kzyxc_ndhwk_bf16_instances
=
std
::
tuple
<
// clang-format off
// clang-format off
//##########################
######################################
| InData| WeiData| OutData| AccData| In| Wei| Out| ConvForward|
NumDim|
Block| MPer| NPer| K0Per| K1| MPer| NPer| MXdl| NXdl| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockLds| BBlockTransfer| BBlockTransfer| BBlockTransfer| BlockTransfer| BBlockTransfer| BBlockTransfer| BBlockLds| CThreadTransfer| CThreadTransfer|
//##########################
| NumDim
| InData| WeiData| OutData| AccData| In| Wei| Out| ConvForward| Block| MPer| NPer| K0Per| K1| MPer| NPer| MXdl| NXdl| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockLds| BBlockTransfer| BBlockTransfer| BBlockTransfer| BlockTransfer| BBlockTransfer| BBlockTransfer| BBlockLds| CThreadTransfer| CThreadTransfer|
//##########################
######################################
| Type| Type| Type| Type| Elementwise| Elementwise| Elementwise| Specialization|
Spatial|
Size| Block| Block| Block| | XDL| XDL| Per| Per| ThreadCluster| ThreadCluster| SrcAccessOrder| SrcVectorDim| SrcScalar| DstScalar| AddExtraM| ThreadCluster| ThreadCluster| SrcAccessOrder| SrcVectorDim| SrcScalar| DstScalar| AddExtraN| SrcDstVectorDim| DstScalar|
//##########################
| Spatial
| Type| Type| Type| Type| Elementwise| Elementwise| Elementwise| Specialization| Size| Block| Block| Block| | XDL| XDL| Per| Per| ThreadCluster| ThreadCluster| SrcAccessOrder| SrcVectorDim| SrcScalar| DstScalar| AddExtraM| ThreadCluster| ThreadCluster| SrcAccessOrder| SrcVectorDim| SrcScalar| DstScalar| AddExtraN| SrcDstVectorDim| DstScalar|
//##########################
######################################
| | | | | Operation| Operation| Operation| |
|
| | | | | | | Wave| Wave| Lengths_K0_M_K1| ArrangeOrder| | | PerVector| PerVector_K1| | Lengths_K0_N_K1| ArrangeOrder| | | PerVector| PerVector_K1| | | PerVector|
//##########################
|
| | | | | Operation| Operation| Operation| | | | | | | | | Wave| Wave| Lengths_K0_M_K1| ArrangeOrder| | | PerVector| PerVector_K1| | Lengths_K0_N_K1| ArrangeOrder| | | PerVector| PerVector_K1| | | PerVector|
//##########################
######################################
| | | | | | | | |
|
| | | | | | | | | | | | | | | | | | | | | | | | |
//##########################
|
| | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | |
DeviceConvN
D
Fwd
Xdl_Input_N_Hi_Wi_C_Weight_K_Y_X_C_Output_N_Ho_Wo_K
<
BF16
,
BF16
,
BF16
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwdDefault
,
3
,
256
,
256
,
128
,
4
,
8
,
32
,
32
,
4
,
2
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
7
,
1
>
,
DeviceConvN
d
Fwd
NwcKxcNwk_Xdl
<
3
,
BF16
,
BF16
,
BF16
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwdDefault
,
256
,
256
,
128
,
4
,
8
,
32
,
32
,
4
,
2
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
7
,
1
>
,
DeviceConvN
D
Fwd
Xdl_Input_N_Hi_Wi_C_Weight_K_Y_X_C_Output_N_Ho_Wo_K
<
BF16
,
BF16
,
BF16
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwdDefault
,
3
,
256
,
128
,
256
,
4
,
8
,
32
,
32
,
2
,
4
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
7
,
1
>
,
DeviceConvN
d
Fwd
NwcKxcNwk_Xdl
<
3
,
BF16
,
BF16
,
BF16
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwdDefault
,
256
,
128
,
256
,
4
,
8
,
32
,
32
,
2
,
4
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
7
,
1
>
,
DeviceConvN
D
Fwd
Xdl_Input_N_Hi_Wi_C_Weight_K_Y_X_C_Output_N_Ho_Wo_K
<
BF16
,
BF16
,
BF16
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwdDefault
,
3
,
128
,
128
,
128
,
4
,
8
,
32
,
32
,
4
,
2
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
7
,
1
>
,
DeviceConvN
d
Fwd
NwcKxcNwk_Xdl
<
3
,
BF16
,
BF16
,
BF16
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwdDefault
,
128
,
128
,
128
,
4
,
8
,
32
,
32
,
4
,
2
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
7
,
1
>
,
DeviceConvN
D
Fwd
Xdl_Input_N_Hi_Wi_C_Weight_K_Y_X_C_Output_N_Ho_Wo_K
<
BF16
,
BF16
,
BF16
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwdDefault
,
3
,
256
,
128
,
128
,
4
,
8
,
32
,
32
,
2
,
2
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
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,
2
,
8
,
8
,
true
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
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,
S
<
1
,
0
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2
>
,
2
,
8
,
8
,
true
,
7
,
1
>
,
DeviceConvN
d
Fwd
NwcKxcNwk_Xdl
<
3
,
BF16
,
BF16
,
BF16
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwdDefault
,
256
,
128
,
128
,
4
,
8
,
32
,
32
,
2
,
2
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
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2
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,
2
,
8
,
8
,
true
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
7
,
1
>
,
DeviceConvN
D
Fwd
Xdl_Input_N_Hi_Wi_C_Weight_K_Y_X_C_Output_N_Ho_Wo_K
<
BF16
,
BF16
,
BF16
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwdDefault
,
3
,
128
,
128
,
64
,
4
,
8
,
32
,
32
,
2
,
2
,
S
<
4
,
32
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1
>
,
S
<
1
,
0
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,
S
<
1
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,
2
,
8
,
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true
,
S
<
4
,
32
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1
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,
S
<
1
,
0
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2
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,
S
<
1
,
0
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2
>
,
2
,
8
,
8
,
true
,
7
,
1
>
,
DeviceConvN
d
Fwd
NwcKxcNwk_Xdl
<
3
,
BF16
,
BF16
,
BF16
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwdDefault
,
128
,
128
,
64
,
4
,
8
,
32
,
32
,
2
,
2
,
S
<
4
,
32
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1
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,
S
<
1
,
0
,
2
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,
S
<
1
,
0
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,
2
,
8
,
8
,
true
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
7
,
1
>
,
DeviceConvN
D
Fwd
Xdl_Input_N_Hi_Wi_C_Weight_K_Y_X_C_Output_N_Ho_Wo_K
<
BF16
,
BF16
,
BF16
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwdDefault
,
3
,
128
,
64
,
128
,
4
,
8
,
32
,
32
,
2
,
2
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
7
,
1
>
,
DeviceConvN
d
Fwd
NwcKxcNwk_Xdl
<
3
,
BF16
,
BF16
,
BF16
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwdDefault
,
128
,
64
,
128
,
4
,
8
,
32
,
32
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2
,
2
,
S
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4
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32
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,
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,
S
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1
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true
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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
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,
S
<
1
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0
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2
>
,
2
,
8
,
8
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true
,
7
,
1
>
,
DeviceConvN
D
Fwd
Xdl_Input_N_Hi_Wi_C_Weight_K_Y_X_C_Output_N_Ho_Wo_K
<
BF16
,
BF16
,
BF16
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F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwdDefault
,
3
,
64
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64
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64
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4
,
8
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32
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32
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2
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2
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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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8
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true
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4
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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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true
,
7
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1
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,
DeviceConvN
d
Fwd
NwcKxcNwk_Xdl
<
3
,
BF16
,
BF16
,
BF16
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwdDefault
,
64
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64
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64
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4
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8
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32
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32
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2
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4
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true
,
7
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1
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,
DeviceConvN
D
Fwd
Xdl_Input_N_Hi_Wi_C_Weight_K_Y_X_C_Output_N_Ho_Wo_K
<
BF16
,
BF16
,
BF16
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwdDefault
,
3
,
256
,
128
,
64
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4
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8
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32
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32
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2
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1
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4
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2
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8
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true
,
7
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DeviceConvN
d
Fwd
NwcKxcNwk_Xdl
<
3
,
BF16
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BF16
,
BF16
,
F32
,
PassThrough
,
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,
PassThrough
,
ConvFwdDefault
,
256
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128
,
64
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4
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8
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32
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4
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8
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true
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7
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,
DeviceConvN
D
Fwd
Xdl_Input_N_Hi_Wi_C_Weight_K_Y_X_C_Output_N_Ho_Wo_K
<
BF16
,
BF16
,
BF16
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F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwdDefault
,
3
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256
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64
,
128
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4
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8
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32
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32
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2
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8
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true
,
7
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DeviceConvN
d
Fwd
NwcKxcNwk_Xdl
<
3
,
BF16
,
BF16
,
BF16
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F32
,
PassThrough
,
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,
PassThrough
,
ConvFwdDefault
,
256
,
64
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128
,
4
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32
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7
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DeviceConvN
D
Fwd
Xdl_Input_N_Hi_Wi_C_Weight_K_Y_X_C_Output_N_Ho_Wo_K
<
BF16
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BF16
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BF16
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F32
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PassThrough
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ConvFwdDefault
,
3
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32
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4
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8
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true
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,
DeviceConvN
d
Fwd
NwcKxcNwk_Xdl
<
3
,
BF16
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BF16
,
BF16
,
F32
,
PassThrough
,
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,
PassThrough
,
ConvFwdDefault
,
128
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32
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4
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8
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7
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,
DeviceConvN
D
Fwd
Xdl_Input_N_Hi_Wi_C_Weight_K_Y_X_C_Output_N_Ho_Wo_K
<
BF16
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BF16
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BF16
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F32
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PassThrough
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PassThrough
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PassThrough
,
ConvFwdDefault
,
3
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DeviceConvN
d
Fwd
NwcKxcNwk_Xdl
<
3
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BF16
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BF16
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ConvFwdDefault
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DeviceConvN
D
Fwd
Xdl_Input_N_Hi_Wi_C_Weight_K_Y_X_C_Output_N_Ho_Wo_K
<
BF16
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BF16
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BF16
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F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwdDefault
,
3
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64
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DeviceConvN
d
Fwd
NwcKxcNwk_Xdl
<
3
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BF16
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BF16
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ConvFwdDefault
,
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DeviceConvN
D
Fwd
Xdl_Input_N_Hi_Wi_C_Weight_K_Y_X_C_Output_N_Ho_Wo_K
<
BF16
,
BF16
,
BF16
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwdDefault
,
3
,
64
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32
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64
,
4
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32
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1
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,
7
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1
>
DeviceConvN
d
Fwd
NwcKxcNwk_Xdl
<
3
,
BF16
,
BF16
,
BF16
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwdDefault
,
64
,
32
,
64
,
4
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32
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32
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8
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<
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,
2
,
8
,
8
,
true
,
7
,
1
>
// clang-format on
// clang-format on
>
;
>
;
using
device_conv3d_fwd_xdl_ndhwc_kzyxc_ndhwk_1x1_p0_bf16_instances
=
std
::
tuple
<
using
device_conv3d_fwd_xdl_ndhwc_kzyxc_ndhwk_1x1_p0_bf16_instances
=
std
::
tuple
<
// clang-format off
// clang-format off
//##########################
######################################
| InData| WeiData| OutData| AccData| In| Wei| Out| ConvForward|
NumDim|
Block| MPer| NPer| K0Per| K1| MPer| NPer| MXdl| NXdl| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockLds| BBlockTransfer| BBlockTransfer| BBlockTransfer| BlockTransfer| BBlockTransfer| BBlockTransfer| BBlockLds| CThreadTransfer| CThreadTransfer|
//##########################
| NumDim
| InData| WeiData| OutData| AccData| In| Wei| Out| ConvForward| Block| MPer| NPer| K0Per| K1| MPer| NPer| MXdl| NXdl| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockLds| BBlockTransfer| BBlockTransfer| BBlockTransfer| BlockTransfer| BBlockTransfer| BBlockTransfer| BBlockLds| CThreadTransfer| CThreadTransfer|
//##########################
######################################
| Type| Type| Type| Type| Elementwise| Elementwise| Elementwise| Specialization|
Spatial|
Size| Block| Block| Block| | XDL| XDL| Per| Per| ThreadCluster| ThreadCluster| SrcAccessOrder| SrcVectorDim| SrcScalar| DstScalar| AddExtraM| ThreadCluster| ThreadCluster| SrcAccessOrder| SrcVectorDim| SrcScalar| DstScalar| AddExtraN| SrcDstVectorDim| DstScalar|
//##########################
| Spatial
| Type| Type| Type| Type| Elementwise| Elementwise| Elementwise| Specialization| Size| Block| Block| Block| | XDL| XDL| Per| Per| ThreadCluster| ThreadCluster| SrcAccessOrder| SrcVectorDim| SrcScalar| DstScalar| AddExtraM| ThreadCluster| ThreadCluster| SrcAccessOrder| SrcVectorDim| SrcScalar| DstScalar| AddExtraN| SrcDstVectorDim| DstScalar|
//##########################
######################################
| | | | | Operation| Operation| Operation| |
|
| | | | | | | Wave| Wave| Lengths_K0_M_K1| ArrangeOrder| | | PerVector| PerVector_K1| | Lengths_K0_N_K1| ArrangeOrder| | | PerVector| PerVector_K1| | | PerVector|
//##########################
|
| | | | | Operation| Operation| Operation| | | | | | | | | Wave| Wave| Lengths_K0_M_K1| ArrangeOrder| | | PerVector| PerVector_K1| | Lengths_K0_N_K1| ArrangeOrder| | | PerVector| PerVector_K1| | | PerVector|
//##########################
######################################
| | | | | | | | |
|
| | | | | | | | | | | | | | | | | | | | | | | | |
//##########################
|
| | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | |
DeviceConvN
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Xdl_Input_N_Hi_Wi_C_Weight_K_Y_X_C_Output_N_Ho_Wo_K
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DeviceConvN
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Fwd
NwcKxcNwk_Xdl
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BF16
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BF16
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F32
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ConvFwd1x1P0
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DeviceConvN
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Fwd
Xdl_Input_N_Hi_Wi_C_Weight_K_Y_X_C_Output_N_Ho_Wo_K
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F32
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ConvFwd1x1P0
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256
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128
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true
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DeviceConvN
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Fwd
NwcKxcNwk_Xdl
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BF16
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BF16
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BF16
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F32
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PassThrough
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PassThrough
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PassThrough
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ConvFwd1x1P0
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256
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128
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256
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true
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DeviceConvN
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Fwd
Xdl_Input_N_Hi_Wi_C_Weight_K_Y_X_C_Output_N_Ho_Wo_K
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BF16
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BF16
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F32
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ConvFwd1x1P0
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128
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128
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128
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true
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DeviceConvN
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Fwd
NwcKxcNwk_Xdl
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BF16
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BF16
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BF16
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F32
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PassThrough
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ConvFwd1x1P0
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128
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128
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true
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DeviceConvN
D
Fwd
Xdl_Input_N_Hi_Wi_C_Weight_K_Y_X_C_Output_N_Ho_Wo_K
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BF16
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BF16
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F32
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PassThrough
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PassThrough
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PassThrough
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ConvFwd1x1P0
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3
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256
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128
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128
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4
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8
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32
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32
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true
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DeviceConvN
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Fwd
NwcKxcNwk_Xdl
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BF16
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BF16
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BF16
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F32
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PassThrough
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PassThrough
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PassThrough
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ConvFwd1x1P0
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256
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128
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DeviceConvN
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Fwd
Xdl_Input_N_Hi_Wi_C_Weight_K_Y_X_C_Output_N_Ho_Wo_K
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BF16
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BF16
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F32
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PassThrough
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ConvFwd1x1P0
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128
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128
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64
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DeviceConvN
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Fwd
NwcKxcNwk_Xdl
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BF16
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BF16
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BF16
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F32
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PassThrough
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PassThrough
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ConvFwd1x1P0
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128
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DeviceConvN
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Fwd
Xdl_Input_N_Hi_Wi_C_Weight_K_Y_X_C_Output_N_Ho_Wo_K
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BF16
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BF16
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F32
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PassThrough
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PassThrough
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PassThrough
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ConvFwd1x1P0
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3
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128
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64
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128
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DeviceConvN
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Fwd
NwcKxcNwk_Xdl
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BF16
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BF16
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BF16
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F32
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PassThrough
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PassThrough
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PassThrough
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ConvFwd1x1P0
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128
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DeviceConvN
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Fwd
Xdl_Input_N_Hi_Wi_C_Weight_K_Y_X_C_Output_N_Ho_Wo_K
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BF16
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BF16
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F32
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NwcKxcNwk_Xdl
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ConvFwd1x1P0
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64
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DeviceConvN
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Fwd
Xdl_Input_N_Hi_Wi_C_Weight_K_Y_X_C_Output_N_Ho_Wo_K
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BF16
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F32
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256
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DeviceConvN
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Fwd
NwcKxcNwk_Xdl
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BF16
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BF16
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BF16
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PassThrough
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PassThrough
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ConvFwd1x1P0
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256
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DeviceConvN
D
Fwd
Xdl_Input_N_Hi_Wi_C_Weight_K_Y_X_C_Output_N_Ho_Wo_K
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BF16
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F32
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256
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64
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128
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32
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DeviceConvN
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Fwd
NwcKxcNwk_Xdl
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ConvFwd1x1P0
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256
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128
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DeviceConvN
D
Fwd
Xdl_Input_N_Hi_Wi_C_Weight_K_Y_X_C_Output_N_Ho_Wo_K
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BF16
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F32
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PassThrough
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DeviceConvN
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Fwd
NwcKxcNwk_Xdl
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BF16
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PassThrough
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ConvFwd1x1P0
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128
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32
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32
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true
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DeviceConvN
D
Fwd
Xdl_Input_N_Hi_Wi_C_Weight_K_Y_X_C_Output_N_Ho_Wo_K
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BF16
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BF16
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F32
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PassThrough
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PassThrough
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PassThrough
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32
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4
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32
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32
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>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
S
<
4
,
32
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1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
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0
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>
,
2
,
8
,
8
,
true
,
7
,
1
>
,
DeviceConvN
d
Fwd
NwcKxcNwk_Xdl
<
3
,
BF16
,
BF16
,
BF16
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwd1x1P0
,
128
,
32
,
128
,
4
,
8
,
32
,
32
,
1
,
2
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
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0
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,
2
,
8
,
8
,
true
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
7
,
1
>
,
DeviceConvN
D
Fwd
Xdl_Input_N_Hi_Wi_C_Weight_K_Y_X_C_Output_N_Ho_Wo_K
<
BF16
,
BF16
,
BF16
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwd1x1P0
,
3
,
64
,
64
,
32
,
4
,
8
,
32
,
32
,
2
,
1
,
S
<
4
,
16
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1
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,
S
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1
,
0
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1
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2
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8
,
8
,
true
,
S
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4
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16
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1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
7
,
1
>
,
DeviceConvN
d
Fwd
NwcKxcNwk_Xdl
<
3
,
BF16
,
BF16
,
BF16
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwd1x1P0
,
64
,
64
,
32
,
4
,
8
,
32
,
32
,
2
,
1
,
S
<
4
,
16
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
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0
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,
2
,
8
,
8
,
true
,
S
<
4
,
16
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
7
,
1
>
,
DeviceConvN
D
Fwd
Xdl_Input_N_Hi_Wi_C_Weight_K_Y_X_C_Output_N_Ho_Wo_K
<
BF16
,
BF16
,
BF16
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwd1x1P0
,
3
,
64
,
32
,
64
,
4
,
8
,
32
,
32
,
1
,
2
,
S
<
4
,
16
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
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2
>
,
2
,
8
,
8
,
true
,
S
<
4
,
16
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
7
,
1
>
DeviceConvN
d
Fwd
NwcKxcNwk_Xdl
<
3
,
BF16
,
BF16
,
BF16
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwd1x1P0
,
64
,
32
,
64
,
4
,
8
,
32
,
32
,
1
,
2
,
S
<
4
,
16
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
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2
>
,
2
,
8
,
8
,
true
,
S
<
4
,
16
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
7
,
1
>
// clang-format on
// clang-format on
>
;
>
;
using
device_conv3d_fwd_xdl_ndhwc_kzyxc_ndhwk_1x1_s1_p0_bf16_instances
=
std
::
tuple
<
using
device_conv3d_fwd_xdl_ndhwc_kzyxc_ndhwk_1x1_s1_p0_bf16_instances
=
std
::
tuple
<
// clang-format off
// clang-format off
//##########################
######################################
| InData| WeiData| OutData| AccData| In| Wei| Out| ConvForward|
NumDim|
Block| MPer| NPer| K0Per| K1| MPer| NPer| MXdl| NXdl| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockLds| BBlockTransfer| BBlockTransfer| BBlockTransfer| BlockTransfer| BBlockTransfer| BBlockTransfer| BBlockLds| CThreadTransfer| CThreadTransfer|
//##########################
| NumDim
| InData| WeiData| OutData| AccData| In| Wei| Out| ConvForward| Block| MPer| NPer| K0Per| K1| MPer| NPer| MXdl| NXdl| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockLds| BBlockTransfer| BBlockTransfer| BBlockTransfer| BlockTransfer| BBlockTransfer| BBlockTransfer| BBlockLds| CThreadTransfer| CThreadTransfer|
//##########################
######################################
| Type| Type| Type| Type| Elementwise| Elementwise| Elementwise| Specialization|
Spatial|
Size| Block| Block| Block| | XDL| XDL| Per| Per| ThreadCluster| ThreadCluster| SrcAccessOrder| SrcVectorDim| SrcScalar| DstScalar| AddExtraM| ThreadCluster| ThreadCluster| SrcAccessOrder| SrcVectorDim| SrcScalar| DstScalar| AddExtraN| SrcDstVectorDim| DstScalar|
//##########################
| Spatial
| Type| Type| Type| Type| Elementwise| Elementwise| Elementwise| Specialization| Size| Block| Block| Block| | XDL| XDL| Per| Per| ThreadCluster| ThreadCluster| SrcAccessOrder| SrcVectorDim| SrcScalar| DstScalar| AddExtraM| ThreadCluster| ThreadCluster| SrcAccessOrder| SrcVectorDim| SrcScalar| DstScalar| AddExtraN| SrcDstVectorDim| DstScalar|
//##########################
######################################
| | | | | Operation| Operation| Operation| |
|
| | | | | | | Wave| Wave| Lengths_K0_M_K1| ArrangeOrder| | | PerVector| PerVector_K1| | Lengths_K0_N_K1| ArrangeOrder| | | PerVector| PerVector_K1| | | PerVector|
//##########################
|
| | | | | Operation| Operation| Operation| | | | | | | | | Wave| Wave| Lengths_K0_M_K1| ArrangeOrder| | | PerVector| PerVector_K1| | Lengths_K0_N_K1| ArrangeOrder| | | PerVector| PerVector_K1| | | PerVector|
//##########################
######################################
| | | | | | | | |
|
| | | | | | | | | | | | | | | | | | | | | | | | |
//##########################
|
| | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | |
DeviceConvN
D
Fwd
Xdl_Input_N_Hi_Wi_C_Weight_K_Y_X_C_Output_N_Ho_Wo_K
<
BF16
,
BF16
,
BF16
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwd1x1S1P0
,
3
,
256
,
256
,
128
,
4
,
8
,
32
,
32
,
4
,
2
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
7
,
1
>
,
DeviceConvN
d
Fwd
NwcKxcNwk_Xdl
<
3
,
BF16
,
BF16
,
BF16
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwd1x1S1P0
,
256
,
256
,
128
,
4
,
8
,
32
,
32
,
4
,
2
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
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0
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>
,
2
,
8
,
8
,
true
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
7
,
1
>
,
DeviceConvN
D
Fwd
Xdl_Input_N_Hi_Wi_C_Weight_K_Y_X_C_Output_N_Ho_Wo_K
<
BF16
,
BF16
,
BF16
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwd1x1S1P0
,
3
,
256
,
128
,
256
,
4
,
8
,
32
,
32
,
2
,
4
,
S
<
4
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64
,
1
>
,
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<
1
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0
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2
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<
1
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,
2
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8
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8
,
true
,
S
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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
>
,
S
<
1
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0
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2
>
,
2
,
8
,
8
,
true
,
7
,
1
>
,
DeviceConvN
d
Fwd
NwcKxcNwk_Xdl
<
3
,
BF16
,
BF16
,
BF16
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwd1x1S1P0
,
256
,
128
,
256
,
4
,
8
,
32
,
32
,
2
,
4
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
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0
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2
>
,
2
,
8
,
8
,
true
,
S
<
4
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64
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1
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,
S
<
1
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2
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,
S
<
1
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0
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2
>
,
2
,
8
,
8
,
true
,
7
,
1
>
,
DeviceConvN
D
Fwd
Xdl_Input_N_Hi_Wi_C_Weight_K_Y_X_C_Output_N_Ho_Wo_K
<
BF16
,
BF16
,
BF16
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwd1x1S1P0
,
3
,
128
,
128
,
128
,
4
,
8
,
32
,
32
,
4
,
2
,
S
<
4
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32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
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0
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2
>
,
2
,
8
,
8
,
true
,
S
<
4
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32
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1
>
,
S
<
1
,
0
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2
>
,
S
<
1
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0
,
2
>
,
2
,
8
,
8
,
true
,
7
,
1
>
,
DeviceConvN
d
Fwd
NwcKxcNwk_Xdl
<
3
,
BF16
,
BF16
,
BF16
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwd1x1S1P0
,
128
,
128
,
128
,
4
,
8
,
32
,
32
,
4
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2
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S
<
4
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32
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1
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1
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0
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1
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2
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4
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32
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2
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<
1
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0
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2
>
,
2
,
8
,
8
,
true
,
7
,
1
>
,
DeviceConvN
D
Fwd
Xdl_Input_N_Hi_Wi_C_Weight_K_Y_X_C_Output_N_Ho_Wo_K
<
BF16
,
BF16
,
BF16
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwd1x1S1P0
,
3
,
256
,
128
,
128
,
4
,
8
,
32
,
32
,
2
,
2
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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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2
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,
2
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8
,
8
,
true
,
S
<
4
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64
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1
>
,
S
<
1
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0
,
2
>
,
S
<
1
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0
,
2
>
,
2
,
8
,
8
,
true
,
7
,
1
>
,
DeviceConvN
d
Fwd
NwcKxcNwk_Xdl
<
3
,
BF16
,
BF16
,
BF16
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwd1x1S1P0
,
256
,
128
,
128
,
4
,
8
,
32
,
32
,
2
,
2
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S
<
4
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64
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1
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64
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0
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2
>
,
2
,
8
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8
,
true
,
7
,
1
>
,
DeviceConvN
D
Fwd
Xdl_Input_N_Hi_Wi_C_Weight_K_Y_X_C_Output_N_Ho_Wo_K
<
BF16
,
BF16
,
BF16
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwd1x1S1P0
,
3
,
128
,
128
,
64
,
4
,
8
,
32
,
32
,
2
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2
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S
<
4
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32
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1
>
,
S
<
1
,
0
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2
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1
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2
>
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2
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8
,
8
,
true
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S
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4
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32
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1
>
,
S
<
1
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0
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2
>
,
S
<
1
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0
,
2
>
,
2
,
8
,
8
,
true
,
7
,
1
>
,
DeviceConvN
d
Fwd
NwcKxcNwk_Xdl
<
3
,
BF16
,
BF16
,
BF16
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwd1x1S1P0
,
128
,
128
,
64
,
4
,
8
,
32
,
32
,
2
,
2
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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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2
,
8
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8
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true
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S
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4
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32
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1
>
,
S
<
1
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0
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2
>
,
S
<
1
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0
,
2
>
,
2
,
8
,
8
,
true
,
7
,
1
>
,
DeviceConvN
D
Fwd
Xdl_Input_N_Hi_Wi_C_Weight_K_Y_X_C_Output_N_Ho_Wo_K
<
BF16
,
BF16
,
BF16
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwd1x1S1P0
,
3
,
128
,
64
,
128
,
4
,
8
,
32
,
32
,
2
,
2
,
S
<
4
,
32
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1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
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0
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2
>
,
2
,
8
,
8
,
true
,
S
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4
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32
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1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
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0
,
2
>
,
2
,
8
,
8
,
true
,
7
,
1
>
,
DeviceConvN
d
Fwd
NwcKxcNwk_Xdl
<
3
,
BF16
,
BF16
,
BF16
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwd1x1S1P0
,
128
,
64
,
128
,
4
,
8
,
32
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32
,
2
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2
,
S
<
4
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32
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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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8
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true
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S
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4
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32
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1
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1
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2
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<
1
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0
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2
>
,
2
,
8
,
8
,
true
,
7
,
1
>
,
DeviceConvN
D
Fwd
Xdl_Input_N_Hi_Wi_C_Weight_K_Y_X_C_Output_N_Ho_Wo_K
<
BF16
,
BF16
,
BF16
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwd1x1S1P0
,
3
,
64
,
64
,
64
,
4
,
8
,
32
,
32
,
2
,
2
,
S
<
4
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16
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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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2
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,
2
,
8
,
8
,
true
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S
<
4
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16
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1
>
,
S
<
1
,
0
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2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
7
,
1
>
,
DeviceConvN
d
Fwd
NwcKxcNwk_Xdl
<
3
,
BF16
,
BF16
,
BF16
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwd1x1S1P0
,
64
,
64
,
64
,
4
,
8
,
32
,
32
,
2
,
2
,
S
<
4
,
16
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
S
<
4
,
16
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
7
,
1
>
,
DeviceConvN
D
Fwd
Xdl_Input_N_Hi_Wi_C_Weight_K_Y_X_C_Output_N_Ho_Wo_K
<
BF16
,
BF16
,
BF16
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwd1x1S1P0
,
3
,
256
,
128
,
64
,
4
,
8
,
32
,
32
,
2
,
1
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
7
,
1
>
,
DeviceConvN
d
Fwd
NwcKxcNwk_Xdl
<
3
,
BF16
,
BF16
,
BF16
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwd1x1S1P0
,
256
,
128
,
64
,
4
,
8
,
32
,
32
,
2
,
1
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
7
,
1
>
,
DeviceConvN
D
Fwd
Xdl_Input_N_Hi_Wi_C_Weight_K_Y_X_C_Output_N_Ho_Wo_K
<
BF16
,
BF16
,
BF16
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwd1x1S1P0
,
3
,
256
,
64
,
128
,
4
,
8
,
32
,
32
,
1
,
2
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
7
,
1
>
,
DeviceConvN
d
Fwd
NwcKxcNwk_Xdl
<
3
,
BF16
,
BF16
,
BF16
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwd1x1S1P0
,
256
,
64
,
128
,
4
,
8
,
32
,
32
,
1
,
2
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
7
,
1
>
,
DeviceConvN
D
Fwd
Xdl_Input_N_Hi_Wi_C_Weight_K_Y_X_C_Output_N_Ho_Wo_K
<
BF16
,
BF16
,
BF16
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwd1x1S1P0
,
3
,
128
,
128
,
32
,
4
,
8
,
32
,
32
,
2
,
1
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
7
,
1
>
,
DeviceConvN
d
Fwd
NwcKxcNwk_Xdl
<
3
,
BF16
,
BF16
,
BF16
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwd1x1S1P0
,
128
,
128
,
32
,
4
,
8
,
32
,
32
,
2
,
1
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
7
,
1
>
,
DeviceConvN
D
Fwd
Xdl_Input_N_Hi_Wi_C_Weight_K_Y_X_C_Output_N_Ho_Wo_K
<
BF16
,
BF16
,
BF16
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwd1x1S1P0
,
3
,
128
,
32
,
128
,
4
,
8
,
32
,
32
,
1
,
2
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
7
,
1
>
,
DeviceConvN
d
Fwd
NwcKxcNwk_Xdl
<
3
,
BF16
,
BF16
,
BF16
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwd1x1S1P0
,
128
,
32
,
128
,
4
,
8
,
32
,
32
,
1
,
2
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
7
,
1
>
,
DeviceConvN
D
Fwd
Xdl_Input_N_Hi_Wi_C_Weight_K_Y_X_C_Output_N_Ho_Wo_K
<
BF16
,
BF16
,
BF16
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwd1x1S1P0
,
3
,
64
,
64
,
32
,
4
,
8
,
32
,
32
,
2
,
1
,
S
<
4
,
16
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
S
<
4
,
16
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
7
,
1
>
,
DeviceConvN
d
Fwd
NwcKxcNwk_Xdl
<
3
,
BF16
,
BF16
,
BF16
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwd1x1S1P0
,
64
,
64
,
32
,
4
,
8
,
32
,
32
,
2
,
1
,
S
<
4
,
16
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
S
<
4
,
16
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
7
,
1
>
,
DeviceConvN
D
Fwd
Xdl_Input_N_Hi_Wi_C_Weight_K_Y_X_C_Output_N_Ho_Wo_K
<
BF16
,
BF16
,
BF16
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwd1x1S1P0
,
3
,
64
,
32
,
64
,
4
,
8
,
32
,
32
,
1
,
2
,
S
<
4
,
16
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
S
<
4
,
16
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
7
,
1
>
DeviceConvN
d
Fwd
NwcKxcNwk_Xdl
<
3
,
BF16
,
BF16
,
BF16
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwd1x1S1P0
,
64
,
32
,
64
,
4
,
8
,
32
,
32
,
1
,
2
,
S
<
4
,
16
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
S
<
4
,
16
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
7
,
1
>
// clang-format on
// clang-format on
>
;
>
;
void
add_device_conv3d_fwd_xdl_ndhwc_kzyxc_ndhwk_bf16_instances
(
void
add_device_conv3d_fwd_xdl_ndhwc_kzyxc_ndhwk_bf16_instances
(
std
::
vector
<
DeviceConvFwdPtr
<
PassThrough
,
PassThrough
,
PassThrough
>>&
instances
)
std
::
vector
<
std
::
unique_ptr
<
DeviceConvFwd
<
3
,
NDHWC
,
KZYXC
,
NDHWK
,
BF16
,
BF16
,
BF16
,
PassThrough
,
PassThrough
,
PassThrough
>>>&
instances
)
{
{
add_device_operation_instances
(
instances
,
add_device_operation_instances
(
instances
,
device_conv3d_fwd_xdl_ndhwc_kzyxc_ndhwk_bf16_instances
{});
device_conv3d_fwd_xdl_ndhwc_kzyxc_ndhwk_bf16_instances
{});
...
...
library/src/tensor_operation_instance/gpu/conv3d_fwd/device_conv3d_fwd_xdl_ndhwc_kzyxc_ndhwk_f16_instance.cpp
View file @
615e1d3e
...
@@ -5,7 +5,8 @@
...
@@ -5,7 +5,8 @@
#include "ck/ck.hpp"
#include "ck/ck.hpp"
#include "ck/tensor_operation/gpu/device/tensor_layout.hpp"
#include "ck/tensor_operation/gpu/device/tensor_layout.hpp"
#include "ck/tensor_operation/gpu/device/device_convnd_fwd_xdl_nhwc_kyxc_nhwk.hpp"
#include "ck/tensor_operation/gpu/device/device_convnd_fwd_nwc_kxc_nwk_xdl.hpp"
#include "ck/tensor_operation/gpu/device/convolution_forward_specialization.hpp"
#include "ck/tensor_operation/gpu/element/element_wise_operation.hpp"
#include "ck/tensor_operation/gpu/element/element_wise_operation.hpp"
#include "ck/library/tensor_operation_instance/add_device_operation_instance.hpp"
#include "ck/library/tensor_operation_instance/add_device_operation_instance.hpp"
...
@@ -20,6 +21,10 @@ using F32 = float;
...
@@ -20,6 +21,10 @@ using F32 = float;
template
<
ck
::
index_t
...
Is
>
template
<
ck
::
index_t
...
Is
>
using
S
=
ck
::
Sequence
<
Is
...
>
;
using
S
=
ck
::
Sequence
<
Is
...
>
;
using
NDHWC
=
ck
::
tensor_layout
::
convolution
::
NDHWC
;
using
KZYXC
=
ck
::
tensor_layout
::
convolution
::
KZYXC
;
using
NDHWK
=
ck
::
tensor_layout
::
convolution
::
NDHWK
;
using
PassThrough
=
ck
::
tensor_operation
::
element_wise
::
PassThrough
;
using
PassThrough
=
ck
::
tensor_operation
::
element_wise
::
PassThrough
;
static
constexpr
auto
ConvFwdDefault
=
static
constexpr
auto
ConvFwdDefault
=
...
@@ -34,72 +39,81 @@ static constexpr auto ConvFwd1x1S1P0 =
...
@@ -34,72 +39,81 @@ static constexpr auto ConvFwd1x1S1P0 =
// Compilation parameters for in[n, hi, wi, c] * wei[k, y, x, c] = out[n, ho, wo, k]
// Compilation parameters for in[n, hi, wi, c] * wei[k, y, x, c] = out[n, ho, wo, k]
using
device_conv3d_fwd_xdl_ndhwc_kzyxc_ndhwk_f16_instances
=
std
::
tuple
<
using
device_conv3d_fwd_xdl_ndhwc_kzyxc_ndhwk_f16_instances
=
std
::
tuple
<
// clang-format off
// clang-format off
//##########################
######################################
| InData| WeiData| OutData| AccData| In| Wei| Out| ConvForward|
NumDim|
Block| MPer| NPer| K0Per| K1| MPer| NPer| MXdl| NXdl| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockLds| BBlockTransfer| BBlockTransfer| BBlockTransfer| BlockTransfer| BBlockTransfer| BBlockTransfer| BBlockLds| CThreadTransfer| CThreadTransfer|
//##########################
| NumDim
| InData| WeiData| OutData| AccData| In| Wei| Out| ConvForward| Block| MPer| NPer| K0Per| K1| MPer| NPer| MXdl| NXdl| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockLds| BBlockTransfer| BBlockTransfer| BBlockTransfer| BlockTransfer| BBlockTransfer| BBlockTransfer| BBlockLds| CThreadTransfer| CThreadTransfer|
//##########################
######################################
| Type| Type| Type| Type| Elementwise| Elementwise| Elementwise| Specialization|
Spatial|
Size| Block| Block| Block| | XDL| XDL| Per| Per| ThreadCluster| ThreadCluster| SrcAccessOrder| SrcVectorDim| SrcScalar| DstScalar| AddExtraM| ThreadCluster| ThreadCluster| SrcAccessOrder| SrcVectorDim| SrcScalar| DstScalar| AddExtraN| SrcDstVectorDim| DstScalar|
//##########################
| Spatial
| Type| Type| Type| Type| Elementwise| Elementwise| Elementwise| Specialization| Size| Block| Block| Block| | XDL| XDL| Per| Per| ThreadCluster| ThreadCluster| SrcAccessOrder| SrcVectorDim| SrcScalar| DstScalar| AddExtraM| ThreadCluster| ThreadCluster| SrcAccessOrder| SrcVectorDim| SrcScalar| DstScalar| AddExtraN| SrcDstVectorDim| DstScalar|
//##########################
######################################
| | | | | Operation| Operation| Operation| |
|
| | | | | | | Wave| Wave| Lengths_K0_M_K1| ArrangeOrder| | | PerVector| PerVector_K1| | Lengths_K0_N_K1| ArrangeOrder| | | PerVector| PerVector_K1| | | PerVector|
//##########################
|
| | | | | Operation| Operation| Operation| | | | | | | | | Wave| Wave| Lengths_K0_M_K1| ArrangeOrder| | | PerVector| PerVector_K1| | Lengths_K0_N_K1| ArrangeOrder| | | PerVector| PerVector_K1| | | PerVector|
//##########################
######################################
| | | | | | | | |
|
| | | | | | | | | | | | | | | | | | | | | | | | |
//##########################
|
| | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | |
DeviceConvN
D
Fwd
Xdl_Input_N_Hi_Wi_C_Weight_K_Y_X_C_Output_N_Ho_Wo_K
<
F16
,
F16
,
F16
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwdDefault
,
3
,
256
,
256
,
128
,
4
,
8
,
32
,
32
,
4
,
2
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
7
,
1
>
,
DeviceConvN
d
Fwd
NwcKxcNwk_Xdl
<
3
,
F16
,
F16
,
F16
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwdDefault
,
256
,
256
,
128
,
4
,
8
,
32
,
32
,
4
,
2
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
7
,
1
>
,
DeviceConvN
D
Fwd
Xdl_Input_N_Hi_Wi_C_Weight_K_Y_X_C_Output_N_Ho_Wo_K
<
F16
,
F16
,
F16
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwdDefault
,
3
,
256
,
128
,
256
,
4
,
8
,
32
,
32
,
2
,
4
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
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DeviceConvN
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NwcKxcNwk_Xdl
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DeviceConvN
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Xdl_Input_N_Hi_Wi_C_Weight_K_Y_X_C_Output_N_Ho_Wo_K
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ConvFwdDefault
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DeviceConvN
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NwcKxcNwk_Xdl
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DeviceConvN
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Fwd
Xdl_Input_N_Hi_Wi_C_Weight_K_Y_X_C_Output_N_Ho_Wo_K
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ConvFwdDefault
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DeviceConvN
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NwcKxcNwk_Xdl
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ConvFwdDefault
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DeviceConvN
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Xdl_Input_N_Hi_Wi_C_Weight_K_Y_X_C_Output_N_Ho_Wo_K
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F16
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ConvFwdDefault
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DeviceConvN
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NwcKxcNwk_Xdl
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ConvFwdDefault
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DeviceConvN
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Xdl_Input_N_Hi_Wi_C_Weight_K_Y_X_C_Output_N_Ho_Wo_K
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ConvFwdDefault
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DeviceConvN
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NwcKxcNwk_Xdl
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DeviceConvN
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Xdl_Input_N_Hi_Wi_C_Weight_K_Y_X_C_Output_N_Ho_Wo_K
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NwcKxcNwk_Xdl
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Xdl_Input_N_Hi_Wi_C_Weight_K_Y_X_C_Output_N_Ho_Wo_K
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NwcKxcNwk_Xdl
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F16
,
F16
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwdDefault
,
3
,
64
,
32
,
64
,
4
,
8
,
32
,
32
,
1
,
2
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S
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4
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16
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8
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4
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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
,
2
>
,
2
,
8
,
8
,
true
,
7
,
1
>
DeviceConvN
d
Fwd
NwcKxcNwk_Xdl
<
3
,
F16
,
F16
,
F16
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwdDefault
,
64
,
32
,
64
,
4
,
8
,
32
,
32
,
1
,
2
,
S
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4
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16
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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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2
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,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
7
,
1
>
// clang-format on
// clang-format on
>
;
>
;
using
device_conv3d_fwd_xdl_ndhwc_kzyxc_ndhwk_1x1_p0_f16_instances
=
std
::
tuple
<
using
device_conv3d_fwd_xdl_ndhwc_kzyxc_ndhwk_1x1_p0_f16_instances
=
std
::
tuple
<
// clang-format off
// clang-format off
//##########################
######################################
| InData| WeiData| OutData| AccData| In| Wei| Out| ConvForward|
NumDim|
Block| MPer| NPer| K0Per| K1| MPer| NPer| MXdl| NXdl| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockLds| BBlockTransfer| BBlockTransfer| BBlockTransfer| BlockTransfer| BBlockTransfer| BBlockTransfer| BBlockLds| CThreadTransfer| CThreadTransfer|
//##########################
| NumDim
| InData| WeiData| OutData| AccData| In| Wei| Out| ConvForward| Block| MPer| NPer| K0Per| K1| MPer| NPer| MXdl| NXdl| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockLds| BBlockTransfer| BBlockTransfer| BBlockTransfer| BlockTransfer| BBlockTransfer| BBlockTransfer| BBlockLds| CThreadTransfer| CThreadTransfer|
//##########################
######################################
| Type| Type| Type| Type| Elementwise| Elementwise| Elementwise| Specialization|
Spatial|
Size| Block| Block| Block| | XDL| XDL| Per| Per| ThreadCluster| ThreadCluster| SrcAccessOrder| SrcVectorDim| SrcScalar| DstScalar| AddExtraM| ThreadCluster| ThreadCluster| SrcAccessOrder| SrcVectorDim| SrcScalar| DstScalar| AddExtraN| SrcDstVectorDim| DstScalar|
//##########################
| Spatial
| Type| Type| Type| Type| Elementwise| Elementwise| Elementwise| Specialization| Size| Block| Block| Block| | XDL| XDL| Per| Per| ThreadCluster| ThreadCluster| SrcAccessOrder| SrcVectorDim| SrcScalar| DstScalar| AddExtraM| ThreadCluster| ThreadCluster| SrcAccessOrder| SrcVectorDim| SrcScalar| DstScalar| AddExtraN| SrcDstVectorDim| DstScalar|
//##########################
######################################
| | | | | Operation| Operation| Operation| |
|
| | | | | | | Wave| Wave| Lengths_K0_M_K1| ArrangeOrder| | | PerVector| PerVector_K1| | Lengths_K0_N_K1| ArrangeOrder| | | PerVector| PerVector_K1| | | PerVector|
//##########################
|
| | | | | Operation| Operation| Operation| | | | | | | | | Wave| Wave| Lengths_K0_M_K1| ArrangeOrder| | | PerVector| PerVector_K1| | Lengths_K0_N_K1| ArrangeOrder| | | PerVector| PerVector_K1| | | PerVector|
//##########################
######################################
| | | | | | | | |
|
| | | | | | | | | | | | | | | | | | | | | | | | |
//##########################
|
| | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | |
DeviceConvN
D
Fwd
Xdl_Input_N_Hi_Wi_C_Weight_K_Y_X_C_Output_N_Ho_Wo_K
<
F16
,
F16
,
F16
,
F32
,
PassThrough
,
PassThrough
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PassThrough
,
ConvFwd1x1P0
,
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256
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256
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128
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4
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32
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4
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7
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DeviceConvN
d
Fwd
NwcKxcNwk_Xdl
<
3
,
F16
,
F16
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F16
,
F32
,
PassThrough
,
PassThrough
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PassThrough
,
ConvFwd1x1P0
,
256
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256
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128
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4
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32
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4
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DeviceConvN
D
Fwd
Xdl_Input_N_Hi_Wi_C_Weight_K_Y_X_C_Output_N_Ho_Wo_K
<
F16
,
F16
,
F16
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F32
,
PassThrough
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ConvFwd1x1P0
,
3
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256
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128
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256
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4
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32
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DeviceConvN
d
Fwd
NwcKxcNwk_Xdl
<
3
,
F16
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F16
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,
ConvFwd1x1P0
,
256
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128
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4
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32
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4
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DeviceConvN
D
Fwd
Xdl_Input_N_Hi_Wi_C_Weight_K_Y_X_C_Output_N_Ho_Wo_K
<
F16
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F16
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F16
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F32
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PassThrough
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ConvFwd1x1P0
,
3
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4
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32
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DeviceConvN
d
Fwd
NwcKxcNwk_Xdl
<
3
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F16
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F16
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ConvFwd1x1P0
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128
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DeviceConvN
D
Fwd
Xdl_Input_N_Hi_Wi_C_Weight_K_Y_X_C_Output_N_Ho_Wo_K
<
F16
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ConvFwd1x1P0
,
3
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256
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128
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DeviceConvN
d
Fwd
NwcKxcNwk_Xdl
<
3
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F16
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F16
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PassThrough
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ConvFwd1x1P0
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256
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128
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4
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32
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DeviceConvN
D
Fwd
Xdl_Input_N_Hi_Wi_C_Weight_K_Y_X_C_Output_N_Ho_Wo_K
<
F16
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F16
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F16
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F32
,
PassThrough
,
PassThrough
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PassThrough
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ConvFwd1x1P0
,
3
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128
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64
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DeviceConvN
d
Fwd
NwcKxcNwk_Xdl
<
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F16
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ConvFwd1x1P0
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128
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4
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32
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DeviceConvN
D
Fwd
Xdl_Input_N_Hi_Wi_C_Weight_K_Y_X_C_Output_N_Ho_Wo_K
<
F16
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F16
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F16
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PassThrough
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PassThrough
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PassThrough
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ConvFwd1x1P0
,
3
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64
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DeviceConvN
d
Fwd
NwcKxcNwk_Xdl
<
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F16
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F16
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PassThrough
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ConvFwd1x1P0
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128
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DeviceConvN
D
Fwd
Xdl_Input_N_Hi_Wi_C_Weight_K_Y_X_C_Output_N_Ho_Wo_K
<
F16
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PassThrough
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ConvFwd1x1P0
,
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DeviceConvN
d
Fwd
NwcKxcNwk_Xdl
<
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ConvFwd1x1P0
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DeviceConvN
D
Fwd
Xdl_Input_N_Hi_Wi_C_Weight_K_Y_X_C_Output_N_Ho_Wo_K
<
F16
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ConvFwd1x1P0
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DeviceConvN
d
Fwd
NwcKxcNwk_Xdl
<
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ConvFwd1x1P0
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DeviceConvN
D
Fwd
Xdl_Input_N_Hi_Wi_C_Weight_K_Y_X_C_Output_N_Ho_Wo_K
<
F16
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ConvFwd1x1P0
,
3
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32
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2
,
8
,
8
,
true
,
7
,
1
>
,
DeviceConvN
d
Fwd
NwcKxcNwk_Xdl
<
3
,
F16
,
F16
,
F16
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwd1x1P0
,
256
,
64
,
128
,
4
,
8
,
32
,
32
,
1
,
2
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
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0
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2
,
8
,
8
,
true
,
S
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4
,
64
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1
>
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S
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1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
7
,
1
>
,
DeviceConvN
D
Fwd
Xdl_Input_N_Hi_Wi_C_Weight_K_Y_X_C_Output_N_Ho_Wo_K
<
F16
,
F16
,
F16
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwd1x1P0
,
3
,
128
,
128
,
32
,
4
,
8
,
32
,
32
,
2
,
1
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
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2
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1
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2
,
8
,
8
,
true
,
S
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4
,
32
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1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
7
,
1
>
,
DeviceConvN
d
Fwd
NwcKxcNwk_Xdl
<
3
,
F16
,
F16
,
F16
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwd1x1P0
,
128
,
128
,
32
,
4
,
8
,
32
,
32
,
2
,
1
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
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1
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0
,
2
>
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2
,
8
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8
,
true
,
S
<
4
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32
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1
>
,
S
<
1
,
0
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2
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,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
7
,
1
>
,
DeviceConvN
D
Fwd
Xdl_Input_N_Hi_Wi_C_Weight_K_Y_X_C_Output_N_Ho_Wo_K
<
F16
,
F16
,
F16
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwd1x1P0
,
3
,
128
,
32
,
128
,
4
,
8
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32
,
32
,
1
,
2
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4
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32
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1
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1
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8
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true
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4
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1
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1
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2
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8
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true
,
7
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,
DeviceConvN
d
Fwd
NwcKxcNwk_Xdl
<
3
,
F16
,
F16
,
F16
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwd1x1P0
,
128
,
32
,
128
,
4
,
8
,
32
,
32
,
1
,
2
,
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4
,
32
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1
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1
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8
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4
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32
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1
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1
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1
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2
>
,
2
,
8
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true
,
7
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1
>
,
DeviceConvN
D
Fwd
Xdl_Input_N_Hi_Wi_C_Weight_K_Y_X_C_Output_N_Ho_Wo_K
<
F16
,
F16
,
F16
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwd1x1P0
,
3
,
64
,
64
,
32
,
4
,
8
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32
,
32
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2
,
1
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4
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16
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1
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1
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8
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1
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2
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2
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8
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,
true
,
7
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1
>
,
DeviceConvN
d
Fwd
NwcKxcNwk_Xdl
<
3
,
F16
,
F16
,
F16
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwd1x1P0
,
64
,
64
,
32
,
4
,
8
,
32
,
32
,
2
,
1
,
S
<
4
,
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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1
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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
,
8
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8
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true
,
7
,
1
>
,
DeviceConvN
D
Fwd
Xdl_Input_N_Hi_Wi_C_Weight_K_Y_X_C_Output_N_Ho_Wo_K
<
F16
,
F16
,
F16
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwd1x1P0
,
3
,
64
,
32
,
64
,
4
,
8
,
32
,
32
,
1
,
2
,
S
<
4
,
16
,
1
>
,
S
<
1
,
0
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2
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S
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1
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8
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true
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4
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16
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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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,
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1
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>
,
2
,
8
,
8
,
true
,
7
,
1
>
DeviceConvN
d
Fwd
NwcKxcNwk_Xdl
<
3
,
F16
,
F16
,
F16
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwd1x1P0
,
64
,
32
,
64
,
4
,
8
,
32
,
32
,
1
,
2
,
S
<
4
,
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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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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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
,
8
,
8
,
true
,
7
,
1
>
// clang-format on
// clang-format on
>
;
>
;
using
device_conv3d_fwd_xdl_ndhwc_kzyxc_ndhwk_1x1_s1_p0_f16_instances
=
std
::
tuple
<
using
device_conv3d_fwd_xdl_ndhwc_kzyxc_ndhwk_1x1_s1_p0_f16_instances
=
std
::
tuple
<
// clang-format off
// clang-format off
//##########################
######################################
| InData| WeiData| OutData| AccData| In| Wei| Out| ConvForward|
NumDim|
Block| MPer| NPer| K0Per| K1| MPer| NPer| MXdl| NXdl| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockLds| BBlockTransfer| BBlockTransfer| BBlockTransfer| BlockTransfer| BBlockTransfer| BBlockTransfer| BBlockLds| CThreadTransfer| CThreadTransfer|
//##########################
| NumDim
| InData| WeiData| OutData| AccData| In| Wei| Out| ConvForward| Block| MPer| NPer| K0Per| K1| MPer| NPer| MXdl| NXdl| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockLds| BBlockTransfer| BBlockTransfer| BBlockTransfer| BlockTransfer| BBlockTransfer| BBlockTransfer| BBlockLds| CThreadTransfer| CThreadTransfer|
//##########################
######################################
| Type| Type| Type| Type| Elementwise| Elementwise| Elementwise| Specialization|
Spatial|
Size| Block| Block| Block| | XDL| XDL| Per| Per| ThreadCluster| ThreadCluster| SrcAccessOrder| SrcVectorDim| SrcScalar| DstScalar| AddExtraM| ThreadCluster| ThreadCluster| SrcAccessOrder| SrcVectorDim| SrcScalar| DstScalar| AddExtraN| SrcDstVectorDim| DstScalar|
//##########################
| Spatial
| Type| Type| Type| Type| Elementwise| Elementwise| Elementwise| Specialization| Size| Block| Block| Block| | XDL| XDL| Per| Per| ThreadCluster| ThreadCluster| SrcAccessOrder| SrcVectorDim| SrcScalar| DstScalar| AddExtraM| ThreadCluster| ThreadCluster| SrcAccessOrder| SrcVectorDim| SrcScalar| DstScalar| AddExtraN| SrcDstVectorDim| DstScalar|
//##########################
######################################
| | | | | Operation| Operation| Operation| |
|
| | | | | | | Wave| Wave| Lengths_K0_M_K1| ArrangeOrder| | | PerVector| PerVector_K1| | Lengths_K0_N_K1| ArrangeOrder| | | PerVector| PerVector_K1| | | PerVector|
//##########################
|
| | | | | Operation| Operation| Operation| | | | | | | | | Wave| Wave| Lengths_K0_M_K1| ArrangeOrder| | | PerVector| PerVector_K1| | Lengths_K0_N_K1| ArrangeOrder| | | PerVector| PerVector_K1| | | PerVector|
//##########################
######################################
| | | | | | | | |
|
| | | | | | | | | | | | | | | | | | | | | | | | |
//##########################
|
| | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | |
DeviceConvN
D
Fwd
Xdl_Input_N_Hi_Wi_C_Weight_K_Y_X_C_Output_N_Ho_Wo_K
<
F16
,
F16
,
F16
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwd1x1S1P0
,
3
,
256
,
256
,
128
,
4
,
8
,
32
,
32
,
4
,
2
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S
<
4
,
64
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8
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64
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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
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1
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0
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,
2
,
8
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8
,
true
,
7
,
1
>
,
DeviceConvN
d
Fwd
NwcKxcNwk_Xdl
<
3
,
F16
,
F16
,
F16
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwd1x1S1P0
,
256
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256
,
128
,
4
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8
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32
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32
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4
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8
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true
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7
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>
,
DeviceConvN
D
Fwd
Xdl_Input_N_Hi_Wi_C_Weight_K_Y_X_C_Output_N_Ho_Wo_K
<
F16
,
F16
,
F16
,
F32
,
PassThrough
,
PassThrough
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,
ConvFwd1x1S1P0
,
3
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256
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128
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256
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4
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32
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DeviceConvN
d
Fwd
NwcKxcNwk_Xdl
<
3
,
F16
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F16
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F16
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F32
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PassThrough
,
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,
PassThrough
,
ConvFwd1x1S1P0
,
256
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128
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256
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4
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32
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true
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,
DeviceConvN
D
Fwd
Xdl_Input_N_Hi_Wi_C_Weight_K_Y_X_C_Output_N_Ho_Wo_K
<
F16
,
F16
,
F16
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwd1x1S1P0
,
3
,
128
,
128
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,
4
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32
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4
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DeviceConvN
d
Fwd
NwcKxcNwk_Xdl
<
3
,
F16
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ConvFwd1x1S1P0
,
128
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DeviceConvN
D
Fwd
Xdl_Input_N_Hi_Wi_C_Weight_K_Y_X_C_Output_N_Ho_Wo_K
<
F16
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F16
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F16
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F32
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PassThrough
,
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,
ConvFwd1x1S1P0
,
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256
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128
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DeviceConvN
d
Fwd
NwcKxcNwk_Xdl
<
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F16
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F16
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F32
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PassThrough
,
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,
ConvFwd1x1S1P0
,
256
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128
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32
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DeviceConvN
D
Fwd
Xdl_Input_N_Hi_Wi_C_Weight_K_Y_X_C_Output_N_Ho_Wo_K
<
F16
,
F16
,
F16
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwd1x1S1P0
,
3
,
128
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128
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64
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4
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32
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true
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>
,
DeviceConvN
d
Fwd
NwcKxcNwk_Xdl
<
3
,
F16
,
F16
,
F16
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwd1x1S1P0
,
128
,
128
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64
,
4
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32
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32
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2
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8
,
8
,
true
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
7
,
1
>
,
DeviceConvN
D
Fwd
Xdl_Input_N_Hi_Wi_C_Weight_K_Y_X_C_Output_N_Ho_Wo_K
<
F16
,
F16
,
F16
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwd1x1S1P0
,
3
,
128
,
64
,
128
,
4
,
8
,
32
,
32
,
2
,
2
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
7
,
1
>
,
DeviceConvN
d
Fwd
NwcKxcNwk_Xdl
<
3
,
F16
,
F16
,
F16
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwd1x1S1P0
,
128
,
64
,
128
,
4
,
8
,
32
,
32
,
2
,
2
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
7
,
1
>
,
DeviceConvN
D
Fwd
Xdl_Input_N_Hi_Wi_C_Weight_K_Y_X_C_Output_N_Ho_Wo_K
<
F16
,
F16
,
F16
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwd1x1S1P0
,
3
,
64
,
64
,
64
,
4
,
8
,
32
,
32
,
2
,
2
,
S
<
4
,
16
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
S
<
4
,
16
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
7
,
1
>
,
DeviceConvN
d
Fwd
NwcKxcNwk_Xdl
<
3
,
F16
,
F16
,
F16
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwd1x1S1P0
,
64
,
64
,
64
,
4
,
8
,
32
,
32
,
2
,
2
,
S
<
4
,
16
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
S
<
4
,
16
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
7
,
1
>
,
DeviceConvN
D
Fwd
Xdl_Input_N_Hi_Wi_C_Weight_K_Y_X_C_Output_N_Ho_Wo_K
<
F16
,
F16
,
F16
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwd1x1S1P0
,
3
,
256
,
128
,
64
,
4
,
8
,
32
,
32
,
2
,
1
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
7
,
1
>
,
DeviceConvN
d
Fwd
NwcKxcNwk_Xdl
<
3
,
F16
,
F16
,
F16
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwd1x1S1P0
,
256
,
128
,
64
,
4
,
8
,
32
,
32
,
2
,
1
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
7
,
1
>
,
DeviceConvN
D
Fwd
Xdl_Input_N_Hi_Wi_C_Weight_K_Y_X_C_Output_N_Ho_Wo_K
<
F16
,
F16
,
F16
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwd1x1S1P0
,
3
,
256
,
64
,
128
,
4
,
8
,
32
,
32
,
1
,
2
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
7
,
1
>
,
DeviceConvN
d
Fwd
NwcKxcNwk_Xdl
<
3
,
F16
,
F16
,
F16
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwd1x1S1P0
,
256
,
64
,
128
,
4
,
8
,
32
,
32
,
1
,
2
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
7
,
1
>
,
DeviceConvN
D
Fwd
Xdl_Input_N_Hi_Wi_C_Weight_K_Y_X_C_Output_N_Ho_Wo_K
<
F16
,
F16
,
F16
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwd1x1S1P0
,
3
,
128
,
128
,
32
,
4
,
8
,
32
,
32
,
2
,
1
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
7
,
1
>
,
DeviceConvN
d
Fwd
NwcKxcNwk_Xdl
<
3
,
F16
,
F16
,
F16
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwd1x1S1P0
,
128
,
128
,
32
,
4
,
8
,
32
,
32
,
2
,
1
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
7
,
1
>
,
DeviceConvN
D
Fwd
Xdl_Input_N_Hi_Wi_C_Weight_K_Y_X_C_Output_N_Ho_Wo_K
<
F16
,
F16
,
F16
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwd1x1S1P0
,
3
,
128
,
32
,
128
,
4
,
8
,
32
,
32
,
1
,
2
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
7
,
1
>
,
DeviceConvN
d
Fwd
NwcKxcNwk_Xdl
<
3
,
F16
,
F16
,
F16
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwd1x1S1P0
,
128
,
32
,
128
,
4
,
8
,
32
,
32
,
1
,
2
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
7
,
1
>
,
DeviceConvN
D
Fwd
Xdl_Input_N_Hi_Wi_C_Weight_K_Y_X_C_Output_N_Ho_Wo_K
<
F16
,
F16
,
F16
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwd1x1S1P0
,
3
,
64
,
64
,
32
,
4
,
8
,
32
,
32
,
2
,
1
,
S
<
4
,
16
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
S
<
4
,
16
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
7
,
1
>
,
DeviceConvN
d
Fwd
NwcKxcNwk_Xdl
<
3
,
F16
,
F16
,
F16
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwd1x1S1P0
,
64
,
64
,
32
,
4
,
8
,
32
,
32
,
2
,
1
,
S
<
4
,
16
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
S
<
4
,
16
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
7
,
1
>
,
DeviceConvN
D
Fwd
Xdl_Input_N_Hi_Wi_C_Weight_K_Y_X_C_Output_N_Ho_Wo_K
<
F16
,
F16
,
F16
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwd1x1S1P0
,
3
,
64
,
32
,
64
,
4
,
8
,
32
,
32
,
1
,
2
,
S
<
4
,
16
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
S
<
4
,
16
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
7
,
1
>
DeviceConvN
d
Fwd
NwcKxcNwk_Xdl
<
3
,
F16
,
F16
,
F16
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwd1x1S1P0
,
64
,
32
,
64
,
4
,
8
,
32
,
32
,
1
,
2
,
S
<
4
,
16
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
S
<
4
,
16
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
7
,
1
>
// clang-format on
// clang-format on
>
;
>
;
void
add_device_conv3d_fwd_xdl_ndhwc_kzyxc_ndhwk_f16_instances
(
void
add_device_conv3d_fwd_xdl_ndhwc_kzyxc_ndhwk_f16_instances
(
std
::
vector
<
DeviceConvFwdPtr
<
PassThrough
,
PassThrough
,
PassThrough
>>&
instances
)
std
::
vector
<
std
::
unique_ptr
<
DeviceConvFwd
<
3
,
NDHWC
,
KZYXC
,
NDHWK
,
F16
,
F16
,
F16
,
PassThrough
,
PassThrough
,
PassThrough
>>>&
instances
)
{
{
add_device_operation_instances
(
instances
,
add_device_operation_instances
(
instances
,
device_conv3d_fwd_xdl_ndhwc_kzyxc_ndhwk_f16_instances
{});
device_conv3d_fwd_xdl_ndhwc_kzyxc_ndhwk_f16_instances
{});
...
...
library/src/tensor_operation_instance/gpu/conv3d_fwd/device_conv3d_fwd_xdl_ndhwc_kzyxc_ndhwk_f32_instance.cpp
View file @
615e1d3e
...
@@ -5,7 +5,8 @@
...
@@ -5,7 +5,8 @@
#include "ck/ck.hpp"
#include "ck/ck.hpp"
#include "ck/tensor_operation/gpu/device/tensor_layout.hpp"
#include "ck/tensor_operation/gpu/device/tensor_layout.hpp"
#include "ck/tensor_operation/gpu/device/device_convnd_fwd_xdl_nhwc_kyxc_nhwk.hpp"
#include "ck/tensor_operation/gpu/device/device_convnd_fwd_nwc_kxc_nwk_xdl.hpp"
#include "ck/tensor_operation/gpu/device/convolution_forward_specialization.hpp"
#include "ck/tensor_operation/gpu/element/element_wise_operation.hpp"
#include "ck/tensor_operation/gpu/element/element_wise_operation.hpp"
#include "ck/library/tensor_operation_instance/add_device_operation_instance.hpp"
#include "ck/library/tensor_operation_instance/add_device_operation_instance.hpp"
...
@@ -19,6 +20,10 @@ using F32 = float;
...
@@ -19,6 +20,10 @@ using F32 = float;
template
<
ck
::
index_t
...
Is
>
template
<
ck
::
index_t
...
Is
>
using
S
=
ck
::
Sequence
<
Is
...
>
;
using
S
=
ck
::
Sequence
<
Is
...
>
;
using
NDHWC
=
ck
::
tensor_layout
::
convolution
::
NDHWC
;
using
KZYXC
=
ck
::
tensor_layout
::
convolution
::
KZYXC
;
using
NDHWK
=
ck
::
tensor_layout
::
convolution
::
NDHWK
;
using
PassThrough
=
ck
::
tensor_operation
::
element_wise
::
PassThrough
;
using
PassThrough
=
ck
::
tensor_operation
::
element_wise
::
PassThrough
;
static
constexpr
auto
ConvFwdDefault
=
static
constexpr
auto
ConvFwdDefault
=
...
@@ -33,72 +38,81 @@ static constexpr auto ConvFwd1x1S1P0 =
...
@@ -33,72 +38,81 @@ static constexpr auto ConvFwd1x1S1P0 =
// Compilation parameters for in[n, hi, wi, c] * wei[k, y, x, c] = out[n, ho, wo, k]
// Compilation parameters for in[n, hi, wi, c] * wei[k, y, x, c] = out[n, ho, wo, k]
using
device_conv3d_fwd_xdl_ndhwc_kzyxc_ndhwk_f32_instances
=
std
::
tuple
<
using
device_conv3d_fwd_xdl_ndhwc_kzyxc_ndhwk_f32_instances
=
std
::
tuple
<
// clang-format off
// clang-format off
//##########################
######################################
| InData| WeiData| OutData| AccData| In| Wei| Out| ConvForward|
NumDim|
Block| MPer| NPer| K0Per| K1| MPer| NPer| MXdl| NXdl| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockLds| BBlockTransfer| BBlockTransfer| BBlockTransfer| BlockTransfer| BBlockTransfer| BBlockTransfer| BBlockLds| CThreadTransfer| CThreadTransfer|
//##########################
| NumDim
| InData| WeiData| OutData| AccData| In| Wei| Out| ConvForward| Block| MPer| NPer| K0Per| K1| MPer| NPer| MXdl| NXdl| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockLds| BBlockTransfer| BBlockTransfer| BBlockTransfer| BlockTransfer| BBlockTransfer| BBlockTransfer| BBlockLds| CThreadTransfer| CThreadTransfer|
//##########################
######################################
| Type| Type| Type| Type| Elementwise| Elementwise| Elementwise| Specialization|
Spatial|
Size| Block| Block| Block| | XDL| XDL| Per| Per| ThreadCluster| ThreadCluster| SrcAccessOrder| SrcVectorDim| SrcScalar| DstScalar| AddExtraM| ThreadCluster| ThreadCluster| SrcAccessOrder| SrcVectorDim| SrcScalar| DstScalar| AddExtraN| SrcDstVectorDim| DstScalar|
//##########################
| Spatial
| Type| Type| Type| Type| Elementwise| Elementwise| Elementwise| Specialization| Size| Block| Block| Block| | XDL| XDL| Per| Per| ThreadCluster| ThreadCluster| SrcAccessOrder| SrcVectorDim| SrcScalar| DstScalar| AddExtraM| ThreadCluster| ThreadCluster| SrcAccessOrder| SrcVectorDim| SrcScalar| DstScalar| AddExtraN| SrcDstVectorDim| DstScalar|
//##########################
######################################
| | | | | Operation| Operation| Operation| |
|
| | | | | | | Wave| Wave| Lengths_K0_M_K1| ArrangeOrder| | | PerVector| PerVector_K1| | Lengths_K0_N_K1| ArrangeOrder| | | PerVector| PerVector_K1| | | PerVector|
//##########################
|
| | | | | Operation| Operation| Operation| | | | | | | | | Wave| Wave| Lengths_K0_M_K1| ArrangeOrder| | | PerVector| PerVector_K1| | Lengths_K0_N_K1| ArrangeOrder| | | PerVector| PerVector_K1| | | PerVector|
//##########################
######################################
| | | | | | | | |
|
| | | | | | | | | | | | | | | | | | | | | | | | |
//##########################
|
| | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | |
DeviceConvN
D
Fwd
Xdl_Input_N_Hi_Wi_C_Weight_K_Y_X_C_Output_N_Ho_Wo_K
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F32
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ConvFwdDefault
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DeviceConvN
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NwcKxcNwk_Xdl
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ConvFwdDefault
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DeviceConvN
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Fwd
Xdl_Input_N_Hi_Wi_C_Weight_K_Y_X_C_Output_N_Ho_Wo_K
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ConvFwdDefault
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DeviceConvN
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NwcKxcNwk_Xdl
<
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ConvFwdDefault
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DeviceConvN
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Fwd
Xdl_Input_N_Hi_Wi_C_Weight_K_Y_X_C_Output_N_Ho_Wo_K
<
F32
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ConvFwdDefault
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DeviceConvN
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NwcKxcNwk_Xdl
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DeviceConvN
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Fwd
Xdl_Input_N_Hi_Wi_C_Weight_K_Y_X_C_Output_N_Ho_Wo_K
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F32
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ConvFwdDefault
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DeviceConvN
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NwcKxcNwk_Xdl
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DeviceConvN
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Fwd
Xdl_Input_N_Hi_Wi_C_Weight_K_Y_X_C_Output_N_Ho_Wo_K
<
F32
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ConvFwdDefault
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DeviceConvN
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NwcKxcNwk_Xdl
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DeviceConvN
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Fwd
Xdl_Input_N_Hi_Wi_C_Weight_K_Y_X_C_Output_N_Ho_Wo_K
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F32
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ConvFwdDefault
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DeviceConvN
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NwcKxcNwk_Xdl
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DeviceConvN
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Fwd
Xdl_Input_N_Hi_Wi_C_Weight_K_Y_X_C_Output_N_Ho_Wo_K
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DeviceConvN
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NwcKxcNwk_Xdl
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DeviceConvN
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Xdl_Input_N_Hi_Wi_C_Weight_K_Y_X_C_Output_N_Ho_Wo_K
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ConvFwdDefault
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NwcKxcNwk_Xdl
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DeviceConvN
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Xdl_Input_N_Hi_Wi_C_Weight_K_Y_X_C_Output_N_Ho_Wo_K
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ConvFwdDefault
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Xdl_Input_N_Hi_Wi_C_Weight_K_Y_X_C_Output_N_Ho_Wo_K
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,
1
,
2
,
S
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4
,
32
,
1
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,
S
<
1
,
0
,
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,
S
<
1
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>
,
2
,
4
,
4
,
true
,
S
<
4
,
32
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1
>
,
S
<
1
,
0
,
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,
S
<
1
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,
2
,
4
,
4
,
true
,
7
,
1
>
,
DeviceConvN
d
Fwd
NwcKxcNwk_Xdl
<
3
,
F32
,
F32
,
F32
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwdDefault
,
128
,
32
,
128
,
4
,
4
,
32
,
32
,
1
,
2
,
S
<
4
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32
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1
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1
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4
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true
,
S
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4
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32
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1
>
,
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<
1
,
0
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,
S
<
1
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0
,
2
>
,
2
,
4
,
4
,
true
,
7
,
1
>
,
DeviceConvN
D
Fwd
Xdl_Input_N_Hi_Wi_C_Weight_K_Y_X_C_Output_N_Ho_Wo_K
<
F32
,
F32
,
F32
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwdDefault
,
3
,
64
,
64
,
32
,
4
,
4
,
32
,
32
,
2
,
1
,
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4
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16
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1
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4
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4
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16
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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
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,
2
,
4
,
4
,
true
,
7
,
1
>
,
DeviceConvN
d
Fwd
NwcKxcNwk_Xdl
<
3
,
F32
,
F32
,
F32
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwdDefault
,
64
,
64
,
32
,
4
,
4
,
32
,
32
,
2
,
1
,
S
<
4
,
16
,
1
>
,
S
<
1
,
0
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1
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2
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4
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true
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S
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4
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16
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1
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,
S
<
1
,
0
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2
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,
S
<
1
,
0
,
2
>
,
2
,
4
,
4
,
true
,
7
,
1
>
,
DeviceConvN
D
Fwd
Xdl_Input_N_Hi_Wi_C_Weight_K_Y_X_C_Output_N_Ho_Wo_K
<
F32
,
F32
,
F32
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwdDefault
,
3
,
64
,
32
,
64
,
4
,
4
,
32
,
32
,
1
,
2
,
S
<
4
,
16
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1
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,
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<
1
,
0
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,
S
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1
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2
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4
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4
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true
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S
<
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
<
1
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0
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2
>
,
2
,
4
,
4
,
true
,
7
,
1
>
DeviceConvN
d
Fwd
NwcKxcNwk_Xdl
<
3
,
F32
,
F32
,
F32
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwdDefault
,
64
,
32
,
64
,
4
,
4
,
32
,
32
,
1
,
2
,
S
<
4
,
16
,
1
>
,
S
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1
,
0
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2
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1
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2
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4
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4
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true
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S
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4
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16
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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
,
0
,
2
>
,
2
,
4
,
4
,
true
,
7
,
1
>
// clang-format on
// clang-format on
>
;
>
;
using
device_conv3d_fwd_xdl_ndhwc_kzyxc_ndhwk_1x1_p0_f32_instances
=
std
::
tuple
<
using
device_conv3d_fwd_xdl_ndhwc_kzyxc_ndhwk_1x1_p0_f32_instances
=
std
::
tuple
<
// clang-format off
// clang-format off
//##########################
######################################
| InData| WeiData| OutData| AccData| In| Wei| Out| ConvForward|
NumDim|
Block| MPer| NPer| K0Per| K1| MPer| NPer| MXdl| NXdl| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockLds| BBlockTransfer| BBlockTransfer| BBlockTransfer| BlockTransfer| BBlockTransfer| BBlockTransfer| BBlockLds| CThreadTransfer| CThreadTransfer|
//##########################
| NumDim
| InData| WeiData| OutData| AccData| In| Wei| Out| ConvForward| Block| MPer| NPer| K0Per| K1| MPer| NPer| MXdl| NXdl| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockLds| BBlockTransfer| BBlockTransfer| BBlockTransfer| BlockTransfer| BBlockTransfer| BBlockTransfer| BBlockLds| CThreadTransfer| CThreadTransfer|
//##########################
######################################
| Type| Type| Type| Type| Elementwise| Elementwise| Elementwise| Specialization|
Spatial|
Size| Block| Block| Block| | XDL| XDL| Per| Per| ThreadCluster| ThreadCluster| SrcAccessOrder| SrcVectorDim| SrcScalar| DstScalar| AddExtraM| ThreadCluster| ThreadCluster| SrcAccessOrder| SrcVectorDim| SrcScalar| DstScalar| AddExtraN| SrcDstVectorDim| DstScalar|
//##########################
| Spatial
| Type| Type| Type| Type| Elementwise| Elementwise| Elementwise| Specialization| Size| Block| Block| Block| | XDL| XDL| Per| Per| ThreadCluster| ThreadCluster| SrcAccessOrder| SrcVectorDim| SrcScalar| DstScalar| AddExtraM| ThreadCluster| ThreadCluster| SrcAccessOrder| SrcVectorDim| SrcScalar| DstScalar| AddExtraN| SrcDstVectorDim| DstScalar|
//##########################
######################################
| | | | | Operation| Operation| Operation| |
|
| | | | | | | Wave| Wave| Lengths_K0_M_K1| ArrangeOrder| | | PerVector| PerVector_K1| | Lengths_K0_N_K1| ArrangeOrder| | | PerVector| PerVector_K1| | | PerVector|
//##########################
|
| | | | | Operation| Operation| Operation| | | | | | | | | Wave| Wave| Lengths_K0_M_K1| ArrangeOrder| | | PerVector| PerVector_K1| | Lengths_K0_N_K1| ArrangeOrder| | | PerVector| PerVector_K1| | | PerVector|
//##########################
######################################
| | | | | | | | |
|
| | | | | | | | | | | | | | | | | | | | | | | | |
//##########################
|
| | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | |
DeviceConvN
D
Fwd
Xdl_Input_N_Hi_Wi_C_Weight_K_Y_X_C_Output_N_Ho_Wo_K
<
F32
,
F32
,
F32
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwd1x1P0
,
3
,
256
,
256
,
128
,
4
,
4
,
32
,
32
,
4
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4
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64
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2
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4
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4
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true
,
7
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1
>
,
DeviceConvN
d
Fwd
NwcKxcNwk_Xdl
<
3
,
F32
,
F32
,
F32
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwd1x1P0
,
256
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256
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128
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4
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32
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4
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true
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,
DeviceConvN
D
Fwd
Xdl_Input_N_Hi_Wi_C_Weight_K_Y_X_C_Output_N_Ho_Wo_K
<
F32
,
F32
,
F32
,
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,
PassThrough
,
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,
ConvFwd1x1P0
,
3
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128
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256
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4
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32
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2
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DeviceConvN
d
Fwd
NwcKxcNwk_Xdl
<
3
,
F32
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F32
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F32
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PassThrough
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PassThrough
,
ConvFwd1x1P0
,
256
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4
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32
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,
DeviceConvN
D
Fwd
Xdl_Input_N_Hi_Wi_C_Weight_K_Y_X_C_Output_N_Ho_Wo_K
<
F32
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F32
,
F32
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PassThrough
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PassThrough
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,
ConvFwd1x1P0
,
3
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128
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4
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32
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7
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DeviceConvN
d
Fwd
NwcKxcNwk_Xdl
<
3
,
F32
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F32
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PassThrough
,
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ConvFwd1x1P0
,
128
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DeviceConvN
D
Fwd
Xdl_Input_N_Hi_Wi_C_Weight_K_Y_X_C_Output_N_Ho_Wo_K
<
F32
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PassThrough
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ConvFwd1x1P0
,
3
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256
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128
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DeviceConvN
d
Fwd
NwcKxcNwk_Xdl
<
3
,
F32
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F32
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PassThrough
,
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,
ConvFwd1x1P0
,
256
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DeviceConvN
D
Fwd
Xdl_Input_N_Hi_Wi_C_Weight_K_Y_X_C_Output_N_Ho_Wo_K
<
F32
,
F32
,
F32
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,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwd1x1P0
,
3
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128
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64
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4
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DeviceConvN
d
Fwd
NwcKxcNwk_Xdl
<
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F32
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PassThrough
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ConvFwd1x1P0
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DeviceConvN
D
Fwd
Xdl_Input_N_Hi_Wi_C_Weight_K_Y_X_C_Output_N_Ho_Wo_K
<
F32
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F32
,
F32
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PassThrough
,
PassThrough
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PassThrough
,
ConvFwd1x1P0
,
3
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DeviceConvN
d
Fwd
NwcKxcNwk_Xdl
<
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F32
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DeviceConvN
D
Fwd
Xdl_Input_N_Hi_Wi_C_Weight_K_Y_X_C_Output_N_Ho_Wo_K
<
F32
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ConvFwd1x1P0
,
3
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DeviceConvN
d
Fwd
NwcKxcNwk_Xdl
<
3
,
F32
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PassThrough
,
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,
PassThrough
,
ConvFwd1x1P0
,
64
,
64
,
64
,
4
,
4
,
32
,
32
,
2
,
2
,
S
<
4
,
16
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1
>
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S
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1
,
0
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1
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2
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4
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4
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1
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0
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S
<
1
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0
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2
>
,
2
,
4
,
4
,
true
,
7
,
1
>
,
DeviceConvN
D
Fwd
Xdl_Input_N_Hi_Wi_C_Weight_K_Y_X_C_Output_N_Ho_Wo_K
<
F32
,
F32
,
F32
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwd1x1P0
,
3
,
256
,
128
,
64
,
4
,
4
,
32
,
32
,
2
,
1
,
S
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4
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64
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1
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1
,
0
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2
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<
1
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2
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4
,
4
,
true
,
S
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4
,
64
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1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
4
,
4
,
true
,
7
,
1
>
,
DeviceConvN
d
Fwd
NwcKxcNwk_Xdl
<
3
,
F32
,
F32
,
F32
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwd1x1P0
,
256
,
128
,
64
,
4
,
4
,
32
,
32
,
2
,
1
,
S
<
4
,
64
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1
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1
,
0
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1
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1
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2
>
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2
,
4
,
4
,
true
,
7
,
1
>
,
DeviceConvN
D
Fwd
Xdl_Input_N_Hi_Wi_C_Weight_K_Y_X_C_Output_N_Ho_Wo_K
<
F32
,
F32
,
F32
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwd1x1P0
,
3
,
256
,
64
,
128
,
4
,
4
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32
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32
,
1
,
2
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4
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64
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2
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4
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4
,
true
,
7
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1
>
,
DeviceConvN
d
Fwd
NwcKxcNwk_Xdl
<
3
,
F32
,
F32
,
F32
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwd1x1P0
,
256
,
64
,
128
,
4
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4
,
32
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32
,
1
,
2
,
S
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4
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64
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1
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4
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true
,
7
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1
>
,
DeviceConvN
D
Fwd
Xdl_Input_N_Hi_Wi_C_Weight_K_Y_X_C_Output_N_Ho_Wo_K
<
F32
,
F32
,
F32
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwd1x1P0
,
3
,
128
,
128
,
32
,
4
,
4
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32
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32
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2
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4
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1
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1
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4
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,
true
,
7
,
1
>
,
DeviceConvN
d
Fwd
NwcKxcNwk_Xdl
<
3
,
F32
,
F32
,
F32
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwd1x1P0
,
128
,
128
,
32
,
4
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4
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32
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2
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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
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4
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4
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1
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<
1
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2
>
,
2
,
4
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true
,
7
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1
>
,
DeviceConvN
D
Fwd
Xdl_Input_N_Hi_Wi_C_Weight_K_Y_X_C_Output_N_Ho_Wo_K
<
F32
,
F32
,
F32
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwd1x1P0
,
3
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128
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32
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128
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4
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32
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,
7
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DeviceConvN
d
Fwd
NwcKxcNwk_Xdl
<
3
,
F32
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F32
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PassThrough
,
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,
ConvFwd1x1P0
,
128
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32
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4
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,
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DeviceConvN
D
Fwd
Xdl_Input_N_Hi_Wi_C_Weight_K_Y_X_C_Output_N_Ho_Wo_K
<
F32
,
F32
,
F32
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwd1x1P0
,
3
,
64
,
64
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32
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4
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32
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,
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DeviceConvN
d
Fwd
NwcKxcNwk_Xdl
<
3
,
F32
,
F32
,
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,
F32
,
PassThrough
,
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,
PassThrough
,
ConvFwd1x1P0
,
64
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32
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4
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7
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,
DeviceConvN
D
Fwd
Xdl_Input_N_Hi_Wi_C_Weight_K_Y_X_C_Output_N_Ho_Wo_K
<
F32
,
F32
,
F32
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwd1x1P0
,
3
,
64
,
32
,
64
,
4
,
4
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32
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32
,
1
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,
7
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1
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DeviceConvN
d
Fwd
NwcKxcNwk_Xdl
<
3
,
F32
,
F32
,
F32
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwd1x1P0
,
64
,
32
,
64
,
4
,
4
,
32
,
32
,
1
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2
,
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4
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16
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1
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2
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,
2
,
4
,
4
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true
,
7
,
1
>
// clang-format on
// clang-format on
>
;
>
;
using
device_conv3d_fwd_xdl_ndhwc_kzyxc_ndhwk_1x1_s1_p0_f32_instances
=
std
::
tuple
<
using
device_conv3d_fwd_xdl_ndhwc_kzyxc_ndhwk_1x1_s1_p0_f32_instances
=
std
::
tuple
<
// clang-format off
// clang-format off
//##########################
######################################
| InData| WeiData| OutData| AccData| In| Wei| Out| ConvForward|
NumDim|
Block| MPer| NPer| K0Per| K1| MPer| NPer| MXdl| NXdl| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockLds| BBlockTransfer| BBlockTransfer| BBlockTransfer| BlockTransfer| BBlockTransfer| BBlockTransfer| BBlockLds| CThreadTransfer| CThreadTransfer|
//##########################
| NumDim
| InData| WeiData| OutData| AccData| In| Wei| Out| ConvForward| Block| MPer| NPer| K0Per| K1| MPer| NPer| MXdl| NXdl| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockLds| BBlockTransfer| BBlockTransfer| BBlockTransfer| BlockTransfer| BBlockTransfer| BBlockTransfer| BBlockLds| CThreadTransfer| CThreadTransfer|
//##########################
######################################
| Type| Type| Type| Type| Elementwise| Elementwise| Elementwise| Specialization|
Spatial|
Size| Block| Block| Block| | XDL| XDL| Per| Per| ThreadCluster| ThreadCluster| SrcAccessOrder| SrcVectorDim| SrcScalar| DstScalar| AddExtraM| ThreadCluster| ThreadCluster| SrcAccessOrder| SrcVectorDim| SrcScalar| DstScalar| AddExtraN| SrcDstVectorDim| DstScalar|
//##########################
| Spatial
| Type| Type| Type| Type| Elementwise| Elementwise| Elementwise| Specialization| Size| Block| Block| Block| | XDL| XDL| Per| Per| ThreadCluster| ThreadCluster| SrcAccessOrder| SrcVectorDim| SrcScalar| DstScalar| AddExtraM| ThreadCluster| ThreadCluster| SrcAccessOrder| SrcVectorDim| SrcScalar| DstScalar| AddExtraN| SrcDstVectorDim| DstScalar|
//##########################
######################################
| | | | | Operation| Operation| Operation| |
|
| | | | | | | Wave| Wave| Lengths_K0_M_K1| ArrangeOrder| | | PerVector| PerVector_K1| | Lengths_K0_N_K1| ArrangeOrder| | | PerVector| PerVector_K1| | | PerVector|
//##########################
|
| | | | | Operation| Operation| Operation| | | | | | | | | Wave| Wave| Lengths_K0_M_K1| ArrangeOrder| | | PerVector| PerVector_K1| | Lengths_K0_N_K1| ArrangeOrder| | | PerVector| PerVector_K1| | | PerVector|
//##########################
######################################
| | | | | | | | |
|
| | | | | | | | | | | | | | | | | | | | | | | | |
//##########################
|
| | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | |
DeviceConvN
D
Fwd
Xdl_Input_N_Hi_Wi_C_Weight_K_Y_X_C_Output_N_Ho_Wo_K
<
F32
,
F32
,
F32
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwd1x1S1P0
,
3
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256
,
256
,
128
,
4
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32
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4
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true
,
7
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>
,
DeviceConvN
d
Fwd
NwcKxcNwk_Xdl
<
3
,
F32
,
F32
,
F32
,
F32
,
PassThrough
,
PassThrough
,
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,
ConvFwd1x1S1P0
,
256
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128
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,
DeviceConvN
D
Fwd
Xdl_Input_N_Hi_Wi_C_Weight_K_Y_X_C_Output_N_Ho_Wo_K
<
F32
,
F32
,
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,
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,
PassThrough
,
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,
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,
ConvFwd1x1S1P0
,
3
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DeviceConvN
d
Fwd
NwcKxcNwk_Xdl
<
3
,
F32
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,
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,
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,
ConvFwd1x1S1P0
,
256
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32
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DeviceConvN
D
Fwd
Xdl_Input_N_Hi_Wi_C_Weight_K_Y_X_C_Output_N_Ho_Wo_K
<
F32
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,
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PassThrough
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,
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,
ConvFwd1x1S1P0
,
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32
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DeviceConvN
d
Fwd
NwcKxcNwk_Xdl
<
3
,
F32
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,
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,
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,
ConvFwd1x1S1P0
,
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true
,
7
,
1
>
,
DeviceConvN
D
Fwd
Xdl_Input_N_Hi_Wi_C_Weight_K_Y_X_C_Output_N_Ho_Wo_K
<
F32
,
F32
,
F32
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwd1x1S1P0
,
3
,
256
,
128
,
128
,
4
,
4
,
32
,
32
,
2
,
2
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
4
,
4
,
true
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
4
,
4
,
true
,
7
,
1
>
,
DeviceConvN
d
Fwd
NwcKxcNwk_Xdl
<
3
,
F32
,
F32
,
F32
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwd1x1S1P0
,
256
,
128
,
128
,
4
,
4
,
32
,
32
,
2
,
2
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
4
,
4
,
true
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
4
,
4
,
true
,
7
,
1
>
,
DeviceConvN
D
Fwd
Xdl_Input_N_Hi_Wi_C_Weight_K_Y_X_C_Output_N_Ho_Wo_K
<
F32
,
F32
,
F32
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwd1x1S1P0
,
3
,
128
,
128
,
64
,
4
,
4
,
32
,
32
,
2
,
2
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
4
,
4
,
true
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
4
,
4
,
true
,
7
,
1
>
,
DeviceConvN
d
Fwd
NwcKxcNwk_Xdl
<
3
,
F32
,
F32
,
F32
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwd1x1S1P0
,
128
,
128
,
64
,
4
,
4
,
32
,
32
,
2
,
2
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
4
,
4
,
true
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
4
,
4
,
true
,
7
,
1
>
,
DeviceConvN
D
Fwd
Xdl_Input_N_Hi_Wi_C_Weight_K_Y_X_C_Output_N_Ho_Wo_K
<
F32
,
F32
,
F32
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwd1x1S1P0
,
3
,
128
,
64
,
128
,
4
,
4
,
32
,
32
,
2
,
2
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
4
,
4
,
true
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
4
,
4
,
true
,
7
,
1
>
,
DeviceConvN
d
Fwd
NwcKxcNwk_Xdl
<
3
,
F32
,
F32
,
F32
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwd1x1S1P0
,
128
,
64
,
128
,
4
,
4
,
32
,
32
,
2
,
2
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
4
,
4
,
true
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
4
,
4
,
true
,
7
,
1
>
,
DeviceConvN
D
Fwd
Xdl_Input_N_Hi_Wi_C_Weight_K_Y_X_C_Output_N_Ho_Wo_K
<
F32
,
F32
,
F32
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwd1x1S1P0
,
3
,
64
,
64
,
64
,
4
,
4
,
32
,
32
,
2
,
2
,
S
<
4
,
16
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
4
,
4
,
true
,
S
<
4
,
16
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
4
,
4
,
true
,
7
,
1
>
,
DeviceConvN
d
Fwd
NwcKxcNwk_Xdl
<
3
,
F32
,
F32
,
F32
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwd1x1S1P0
,
64
,
64
,
64
,
4
,
4
,
32
,
32
,
2
,
2
,
S
<
4
,
16
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
4
,
4
,
true
,
S
<
4
,
16
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
4
,
4
,
true
,
7
,
1
>
,
DeviceConvN
D
Fwd
Xdl_Input_N_Hi_Wi_C_Weight_K_Y_X_C_Output_N_Ho_Wo_K
<
F32
,
F32
,
F32
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwd1x1S1P0
,
3
,
256
,
128
,
64
,
4
,
4
,
32
,
32
,
2
,
1
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
4
,
4
,
true
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
4
,
4
,
true
,
7
,
1
>
,
DeviceConvN
d
Fwd
NwcKxcNwk_Xdl
<
3
,
F32
,
F32
,
F32
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwd1x1S1P0
,
256
,
128
,
64
,
4
,
4
,
32
,
32
,
2
,
1
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
4
,
4
,
true
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
4
,
4
,
true
,
7
,
1
>
,
DeviceConvN
D
Fwd
Xdl_Input_N_Hi_Wi_C_Weight_K_Y_X_C_Output_N_Ho_Wo_K
<
F32
,
F32
,
F32
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwd1x1S1P0
,
3
,
256
,
64
,
128
,
4
,
4
,
32
,
32
,
1
,
2
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
4
,
4
,
true
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
4
,
4
,
true
,
7
,
1
>
,
DeviceConvN
d
Fwd
NwcKxcNwk_Xdl
<
3
,
F32
,
F32
,
F32
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwd1x1S1P0
,
256
,
64
,
128
,
4
,
4
,
32
,
32
,
1
,
2
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
4
,
4
,
true
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
4
,
4
,
true
,
7
,
1
>
,
DeviceConvN
D
Fwd
Xdl_Input_N_Hi_Wi_C_Weight_K_Y_X_C_Output_N_Ho_Wo_K
<
F32
,
F32
,
F32
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwd1x1S1P0
,
3
,
128
,
128
,
32
,
4
,
4
,
32
,
32
,
2
,
1
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
4
,
4
,
true
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
4
,
4
,
true
,
7
,
1
>
,
DeviceConvN
d
Fwd
NwcKxcNwk_Xdl
<
3
,
F32
,
F32
,
F32
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwd1x1S1P0
,
128
,
128
,
32
,
4
,
4
,
32
,
32
,
2
,
1
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
4
,
4
,
true
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
4
,
4
,
true
,
7
,
1
>
,
DeviceConvN
D
Fwd
Xdl_Input_N_Hi_Wi_C_Weight_K_Y_X_C_Output_N_Ho_Wo_K
<
F32
,
F32
,
F32
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwd1x1S1P0
,
3
,
128
,
32
,
128
,
4
,
4
,
32
,
32
,
1
,
2
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
4
,
4
,
true
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
4
,
4
,
true
,
7
,
1
>
,
DeviceConvN
d
Fwd
NwcKxcNwk_Xdl
<
3
,
F32
,
F32
,
F32
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwd1x1S1P0
,
128
,
32
,
128
,
4
,
4
,
32
,
32
,
1
,
2
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
4
,
4
,
true
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
4
,
4
,
true
,
7
,
1
>
,
DeviceConvN
D
Fwd
Xdl_Input_N_Hi_Wi_C_Weight_K_Y_X_C_Output_N_Ho_Wo_K
<
F32
,
F32
,
F32
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwd1x1S1P0
,
3
,
64
,
64
,
32
,
4
,
4
,
32
,
32
,
2
,
1
,
S
<
4
,
16
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
4
,
4
,
true
,
S
<
4
,
16
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
4
,
4
,
true
,
7
,
1
>
,
DeviceConvN
d
Fwd
NwcKxcNwk_Xdl
<
3
,
F32
,
F32
,
F32
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwd1x1S1P0
,
64
,
64
,
32
,
4
,
4
,
32
,
32
,
2
,
1
,
S
<
4
,
16
,
1
>
,
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<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
4
,
4
,
true
,
S
<
4
,
16
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
4
,
4
,
true
,
7
,
1
>
,
DeviceConvN
D
Fwd
Xdl_Input_N_Hi_Wi_C_Weight_K_Y_X_C_Output_N_Ho_Wo_K
<
F32
,
F32
,
F32
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwd1x1S1P0
,
3
,
64
,
32
,
64
,
4
,
4
,
32
,
32
,
1
,
2
,
S
<
4
,
16
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
4
,
4
,
true
,
S
<
4
,
16
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
4
,
4
,
true
,
7
,
1
>
DeviceConvN
d
Fwd
NwcKxcNwk_Xdl
<
3
,
F32
,
F32
,
F32
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwd1x1S1P0
,
64
,
32
,
64
,
4
,
4
,
32
,
32
,
1
,
2
,
S
<
4
,
16
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
4
,
4
,
true
,
S
<
4
,
16
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
4
,
4
,
true
,
7
,
1
>
// clang-format on
// clang-format on
>
;
>
;
void
add_device_conv3d_fwd_xdl_ndhwc_kzyxc_ndhwk_f32_instances
(
void
add_device_conv3d_fwd_xdl_ndhwc_kzyxc_ndhwk_f32_instances
(
std
::
vector
<
DeviceConvFwdPtr
<
PassThrough
,
PassThrough
,
PassThrough
>>&
instances
)
std
::
vector
<
std
::
unique_ptr
<
DeviceConvFwd
<
3
,
NDHWC
,
KZYXC
,
NDHWK
,
F32
,
F32
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
>>>&
instances
)
{
{
add_device_operation_instances
(
instances
,
add_device_operation_instances
(
instances
,
device_conv3d_fwd_xdl_ndhwc_kzyxc_ndhwk_f32_instances
{});
device_conv3d_fwd_xdl_ndhwc_kzyxc_ndhwk_f32_instances
{});
...
...
library/src/tensor_operation_instance/gpu/conv3d_fwd/device_conv3d_fwd_xdl_ndhwc_kzyxc_ndhwk_int8_instance.cpp
View file @
615e1d3e
...
@@ -5,7 +5,8 @@
...
@@ -5,7 +5,8 @@
#include "ck/ck.hpp"
#include "ck/ck.hpp"
#include "ck/tensor_operation/gpu/device/tensor_layout.hpp"
#include "ck/tensor_operation/gpu/device/tensor_layout.hpp"
#include "ck/tensor_operation/gpu/device/device_convnd_fwd_xdl_nhwc_kyxc_nhwk.hpp"
#include "ck/tensor_operation/gpu/device/device_convnd_fwd_nwc_kxc_nwk_xdl.hpp"
#include "ck/tensor_operation/gpu/device/convolution_forward_specialization.hpp"
#include "ck/tensor_operation/gpu/element/element_wise_operation.hpp"
#include "ck/tensor_operation/gpu/element/element_wise_operation.hpp"
#include "ck/library/tensor_operation_instance/add_device_operation_instance.hpp"
#include "ck/library/tensor_operation_instance/add_device_operation_instance.hpp"
...
@@ -19,6 +20,10 @@ using F32 = float;
...
@@ -19,6 +20,10 @@ using F32 = float;
template
<
ck
::
index_t
...
Is
>
template
<
ck
::
index_t
...
Is
>
using
S
=
ck
::
Sequence
<
Is
...
>
;
using
S
=
ck
::
Sequence
<
Is
...
>
;
using
NDHWC
=
ck
::
tensor_layout
::
convolution
::
NDHWC
;
using
KZYXC
=
ck
::
tensor_layout
::
convolution
::
KZYXC
;
using
NDHWK
=
ck
::
tensor_layout
::
convolution
::
NDHWK
;
using
PassThrough
=
ck
::
tensor_operation
::
element_wise
::
PassThrough
;
using
PassThrough
=
ck
::
tensor_operation
::
element_wise
::
PassThrough
;
static
constexpr
auto
ConvFwdDefault
=
static
constexpr
auto
ConvFwdDefault
=
...
@@ -34,74 +39,83 @@ static constexpr auto ConvFwd1x1S1P0 =
...
@@ -34,74 +39,83 @@ static constexpr auto ConvFwd1x1S1P0 =
using
device_conv3d_fwd_xdl_ndhwc_kzyxc_ndhwk_int8_instances
=
using
device_conv3d_fwd_xdl_ndhwc_kzyxc_ndhwk_int8_instances
=
std
::
tuple
<
std
::
tuple
<
// clang-format off
// clang-format off
//##########################
######################################
| InData| WeiData| OutData| AccData| In| Wei| Out| ConvForward|
NumDim|
Block| MPer| NPer| K0Per| K1| MPer| NPer| MXdl| NXdl| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockLds| BBlockTransfer| BBlockTransfer| BBlockTransfer| BlockTransfer| BBlockTransfer| BBlockTransfer| BBlockLds| CThreadTransfer| CThreadTransfer|
//##########################
| NumDim
| InData| WeiData| OutData| AccData| In| Wei| Out| ConvForward| Block| MPer| NPer| K0Per| K1| MPer| NPer| MXdl| NXdl| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockLds| BBlockTransfer| BBlockTransfer| BBlockTransfer| BlockTransfer| BBlockTransfer| BBlockTransfer| BBlockLds| CThreadTransfer| CThreadTransfer|
//##########################
######################################
| Type| Type| Type| Type| Elementwise| Elementwise| Elementwise| Specialization|
Spatial|
Size| Block| Block| Block| | XDL| XDL| Per| Per| ThreadCluster| ThreadCluster| SrcAccessOrder| SrcVectorDim| SrcScalar| DstScalar| AddExtraM| ThreadCluster| ThreadCluster| SrcAccessOrder| SrcVectorDim| SrcScalar| DstScalar| AddExtraN| SrcDstVectorDim| DstScalar|
//##########################
| Spatial
| Type| Type| Type| Type| Elementwise| Elementwise| Elementwise| Specialization| Size| Block| Block| Block| | XDL| XDL| Per| Per| ThreadCluster| ThreadCluster| SrcAccessOrder| SrcVectorDim| SrcScalar| DstScalar| AddExtraM| ThreadCluster| ThreadCluster| SrcAccessOrder| SrcVectorDim| SrcScalar| DstScalar| AddExtraN| SrcDstVectorDim| DstScalar|
//##########################
######################################
| | | | | Operation| Operation| Operation| |
|
| | | | | | | Wave| Wave| Lengths_K0_M_K1| ArrangeOrder| | | PerVector| PerVector_K1| | Lengths_K0_N_K1| ArrangeOrder| | | PerVector| PerVector_K1| | | PerVector|
//##########################
|
| | | | | Operation| Operation| Operation| | | | | | | | | Wave| Wave| Lengths_K0_M_K1| ArrangeOrder| | | PerVector| PerVector_K1| | Lengths_K0_N_K1| ArrangeOrder| | | PerVector| PerVector_K1| | | PerVector|
//##########################
######################################
| | | | | | | | |
|
| | | | | | | | | | | | | | | | | | | | | | | | |
//##########################
|
| | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | |
DeviceConvN
D
Fwd
Xdl_Input_N_Hi_Wi_C_Weight_K_Y_X_C_Output_N_Ho_Wo_K
<
int8_t
,
int8_t
,
int8_t
,
int32_t
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwdDefault
,
3
,
256
,
256
,
128
,
4
,
16
,
32
,
32
,
4
,
2
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
16
,
16
,
true
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
16
,
16
,
true
,
7
,
1
>
,
DeviceConvN
d
Fwd
NwcKxcNwk_Xdl
<
3
,
int8_t
,
int8_t
,
int8_t
,
int32_t
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwdDefault
,
256
,
256
,
128
,
4
,
16
,
32
,
32
,
4
,
2
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
16
,
16
,
true
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
16
,
16
,
true
,
7
,
1
>
,
DeviceConvN
D
Fwd
Xdl_Input_N_Hi_Wi_C_Weight_K_Y_X_C_Output_N_Ho_Wo_K
<
int8_t
,
int8_t
,
int8_t
,
int32_t
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwdDefault
,
3
,
256
,
128
,
256
,
4
,
16
,
32
,
32
,
2
,
4
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
16
,
16
,
true
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
16
,
16
,
true
,
7
,
1
>
,
DeviceConvN
d
Fwd
NwcKxcNwk_Xdl
<
3
,
int8_t
,
int8_t
,
int8_t
,
int32_t
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwdDefault
,
256
,
128
,
256
,
4
,
16
,
32
,
32
,
2
,
4
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
16
,
16
,
true
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
16
,
16
,
true
,
7
,
1
>
,
DeviceConvN
D
Fwd
Xdl_Input_N_Hi_Wi_C_Weight_K_Y_X_C_Output_N_Ho_Wo_K
<
int8_t
,
int8_t
,
int8_t
,
int32_t
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwdDefault
,
3
,
128
,
128
,
128
,
4
,
16
,
32
,
32
,
4
,
2
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
16
,
16
,
true
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
16
,
16
,
true
,
7
,
1
>
,
DeviceConvN
d
Fwd
NwcKxcNwk_Xdl
<
3
,
int8_t
,
int8_t
,
int8_t
,
int32_t
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwdDefault
,
128
,
128
,
128
,
4
,
16
,
32
,
32
,
4
,
2
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
16
,
16
,
true
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
16
,
16
,
true
,
7
,
1
>
,
DeviceConvN
D
Fwd
Xdl_Input_N_Hi_Wi_C_Weight_K_Y_X_C_Output_N_Ho_Wo_K
<
int8_t
,
int8_t
,
int8_t
,
int32_t
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwdDefault
,
3
,
256
,
128
,
128
,
4
,
16
,
32
,
32
,
2
,
2
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
16
,
16
,
true
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
16
,
16
,
true
,
7
,
1
>
,
DeviceConvN
d
Fwd
NwcKxcNwk_Xdl
<
3
,
int8_t
,
int8_t
,
int8_t
,
int32_t
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwdDefault
,
256
,
128
,
128
,
4
,
16
,
32
,
32
,
2
,
2
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
16
,
16
,
true
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
16
,
16
,
true
,
7
,
1
>
,
DeviceConvN
D
Fwd
Xdl_Input_N_Hi_Wi_C_Weight_K_Y_X_C_Output_N_Ho_Wo_K
<
int8_t
,
int8_t
,
int8_t
,
int32_t
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwdDefault
,
3
,
128
,
128
,
64
,
4
,
16
,
32
,
32
,
2
,
2
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
16
,
16
,
true
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
16
,
16
,
true
,
7
,
1
>
,
DeviceConvN
d
Fwd
NwcKxcNwk_Xdl
<
3
,
int8_t
,
int8_t
,
int8_t
,
int32_t
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwdDefault
,
128
,
128
,
64
,
4
,
16
,
32
,
32
,
2
,
2
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
16
,
16
,
true
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
16
,
16
,
true
,
7
,
1
>
,
DeviceConvN
D
Fwd
Xdl_Input_N_Hi_Wi_C_Weight_K_Y_X_C_Output_N_Ho_Wo_K
<
int8_t
,
int8_t
,
int8_t
,
int32_t
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwdDefault
,
3
,
128
,
64
,
128
,
4
,
16
,
32
,
32
,
2
,
2
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
16
,
16
,
true
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
16
,
16
,
true
,
7
,
1
>
,
DeviceConvN
d
Fwd
NwcKxcNwk_Xdl
<
3
,
int8_t
,
int8_t
,
int8_t
,
int32_t
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwdDefault
,
128
,
64
,
128
,
4
,
16
,
32
,
32
,
2
,
2
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
16
,
16
,
true
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
16
,
16
,
true
,
7
,
1
>
,
DeviceConvN
D
Fwd
Xdl_Input_N_Hi_Wi_C_Weight_K_Y_X_C_Output_N_Ho_Wo_K
<
int8_t
,
int8_t
,
int8_t
,
int32_t
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwdDefault
,
3
,
64
,
64
,
64
,
4
,
16
,
32
,
32
,
2
,
2
,
S
<
4
,
16
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
16
,
16
,
true
,
S
<
4
,
16
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
16
,
16
,
true
,
7
,
1
>
,
DeviceConvN
d
Fwd
NwcKxcNwk_Xdl
<
3
,
int8_t
,
int8_t
,
int8_t
,
int32_t
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwdDefault
,
64
,
64
,
64
,
4
,
16
,
32
,
32
,
2
,
2
,
S
<
4
,
16
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
16
,
16
,
true
,
S
<
4
,
16
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
16
,
16
,
true
,
7
,
1
>
,
DeviceConvN
D
Fwd
Xdl_Input_N_Hi_Wi_C_Weight_K_Y_X_C_Output_N_Ho_Wo_K
<
int8_t
,
int8_t
,
int8_t
,
int32_t
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwdDefault
,
3
,
256
,
128
,
64
,
4
,
16
,
32
,
32
,
2
,
1
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
16
,
16
,
true
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
16
,
16
,
true
,
7
,
1
>
,
DeviceConvN
d
Fwd
NwcKxcNwk_Xdl
<
3
,
int8_t
,
int8_t
,
int8_t
,
int32_t
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwdDefault
,
256
,
128
,
64
,
4
,
16
,
32
,
32
,
2
,
1
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
16
,
16
,
true
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
16
,
16
,
true
,
7
,
1
>
,
DeviceConvN
D
Fwd
Xdl_Input_N_Hi_Wi_C_Weight_K_Y_X_C_Output_N_Ho_Wo_K
<
int8_t
,
int8_t
,
int8_t
,
int32_t
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwdDefault
,
3
,
256
,
64
,
128
,
4
,
16
,
32
,
32
,
1
,
2
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
16
,
16
,
true
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
16
,
16
,
true
,
7
,
1
>
,
DeviceConvN
d
Fwd
NwcKxcNwk_Xdl
<
3
,
int8_t
,
int8_t
,
int8_t
,
int32_t
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwdDefault
,
256
,
64
,
128
,
4
,
16
,
32
,
32
,
1
,
2
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
16
,
16
,
true
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
16
,
16
,
true
,
7
,
1
>
,
DeviceConvN
D
Fwd
Xdl_Input_N_Hi_Wi_C_Weight_K_Y_X_C_Output_N_Ho_Wo_K
<
int8_t
,
int8_t
,
int8_t
,
int32_t
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwdDefault
,
3
,
128
,
128
,
32
,
4
,
16
,
32
,
32
,
2
,
1
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
16
,
16
,
true
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
16
,
16
,
true
,
7
,
1
>
,
DeviceConvN
d
Fwd
NwcKxcNwk_Xdl
<
3
,
int8_t
,
int8_t
,
int8_t
,
int32_t
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwdDefault
,
128
,
128
,
32
,
4
,
16
,
32
,
32
,
2
,
1
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
16
,
16
,
true
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
16
,
16
,
true
,
7
,
1
>
,
DeviceConvN
D
Fwd
Xdl_Input_N_Hi_Wi_C_Weight_K_Y_X_C_Output_N_Ho_Wo_K
<
int8_t
,
int8_t
,
int8_t
,
int32_t
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwdDefault
,
3
,
128
,
32
,
128
,
4
,
16
,
32
,
32
,
1
,
2
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
16
,
16
,
true
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
16
,
16
,
true
,
7
,
1
>
,
DeviceConvN
d
Fwd
NwcKxcNwk_Xdl
<
3
,
int8_t
,
int8_t
,
int8_t
,
int32_t
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwdDefault
,
128
,
32
,
128
,
4
,
16
,
32
,
32
,
1
,
2
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
16
,
16
,
true
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
16
,
16
,
true
,
7
,
1
>
,
DeviceConvN
D
Fwd
Xdl_Input_N_Hi_Wi_C_Weight_K_Y_X_C_Output_N_Ho_Wo_K
<
int8_t
,
int8_t
,
int8_t
,
int32_t
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwdDefault
,
3
,
64
,
64
,
32
,
4
,
16
,
32
,
32
,
2
,
1
,
S
<
4
,
16
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
16
,
16
,
true
,
S
<
4
,
16
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
16
,
16
,
true
,
7
,
1
>
,
DeviceConvN
d
Fwd
NwcKxcNwk_Xdl
<
3
,
int8_t
,
int8_t
,
int8_t
,
int32_t
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwdDefault
,
64
,
64
,
32
,
4
,
16
,
32
,
32
,
2
,
1
,
S
<
4
,
16
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
16
,
16
,
true
,
S
<
4
,
16
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
16
,
16
,
true
,
7
,
1
>
,
DeviceConvN
D
Fwd
Xdl_Input_N_Hi_Wi_C_Weight_K_Y_X_C_Output_N_Ho_Wo_K
<
int8_t
,
int8_t
,
int8_t
,
int32_t
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwdDefault
,
3
,
64
,
32
,
64
,
4
,
16
,
32
,
32
,
1
,
2
,
S
<
4
,
16
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
16
,
16
,
true
,
S
<
4
,
16
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
16
,
16
,
true
,
7
,
1
>
DeviceConvN
d
Fwd
NwcKxcNwk_Xdl
<
3
,
int8_t
,
int8_t
,
int8_t
,
int32_t
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwdDefault
,
64
,
32
,
64
,
4
,
16
,
32
,
32
,
1
,
2
,
S
<
4
,
16
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
16
,
16
,
true
,
S
<
4
,
16
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
16
,
16
,
true
,
7
,
1
>
// clang-format on
// clang-format on
>
;
>
;
using
device_conv3d_fwd_xdl_ndhwc_kzyxc_ndhwk_1x1_p0_int8_instances
=
using
device_conv3d_fwd_xdl_ndhwc_kzyxc_ndhwk_1x1_p0_int8_instances
=
std
::
tuple
<
std
::
tuple
<
// clang-format off
// clang-format off
//##########################
######################################
| InData| WeiData| OutData| AccData| In| Wei| Out| ConvForward|
NumDim|
Block| MPer| NPer| K0Per| K1| MPer| NPer| MXdl| NXdl| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockLds| BBlockTransfer| BBlockTransfer| BBlockTransfer| BlockTransfer| BBlockTransfer| BBlockTransfer| BBlockLds| CThreadTransfer| CThreadTransfer|
//##########################
| NumDim
| InData| WeiData| OutData| AccData| In| Wei| Out| ConvForward| Block| MPer| NPer| K0Per| K1| MPer| NPer| MXdl| NXdl| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockLds| BBlockTransfer| BBlockTransfer| BBlockTransfer| BlockTransfer| BBlockTransfer| BBlockTransfer| BBlockLds| CThreadTransfer| CThreadTransfer|
//##########################
######################################
| Type| Type| Type| Type| Elementwise| Elementwise| Elementwise| Specialization|
Spatial|
Size| Block| Block| Block| | XDL| XDL| Per| Per| ThreadCluster| ThreadCluster| SrcAccessOrder| SrcVectorDim| SrcScalar| DstScalar| AddExtraM| ThreadCluster| ThreadCluster| SrcAccessOrder| SrcVectorDim| SrcScalar| DstScalar| AddExtraN| SrcDstVectorDim| DstScalar|
//##########################
| Spatial
| Type| Type| Type| Type| Elementwise| Elementwise| Elementwise| Specialization| Size| Block| Block| Block| | XDL| XDL| Per| Per| ThreadCluster| ThreadCluster| SrcAccessOrder| SrcVectorDim| SrcScalar| DstScalar| AddExtraM| ThreadCluster| ThreadCluster| SrcAccessOrder| SrcVectorDim| SrcScalar| DstScalar| AddExtraN| SrcDstVectorDim| DstScalar|
//##########################
######################################
| | | | | Operation| Operation| Operation| |
|
| | | | | | | Wave| Wave| Lengths_K0_M_K1| ArrangeOrder| | | PerVector| PerVector_K1| | Lengths_K0_N_K1| ArrangeOrder| | | PerVector| PerVector_K1| | | PerVector|
//##########################
|
| | | | | Operation| Operation| Operation| | | | | | | | | Wave| Wave| Lengths_K0_M_K1| ArrangeOrder| | | PerVector| PerVector_K1| | Lengths_K0_N_K1| ArrangeOrder| | | PerVector| PerVector_K1| | | PerVector|
//##########################
######################################
| | | | | | | | |
|
| | | | | | | | | | | | | | | | | | | | | | | | |
//##########################
|
| | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | |
DeviceConvN
D
Fwd
Xdl_Input_N_Hi_Wi_C_Weight_K_Y_X_C_Output_N_Ho_Wo_K
<
int8_t
,
int8_t
,
int8_t
,
int32_t
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwd1x1P0
,
3
,
256
,
256
,
128
,
4
,
16
,
32
,
32
,
4
,
2
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
16
,
16
,
true
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
16
,
16
,
true
,
7
,
1
>
,
DeviceConvN
d
Fwd
NwcKxcNwk_Xdl
<
3
,
int8_t
,
int8_t
,
int8_t
,
int32_t
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwd1x1P0
,
256
,
256
,
128
,
4
,
16
,
32
,
32
,
4
,
2
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
16
,
16
,
true
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
16
,
16
,
true
,
7
,
1
>
,
DeviceConvN
D
Fwd
Xdl_Input_N_Hi_Wi_C_Weight_K_Y_X_C_Output_N_Ho_Wo_K
<
int8_t
,
int8_t
,
int8_t
,
int32_t
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwd1x1P0
,
3
,
256
,
128
,
256
,
4
,
16
,
32
,
32
,
2
,
4
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
16
,
16
,
true
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
16
,
16
,
true
,
7
,
1
>
,
DeviceConvN
d
Fwd
NwcKxcNwk_Xdl
<
3
,
int8_t
,
int8_t
,
int8_t
,
int32_t
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwd1x1P0
,
256
,
128
,
256
,
4
,
16
,
32
,
32
,
2
,
4
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
16
,
16
,
true
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
16
,
16
,
true
,
7
,
1
>
,
DeviceConvN
D
Fwd
Xdl_Input_N_Hi_Wi_C_Weight_K_Y_X_C_Output_N_Ho_Wo_K
<
int8_t
,
int8_t
,
int8_t
,
int32_t
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwd1x1P0
,
3
,
128
,
128
,
128
,
4
,
16
,
32
,
32
,
4
,
2
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
16
,
16
,
true
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
16
,
16
,
true
,
7
,
1
>
,
DeviceConvN
d
Fwd
NwcKxcNwk_Xdl
<
3
,
int8_t
,
int8_t
,
int8_t
,
int32_t
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwd1x1P0
,
128
,
128
,
128
,
4
,
16
,
32
,
32
,
4
,
2
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
16
,
16
,
true
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
16
,
16
,
true
,
7
,
1
>
,
DeviceConvN
D
Fwd
Xdl_Input_N_Hi_Wi_C_Weight_K_Y_X_C_Output_N_Ho_Wo_K
<
int8_t
,
int8_t
,
int8_t
,
int32_t
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwd1x1P0
,
3
,
256
,
128
,
128
,
4
,
16
,
32
,
32
,
2
,
2
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
16
,
16
,
true
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
16
,
16
,
true
,
7
,
1
>
,
DeviceConvN
d
Fwd
NwcKxcNwk_Xdl
<
3
,
int8_t
,
int8_t
,
int8_t
,
int32_t
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwd1x1P0
,
256
,
128
,
128
,
4
,
16
,
32
,
32
,
2
,
2
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
16
,
16
,
true
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
16
,
16
,
true
,
7
,
1
>
,
DeviceConvN
D
Fwd
Xdl_Input_N_Hi_Wi_C_Weight_K_Y_X_C_Output_N_Ho_Wo_K
<
int8_t
,
int8_t
,
int8_t
,
int32_t
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwd1x1P0
,
3
,
128
,
128
,
64
,
4
,
16
,
32
,
32
,
2
,
2
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
16
,
16
,
true
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
16
,
16
,
true
,
7
,
1
>
,
DeviceConvN
d
Fwd
NwcKxcNwk_Xdl
<
3
,
int8_t
,
int8_t
,
int8_t
,
int32_t
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwd1x1P0
,
128
,
128
,
64
,
4
,
16
,
32
,
32
,
2
,
2
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
16
,
16
,
true
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
16
,
16
,
true
,
7
,
1
>
,
DeviceConvN
D
Fwd
Xdl_Input_N_Hi_Wi_C_Weight_K_Y_X_C_Output_N_Ho_Wo_K
<
int8_t
,
int8_t
,
int8_t
,
int32_t
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwd1x1P0
,
3
,
128
,
64
,
128
,
4
,
16
,
32
,
32
,
2
,
2
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
16
,
16
,
true
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
16
,
16
,
true
,
7
,
1
>
,
DeviceConvN
d
Fwd
NwcKxcNwk_Xdl
<
3
,
int8_t
,
int8_t
,
int8_t
,
int32_t
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwd1x1P0
,
128
,
64
,
128
,
4
,
16
,
32
,
32
,
2
,
2
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
16
,
16
,
true
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
16
,
16
,
true
,
7
,
1
>
,
DeviceConvN
D
Fwd
Xdl_Input_N_Hi_Wi_C_Weight_K_Y_X_C_Output_N_Ho_Wo_K
<
int8_t
,
int8_t
,
int8_t
,
int32_t
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwd1x1P0
,
3
,
64
,
64
,
64
,
4
,
16
,
32
,
32
,
2
,
2
,
S
<
4
,
16
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
16
,
16
,
true
,
S
<
4
,
16
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
16
,
16
,
true
,
7
,
1
>
,
DeviceConvN
d
Fwd
NwcKxcNwk_Xdl
<
3
,
int8_t
,
int8_t
,
int8_t
,
int32_t
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwd1x1P0
,
64
,
64
,
64
,
4
,
16
,
32
,
32
,
2
,
2
,
S
<
4
,
16
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
16
,
16
,
true
,
S
<
4
,
16
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
16
,
16
,
true
,
7
,
1
>
,
DeviceConvN
D
Fwd
Xdl_Input_N_Hi_Wi_C_Weight_K_Y_X_C_Output_N_Ho_Wo_K
<
int8_t
,
int8_t
,
int8_t
,
int32_t
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwd1x1P0
,
3
,
256
,
128
,
64
,
4
,
16
,
32
,
32
,
2
,
1
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
16
,
16
,
true
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
16
,
16
,
true
,
7
,
1
>
,
DeviceConvN
d
Fwd
NwcKxcNwk_Xdl
<
3
,
int8_t
,
int8_t
,
int8_t
,
int32_t
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwd1x1P0
,
256
,
128
,
64
,
4
,
16
,
32
,
32
,
2
,
1
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
16
,
16
,
true
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
16
,
16
,
true
,
7
,
1
>
,
DeviceConvN
D
Fwd
Xdl_Input_N_Hi_Wi_C_Weight_K_Y_X_C_Output_N_Ho_Wo_K
<
int8_t
,
int8_t
,
int8_t
,
int32_t
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwd1x1P0
,
3
,
256
,
64
,
128
,
4
,
16
,
32
,
32
,
1
,
2
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
16
,
16
,
true
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
16
,
16
,
true
,
7
,
1
>
,
DeviceConvN
d
Fwd
NwcKxcNwk_Xdl
<
3
,
int8_t
,
int8_t
,
int8_t
,
int32_t
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwd1x1P0
,
256
,
64
,
128
,
4
,
16
,
32
,
32
,
1
,
2
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
16
,
16
,
true
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
16
,
16
,
true
,
7
,
1
>
,
DeviceConvN
D
Fwd
Xdl_Input_N_Hi_Wi_C_Weight_K_Y_X_C_Output_N_Ho_Wo_K
<
int8_t
,
int8_t
,
int8_t
,
int32_t
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwd1x1P0
,
3
,
128
,
128
,
32
,
4
,
16
,
32
,
32
,
2
,
1
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
16
,
16
,
true
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
16
,
16
,
true
,
7
,
1
>
,
DeviceConvN
d
Fwd
NwcKxcNwk_Xdl
<
3
,
int8_t
,
int8_t
,
int8_t
,
int32_t
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwd1x1P0
,
128
,
128
,
32
,
4
,
16
,
32
,
32
,
2
,
1
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
16
,
16
,
true
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
16
,
16
,
true
,
7
,
1
>
,
DeviceConvN
D
Fwd
Xdl_Input_N_Hi_Wi_C_Weight_K_Y_X_C_Output_N_Ho_Wo_K
<
int8_t
,
int8_t
,
int8_t
,
int32_t
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwd1x1P0
,
3
,
128
,
32
,
128
,
4
,
16
,
32
,
32
,
1
,
2
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
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0
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2
>
,
2
,
16
,
16
,
true
,
S
<
4
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32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
16
,
16
,
true
,
7
,
1
>
,
DeviceConvN
d
Fwd
NwcKxcNwk_Xdl
<
3
,
int8_t
,
int8_t
,
int8_t
,
int32_t
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwd1x1P0
,
128
,
32
,
128
,
4
,
16
,
32
,
32
,
1
,
2
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
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0
,
2
>
,
2
,
16
,
16
,
true
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
16
,
16
,
true
,
7
,
1
>
,
DeviceConvN
D
Fwd
Xdl_Input_N_Hi_Wi_C_Weight_K_Y_X_C_Output_N_Ho_Wo_K
<
int8_t
,
int8_t
,
int8_t
,
int32_t
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwd1x1P0
,
3
,
64
,
64
,
32
,
4
,
16
,
32
,
32
,
2
,
1
,
S
<
4
,
16
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
16
,
16
,
true
,
S
<
4
,
16
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
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0
,
2
>
,
2
,
16
,
16
,
true
,
7
,
1
>
,
DeviceConvN
d
Fwd
NwcKxcNwk_Xdl
<
3
,
int8_t
,
int8_t
,
int8_t
,
int32_t
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwd1x1P0
,
64
,
64
,
32
,
4
,
16
,
32
,
32
,
2
,
1
,
S
<
4
,
16
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
16
,
16
,
true
,
S
<
4
,
16
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
16
,
16
,
true
,
7
,
1
>
,
DeviceConvN
D
Fwd
Xdl_Input_N_Hi_Wi_C_Weight_K_Y_X_C_Output_N_Ho_Wo_K
<
int8_t
,
int8_t
,
int8_t
,
int32_t
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwd1x1P0
,
3
,
64
,
32
,
64
,
4
,
16
,
32
,
32
,
1
,
2
,
S
<
4
,
16
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
16
,
16
,
true
,
S
<
4
,
16
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
16
,
16
,
true
,
7
,
1
>
DeviceConvN
d
Fwd
NwcKxcNwk_Xdl
<
3
,
int8_t
,
int8_t
,
int8_t
,
int32_t
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwd1x1P0
,
64
,
32
,
64
,
4
,
16
,
32
,
32
,
1
,
2
,
S
<
4
,
16
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
16
,
16
,
true
,
S
<
4
,
16
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
16
,
16
,
true
,
7
,
1
>
// clang-format on
// clang-format on
>
;
>
;
using
device_conv3d_fwd_xdl_ndhwc_kzyxc_ndhwk_1x1_s1_p0_int8_instances
=
using
device_conv3d_fwd_xdl_ndhwc_kzyxc_ndhwk_1x1_s1_p0_int8_instances
=
std
::
tuple
<
std
::
tuple
<
// clang-format off
// clang-format off
//##########################
######################################
| InData| WeiData| OutData| AccData| In| Wei| Out| ConvForward|
NumDim|
Block| MPer| NPer| K0Per| K1| MPer| NPer| MXdl| NXdl| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockLds| BBlockTransfer| BBlockTransfer| BBlockTransfer| BlockTransfer| BBlockTransfer| BBlockTransfer| BBlockLds| CThreadTransfer| CThreadTransfer|
//##########################
| NumDim
| InData| WeiData| OutData| AccData| In| Wei| Out| ConvForward| Block| MPer| NPer| K0Per| K1| MPer| NPer| MXdl| NXdl| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockLds| BBlockTransfer| BBlockTransfer| BBlockTransfer| BlockTransfer| BBlockTransfer| BBlockTransfer| BBlockLds| CThreadTransfer| CThreadTransfer|
//##########################
######################################
| Type| Type| Type| Type| Elementwise| Elementwise| Elementwise| Specialization|
Spatial|
Size| Block| Block| Block| | XDL| XDL| Per| Per| ThreadCluster| ThreadCluster| SrcAccessOrder| SrcVectorDim| SrcScalar| DstScalar| AddExtraM| ThreadCluster| ThreadCluster| SrcAccessOrder| SrcVectorDim| SrcScalar| DstScalar| AddExtraN| SrcDstVectorDim| DstScalar|
//##########################
| Spatial
| Type| Type| Type| Type| Elementwise| Elementwise| Elementwise| Specialization| Size| Block| Block| Block| | XDL| XDL| Per| Per| ThreadCluster| ThreadCluster| SrcAccessOrder| SrcVectorDim| SrcScalar| DstScalar| AddExtraM| ThreadCluster| ThreadCluster| SrcAccessOrder| SrcVectorDim| SrcScalar| DstScalar| AddExtraN| SrcDstVectorDim| DstScalar|
//##########################
######################################
| | | | | Operation| Operation| Operation| |
|
| | | | | | | Wave| Wave| Lengths_K0_M_K1| ArrangeOrder| | | PerVector| PerVector_K1| | Lengths_K0_N_K1| ArrangeOrder| | | PerVector| PerVector_K1| | | PerVector|
//##########################
|
| | | | | Operation| Operation| Operation| | | | | | | | | Wave| Wave| Lengths_K0_M_K1| ArrangeOrder| | | PerVector| PerVector_K1| | Lengths_K0_N_K1| ArrangeOrder| | | PerVector| PerVector_K1| | | PerVector|
//##########################
######################################
| | | | | | | | |
|
| | | | | | | | | | | | | | | | | | | | | | | | |
//##########################
|
| | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | |
DeviceConvN
D
Fwd
Xdl_Input_N_Hi_Wi_C_Weight_K_Y_X_C_Output_N_Ho_Wo_K
<
int8_t
,
int8_t
,
int8_t
,
int32_t
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwd1x1S1P0
,
3
,
256
,
256
,
128
,
4
,
16
,
32
,
32
,
4
,
2
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
16
,
16
,
true
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
16
,
16
,
true
,
7
,
1
>
,
DeviceConvN
d
Fwd
NwcKxcNwk_Xdl
<
3
,
int8_t
,
int8_t
,
int8_t
,
int32_t
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwd1x1S1P0
,
256
,
256
,
128
,
4
,
16
,
32
,
32
,
4
,
2
,
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true
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1
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DeviceConvN
D
Fwd
Xdl_Input_N_Hi_Wi_C_Weight_K_Y_X_C_Output_N_Ho_Wo_K
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int8_t
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int8_t
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ConvFwd1x1S1P0
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256
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128
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true
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1
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DeviceConvN
d
Fwd
NwcKxcNwk_Xdl
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3
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int8_t
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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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PassThrough
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ConvFwd1x1S1P0
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256
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128
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256
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32
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2
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4
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true
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S
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2
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true
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7
,
1
>
,
DeviceConvN
D
Fwd
Xdl_Input_N_Hi_Wi_C_Weight_K_Y_X_C_Output_N_Ho_Wo_K
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int8_t
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int8_t
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int8_t
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PassThrough
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PassThrough
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ConvFwd1x1S1P0
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3
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128
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128
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128
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32
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true
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1
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S
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2
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16
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16
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true
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7
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1
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DeviceConvN
d
Fwd
NwcKxcNwk_Xdl
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3
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int8_t
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int8_t
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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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PassThrough
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ConvFwd1x1S1P0
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128
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128
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128
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16
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32
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32
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4
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2
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S
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S
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true
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S
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32
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1
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S
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2
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S
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0
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2
>
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2
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16
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16
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true
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7
,
1
>
,
DeviceConvN
D
Fwd
Xdl_Input_N_Hi_Wi_C_Weight_K_Y_X_C_Output_N_Ho_Wo_K
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int8_t
,
int8_t
,
int8_t
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int32_t
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PassThrough
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PassThrough
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PassThrough
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ConvFwd1x1S1P0
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3
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256
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128
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128
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4
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16
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32
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32
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2
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2
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S
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1
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S
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S
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2
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true
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S
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64
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1
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S
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S
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2
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2
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16
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16
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true
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7
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1
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,
DeviceConvN
d
Fwd
NwcKxcNwk_Xdl
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3
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int8_t
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int8_t
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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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PassThrough
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ConvFwd1x1S1P0
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256
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128
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128
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4
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16
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32
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32
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2
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2
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S
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1
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S
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S
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true
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S
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1
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S
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2
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S
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0
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2
>
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2
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16
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16
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true
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7
,
1
>
,
DeviceConvN
D
Fwd
Xdl_Input_N_Hi_Wi_C_Weight_K_Y_X_C_Output_N_Ho_Wo_K
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int8_t
,
int8_t
,
int8_t
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int32_t
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PassThrough
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PassThrough
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PassThrough
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ConvFwd1x1S1P0
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3
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128
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128
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64
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16
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32
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32
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2
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2
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S
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S
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S
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true
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1
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S
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2
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16
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16
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true
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7
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1
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DeviceConvN
d
Fwd
NwcKxcNwk_Xdl
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int8_t
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int8_t
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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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PassThrough
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ConvFwd1x1S1P0
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128
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128
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64
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4
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16
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32
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32
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2
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2
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S
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1
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S
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S
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true
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S
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32
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1
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S
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2
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S
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0
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2
>
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2
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16
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16
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true
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7
,
1
>
,
DeviceConvN
D
Fwd
Xdl_Input_N_Hi_Wi_C_Weight_K_Y_X_C_Output_N_Ho_Wo_K
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int8_t
,
int8_t
,
int8_t
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int32_t
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PassThrough
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PassThrough
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PassThrough
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ConvFwd1x1S1P0
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3
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128
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64
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128
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4
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16
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32
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32
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2
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2
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S
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S
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S
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true
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32
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1
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S
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2
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16
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16
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true
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7
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1
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DeviceConvN
d
Fwd
NwcKxcNwk_Xdl
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int8_t
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int8_t
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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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PassThrough
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ConvFwd1x1S1P0
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128
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64
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128
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16
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32
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2
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S
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true
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1
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S
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2
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2
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true
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7
,
1
>
,
DeviceConvN
D
Fwd
Xdl_Input_N_Hi_Wi_C_Weight_K_Y_X_C_Output_N_Ho_Wo_K
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,
int8_t
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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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PassThrough
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ConvFwd1x1S1P0
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3
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64
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64
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64
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32
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32
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S
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S
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true
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1
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DeviceConvN
d
Fwd
NwcKxcNwk_Xdl
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3
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int8_t
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int8_t
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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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PassThrough
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ConvFwd1x1S1P0
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64
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64
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64
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4
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16
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32
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32
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2
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S
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S
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true
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S
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2
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2
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16
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true
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7
,
1
>
,
DeviceConvN
D
Fwd
Xdl_Input_N_Hi_Wi_C_Weight_K_Y_X_C_Output_N_Ho_Wo_K
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int8_t
,
int8_t
,
int8_t
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int32_t
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PassThrough
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PassThrough
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PassThrough
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ConvFwd1x1S1P0
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3
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256
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128
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64
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4
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16
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32
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32
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2
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1
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S
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S
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S
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2
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true
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S
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2
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16
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true
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7
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1
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DeviceConvN
d
Fwd
NwcKxcNwk_Xdl
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int8_t
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int8_t
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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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PassThrough
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ConvFwd1x1S1P0
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256
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128
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64
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4
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16
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32
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32
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2
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1
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S
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64
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S
<
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S
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true
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S
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S
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S
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0
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2
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2
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16
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16
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true
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7
,
1
>
,
DeviceConvN
D
Fwd
Xdl_Input_N_Hi_Wi_C_Weight_K_Y_X_C_Output_N_Ho_Wo_K
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int8_t
,
int8_t
,
int8_t
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int32_t
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PassThrough
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PassThrough
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PassThrough
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ConvFwd1x1S1P0
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3
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256
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64
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128
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4
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16
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32
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32
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1
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S
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64
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true
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S
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S
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true
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1
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DeviceConvN
d
Fwd
NwcKxcNwk_Xdl
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int8_t
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int8_t
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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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PassThrough
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ConvFwd1x1S1P0
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256
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64
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128
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4
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16
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32
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32
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1
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2
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S
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64
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S
<
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16
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true
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S
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64
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S
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0
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2
>
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2
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16
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16
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true
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7
,
1
>
,
DeviceConvN
D
Fwd
Xdl_Input_N_Hi_Wi_C_Weight_K_Y_X_C_Output_N_Ho_Wo_K
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int8_t
,
int8_t
,
int8_t
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int32_t
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PassThrough
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PassThrough
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PassThrough
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ConvFwd1x1S1P0
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3
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128
,
128
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32
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4
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16
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32
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32
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2
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<
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32
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16
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true
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S
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32
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2
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16
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16
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true
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7
,
1
>
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DeviceConvN
d
Fwd
NwcKxcNwk_Xdl
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3
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int8_t
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int8_t
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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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PassThrough
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ConvFwd1x1S1P0
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128
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128
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32
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4
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16
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32
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32
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2
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1
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S
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32
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<
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16
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true
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S
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32
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2
>
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2
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16
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16
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true
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7
,
1
>
,
DeviceConvN
D
Fwd
Xdl_Input_N_Hi_Wi_C_Weight_K_Y_X_C_Output_N_Ho_Wo_K
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int8_t
,
int8_t
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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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PassThrough
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ConvFwd1x1S1P0
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3
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128
,
32
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128
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4
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16
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32
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32
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1
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2
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S
<
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32
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16
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true
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S
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32
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2
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16
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16
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true
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7
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1
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DeviceConvN
d
Fwd
NwcKxcNwk_Xdl
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3
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int8_t
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int8_t
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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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PassThrough
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ConvFwd1x1S1P0
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128
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32
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128
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4
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16
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32
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32
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1
,
2
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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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true
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S
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32
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S
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S
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1
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0
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>
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2
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16
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16
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true
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7
,
1
>
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DeviceConvN
D
Fwd
Xdl_Input_N_Hi_Wi_C_Weight_K_Y_X_C_Output_N_Ho_Wo_K
<
int8_t
,
int8_t
,
int8_t
,
int32_t
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwd1x1S1P0
,
3
,
64
,
64
,
32
,
4
,
16
,
32
,
32
,
2
,
1
,
S
<
4
,
16
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
16
,
16
,
true
,
S
<
4
,
16
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
16
,
16
,
true
,
7
,
1
>
,
DeviceConvN
d
Fwd
NwcKxcNwk_Xdl
<
3
,
int8_t
,
int8_t
,
int8_t
,
int32_t
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwd1x1S1P0
,
64
,
64
,
32
,
4
,
16
,
32
,
32
,
2
,
1
,
S
<
4
,
16
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
16
,
16
,
true
,
S
<
4
,
16
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
16
,
16
,
true
,
7
,
1
>
,
DeviceConvN
D
Fwd
Xdl_Input_N_Hi_Wi_C_Weight_K_Y_X_C_Output_N_Ho_Wo_K
<
int8_t
,
int8_t
,
int8_t
,
int32_t
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwd1x1S1P0
,
3
,
64
,
32
,
64
,
4
,
16
,
32
,
32
,
1
,
2
,
S
<
4
,
16
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
16
,
16
,
true
,
S
<
4
,
16
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
16
,
16
,
true
,
7
,
1
>
DeviceConvN
d
Fwd
NwcKxcNwk_Xdl
<
3
,
int8_t
,
int8_t
,
int8_t
,
int32_t
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvFwd1x1S1P0
,
64
,
32
,
64
,
4
,
16
,
32
,
32
,
1
,
2
,
S
<
4
,
16
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
16
,
16
,
true
,
S
<
4
,
16
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
16
,
16
,
true
,
7
,
1
>
// clang-format on
// clang-format on
>
;
>
;
void
add_device_conv3d_fwd_xdl_ndhwc_kzyxc_ndhwk_int8_instances
(
void
add_device_conv3d_fwd_xdl_ndhwc_kzyxc_ndhwk_int8_instances
(
std
::
vector
<
DeviceConvFwdPtr
<
PassThrough
,
PassThrough
,
PassThrough
>>&
instances
)
std
::
vector
<
std
::
unique_ptr
<
DeviceConvFwd
<
3
,
NDHWC
,
KZYXC
,
NDHWK
,
int8_t
,
int8_t
,
int8_t
,
PassThrough
,
PassThrough
,
PassThrough
>>>&
instances
)
{
{
add_device_operation_instances
(
instances
,
add_device_operation_instances
(
instances
,
device_conv3d_fwd_xdl_ndhwc_kzyxc_ndhwk_int8_instances
{});
device_conv3d_fwd_xdl_ndhwc_kzyxc_ndhwk_int8_instances
{});
...
...
profiler/CMakeLists.txt
View file @
615e1d3e
...
@@ -37,9 +37,9 @@ target_link_libraries(ckProfiler PRIVATE utility)
...
@@ -37,9 +37,9 @@ target_link_libraries(ckProfiler PRIVATE utility)
#target_link_libraries(ckProfiler PRIVATE device_batched_gemm_instance)
#target_link_libraries(ckProfiler PRIVATE device_batched_gemm_instance)
#target_link_libraries(ckProfiler PRIVATE device_batched_gemm_reduce_instance)
#target_link_libraries(ckProfiler PRIVATE device_batched_gemm_reduce_instance)
#target_link_libraries(ckProfiler PRIVATE device_grouped_gemm_instance)
#target_link_libraries(ckProfiler PRIVATE device_grouped_gemm_instance)
#
target_link_libraries(ckProfiler PRIVATE device_conv1d_fwd_instance)
target_link_libraries
(
ckProfiler PRIVATE device_conv1d_fwd_instance
)
target_link_libraries
(
ckProfiler PRIVATE device_conv2d_fwd_instance
)
target_link_libraries
(
ckProfiler PRIVATE device_conv2d_fwd_instance
)
#
target_link_libraries(ckProfiler PRIVATE device_conv3d_fwd_instance)
target_link_libraries
(
ckProfiler PRIVATE device_conv3d_fwd_instance
)
#target_link_libraries(ckProfiler PRIVATE device_conv2d_fwd_bias_relu_instance)
#target_link_libraries(ckProfiler PRIVATE device_conv2d_fwd_bias_relu_instance)
#target_link_libraries(ckProfiler PRIVATE device_conv2d_fwd_bias_relu_add_instance)
#target_link_libraries(ckProfiler PRIVATE device_conv2d_fwd_bias_relu_add_instance)
#target_link_libraries(ckProfiler PRIVATE device_convnd_bwd_data_instance)
#target_link_libraries(ckProfiler PRIVATE device_convnd_bwd_data_instance)
...
...
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