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gaoqiong
composable_kernel
Commits
9ee0a62d
Commit
9ee0a62d
authored
Oct 24, 2022
by
rocking
Browse files
Add more instances with different template parameters
parent
9ce23bd8
Changes
2
Hide whitespace changes
Inline
Side-by-side
Showing
2 changed files
with
79 additions
and
33 deletions
+79
-33
library/src/tensor_operation_instance/gpu/quantization/device_conv2d_xdl_bias_quant_int8_instance.cpp
...antization/device_conv2d_xdl_bias_quant_int8_instance.cpp
+39
-15
library/src/tensor_operation_instance/gpu/quantization/device_conv2d_xdl_quant_int8_instance.cpp
...pu/quantization/device_conv2d_xdl_quant_int8_instance.cpp
+40
-18
No files found.
library/src/tensor_operation_instance/gpu/quantization/device_conv2d_xdl_bias_quant_int8_instance.cpp
View file @
9ee0a62d
...
...
@@ -22,22 +22,43 @@ using GK = ck::tensor_layout::convolution::G_K;
using
PassThrough
=
ck
::
tensor_operation
::
element_wise
::
PassThrough
;
using
Relu
=
ck
::
tensor_operation
::
element_wise
::
Relu
;
using
GK_Tuple
=
ck
::
Tuple
<
GK
>
;
using
INT32_Tuple
=
ck
::
Tuple
<
int32_t
>
;
using
Add_Mul_Clamp
=
ck
::
tensor_operation
::
element_wise
::
Add_Activation_Mul_Clamp
<
PassThrough
>
;
using
Add_Relu_Mul_Clamp
=
ck
::
tensor_operation
::
element_wise
::
Add_Activation_Mul_Clamp
<
Relu
>
;
static
constexpr
ck
::
index_t
NDimSpatial
=
2
;
static
constexpr
auto
GemmSpec
=
ck
::
tensor_operation
::
device
::
GemmSpecialization
::
MNKPadding
;
static
constexpr
auto
ConvFwdDefault
=
ck
::
tensor_operation
::
device
::
ConvolutionForwardSpecialization
::
Default
;
static
constexpr
auto
ConvFwd1x1P0
=
ck
::
tensor_operation
::
device
::
ConvolutionForwardSpecialization
::
Filter1x1Pad0
;
static
constexpr
auto
ConvFwd1x1S1P0
=
ck
::
tensor_operation
::
device
::
ConvolutionForwardSpecialization
::
Filter1x1Stride1Pad0
;
// TODO - Add more instances
template
<
typename
OutElementOp
,
ConvolutionForwardSpecialization
Conv
ForwardSpecialization
>
template
<
typename
OutElementOp
,
ConvolutionForwardSpecialization
Conv
Spec
>
// clang-format off
using
device_conv2d_int8_instances
=
std
::
tuple
<
//########################################| NDimSpatial| InLayout| WeiLayout| DsLayout| OutLayout| InData| WeiData| AccData| CShuffle| DsData|OutData| In| Wei| CDE| ConvForward| Gemm| NumGemm| Block| MPer| NPer| KPer| AK1| BK1| MPer| NPer| MXdl| NXdl| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockLds| BBlockTransfer| BBlockTransfer| BBlockTransfer| BlockTransfer| BBlockTransfer| BBlockTransfer| BBlockLds| CShuffle| CShuffle| CDEBlockTransferClusterLengths| CDEBlockTransfer|
//########################################| | | | | | Type| Type| Type| Type| Type| Type| Elementwise| Elementwise| Elementwise| Specialization| Specialization| K| Size| Block| Block| Block| | | XDL| XDL| Per| Per| ThreadCluster| ThreadCluster| SrcAccessOrder| SrcVectorDim| SrcScalar| DstScalar| AddExtraM| ThreadCluster| ThreadCluster| SrcAccessOrder| SrcVectorDim| SrcScalar| DstScalar| AddExtraN| MXdlPerWave| NXdlPerWave| _MBlock_MXdlPerWave_MWaveMPerXdl| ScalarPerVector|
//########################################| | | | | | | | | | | | Operation| Operation| Operation| | | PrefetchStage| | | | | | | | | Wave| Wave| Lengths_K0_M_K1| ArrangeOrder| | | PerVector| PerVector_AK1| | Lengths_K0_N_K1| ArrangeOrder| | | PerVector| PerVector_BK1| | PerShuffle| PerShuffle| _NBlock_NXdlPerWave_NWaveNPerXdl| _NWaveNPerXdl|
//########################################| | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | |
DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
NDimSpatial
,
GNHWC
,
GKYXC
,
ck
::
Tuple
<
GK
>
,
GNHWK
,
int8_t
,
int8_t
,
int32_t
,
int32_t
,
ck
::
Tuple
<
int32_t
>
,
int8_t
,
PassThrough
,
PassThrough
,
OutElementOp
,
ConvForwardSpecialization
,
GemmSpec
,
1
,
256
,
128
,
256
,
64
,
16
,
16
,
32
,
32
,
2
,
4
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
16
,
16
,
1
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
16
,
16
,
1
,
1
,
1
,
S
<
1
,
64
,
1
,
4
>
,
8
>
//########################################| NumDim| A| B| Ds| E| AData| BData| AccData| CShuffle| Ds| EData| A| B| CDE| ConvForward| GEMM| NumGemmK| Block| MPer| NPer| KPer| AK1| BK1| MPer| NPer| MXdl| NXdl| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockLds| BBlockTransfer| BBlockTransfer| BBlockTransfer| BlockTransfer| BBlockTransfer| BBlockTransfer| BBlockLds| CShuffle| CShuffle| CBlockTransferClusterLengths| CBlockTransfer|
//########################################| Spatial| Layout| Layout| Layout| Layout| Type| Type| Type| DataType| DataType| Type| Elementwise| Elementwise| Elementwise| Specialization| Specialization| Prefetch| Size| Block| Block| Block| | | XDL| XDL| Per| Per| ThreadCluster| ThreadCluster| SrcAccessOrder| SrcVectorDim| SrcScalar| DstScalar| AddExtraM| ThreadCluster| ThreadCluster| SrcAccessOrder| SrcVectorDim| SrcScalar| DstScalar| AddExtraN| MXdlPerWave| NXdlPerWave| _MBlock_MWaveMPerXdl| ScalarPerVector|
//########################################| | | | | | | | | | | | Operation| Operation| Operation| | | Stage| | | | | | | | | Wave| Wave| Lengths_K0_M_K1| ArrangeOrder| | | PerVector| PerVector_K1| | Lengths_K0_N_K1| ArrangeOrder| | | PerVector| PerVector_K1| | PerShuffle| PerShuffle| _NBlock_NWaveNPerXdl| _NWaveNPerXdl|
//########################################| | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | |
DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
2
,
GNHWC
,
GKYXC
,
GK_Tuple
,
GNHWK
,
int8_t
,
int8_t
,
int32_t
,
int32_t
,
INT32_Tuple
,
int8_t
,
PassThrough
,
PassThrough
,
OutElementOp
,
ConvSpec
,
GemmSpec
,
1
,
256
,
256
,
128
,
64
,
16
,
16
,
32
,
32
,
4
,
2
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
16
,
16
,
1
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
16
,
16
,
1
,
1
,
1
,
S
<
1
,
64
,
1
,
4
>
,
8
>
,
DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
2
,
GNHWC
,
GKYXC
,
GK_Tuple
,
GNHWK
,
int8_t
,
int8_t
,
int32_t
,
int32_t
,
INT32_Tuple
,
int8_t
,
PassThrough
,
PassThrough
,
OutElementOp
,
ConvSpec
,
GemmSpec
,
1
,
256
,
128
,
256
,
64
,
16
,
16
,
32
,
32
,
2
,
4
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
16
,
16
,
1
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
16
,
16
,
1
,
1
,
1
,
S
<
1
,
64
,
1
,
4
>
,
8
>
,
DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
2
,
GNHWC
,
GKYXC
,
GK_Tuple
,
GNHWK
,
int8_t
,
int8_t
,
int32_t
,
int32_t
,
INT32_Tuple
,
int8_t
,
PassThrough
,
PassThrough
,
OutElementOp
,
ConvSpec
,
GemmSpec
,
1
,
128
,
128
,
128
,
64
,
16
,
16
,
32
,
32
,
4
,
2
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
16
,
16
,
1
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
16
,
16
,
1
,
1
,
1
,
S
<
1
,
32
,
1
,
4
>
,
8
>
,
DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
2
,
GNHWC
,
GKYXC
,
GK_Tuple
,
GNHWK
,
int8_t
,
int8_t
,
int32_t
,
int32_t
,
INT32_Tuple
,
int8_t
,
PassThrough
,
PassThrough
,
OutElementOp
,
ConvSpec
,
GemmSpec
,
1
,
256
,
128
,
128
,
64
,
16
,
16
,
32
,
32
,
2
,
2
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
16
,
16
,
1
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
16
,
16
,
1
,
1
,
1
,
S
<
1
,
64
,
1
,
4
>
,
8
>
,
DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
2
,
GNHWC
,
GKYXC
,
GK_Tuple
,
GNHWK
,
int8_t
,
int8_t
,
int32_t
,
int32_t
,
INT32_Tuple
,
int8_t
,
PassThrough
,
PassThrough
,
OutElementOp
,
ConvSpec
,
GemmSpec
,
1
,
128
,
128
,
64
,
64
,
16
,
16
,
32
,
32
,
2
,
2
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
16
,
16
,
1
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
16
,
16
,
1
,
1
,
1
,
S
<
1
,
64
,
1
,
2
>
,
8
>
,
DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
2
,
GNHWC
,
GKYXC
,
GK_Tuple
,
GNHWK
,
int8_t
,
int8_t
,
int32_t
,
int32_t
,
INT32_Tuple
,
int8_t
,
PassThrough
,
PassThrough
,
OutElementOp
,
ConvSpec
,
GemmSpec
,
1
,
128
,
64
,
128
,
64
,
16
,
16
,
32
,
32
,
2
,
2
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
16
,
16
,
1
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
16
,
16
,
1
,
1
,
1
,
S
<
1
,
32
,
1
,
4
>
,
8
>
,
DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
2
,
GNHWC
,
GKYXC
,
GK_Tuple
,
GNHWK
,
int8_t
,
int8_t
,
int32_t
,
int32_t
,
INT32_Tuple
,
int8_t
,
PassThrough
,
PassThrough
,
OutElementOp
,
ConvSpec
,
GemmSpec
,
1
,
64
,
64
,
64
,
64
,
16
,
16
,
32
,
32
,
2
,
2
,
S
<
4
,
16
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
16
,
16
,
1
,
S
<
4
,
16
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
16
,
16
,
1
,
1
,
1
,
S
<
1
,
32
,
1
,
2
>
,
8
>
,
DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
2
,
GNHWC
,
GKYXC
,
GK_Tuple
,
GNHWK
,
int8_t
,
int8_t
,
int32_t
,
int32_t
,
INT32_Tuple
,
int8_t
,
PassThrough
,
PassThrough
,
OutElementOp
,
ConvSpec
,
GemmSpec
,
1
,
256
,
128
,
64
,
64
,
16
,
16
,
32
,
32
,
2
,
1
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
16
,
16
,
1
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
16
,
16
,
1
,
1
,
1
,
S
<
1
,
64
,
1
,
4
>
,
8
>
,
DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
2
,
GNHWC
,
GKYXC
,
GK_Tuple
,
GNHWK
,
int8_t
,
int8_t
,
int32_t
,
int32_t
,
INT32_Tuple
,
int8_t
,
PassThrough
,
PassThrough
,
OutElementOp
,
ConvSpec
,
GemmSpec
,
1
,
256
,
64
,
128
,
64
,
16
,
16
,
32
,
32
,
1
,
2
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
16
,
16
,
1
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
16
,
16
,
1
,
1
,
1
,
S
<
1
,
64
,
1
,
4
>
,
8
>
,
DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
2
,
GNHWC
,
GKYXC
,
GK_Tuple
,
GNHWK
,
int8_t
,
int8_t
,
int32_t
,
int32_t
,
INT32_Tuple
,
int8_t
,
PassThrough
,
PassThrough
,
OutElementOp
,
ConvSpec
,
GemmSpec
,
1
,
128
,
128
,
32
,
64
,
16
,
16
,
32
,
32
,
2
,
1
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
16
,
16
,
1
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
16
,
16
,
1
,
1
,
1
,
S
<
1
,
64
,
1
,
2
>
,
8
>
,
DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
2
,
GNHWC
,
GKYXC
,
GK_Tuple
,
GNHWK
,
int8_t
,
int8_t
,
int32_t
,
int32_t
,
INT32_Tuple
,
int8_t
,
PassThrough
,
PassThrough
,
OutElementOp
,
ConvSpec
,
GemmSpec
,
1
,
128
,
32
,
128
,
64
,
16
,
16
,
32
,
32
,
1
,
2
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
16
,
16
,
1
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
16
,
16
,
1
,
1
,
1
,
S
<
1
,
32
,
1
,
4
>
,
8
>
,
DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
2
,
GNHWC
,
GKYXC
,
GK_Tuple
,
GNHWK
,
int8_t
,
int8_t
,
int32_t
,
int32_t
,
INT32_Tuple
,
int8_t
,
PassThrough
,
PassThrough
,
OutElementOp
,
ConvSpec
,
GemmSpec
,
1
,
64
,
64
,
32
,
64
,
16
,
16
,
32
,
32
,
2
,
1
,
S
<
4
,
16
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
16
,
16
,
1
,
S
<
4
,
16
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
16
,
16
,
1
,
1
,
1
,
S
<
1
,
32
,
1
,
2
>
,
8
>
,
DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
2
,
GNHWC
,
GKYXC
,
GK_Tuple
,
GNHWK
,
int8_t
,
int8_t
,
int32_t
,
int32_t
,
INT32_Tuple
,
int8_t
,
PassThrough
,
PassThrough
,
OutElementOp
,
ConvSpec
,
GemmSpec
,
1
,
64
,
32
,
64
,
64
,
16
,
16
,
32
,
32
,
1
,
2
,
S
<
4
,
16
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
16
,
16
,
1
,
S
<
4
,
16
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
16
,
16
,
1
,
1
,
1
,
S
<
1
,
32
,
1
,
2
>
,
8
>
>
;
// clang-format on
...
...
@@ -55,11 +76,13 @@ void add_device_conv2d_bias_perlayer_quantization_int8_instances(
PassThrough
,
Add_Mul_Clamp
>>>&
instances
)
{
static
constexpr
auto
ConvSpec
=
ck
::
tensor_operation
::
device
::
ConvolutionForwardSpecialization
::
Default
;
add_device_operation_instances
(
instances
,
device_conv2d_int8_instances
<
Add_Mul_Clamp
,
ConvSpec
>
{});
device_conv2d_int8_instances
<
Add_Mul_Clamp
,
ConvFwdDefault
>
{});
add_device_operation_instances
(
instances
,
device_conv2d_int8_instances
<
Add_Mul_Clamp
,
ConvFwd1x1P0
>
{});
add_device_operation_instances
(
instances
,
device_conv2d_int8_instances
<
Add_Mul_Clamp
,
ConvFwd1x1S1P0
>
{});
}
void
add_device_conv2d_bias_relu_perlayer_quantization_int8_instances
(
...
...
@@ -76,11 +99,12 @@ void add_device_conv2d_bias_relu_perlayer_quantization_int8_instances(
PassThrough
,
Add_Relu_Mul_Clamp
>>>&
instances
)
{
static
constexpr
auto
ConvSpec
=
ck
::
tensor_operation
::
device
::
ConvolutionForwardSpecialization
::
Default
;
add_device_operation_instances
(
instances
,
device_conv2d_int8_instances
<
Add_Relu_Mul_Clamp
,
ConvSpec
>
{});
add_device_operation_instances
(
instances
,
device_conv2d_int8_instances
<
Add_Relu_Mul_Clamp
,
ConvFwdDefault
>
{});
add_device_operation_instances
(
instances
,
device_conv2d_int8_instances
<
Add_Relu_Mul_Clamp
,
ConvFwd1x1P0
>
{});
add_device_operation_instances
(
instances
,
device_conv2d_int8_instances
<
Add_Relu_Mul_Clamp
,
ConvFwd1x1S1P0
>
{});
}
}
// namespace instance
...
...
library/src/tensor_operation_instance/gpu/quantization/device_conv2d_xdl_quant_int8_instance.cpp
View file @
9ee0a62d
...
...
@@ -12,6 +12,7 @@ namespace tensor_operation {
namespace
device
{
namespace
instance
{
using
Empty_Tuple
=
ck
::
Tuple
<>
;
template
<
ck
::
index_t
...
Is
>
using
S
=
ck
::
Sequence
<
Is
...
>
;
...
...
@@ -26,17 +27,35 @@ using Relu_Mul_Clamp = ck::tensor_operation::element_wise::Activation_Mul_Clamp<
static
constexpr
ck
::
index_t
NDimSpatial
=
2
;
static
constexpr
auto
GemmSpec
=
ck
::
tensor_operation
::
device
::
GemmSpecialization
::
MNKPadding
;
static
constexpr
auto
ConvFwdDefault
=
ck
::
tensor_operation
::
device
::
ConvolutionForwardSpecialization
::
Default
;
static
constexpr
auto
ConvFwd1x1P0
=
ck
::
tensor_operation
::
device
::
ConvolutionForwardSpecialization
::
Filter1x1Pad0
;
static
constexpr
auto
ConvFwd1x1S1P0
=
ck
::
tensor_operation
::
device
::
ConvolutionForwardSpecialization
::
Filter1x1Stride1Pad0
;
// TODO - Add more instances
template
<
typename
OutElementOp
,
ConvolutionForwardSpecialization
Conv
ForwardSpecialization
>
template
<
typename
OutElementOp
,
ConvolutionForwardSpecialization
Conv
Spec
>
// clang-format off
using
device_conv2d_int8_instances
=
std
::
tuple
<
//########################################| NDimSpatial| InLayout| WeiLayout| DsLayout| OutLayout| InData| WeiData| AccData| CShuffle| DsData|OutData| In| Wei| CDE| ConvForward| Gemm| NumGemm| Block| MPer| NPer| KPer| AK1| BK1| MPer| NPer| MXdl| NXdl| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockLds| BBlockTransfer| BBlockTransfer| BBlockTransfer| BlockTransfer| BBlockTransfer| BBlockTransfer| BBlockLds| CShuffle| CShuffle| CDEBlockTransferClusterLengths| CDEBlockTransfer|
//########################################| | | | | | Type| Type| Type| Type| Type| Type| Elementwise| Elementwise| Elementwise| Specialization| Specialization| K| Size| Block| Block| Block| | | XDL| XDL| Per| Per| ThreadCluster| ThreadCluster| SrcAccessOrder| SrcVectorDim| SrcScalar| DstScalar| AddExtraM| ThreadCluster| ThreadCluster| SrcAccessOrder| SrcVectorDim| SrcScalar| DstScalar| AddExtraN| MXdlPerWave| NXdlPerWave| _MBlock_MXdlPerWave_MWaveMPerXdl| ScalarPerVector|
//########################################| | | | | | | | | | | | Operation| Operation| Operation| | | PrefetchStage| | | | | | | | | Wave| Wave| Lengths_K0_M_K1| ArrangeOrder| | | PerVector| PerVector_AK1| | Lengths_K0_N_K1| ArrangeOrder| | | PerVector| PerVector_BK1| | PerShuffle| PerShuffle| _NBlock_NXdlPerWave_NWaveNPerXdl| _NWaveNPerXdl|
//########################################| | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | |
DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
NDimSpatial
,
GNHWC
,
GKYXC
,
ck
::
Tuple
<>
,
GNHWK
,
int8_t
,
int8_t
,
int32_t
,
int32_t
,
ck
::
Tuple
<>
,
int8_t
,
PassThrough
,
PassThrough
,
OutElementOp
,
ConvForwardSpecialization
,
GemmSpec
,
1
,
256
,
128
,
256
,
64
,
16
,
16
,
32
,
32
,
2
,
4
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
16
,
16
,
1
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
16
,
16
,
1
,
1
,
1
,
S
<
1
,
64
,
1
,
4
>
,
16
>
//########################################| NumDim| A| B| Ds| E| AData| BData| AccData| CShuffle| Ds| EData| A| B| CDE| ConvForward| GEMM| NumGemmK| Block| MPer| NPer| KPer| AK1| BK1| MPer| NPer| MXdl| NXdl| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockLds| BBlockTransfer| BBlockTransfer| BBlockTransfer| BlockTransfer| BBlockTransfer| BBlockTransfer| BBlockLds| CShuffle| CShuffle| CBlockTransferClusterLengths| CBlockTransfer|
//########################################| Spatial| Layout| Layout| Layout| Layout| Type| Type| Type| DataType| DataType| Type| Elementwise| Elementwise| Elementwise| Specialization| Specialization| Prefetch| Size| Block| Block| Block| | | XDL| XDL| Per| Per| ThreadCluster| ThreadCluster| SrcAccessOrder| SrcVectorDim| SrcScalar| DstScalar| AddExtraM| ThreadCluster| ThreadCluster| SrcAccessOrder| SrcVectorDim| SrcScalar| DstScalar| AddExtraN| MXdlPerWave| NXdlPerWave| _MBlock_MWaveMPerXdl| ScalarPerVector|
//########################################| | | | | | | | | | | | Operation| Operation| Operation| | | Stage| | | | | | | | | Wave| Wave| Lengths_K0_M_K1| ArrangeOrder| | | PerVector| PerVector_K1| | Lengths_K0_N_K1| ArrangeOrder| | | PerVector| PerVector_K1| | PerShuffle| PerShuffle| _NBlock_NWaveNPerXdl| _NWaveNPerXdl|
//########################################| | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | |
DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
2
,
GNHWC
,
GKYXC
,
Empty_Tuple
,
GNHWK
,
int8_t
,
int8_t
,
int32_t
,
int32_t
,
Empty_Tuple
,
int8_t
,
PassThrough
,
PassThrough
,
OutElementOp
,
ConvSpec
,
GemmSpec
,
1
,
256
,
256
,
128
,
64
,
16
,
16
,
32
,
32
,
4
,
2
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
16
,
16
,
1
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
16
,
16
,
1
,
1
,
1
,
S
<
1
,
64
,
1
,
4
>
,
16
>
,
DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
2
,
GNHWC
,
GKYXC
,
Empty_Tuple
,
GNHWK
,
int8_t
,
int8_t
,
int32_t
,
int32_t
,
Empty_Tuple
,
int8_t
,
PassThrough
,
PassThrough
,
OutElementOp
,
ConvSpec
,
GemmSpec
,
1
,
256
,
128
,
256
,
64
,
16
,
16
,
32
,
32
,
2
,
4
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
16
,
16
,
1
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
16
,
16
,
1
,
1
,
1
,
S
<
1
,
64
,
1
,
4
>
,
16
>
,
DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
2
,
GNHWC
,
GKYXC
,
Empty_Tuple
,
GNHWK
,
int8_t
,
int8_t
,
int32_t
,
int32_t
,
Empty_Tuple
,
int8_t
,
PassThrough
,
PassThrough
,
OutElementOp
,
ConvSpec
,
GemmSpec
,
1
,
128
,
128
,
128
,
64
,
16
,
16
,
32
,
32
,
4
,
2
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
16
,
16
,
1
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
16
,
16
,
1
,
1
,
1
,
S
<
1
,
32
,
1
,
4
>
,
16
>
,
DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
2
,
GNHWC
,
GKYXC
,
Empty_Tuple
,
GNHWK
,
int8_t
,
int8_t
,
int32_t
,
int32_t
,
Empty_Tuple
,
int8_t
,
PassThrough
,
PassThrough
,
OutElementOp
,
ConvSpec
,
GemmSpec
,
1
,
256
,
128
,
128
,
64
,
16
,
16
,
32
,
32
,
2
,
2
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
16
,
16
,
1
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
16
,
16
,
1
,
1
,
1
,
S
<
1
,
64
,
1
,
4
>
,
16
>
,
DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
2
,
GNHWC
,
GKYXC
,
Empty_Tuple
,
GNHWK
,
int8_t
,
int8_t
,
int32_t
,
int32_t
,
Empty_Tuple
,
int8_t
,
PassThrough
,
PassThrough
,
OutElementOp
,
ConvSpec
,
GemmSpec
,
1
,
128
,
128
,
64
,
64
,
16
,
16
,
32
,
32
,
2
,
2
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
16
,
16
,
1
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
16
,
16
,
1
,
1
,
1
,
S
<
1
,
64
,
1
,
2
>
,
16
>
,
DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
2
,
GNHWC
,
GKYXC
,
Empty_Tuple
,
GNHWK
,
int8_t
,
int8_t
,
int32_t
,
int32_t
,
Empty_Tuple
,
int8_t
,
PassThrough
,
PassThrough
,
OutElementOp
,
ConvSpec
,
GemmSpec
,
1
,
128
,
64
,
128
,
64
,
16
,
16
,
32
,
32
,
2
,
2
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
16
,
16
,
1
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
16
,
16
,
1
,
1
,
1
,
S
<
1
,
32
,
1
,
4
>
,
16
>
,
DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
2
,
GNHWC
,
GKYXC
,
Empty_Tuple
,
GNHWK
,
int8_t
,
int8_t
,
int32_t
,
int32_t
,
Empty_Tuple
,
int8_t
,
PassThrough
,
PassThrough
,
OutElementOp
,
ConvSpec
,
GemmSpec
,
1
,
64
,
64
,
64
,
64
,
16
,
16
,
32
,
32
,
2
,
2
,
S
<
4
,
16
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
16
,
16
,
1
,
S
<
4
,
16
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
16
,
16
,
1
,
1
,
1
,
S
<
1
,
32
,
1
,
2
>
,
16
>
,
DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
2
,
GNHWC
,
GKYXC
,
Empty_Tuple
,
GNHWK
,
int8_t
,
int8_t
,
int32_t
,
int32_t
,
Empty_Tuple
,
int8_t
,
PassThrough
,
PassThrough
,
OutElementOp
,
ConvSpec
,
GemmSpec
,
1
,
256
,
128
,
64
,
64
,
16
,
16
,
32
,
32
,
2
,
1
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
16
,
16
,
1
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
16
,
16
,
1
,
1
,
1
,
S
<
1
,
64
,
1
,
4
>
,
16
>
,
DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
2
,
GNHWC
,
GKYXC
,
Empty_Tuple
,
GNHWK
,
int8_t
,
int8_t
,
int32_t
,
int32_t
,
Empty_Tuple
,
int8_t
,
PassThrough
,
PassThrough
,
OutElementOp
,
ConvSpec
,
GemmSpec
,
1
,
256
,
64
,
128
,
64
,
16
,
16
,
32
,
32
,
1
,
2
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
16
,
16
,
1
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
16
,
16
,
1
,
1
,
1
,
S
<
1
,
64
,
1
,
4
>
,
16
>
,
DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
2
,
GNHWC
,
GKYXC
,
Empty_Tuple
,
GNHWK
,
int8_t
,
int8_t
,
int32_t
,
int32_t
,
Empty_Tuple
,
int8_t
,
PassThrough
,
PassThrough
,
OutElementOp
,
ConvSpec
,
GemmSpec
,
1
,
128
,
128
,
32
,
64
,
16
,
16
,
32
,
32
,
2
,
1
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
16
,
16
,
1
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
16
,
16
,
1
,
1
,
1
,
S
<
1
,
64
,
1
,
2
>
,
16
>
,
DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
2
,
GNHWC
,
GKYXC
,
Empty_Tuple
,
GNHWK
,
int8_t
,
int8_t
,
int32_t
,
int32_t
,
Empty_Tuple
,
int8_t
,
PassThrough
,
PassThrough
,
OutElementOp
,
ConvSpec
,
GemmSpec
,
1
,
128
,
32
,
128
,
64
,
16
,
16
,
32
,
32
,
1
,
2
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
16
,
16
,
1
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
16
,
16
,
1
,
1
,
1
,
S
<
1
,
32
,
1
,
4
>
,
16
>
,
DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
2
,
GNHWC
,
GKYXC
,
Empty_Tuple
,
GNHWK
,
int8_t
,
int8_t
,
int32_t
,
int32_t
,
Empty_Tuple
,
int8_t
,
PassThrough
,
PassThrough
,
OutElementOp
,
ConvSpec
,
GemmSpec
,
1
,
64
,
64
,
32
,
64
,
16
,
16
,
32
,
32
,
2
,
1
,
S
<
4
,
16
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
16
,
16
,
1
,
S
<
4
,
16
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
16
,
16
,
1
,
1
,
1
,
S
<
1
,
32
,
1
,
2
>
,
16
>
,
DeviceGroupedConvFwdMultipleD_Xdl_CShuffle
<
2
,
GNHWC
,
GKYXC
,
Empty_Tuple
,
GNHWK
,
int8_t
,
int8_t
,
int32_t
,
int32_t
,
Empty_Tuple
,
int8_t
,
PassThrough
,
PassThrough
,
OutElementOp
,
ConvSpec
,
GemmSpec
,
1
,
64
,
32
,
64
,
64
,
16
,
16
,
32
,
32
,
1
,
2
,
S
<
4
,
16
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
16
,
16
,
1
,
S
<
4
,
16
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
16
,
16
,
1
,
1
,
1
,
S
<
1
,
32
,
1
,
2
>
,
16
>
>
;
// clang-format on
...
...
@@ -44,41 +63,44 @@ void add_device_conv2d_perlayer_quantization_int8_instances(
std
::
vector
<
std
::
unique_ptr
<
DeviceGroupedConvFwdMultipleD
<
NDimSpatial
,
GNHWC
,
GKYXC
,
ck
::
Tuple
<>
,
Empty_
Tuple
,
GNHWK
,
int8_t
,
int8_t
,
ck
::
Tuple
<>
,
Empty_
Tuple
,
int8_t
,
PassThrough
,
PassThrough
,
Mul_Clamp
>>>&
instances
)
{
static
constexpr
auto
ConvSpec
=
ck
::
tensor_operation
::
device
::
ConvolutionForwardSpecialization
::
Default
;
add_device_operation_instances
(
instances
,
device_conv2d_int8_instances
<
Mul_Clamp
,
ConvSpec
>
{});
add_device_operation_instances
(
instances
,
device_conv2d_int8_instances
<
Mul_Clamp
,
ConvFwdDefault
>
{});
add_device_operation_instances
(
instances
,
device_conv2d_int8_instances
<
Mul_Clamp
,
ConvFwd1x1P0
>
{});
add_device_operation_instances
(
instances
,
device_conv2d_int8_instances
<
Mul_Clamp
,
ConvFwd1x1S1P0
>
{});
}
void
add_device_conv2d_relu_perlayer_quantization_int8_instances
(
std
::
vector
<
std
::
unique_ptr
<
DeviceGroupedConvFwdMultipleD
<
NDimSpatial
,
GNHWC
,
GKYXC
,
ck
::
Tuple
<>
,
Empty_
Tuple
,
GNHWK
,
int8_t
,
int8_t
,
ck
::
Tuple
<>
,
Empty_
Tuple
,
int8_t
,
PassThrough
,
PassThrough
,
Relu_Mul_Clamp
>>>&
instances
)
{
static
constexpr
auto
ConvSpec
=
ck
::
tensor_operation
::
device
::
ConvolutionForwardSpecialization
::
Default
;
add_device_operation_instances
(
instances
,
device_conv2d_int8_instances
<
Relu_Mul_Clamp
,
ConvSpec
>
{});
device_conv2d_int8_instances
<
Relu_Mul_Clamp
,
ConvFwdDefault
>
{});
add_device_operation_instances
(
instances
,
device_conv2d_int8_instances
<
Relu_Mul_Clamp
,
ConvFwd1x1P0
>
{});
add_device_operation_instances
(
instances
,
device_conv2d_int8_instances
<
Relu_Mul_Clamp
,
ConvFwd1x1S1P0
>
{});
}
}
// namespace instance
...
...
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