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Commit dc7b6568 authored by rocking's avatar rocking
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Refine the quantization instance library

parent c0be8480
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Showing with 244 additions and 97 deletions
library/src/tensor_operation_instance/gpu/quantization/CMakeLists.txt
View file @ dc7b6568
add_instance_library(device_quantization_instance add_instance_library(device_quantization_instance
conv2d_fwd/device_conv2d_xdl_bias_perchannel_quantization_int8_instance.cpp conv2d_fwd/device_conv2d_bias_perchannel_quantization_int8_instance.cpp
conv2d_fwd/device_conv2d_xdl_bias_perlayer_quantization_int8_instance.cpp conv2d_fwd/device_conv2d_bias_perlayer_quantization_int8_instance.cpp
conv2d_fwd/device_conv2d_xdl_perchannel_quantization_int8_instance.cpp conv2d_fwd/device_conv2d_perchannel_quantization_int8_instance.cpp
conv2d_fwd/device_conv2d_xdl_perlayer_quantization_int8_instance.cpp conv2d_fwd/device_conv2d_perlayer_quantization_int8_instance.cpp
) )
library/src/tensor_operation_instance/gpu/quantization/conv2d_fwd/device_conv2d_xdl_bias_perchannel_quantization_int8_instance.cpp → library/src/tensor_operation_instance/gpu/quantization/conv2d_fwd/device_conv2d_bias_perchannel_quantization_int8_instance.cpp
View file @ dc7b6568
// SPDX-License-Identifier: MIT // SPDX-License-Identifier: MIT
// Copyright (c) 2018-2022, Advanced Micro Devices, Inc. All rights reserved. // Copyright (c) 2018-2022, Advanced Micro Devices, Inc. All rights reserved.
#include "device_conv2d_xdl_int8_instance.hpp" #include "device_conv2d_int8_instance.hpp"
namespace ck { namespace ck {
namespace tensor_operation { namespace tensor_operation {
...@@ -22,20 +22,23 @@ void add_device_conv2d_bias_perchannel_quantization_int8_instances( ...@@ -22,20 +22,23 @@ void add_device_conv2d_bias_perchannel_quantization_int8_instances(
Add_Mul2_Clamp>>>& instances) Add_Mul2_Clamp>>>& instances)
{ {
add_device_operation_instances(instances, add_device_operation_instances(instances,
device_conv2d_int8_32Ds_instances<GK_GK_Tuple, device_grouped_conv2d_xdl_int8_instances<GK_GK_Tuple,
I32_F32_Tuple, I32_F32_Tuple,
Add_Mul2_Clamp, Add_Mul2_Clamp,
ConvFwdDefault>{}); ConvFwdDefault,
8>{});
add_device_operation_instances(instances, add_device_operation_instances(instances,
device_conv2d_int8_32Ds_instances<GK_GK_Tuple, device_grouped_conv2d_xdl_int8_instances<GK_GK_Tuple,
I32_F32_Tuple, I32_F32_Tuple,
Add_Mul2_Clamp, Add_Mul2_Clamp,
ConvFwd1x1P0>{}); ConvFwd1x1P0,
8>{});
add_device_operation_instances(instances, add_device_operation_instances(instances,
device_conv2d_int8_32Ds_instances<GK_GK_Tuple, device_grouped_conv2d_xdl_int8_instances<GK_GK_Tuple,
I32_F32_Tuple, I32_F32_Tuple,
Add_Mul2_Clamp, Add_Mul2_Clamp,
ConvFwd1x1S1P0>{}); ConvFwd1x1S1P0,
8>{});
} }
void add_device_conv2d_bias_relu_perchannel_quantization_int8_instances( void add_device_conv2d_bias_relu_perchannel_quantization_int8_instances(
...@@ -53,20 +56,23 @@ void add_device_conv2d_bias_relu_perchannel_quantization_int8_instances( ...@@ -53,20 +56,23 @@ void add_device_conv2d_bias_relu_perchannel_quantization_int8_instances(
Add_Relu_Mul2_Clamp>>>& instances) Add_Relu_Mul2_Clamp>>>& instances)
{ {
add_device_operation_instances(instances, add_device_operation_instances(instances,
device_conv2d_int8_32Ds_instances<GK_GK_Tuple, device_grouped_conv2d_xdl_int8_instances<GK_GK_Tuple,
I32_F32_Tuple, I32_F32_Tuple,
Add_Relu_Mul2_Clamp, Add_Relu_Mul2_Clamp,
ConvFwdDefault>{}); ConvFwdDefault,
8>{});
add_device_operation_instances(instances, add_device_operation_instances(instances,
device_conv2d_int8_32Ds_instances<GK_GK_Tuple, device_grouped_conv2d_xdl_int8_instances<GK_GK_Tuple,
I32_F32_Tuple, I32_F32_Tuple,
Add_Relu_Mul2_Clamp, Add_Relu_Mul2_Clamp,
ConvFwd1x1P0>{}); ConvFwd1x1P0,
8>{});
add_device_operation_instances(instances, add_device_operation_instances(instances,
device_conv2d_int8_32Ds_instances<GK_GK_Tuple, device_grouped_conv2d_xdl_int8_instances<GK_GK_Tuple,
I32_F32_Tuple, I32_F32_Tuple,
Add_Relu_Mul2_Clamp, Add_Relu_Mul2_Clamp,
ConvFwd1x1S1P0>{}); ConvFwd1x1S1P0,
8>{});
} }
} // namespace instance } // namespace instance
} // namespace device } // namespace device
......
library/src/tensor_operation_instance/gpu/quantization/conv2d_fwd/device_conv2d_xdl_bias_perlayer_quantization_int8_instance.cpp → library/src/tensor_operation_instance/gpu/quantization/conv2d_fwd/device_conv2d_bias_perlayer_quantization_int8_instance.cpp
View file @ dc7b6568
// SPDX-License-Identifier: MIT // SPDX-License-Identifier: MIT
// Copyright (c) 2018-2022, Advanced Micro Devices, Inc. All rights reserved. // Copyright (c) 2018-2022, Advanced Micro Devices, Inc. All rights reserved.
#include "device_conv2d_xdl_int8_instance.hpp" #include "device_conv2d_int8_instance.hpp"
namespace ck { namespace ck {
namespace tensor_operation { namespace tensor_operation {
...@@ -21,15 +21,24 @@ void add_device_conv2d_bias_perlayer_quantization_int8_instances( ...@@ -21,15 +21,24 @@ void add_device_conv2d_bias_perlayer_quantization_int8_instances(
PassThrough, PassThrough,
Add_Mul_Clamp>>>& instances) Add_Mul_Clamp>>>& instances)
{ {
add_device_operation_instances( add_device_operation_instances(instances,
instances, device_grouped_conv2d_xdl_int8_instances<GK_Tuple,
device_conv2d_int8_32Ds_instances<GK_Tuple, I32_Tuple, Add_Mul_Clamp, ConvFwdDefault>{}); I32_Tuple,
add_device_operation_instances( Add_Mul_Clamp,
instances, ConvFwdDefault,
device_conv2d_int8_32Ds_instances<GK_Tuple, I32_Tuple, Add_Mul_Clamp, ConvFwd1x1P0>{}); 8>{});
add_device_operation_instances( add_device_operation_instances(instances,
instances, device_grouped_conv2d_xdl_int8_instances<GK_Tuple,
device_conv2d_int8_32Ds_instances<GK_Tuple, I32_Tuple, Add_Mul_Clamp, ConvFwd1x1S1P0>{}); I32_Tuple,
Add_Mul_Clamp,
ConvFwd1x1P0,
8>{});
add_device_operation_instances(instances,
device_grouped_conv2d_xdl_int8_instances<GK_Tuple,
I32_Tuple,
Add_Mul_Clamp,
ConvFwd1x1S1P0,
8>{});
} }
void add_device_conv2d_bias_relu_perlayer_quantization_int8_instances( void add_device_conv2d_bias_relu_perlayer_quantization_int8_instances(
...@@ -47,20 +56,25 @@ void add_device_conv2d_bias_relu_perlayer_quantization_int8_instances( ...@@ -47,20 +56,25 @@ void add_device_conv2d_bias_relu_perlayer_quantization_int8_instances(
Add_Relu_Mul_Clamp>>>& instances) Add_Relu_Mul_Clamp>>>& instances)
{ {
add_device_operation_instances(instances, add_device_operation_instances(instances,
device_conv2d_int8_32Ds_instances<GK_Tuple, device_grouped_conv2d_xdl_int8_instances<GK_Tuple,
I32_Tuple, I32_Tuple,
Add_Relu_Mul_Clamp, Add_Relu_Mul_Clamp,
ConvFwdDefault>{}); ConvFwdDefault,
8>{});
add_device_operation_instances( add_device_operation_instances(instances,
instances, device_grouped_conv2d_xdl_int8_instances<GK_Tuple,
device_conv2d_int8_32Ds_instances<GK_Tuple, I32_Tuple, Add_Relu_Mul_Clamp, ConvFwd1x1P0>{}); I32_Tuple,
Add_Relu_Mul_Clamp,
ConvFwd1x1P0,
8>{});
add_device_operation_instances(instances, add_device_operation_instances(instances,
device_conv2d_int8_32Ds_instances<GK_Tuple, device_grouped_conv2d_xdl_int8_instances<GK_Tuple,
I32_Tuple, I32_Tuple,
Add_Relu_Mul_Clamp, Add_Relu_Mul_Clamp,
ConvFwd1x1S1P0>{}); ConvFwd1x1S1P0,
8>{});
} }
} // namespace instance } // namespace instance
} // namespace device } // namespace device
......
library/src/tensor_operation_instance/gpu/quantization/conv2d_fwd/device_conv2d_xdl_int8_instance.hpp → library/src/tensor_operation_instance/gpu/quantization/conv2d_fwd/device_conv2d_int8_instance.hpp
View file @ dc7b6568
...@@ -53,55 +53,28 @@ static constexpr auto ConvFwd1x1S1P0 = ...@@ -53,55 +53,28 @@ static constexpr auto ConvFwd1x1S1P0 =
template <typename DsLayout, template <typename DsLayout,
typename DsDatatype, typename DsDatatype,
typename OutElementOp, typename OutElementOp,
ConvolutionForwardSpecialization ConvSpec> ConvolutionForwardSpecialization ConvSpec,
index_t DstScalarPerVector = 16>
// clang-format off // clang-format off
using device_conv2d_int8_instances = using device_grouped_conv2d_xdl_int8_instances =
std::tuple < std::tuple <
//########################################| NumDim| A| B| Ds| E| AData| BData| AccData| CShuffle| Ds| EData| A| B| CDE| ConvForward| GEMM| NumGemmK| Block| MPer| NPer| KPer| AK1| BK1| MPer| NPer| MXdl| NXdl| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockLds| BBlockTransfer| BBlockTransfer| BBlockTransfer| BlockTransfer| BBlockTransfer| BBlockTransfer| BBlockLds| CShuffle| CShuffle| CBlockTransferClusterLengths| CBlockTransfer| //########################################| 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| //########################################| 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| //########################################| | | | | | | | | | | | 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, DsLayout, GNHWK, int8_t, int8_t, int32_t, int32_t, DsDatatype, int8_t, PassThrough, PassThrough, OutElementOp, ConvSpec, GemmSpec, 1, 256, 256, 128, 64, 16, 16, 32, 32, 4, 2, S<4, 64, 1>, S<1, 0, 2>, S<1, 0, 2>, 2, 16, 16, 1, S<4, 64, 1>, S<1, 0, 2>, S<1, 0, 2>, 2, 16, 16, 1, 1, 1, S<1, 64, 1, 4>, 16>, DeviceGroupedConvFwdMultipleD_Xdl_CShuffle< 2, GNHWC, GKYXC, DsLayout, GNHWK, int8_t, int8_t, int32_t, int32_t, DsDatatype, int8_t, PassThrough, PassThrough, OutElementOp, ConvSpec, GemmSpec, 1, 256, 256, 128, 64, 16, 16, 32, 32, 4, 2, S<4, 64, 1>, S<1, 0, 2>, S<1, 0, 2>, 2, 16, 16, 1, S<4, 64, 1>, S<1, 0, 2>, S<1, 0, 2>, 2, 16, 16, 1, 1, 1, S<1, 64, 1, 4>, DstScalarPerVector>,
DeviceGroupedConvFwdMultipleD_Xdl_CShuffle< 2, GNHWC, GKYXC, DsLayout, GNHWK, int8_t, int8_t, int32_t, int32_t, DsDatatype, int8_t, PassThrough, PassThrough, OutElementOp, ConvSpec, GemmSpec, 1, 256, 128, 256, 64, 16, 16, 32, 32, 2, 4, S<4, 64, 1>, S<1, 0, 2>, S<1, 0, 2>, 2, 16, 16, 1, S<4, 64, 1>, S<1, 0, 2>, S<1, 0, 2>, 2, 16, 16, 1, 1, 1, S<1, 64, 1, 4>, 16>, DeviceGroupedConvFwdMultipleD_Xdl_CShuffle< 2, GNHWC, GKYXC, DsLayout, GNHWK, int8_t, int8_t, int32_t, int32_t, DsDatatype, int8_t, PassThrough, PassThrough, OutElementOp, ConvSpec, GemmSpec, 1, 256, 128, 256, 64, 16, 16, 32, 32, 2, 4, S<4, 64, 1>, S<1, 0, 2>, S<1, 0, 2>, 2, 16, 16, 1, S<4, 64, 1>, S<1, 0, 2>, S<1, 0, 2>, 2, 16, 16, 1, 1, 1, S<1, 64, 1, 4>, DstScalarPerVector>,
DeviceGroupedConvFwdMultipleD_Xdl_CShuffle< 2, GNHWC, GKYXC, DsLayout, GNHWK, int8_t, int8_t, int32_t, int32_t, DsDatatype, int8_t, PassThrough, PassThrough, OutElementOp, ConvSpec, GemmSpec, 1, 128, 128, 128, 64, 16, 16, 32, 32, 4, 2, S<4, 32, 1>, S<1, 0, 2>, S<1, 0, 2>, 2, 16, 16, 1, S<4, 32, 1>, S<1, 0, 2>, S<1, 0, 2>, 2, 16, 16, 1, 1, 1, S<1, 32, 1, 4>, 16>, DeviceGroupedConvFwdMultipleD_Xdl_CShuffle< 2, GNHWC, GKYXC, DsLayout, GNHWK, int8_t, int8_t, int32_t, int32_t, DsDatatype, int8_t, PassThrough, PassThrough, OutElementOp, ConvSpec, GemmSpec, 1, 128, 128, 128, 64, 16, 16, 32, 32, 4, 2, S<4, 32, 1>, S<1, 0, 2>, S<1, 0, 2>, 2, 16, 16, 1, S<4, 32, 1>, S<1, 0, 2>, S<1, 0, 2>, 2, 16, 16, 1, 1, 1, S<1, 32, 1, 4>, DstScalarPerVector>,
DeviceGroupedConvFwdMultipleD_Xdl_CShuffle< 2, GNHWC, GKYXC, DsLayout, GNHWK, int8_t, int8_t, int32_t, int32_t, DsDatatype, int8_t, PassThrough, PassThrough, OutElementOp, ConvSpec, GemmSpec, 1, 256, 128, 128, 64, 16, 16, 32, 32, 2, 2, S<4, 64, 1>, S<1, 0, 2>, S<1, 0, 2>, 2, 16, 16, 1, S<4, 64, 1>, S<1, 0, 2>, S<1, 0, 2>, 2, 16, 16, 1, 1, 1, S<1, 64, 1, 4>, 16>, DeviceGroupedConvFwdMultipleD_Xdl_CShuffle< 2, GNHWC, GKYXC, DsLayout, GNHWK, int8_t, int8_t, int32_t, int32_t, DsDatatype, int8_t, PassThrough, PassThrough, OutElementOp, ConvSpec, GemmSpec, 1, 256, 128, 128, 64, 16, 16, 32, 32, 2, 2, S<4, 64, 1>, S<1, 0, 2>, S<1, 0, 2>, 2, 16, 16, 1, S<4, 64, 1>, S<1, 0, 2>, S<1, 0, 2>, 2, 16, 16, 1, 1, 1, S<1, 64, 1, 4>, DstScalarPerVector>,
DeviceGroupedConvFwdMultipleD_Xdl_CShuffle< 2, GNHWC, GKYXC, DsLayout, GNHWK, int8_t, int8_t, int32_t, int32_t, DsDatatype, int8_t, PassThrough, PassThrough, OutElementOp, ConvSpec, GemmSpec, 1, 128, 128, 64, 64, 16, 16, 32, 32, 2, 2, S<4, 32, 1>, S<1, 0, 2>, S<1, 0, 2>, 2, 16, 16, 1, S<4, 32, 1>, S<1, 0, 2>, S<1, 0, 2>, 2, 16, 16, 1, 1, 1, S<1, 64, 1, 2>, 16>, DeviceGroupedConvFwdMultipleD_Xdl_CShuffle< 2, GNHWC, GKYXC, DsLayout, GNHWK, int8_t, int8_t, int32_t, int32_t, DsDatatype, int8_t, PassThrough, PassThrough, OutElementOp, ConvSpec, GemmSpec, 1, 128, 128, 64, 64, 16, 16, 32, 32, 2, 2, S<4, 32, 1>, S<1, 0, 2>, S<1, 0, 2>, 2, 16, 16, 1, S<4, 32, 1>, S<1, 0, 2>, S<1, 0, 2>, 2, 16, 16, 1, 1, 1, S<1, 64, 1, 2>, DstScalarPerVector>,
DeviceGroupedConvFwdMultipleD_Xdl_CShuffle< 2, GNHWC, GKYXC, DsLayout, GNHWK, int8_t, int8_t, int32_t, int32_t, DsDatatype, int8_t, PassThrough, PassThrough, OutElementOp, ConvSpec, GemmSpec, 1, 128, 64, 128, 64, 16, 16, 32, 32, 2, 2, S<4, 32, 1>, S<1, 0, 2>, S<1, 0, 2>, 2, 16, 16, 1, S<4, 32, 1>, S<1, 0, 2>, S<1, 0, 2>, 2, 16, 16, 1, 1, 1, S<1, 32, 1, 4>, 16>, DeviceGroupedConvFwdMultipleD_Xdl_CShuffle< 2, GNHWC, GKYXC, DsLayout, GNHWK, int8_t, int8_t, int32_t, int32_t, DsDatatype, int8_t, PassThrough, PassThrough, OutElementOp, ConvSpec, GemmSpec, 1, 128, 64, 128, 64, 16, 16, 32, 32, 2, 2, S<4, 32, 1>, S<1, 0, 2>, S<1, 0, 2>, 2, 16, 16, 1, S<4, 32, 1>, S<1, 0, 2>, S<1, 0, 2>, 2, 16, 16, 1, 1, 1, S<1, 32, 1, 4>, DstScalarPerVector>,
DeviceGroupedConvFwdMultipleD_Xdl_CShuffle< 2, GNHWC, GKYXC, DsLayout, GNHWK, int8_t, int8_t, int32_t, int32_t, DsDatatype, int8_t, PassThrough, PassThrough, OutElementOp, ConvSpec, GemmSpec, 1, 64, 64, 64, 64, 16, 16, 32, 32, 2, 2, S<4, 16, 1>, S<1, 0, 2>, S<1, 0, 2>, 2, 16, 16, 1, S<4, 16, 1>, S<1, 0, 2>, S<1, 0, 2>, 2, 16, 16, 1, 1, 1, S<1, 32, 1, 2>, 16>, DeviceGroupedConvFwdMultipleD_Xdl_CShuffle< 2, GNHWC, GKYXC, DsLayout, GNHWK, int8_t, int8_t, int32_t, int32_t, DsDatatype, int8_t, PassThrough, PassThrough, OutElementOp, ConvSpec, GemmSpec, 1, 64, 64, 64, 64, 16, 16, 32, 32, 2, 2, S<4, 16, 1>, S<1, 0, 2>, S<1, 0, 2>, 2, 16, 16, 1, S<4, 16, 1>, S<1, 0, 2>, S<1, 0, 2>, 2, 16, 16, 1, 1, 1, S<1, 32, 1, 2>, DstScalarPerVector>,
DeviceGroupedConvFwdMultipleD_Xdl_CShuffle< 2, GNHWC, GKYXC, DsLayout, GNHWK, int8_t, int8_t, int32_t, int32_t, DsDatatype, int8_t, PassThrough, PassThrough, OutElementOp, ConvSpec, GemmSpec, 1, 256, 128, 64, 64, 16, 16, 32, 32, 2, 1, S<4, 64, 1>, S<1, 0, 2>, S<1, 0, 2>, 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, DsLayout, GNHWK, int8_t, int8_t, int32_t, int32_t, DsDatatype, int8_t, PassThrough, PassThrough, OutElementOp, ConvSpec, GemmSpec, 1, 256, 128, 64, 64, 16, 16, 32, 32, 2, 1, S<4, 64, 1>, S<1, 0, 2>, S<1, 0, 2>, 2, 16, 16, 1, S<4, 64, 1>, S<1, 0, 2>, S<1, 0, 2>, 2, 16, 16, 1, 1, 1, S<1, 64, 1, 4>, DstScalarPerVector>,
DeviceGroupedConvFwdMultipleD_Xdl_CShuffle< 2, GNHWC, GKYXC, DsLayout, GNHWK, int8_t, int8_t, int32_t, int32_t, DsDatatype, 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, DsLayout, GNHWK, int8_t, int8_t, int32_t, int32_t, DsDatatype, 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>, DstScalarPerVector>,
DeviceGroupedConvFwdMultipleD_Xdl_CShuffle< 2, GNHWC, GKYXC, DsLayout, GNHWK, int8_t, int8_t, int32_t, int32_t, DsDatatype, 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, DsLayout, GNHWK, int8_t, int8_t, int32_t, int32_t, DsDatatype, 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>, DstScalarPerVector>,
DeviceGroupedConvFwdMultipleD_Xdl_CShuffle< 2, GNHWC, GKYXC, DsLayout, GNHWK, int8_t, int8_t, int32_t, int32_t, DsDatatype, 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, DsLayout, GNHWK, int8_t, int8_t, int32_t, int32_t, DsDatatype, 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>, DstScalarPerVector>,
DeviceGroupedConvFwdMultipleD_Xdl_CShuffle< 2, GNHWC, GKYXC, DsLayout, GNHWK, int8_t, int8_t, int32_t, int32_t, DsDatatype, int8_t, PassThrough, PassThrough, OutElementOp, ConvSpec, GemmSpec, 1, 64, 64, 32, 64, 16, 16, 32, 32, 2, 1, S<4, 16, 1>, S<1, 0, 2>, S<1, 0, 2>, 2, 16, 16, 1, S<4, 16, 1>, S<1, 0, 2>, S<1, 0, 2>, 2, 16, 16, 1, 1, 1, S<1, 32, 1, 2>, 16>, DeviceGroupedConvFwdMultipleD_Xdl_CShuffle< 2, GNHWC, GKYXC, DsLayout, GNHWK, int8_t, int8_t, int32_t, int32_t, DsDatatype, int8_t, PassThrough, PassThrough, OutElementOp, ConvSpec, GemmSpec, 1, 64, 64, 32, 64, 16, 16, 32, 32, 2, 1, S<4, 16, 1>, S<1, 0, 2>, S<1, 0, 2>, 2, 16, 16, 1, S<4, 16, 1>, S<1, 0, 2>, S<1, 0, 2>, 2, 16, 16, 1, 1, 1, S<1, 32, 1, 2>, DstScalarPerVector>,
DeviceGroupedConvFwdMultipleD_Xdl_CShuffle< 2, GNHWC, GKYXC, DsLayout, GNHWK, int8_t, int8_t, int32_t, int32_t, DsDatatype, int8_t, PassThrough, PassThrough, OutElementOp, ConvSpec, GemmSpec, 1, 64, 32, 64, 64, 16, 16, 32, 32, 1, 2, S<4, 16, 1>, S<1, 0, 2>, S<1, 0, 2>, 2, 16, 16, 1, S<4, 16, 1>, S<1, 0, 2>, S<1, 0, 2>, 2, 16, 16, 1, 1, 1, S<1, 32, 1, 2>, 16> DeviceGroupedConvFwdMultipleD_Xdl_CShuffle< 2, GNHWC, GKYXC, DsLayout, GNHWK, int8_t, int8_t, int32_t, int32_t, DsDatatype, int8_t, PassThrough, PassThrough, OutElementOp, ConvSpec, GemmSpec, 1, 64, 32, 64, 64, 16, 16, 32, 32, 1, 2, S<4, 16, 1>, S<1, 0, 2>, S<1, 0, 2>, 2, 16, 16, 1, S<4, 16, 1>, S<1, 0, 2>, S<1, 0, 2>, 2, 16, 16, 1, 1, 1, S<1, 32, 1, 2>, DstScalarPerVector>
>;
// clang-format on
// for conv + multiple of 32 bit Ds. bit of Ds will affect the ScalarPerVector of C
template <typename DsLayout,
typename DsDatatype,
typename OutElementOp,
ConvolutionForwardSpecialization ConvSpec>
// clang-format off
using device_conv2d_int8_32Ds_instances =
std::tuple <
//########################################| NumDim| A| B| Ds| E| AData| BData| AccData| CShuffle| Ds| EData| A| B| CDE| ConvForward| GEMM| NumGemmK| Block| MPer| NPer| KPer| AK1| BK1| MPer| NPer| MXdl| NXdl| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockLds| BBlockTransfer| BBlockTransfer| BBlockTransfer| BlockTransfer| BBlockTransfer| BBlockTransfer| BBlockLds| CShuffle| CShuffle| CBlockTransferClusterLengths| CBlockTransfer|
//########################################| Spatial| Layout| Layout| Layout| Layout| Type| Type| Type| DataType| DataType| Type| Elementwise| Elementwise| Elementwise| Specialization| Specialization| Prefetch| Size| Block| Block| Block| | | XDL| XDL| Per| Per| ThreadCluster| ThreadCluster| SrcAccessOrder| SrcVectorDim| SrcScalar| DstScalar| AddExtraM| ThreadCluster| ThreadCluster| SrcAccessOrder| SrcVectorDim| SrcScalar| DstScalar| AddExtraN| MXdlPerWave| NXdlPerWave| _MBlock_MWaveMPerXdl| ScalarPerVector|
//########################################| | | | | | | | | | | | Operation| Operation| Operation| | | Stage| | | | | | | | | Wave| Wave| Lengths_K0_M_K1| ArrangeOrder| | | PerVector| PerVector_K1| | Lengths_K0_N_K1| ArrangeOrder| | | PerVector| PerVector_K1| | PerShuffle| PerShuffle| _NBlock_NWaveNPerXdl| _NWaveNPerXdl|
//########################################| | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | |
DeviceGroupedConvFwdMultipleD_Xdl_CShuffle< 2, GNHWC, GKYXC, DsLayout, GNHWK, int8_t, int8_t, int32_t, int32_t, DsDatatype, int8_t, PassThrough, PassThrough, OutElementOp, ConvSpec, GemmSpec, 1, 256, 256, 128, 64, 16, 16, 32, 32, 4, 2, S<4, 64, 1>, S<1, 0, 2>, S<1, 0, 2>, 2, 16, 16, 1, S<4, 64, 1>, S<1, 0, 2>, S<1, 0, 2>, 2, 16, 16, 1, 1, 1, S<1, 64, 1, 4>, 8>,
DeviceGroupedConvFwdMultipleD_Xdl_CShuffle< 2, GNHWC, GKYXC, DsLayout, GNHWK, int8_t, int8_t, int32_t, int32_t, DsDatatype, int8_t, PassThrough, PassThrough, OutElementOp, ConvSpec, GemmSpec, 1, 256, 128, 256, 64, 16, 16, 32, 32, 2, 4, S<4, 64, 1>, S<1, 0, 2>, S<1, 0, 2>, 2, 16, 16, 1, S<4, 64, 1>, S<1, 0, 2>, S<1, 0, 2>, 2, 16, 16, 1, 1, 1, S<1, 64, 1, 4>, 8>,
DeviceGroupedConvFwdMultipleD_Xdl_CShuffle< 2, GNHWC, GKYXC, DsLayout, GNHWK, int8_t, int8_t, int32_t, int32_t, DsDatatype, int8_t, PassThrough, PassThrough, OutElementOp, ConvSpec, GemmSpec, 1, 128, 128, 128, 64, 16, 16, 32, 32, 4, 2, S<4, 32, 1>, S<1, 0, 2>, S<1, 0, 2>, 2, 16, 16, 1, S<4, 32, 1>, S<1, 0, 2>, S<1, 0, 2>, 2, 16, 16, 1, 1, 1, S<1, 32, 1, 4>, 8>,
DeviceGroupedConvFwdMultipleD_Xdl_CShuffle< 2, GNHWC, GKYXC, DsLayout, GNHWK, int8_t, int8_t, int32_t, int32_t, DsDatatype, int8_t, PassThrough, PassThrough, OutElementOp, ConvSpec, GemmSpec, 1, 256, 128, 128, 64, 16, 16, 32, 32, 2, 2, S<4, 64, 1>, S<1, 0, 2>, S<1, 0, 2>, 2, 16, 16, 1, S<4, 64, 1>, S<1, 0, 2>, S<1, 0, 2>, 2, 16, 16, 1, 1, 1, S<1, 64, 1, 4>, 8>,
DeviceGroupedConvFwdMultipleD_Xdl_CShuffle< 2, GNHWC, GKYXC, DsLayout, GNHWK, int8_t, int8_t, int32_t, int32_t, DsDatatype, int8_t, PassThrough, PassThrough, OutElementOp, ConvSpec, GemmSpec, 1, 128, 128, 64, 64, 16, 16, 32, 32, 2, 2, S<4, 32, 1>, S<1, 0, 2>, S<1, 0, 2>, 2, 16, 16, 1, S<4, 32, 1>, S<1, 0, 2>, S<1, 0, 2>, 2, 16, 16, 1, 1, 1, S<1, 64, 1, 2>, 8>,
DeviceGroupedConvFwdMultipleD_Xdl_CShuffle< 2, GNHWC, GKYXC, DsLayout, GNHWK, int8_t, int8_t, int32_t, int32_t, DsDatatype, int8_t, PassThrough, PassThrough, OutElementOp, ConvSpec, GemmSpec, 1, 128, 64, 128, 64, 16, 16, 32, 32, 2, 2, S<4, 32, 1>, S<1, 0, 2>, S<1, 0, 2>, 2, 16, 16, 1, S<4, 32, 1>, S<1, 0, 2>, S<1, 0, 2>, 2, 16, 16, 1, 1, 1, S<1, 32, 1, 4>, 8>,
DeviceGroupedConvFwdMultipleD_Xdl_CShuffle< 2, GNHWC, GKYXC, DsLayout, GNHWK, int8_t, int8_t, int32_t, int32_t, DsDatatype, int8_t, PassThrough, PassThrough, OutElementOp, ConvSpec, GemmSpec, 1, 64, 64, 64, 64, 16, 16, 32, 32, 2, 2, S<4, 16, 1>, S<1, 0, 2>, S<1, 0, 2>, 2, 16, 16, 1, S<4, 16, 1>, S<1, 0, 2>, S<1, 0, 2>, 2, 16, 16, 1, 1, 1, S<1, 32, 1, 2>, 8>,
DeviceGroupedConvFwdMultipleD_Xdl_CShuffle< 2, GNHWC, GKYXC, DsLayout, GNHWK, int8_t, int8_t, int32_t, int32_t, DsDatatype, int8_t, PassThrough, PassThrough, OutElementOp, ConvSpec, GemmSpec, 1, 256, 128, 64, 64, 16, 16, 32, 32, 2, 1, S<4, 64, 1>, S<1, 0, 2>, S<1, 0, 2>, 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, DsLayout, GNHWK, int8_t, int8_t, int32_t, int32_t, DsDatatype, 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, DsLayout, GNHWK, int8_t, int8_t, int32_t, int32_t, DsDatatype, 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, DsLayout, GNHWK, int8_t, int8_t, int32_t, int32_t, DsDatatype, 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, DsLayout, GNHWK, int8_t, int8_t, int32_t, int32_t, DsDatatype, int8_t, PassThrough, PassThrough, OutElementOp, ConvSpec, GemmSpec, 1, 64, 64, 32, 64, 16, 16, 32, 32, 2, 1, S<4, 16, 1>, S<1, 0, 2>, S<1, 0, 2>, 2, 16, 16, 1, S<4, 16, 1>, S<1, 0, 2>, S<1, 0, 2>, 2, 16, 16, 1, 1, 1, S<1, 32, 1, 2>, 8>,
DeviceGroupedConvFwdMultipleD_Xdl_CShuffle< 2, GNHWC, GKYXC, DsLayout, GNHWK, int8_t, int8_t, int32_t, int32_t, DsDatatype, int8_t, PassThrough, PassThrough, OutElementOp, ConvSpec, GemmSpec, 1, 64, 32, 64, 64, 16, 16, 32, 32, 1, 2, S<4, 16, 1>, S<1, 0, 2>, S<1, 0, 2>, 2, 16, 16, 1, S<4, 16, 1>, S<1, 0, 2>, S<1, 0, 2>, 2, 16, 16, 1, 1, 1, S<1, 32, 1, 2>, 8>
>; >;
// clang-format on // clang-format on
......
library/src/tensor_operation_instance/gpu/quantization/conv2d_fwd/device_conv2d_xdl_perchannel_quantization_int8_instance.cpp → library/src/tensor_operation_instance/gpu/quantization/conv2d_fwd/device_conv2d_perchannel_quantization_int8_instance.cpp
View file @ dc7b6568
// SPDX-License-Identifier: MIT // SPDX-License-Identifier: MIT
// Copyright (c) 2018-2022, Advanced Micro Devices, Inc. All rights reserved. // Copyright (c) 2018-2022, Advanced Micro Devices, Inc. All rights reserved.
#include "device_conv2d_xdl_int8_instance.hpp" #include "device_conv2d_int8_instance.hpp"
namespace ck { namespace ck {
namespace tensor_operation { namespace tensor_operation {
...@@ -21,15 +21,24 @@ void add_device_conv2d_perchannel_quantization_int8_instances( ...@@ -21,15 +21,24 @@ void add_device_conv2d_perchannel_quantization_int8_instances(
PassThrough, PassThrough,
Mul2_Clamp>>>& instances) Mul2_Clamp>>>& instances)
{ {
add_device_operation_instances( add_device_operation_instances(instances,
instances, device_grouped_conv2d_xdl_int8_instances<GK_Tuple,
device_conv2d_int8_32Ds_instances<GK_Tuple, F32_Tuple, Mul2_Clamp, ConvFwdDefault>{}); F32_Tuple,
add_device_operation_instances( Mul2_Clamp,
instances, ConvFwdDefault,
device_conv2d_int8_32Ds_instances<GK_Tuple, F32_Tuple, Mul2_Clamp, ConvFwd1x1P0>{}); 8>{});
add_device_operation_instances( add_device_operation_instances(instances,
instances, device_grouped_conv2d_xdl_int8_instances<GK_Tuple,
device_conv2d_int8_32Ds_instances<GK_Tuple, F32_Tuple, Mul2_Clamp, ConvFwd1x1S1P0>{}); F32_Tuple,
Mul2_Clamp,
ConvFwd1x1P0,
8>{});
add_device_operation_instances(instances,
device_grouped_conv2d_xdl_int8_instances<GK_Tuple,
F32_Tuple,
Mul2_Clamp,
ConvFwd1x1S1P0,
8>{});
} }
void add_device_conv2d_relu_perchannel_quantization_int8_instances( void add_device_conv2d_relu_perchannel_quantization_int8_instances(
...@@ -46,15 +55,24 @@ void add_device_conv2d_relu_perchannel_quantization_int8_instances( ...@@ -46,15 +55,24 @@ void add_device_conv2d_relu_perchannel_quantization_int8_instances(
PassThrough, PassThrough,
Relu_Mul2_Clamp>>>& instances) Relu_Mul2_Clamp>>>& instances)
{ {
add_device_operation_instances( add_device_operation_instances(instances,
instances, device_grouped_conv2d_xdl_int8_instances<GK_Tuple,
device_conv2d_int8_32Ds_instances<GK_Tuple, F32_Tuple, Relu_Mul2_Clamp, ConvFwdDefault>{}); F32_Tuple,
add_device_operation_instances( Relu_Mul2_Clamp,
instances, ConvFwdDefault,
device_conv2d_int8_32Ds_instances<GK_Tuple, F32_Tuple, Relu_Mul2_Clamp, ConvFwd1x1P0>{}); 8>{});
add_device_operation_instances( add_device_operation_instances(instances,
instances, device_grouped_conv2d_xdl_int8_instances<GK_Tuple,
device_conv2d_int8_32Ds_instances<GK_Tuple, F32_Tuple, Relu_Mul2_Clamp, ConvFwd1x1S1P0>{}); F32_Tuple,
Relu_Mul2_Clamp,
ConvFwd1x1P0,
8>{});
add_device_operation_instances(instances,
device_grouped_conv2d_xdl_int8_instances<GK_Tuple,
F32_Tuple,
Relu_Mul2_Clamp,
ConvFwd1x1S1P0,
8>{});
} }
} // namespace instance } // namespace instance
} // namespace device } // namespace device
......
library/src/tensor_operation_instance/gpu/quantization/conv2d_fwd/device_conv2d_xdl_perlayer_quantization_int8_instance.cpp → library/src/tensor_operation_instance/gpu/quantization/conv2d_fwd/device_conv2d_perlayer_quantization_int8_instance.cpp
View file @ dc7b6568
// SPDX-License-Identifier: MIT // SPDX-License-Identifier: MIT
// Copyright (c) 2018-2022, Advanced Micro Devices, Inc. All rights reserved. // Copyright (c) 2018-2022, Advanced Micro Devices, Inc. All rights reserved.
#include "device_conv2d_xdl_int8_instance.hpp" #include "device_conv2d_int8_instance.hpp"
namespace ck { namespace ck {
namespace tensor_operation { namespace tensor_operation {
...@@ -21,15 +21,21 @@ void add_device_conv2d_perlayer_quantization_int8_instances( ...@@ -21,15 +21,21 @@ void add_device_conv2d_perlayer_quantization_int8_instances(
PassThrough, PassThrough,
Mul_Clamp>>>& instances) Mul_Clamp>>>& instances)
{ {
add_device_operation_instances( add_device_operation_instances(instances,
instances, device_grouped_conv2d_xdl_int8_instances<Empty_Tuple,
device_conv2d_int8_instances<Empty_Tuple, Empty_Tuple, Mul_Clamp, ConvFwdDefault>{}); Empty_Tuple,
add_device_operation_instances( Mul_Clamp,
instances, ConvFwdDefault>{});
device_conv2d_int8_instances<Empty_Tuple, Empty_Tuple, Mul_Clamp, ConvFwd1x1P0>{}); add_device_operation_instances(instances,
add_device_operation_instances( device_grouped_conv2d_xdl_int8_instances<Empty_Tuple,
instances, Empty_Tuple,
device_conv2d_int8_instances<Empty_Tuple, Empty_Tuple, Mul_Clamp, ConvFwd1x1S1P0>{}); Mul_Clamp,
ConvFwd1x1P0>{});
add_device_operation_instances(instances,
device_grouped_conv2d_xdl_int8_instances<Empty_Tuple,
Empty_Tuple,
Mul_Clamp,
ConvFwd1x1S1P0>{});
} }
void add_device_conv2d_relu_perlayer_quantization_int8_instances( void add_device_conv2d_relu_perlayer_quantization_int8_instances(
...@@ -46,15 +52,21 @@ void add_device_conv2d_relu_perlayer_quantization_int8_instances( ...@@ -46,15 +52,21 @@ void add_device_conv2d_relu_perlayer_quantization_int8_instances(
PassThrough, PassThrough,
Relu_Mul_Clamp>>>& instances) Relu_Mul_Clamp>>>& instances)
{ {
add_device_operation_instances( add_device_operation_instances(instances,
instances, device_grouped_conv2d_xdl_int8_instances<Empty_Tuple,
device_conv2d_int8_instances<Empty_Tuple, Empty_Tuple, Relu_Mul_Clamp, ConvFwdDefault>{}); Empty_Tuple,
add_device_operation_instances( Relu_Mul_Clamp,
instances, ConvFwdDefault>{});
device_conv2d_int8_instances<Empty_Tuple, Empty_Tuple, Relu_Mul_Clamp, ConvFwd1x1P0>{}); add_device_operation_instances(instances,
add_device_operation_instances( device_grouped_conv2d_xdl_int8_instances<Empty_Tuple,
instances, Empty_Tuple,
device_conv2d_int8_instances<Empty_Tuple, Empty_Tuple, Relu_Mul_Clamp, ConvFwd1x1S1P0>{}); Relu_Mul_Clamp,
ConvFwd1x1P0>{});
add_device_operation_instances(instances,
device_grouped_conv2d_xdl_int8_instances<Empty_Tuple,
Empty_Tuple,
Relu_Mul_Clamp,
ConvFwd1x1S1P0>{});
} }
} // namespace instance } // namespace instance
} // namespace device } // namespace device
......
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