mirror of
https://github.com/ROCm/composable_kernel.git
synced 2026-05-27 08:25:46 +00:00
Absolute include path (#281)
* ad gelu and fast_gelu
* added GeLU and fast GeLU
* clean up
* add gemm+fastgelu example
* add gemm+gelu instances
* update profiler
* clean up
* clean up
* adding gemm+bias+activation
* clean
* adding bias
* clean
* adding gemm multiple d
* debugging
* add gemm bias add fastgelu
* rename, clean
* refactoring; add readme
* refactor
* refactor
* refactor
* refactor
* refactor
* refactor
* fix
* fix
* update example
* update example
* rename
* update example
* add ckProfiler
* clean
* clean
* clean
* clean
* add client app example
* update readme
* delete obselete files
* remove old client app
* delete old file
* cleaning
* clean
* remove half
* fix header path
* fix header path
* fix header path
* fix header path
* fix header path
* fix header path for all examples
* fix header path
* fix header path
* fix header path
* fix header path
* fix header path
* fix header path
* fix header path
* fix header path
* fix header path
* revert client app example
* clean build
* fix build
* temporary disable client test on Jenkins
* clean
* clean
* clean
[ROCm/composable_kernel commit: d1db6a0c3e]
This commit is contained in:
17
profiler/include/data_type_enum.hpp
Normal file
17
profiler/include/data_type_enum.hpp
Normal file
@@ -0,0 +1,17 @@
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#pragma once
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namespace ck {
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enum struct DataTypeEnum
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{
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Half = 0,
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Float = 1,
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Int32 = 2,
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Int8 = 3,
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Int8x4 = 4,
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BFloat16 = 5,
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Double = 6,
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Unknown = 100,
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};
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} // namespace ck
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74
profiler/include/data_type_enum_helper.hpp
Normal file
74
profiler/include/data_type_enum_helper.hpp
Normal file
@@ -0,0 +1,74 @@
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#pragma
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#include "ck/utility/data_type.hpp"
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#include "profiler/include/data_type_enum.hpp"
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namespace ck {
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template <DataTypeEnum DataTypeEnum>
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struct get_datatype_from_enum;
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template <>
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struct get_datatype_from_enum<DataTypeEnum::Int8>
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{
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using type = int8_t;
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};
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template <>
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struct get_datatype_from_enum<DataTypeEnum::Int32>
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{
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using type = int32_t;
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};
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template <>
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struct get_datatype_from_enum<DataTypeEnum::Half>
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{
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using type = half_t;
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};
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template <>
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struct get_datatype_from_enum<DataTypeEnum::Float>
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{
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using type = float;
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};
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template <>
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struct get_datatype_from_enum<DataTypeEnum::Double>
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{
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using type = double;
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};
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template <typename T>
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struct get_datatype_enum_from_type;
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template <>
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struct get_datatype_enum_from_type<int8_t>
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{
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static constexpr DataTypeEnum value = DataTypeEnum::Int8;
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};
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template <>
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struct get_datatype_enum_from_type<int32_t>
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{
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static constexpr DataTypeEnum value = DataTypeEnum::Int32;
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};
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template <>
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struct get_datatype_enum_from_type<half_t>
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{
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static constexpr DataTypeEnum value = DataTypeEnum::Half;
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};
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template <>
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struct get_datatype_enum_from_type<float>
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{
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static constexpr DataTypeEnum value = DataTypeEnum::Float;
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};
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template <>
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struct get_datatype_enum_from_type<double>
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{
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static constexpr DataTypeEnum value = DataTypeEnum::Double;
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};
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} // namespace ck
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@@ -2,14 +2,17 @@
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#include <memory>
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#include "check_err.hpp"
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#include "config.hpp"
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#include "element_wise_operation.hpp"
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#include "tensor_layout.hpp"
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#include "device.hpp"
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#include "host_tensor_generator.hpp"
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#include "device_gemm.hpp"
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#include "reference_batched_gemm.hpp"
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#include "ck/ck.hpp"
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#include "ck/tensor_operation/gpu/device/tensor_layout.hpp"
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#include "ck/tensor_operation/gpu/device/device_gemm.hpp"
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#include "ck/tensor_operation/gpu/element/element_wise_operation.hpp"
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#include "ck/library/utility/check_err.hpp"
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#include "ck/library/utility/conv_util.hpp"
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#include "ck/library/host_tensor/device_memory.hpp"
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#include "ck/library/host_tensor/host_tensor.hpp"
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#include "ck/library/host_tensor/host_tensor_generator.hpp"
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#include "ck/library/reference_tensor_operation/cpu/reference_batched_gemm.hpp"
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namespace ck {
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namespace tensor_operation {
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@@ -1,16 +1,17 @@
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#pragma once
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#include "config.hpp"
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#include "device.hpp"
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#include "host_tensor.hpp"
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#include "host_tensor_generator.hpp"
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#include "host_conv.hpp"
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#include "tensor_layout.hpp"
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#include "device_tensor.hpp"
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#include "element_wise_operation.hpp"
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#include "reduction_operator.hpp"
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#include "device_gemm_reduce.hpp"
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#include "reference_batched_gemm.hpp"
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#include "ck/ck.hpp"
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#include "ck/utility/reduction_operator.hpp"
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#include "ck/tensor_operation/gpu/device/tensor_layout.hpp"
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#include "ck/tensor_operation/gpu/device/device_gemm_reduce.hpp"
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#include "ck/tensor_operation/gpu/element/element_wise_operation.hpp"
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#include "ck/library/utility/check_err.hpp"
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#include "ck/library/utility/conv_util.hpp"
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#include "ck/library/host_tensor/device_memory.hpp"
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#include "ck/library/host_tensor/host_tensor.hpp"
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#include "ck/library/host_tensor/host_tensor_generator.hpp"
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#include "ck/library/reference_tensor_operation/cpu/reference_batched_gemm.hpp"
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namespace ck {
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namespace tensor_operation {
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@@ -1,15 +1,16 @@
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#pragma once
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#include "stream_config.hpp"
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#include "config.hpp"
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#include "device.hpp"
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#include "host_tensor.hpp"
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#include "host_tensor_generator.hpp"
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#include "tensor_layout.hpp"
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#include "device_tensor.hpp"
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#include "device_conv_backward_weight.hpp"
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#include "element_wise_operation.hpp"
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#include "reference_conv_backward_weight.hpp"
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#include "ck/ck.hpp"
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#include "ck/tensor_operation/gpu/device/tensor_layout.hpp"
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#include "ck/tensor_operation/gpu/device/device_conv_backward_weight.hpp"
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#include "ck/tensor_operation/gpu/element/element_wise_operation.hpp"
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#include "ck/library/utility/check_err.hpp"
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#include "ck/library/utility/conv_util.hpp"
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#include "ck/library/host_tensor/device_memory.hpp"
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#include "ck/library/host_tensor/host_tensor.hpp"
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#include "ck/library/host_tensor/host_tensor_generator.hpp"
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#include "ck/library/reference_tensor_operation/cpu/reference_conv_backward_weight.hpp"
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namespace ck {
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namespace tensor_operation {
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@@ -1,15 +1,15 @@
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#pragma once
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#include "check_err.hpp"
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#include "config.hpp"
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#include "device.hpp"
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#include "host_tensor.hpp"
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#include "host_tensor_generator.hpp"
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#include "tensor_layout.hpp"
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#include "device_tensor.hpp"
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#include "element_wise_operation.hpp"
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#include "device_conv_fwd_bias_activation_add.hpp"
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#include "reference_conv_fwd_bias_activation_add.hpp"
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#include "ck/ck.hpp"
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#include "ck/tensor_operation/gpu/device/tensor_layout.hpp"
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#include "ck/tensor_operation/gpu/device/device_conv_fwd_bias_activation_add.hpp"
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#include "ck/tensor_operation/gpu/element/element_wise_operation.hpp"
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#include "ck/library/utility/check_err.hpp"
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#include "ck/library/host_tensor/device_memory.hpp"
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#include "ck/library/host_tensor/host_tensor.hpp"
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#include "ck/library/host_tensor/host_tensor_generator.hpp"
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#include "ck/library/reference_tensor_operation/cpu/reference_conv_fwd_bias_activation_add.hpp"
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namespace ck {
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namespace tensor_operation {
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@@ -1,331 +0,0 @@
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#pragma once
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#include "check_err.hpp"
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#include "config.hpp"
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#include "device.hpp"
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#include "host_tensor.hpp"
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#include "host_tensor_generator.hpp"
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#include "host_conv.hpp"
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#include "tensor_layout.hpp"
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#include "device_tensor.hpp"
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#include "device_conv_fwd_bias_activation.hpp"
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#include "element_wise_operation.hpp"
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namespace ck {
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namespace tensor_operation {
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namespace device {
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namespace device_conv2d_fwd_bias_activation_atomic_add_instance {
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using DeviceConvFwdBiasReluPtr =
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DeviceConvFwdBiasActivationPtr<ck::tensor_operation::element_wise::PassThrough,
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ck::tensor_operation::element_wise::PassThrough,
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ck::tensor_operation::element_wise::AddRelu>;
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void add_device_conv2d_fwd_xdl_c_shuffle_bias_relu_atomic_add_nhwc_kyxc_nhwk_f16_instances(
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std::vector<DeviceConvFwdBiasReluPtr>&);
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} // namespace device_conv2d_fwd_bias_activation_atomic_add_instance
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} // namespace device
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} // namespace tensor_operation
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} // namespace ck
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namespace ck {
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namespace profiler {
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void cpu_conv_bias_relu_atomic_add(ck::half_t* in_ptr,
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ck::half_t* weight_ptr,
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ck::half_t* output_ptr,
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ck::half_t* bias_ptr,
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const ck::index_t N,
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const ck::index_t K,
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const ck::index_t C,
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const ck::index_t Y,
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const ck::index_t X,
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const ck::index_t Hi,
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const ck::index_t Wi,
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const ck::index_t Ho,
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const ck::index_t Wo,
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const ck::index_t Stride,
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const ck::index_t Dilation,
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const ck::index_t Pad)
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{
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const auto in_desc =
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HostTensorDescriptor(std::vector<std::size_t>{static_cast<std::size_t>(N),
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static_cast<std::size_t>(Hi),
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static_cast<std::size_t>(Wi),
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static_cast<std::size_t>(C)});
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const auto wei_desc =
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HostTensorDescriptor(std::vector<std::size_t>{static_cast<std::size_t>(K),
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static_cast<std::size_t>(Y),
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static_cast<std::size_t>(X),
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static_cast<std::size_t>(C)});
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const auto out_desc =
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HostTensorDescriptor(std::vector<std::size_t>{static_cast<std::size_t>(N),
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static_cast<std::size_t>(Ho),
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static_cast<std::size_t>(Wo),
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static_cast<std::size_t>(K)});
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const auto bias_desc =
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HostTensorDescriptor(std::vector<std::size_t>{static_cast<std::size_t>(K)});
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auto f_k = [&](auto k) {
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for(int n = 0; n < N; ++n)
|
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{
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for(int ho = 0; ho < Ho; ++ho)
|
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{
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for(int wo = 0; wo < Wo; ++wo)
|
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{
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double v = 0;
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for(int c = 0; c < C; ++c)
|
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{
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for(int y = 0; y < Y; ++y)
|
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{
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int hi = ho * Stride + y * Dilation - Pad;
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for(int x = 0; x < X; ++x)
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{
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int wi = wo * Stride + x * Dilation - Pad;
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if(hi >= 0 && hi < Hi && wi >= 0 && wi < Wi)
|
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{
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double in =
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in_ptr[in_desc.GetOffsetFromMultiIndex(n, hi, wi, c)];
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double wei =
|
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weight_ptr[wei_desc.GetOffsetFromMultiIndex(k, y, x, c)];
|
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|
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v += in * wei;
|
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}
|
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}
|
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}
|
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}
|
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|
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v += bias_ptr[bias_desc.GetOffsetFromMultiIndex(k)];
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|
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v = v > 0 ? v : 0;
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|
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output_ptr[out_desc.GetOffsetFromMultiIndex(n, ho, wo, k)] = v;
|
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}
|
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}
|
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}
|
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};
|
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|
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make_ParallelTensorFunctor(f_k, K)(std::thread::hardware_concurrency());
|
||||
}
|
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|
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template <int NDimSpatial,
|
||||
typename InDataType,
|
||||
typename WeiDataType,
|
||||
typename OutDataType,
|
||||
typename InLayout,
|
||||
typename WeiLayout,
|
||||
typename OutLayout>
|
||||
void profile_conv_fwd_bias_relu_atomic_add_impl(int do_verification,
|
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int init_method,
|
||||
bool do_log,
|
||||
bool time_kernel,
|
||||
ck::index_t N,
|
||||
ck::index_t K,
|
||||
ck::index_t C,
|
||||
std::vector<ck::index_t> input_spatial_lengths,
|
||||
std::vector<ck::index_t> filter_spatial_lengths,
|
||||
std::vector<ck::index_t> output_spatial_lengths,
|
||||
std::vector<ck::index_t> conv_filter_strides,
|
||||
std::vector<ck::index_t> conv_filter_dilations,
|
||||
std::vector<ck::index_t> input_left_pads,
|
||||
std::vector<ck::index_t> input_right_pads)
|
||||
{
|
||||
const ck::index_t Y = filter_spatial_lengths[0];
|
||||
const ck::index_t X = filter_spatial_lengths[1];
|
||||
|
||||
const ck::index_t Hi = input_spatial_lengths[0];
|
||||
const ck::index_t Wi = input_spatial_lengths[1];
|
||||
|
||||
const ck::index_t Ho = output_spatial_lengths[0];
|
||||
const ck::index_t Wo = output_spatial_lengths[1];
|
||||
|
||||
auto f_host_tensor_descriptor =
|
||||
[](std::size_t N_, std::size_t C_, std::size_t H, std::size_t W, auto layout) {
|
||||
if constexpr(is_same<decltype(layout), ck::tensor_layout::convolution::NCHW>::value ||
|
||||
is_same<decltype(layout), ck::tensor_layout::convolution::KCYX>::value ||
|
||||
is_same<decltype(layout), ck::tensor_layout::convolution::NKHW>::value)
|
||||
{
|
||||
return HostTensorDescriptor(std::vector<std::size_t>({N_, C_, H, W}),
|
||||
std::vector<std::size_t>({C_ * H * W, H * W, W, 1}));
|
||||
}
|
||||
else if constexpr(is_same<decltype(layout), tensor_layout::convolution::NHWC>::value ||
|
||||
is_same<decltype(layout), tensor_layout::convolution::KYXC>::value ||
|
||||
is_same<decltype(layout), tensor_layout::convolution::NHWK>::value)
|
||||
{
|
||||
return HostTensorDescriptor(std::vector<std::size_t>({N_, C_, H, W}),
|
||||
std::vector<std::size_t>({C_ * H * W, 1, W * C_, C_}));
|
||||
}
|
||||
};
|
||||
|
||||
Tensor<InDataType> in_n_c_hi_wi(f_host_tensor_descriptor(N, C, Hi, Wi, InLayout{}));
|
||||
Tensor<WeiDataType> wei_k_c_y_x(f_host_tensor_descriptor(K, C, Y, X, WeiLayout{}));
|
||||
Tensor<OutDataType> out_n_k_ho_wo_host_result(
|
||||
f_host_tensor_descriptor(N, K, Ho, Wo, OutLayout{}));
|
||||
Tensor<OutDataType> out_n_k_ho_wo_device_result(
|
||||
f_host_tensor_descriptor(N, K, Ho, Wo, OutLayout{}));
|
||||
|
||||
// bias: assume contiguous 1d vector
|
||||
Tensor<OutDataType> bias_k(
|
||||
HostTensorDescriptor(std::vector<std::size_t>({static_cast<std::size_t>(K)})));
|
||||
|
||||
std::cout << "in_n_c_hi_wi: " << in_n_c_hi_wi.mDesc << std::endl;
|
||||
std::cout << "wei_k_c_y_x: " << wei_k_c_y_x.mDesc << std::endl;
|
||||
std::cout << "out_n_k_ho_wo: " << out_n_k_ho_wo_host_result.mDesc << std::endl;
|
||||
std::cout << "bias_k: " << bias_k.mDesc << std::endl;
|
||||
|
||||
switch(init_method)
|
||||
{
|
||||
case 0: break;
|
||||
case 1:
|
||||
in_n_c_hi_wi.GenerateTensorValue(GeneratorTensor_2<InDataType>{-5, 5});
|
||||
wei_k_c_y_x.GenerateTensorValue(GeneratorTensor_2<WeiDataType>{-5, 5});
|
||||
bias_k.GenerateTensorValue(GeneratorTensor_2<OutDataType>{-5, 5});
|
||||
break;
|
||||
default:
|
||||
in_n_c_hi_wi.GenerateTensorValue(GeneratorTensor_3<InDataType>{0.0, 1.0});
|
||||
wei_k_c_y_x.GenerateTensorValue(GeneratorTensor_3<WeiDataType>{-0.5, 0.5});
|
||||
bias_k.GenerateTensorValue(GeneratorTensor_3<OutDataType>{0.0, 1.0});
|
||||
}
|
||||
|
||||
using InElementOp = ck::tensor_operation::element_wise::PassThrough;
|
||||
using WeiElementOp = ck::tensor_operation::element_wise::PassThrough;
|
||||
using OutElementOp = ck::tensor_operation::element_wise::AddRelu;
|
||||
|
||||
if(do_verification)
|
||||
{
|
||||
cpu_conv_bias_relu_atomic_add(in_n_c_hi_wi.mData.data(),
|
||||
wei_k_c_y_x.mData.data(),
|
||||
out_n_k_ho_wo_host_result.mData.data(),
|
||||
bias_k.mData.data(),
|
||||
N,
|
||||
K,
|
||||
C,
|
||||
Y,
|
||||
X,
|
||||
Hi,
|
||||
Wi,
|
||||
Ho,
|
||||
Wo,
|
||||
conv_filter_strides[0],
|
||||
conv_filter_dilations[0],
|
||||
input_left_pads[0]);
|
||||
}
|
||||
|
||||
DeviceMem in_device_buf(sizeof(InDataType) * in_n_c_hi_wi.mDesc.GetElementSpace());
|
||||
DeviceMem wei_device_buf(sizeof(WeiDataType) * wei_k_c_y_x.mDesc.GetElementSpace());
|
||||
DeviceMem out_device_buf(sizeof(OutDataType) *
|
||||
out_n_k_ho_wo_device_result.mDesc.GetElementSpace());
|
||||
DeviceMem bias_device_buf(sizeof(OutDataType) * bias_k.mDesc.GetElementSpace());
|
||||
|
||||
in_device_buf.ToDevice(in_n_c_hi_wi.mData.data());
|
||||
wei_device_buf.ToDevice(wei_k_c_y_x.mData.data());
|
||||
bias_device_buf.ToDevice(bias_k.mData.data());
|
||||
|
||||
using DeviceConvFwdBiasReluPtr = ck::tensor_operation::device::
|
||||
DeviceConvFwdBiasActivationPtr<InElementOp, WeiElementOp, OutElementOp>;
|
||||
|
||||
// add device operator instances
|
||||
std::vector<DeviceConvFwdBiasReluPtr> op_ptrs;
|
||||
|
||||
if constexpr(ck::is_same_v<ck::remove_cv_t<InDataType>, ck::half_t> &&
|
||||
ck::is_same_v<ck::remove_cv_t<WeiDataType>, ck::half_t> &&
|
||||
ck::is_same_v<ck::remove_cv_t<OutDataType>, ck::half_t>)
|
||||
{
|
||||
ck::tensor_operation::device::device_conv2d_fwd_bias_activation_atomic_add_instance::
|
||||
add_device_conv2d_fwd_xdl_c_shuffle_bias_relu_atomic_add_nhwc_kyxc_nhwk_f16_instances(
|
||||
op_ptrs);
|
||||
}
|
||||
|
||||
if(op_ptrs.size() <= 0)
|
||||
{
|
||||
throw std::runtime_error("wrong! no device Conv instance found");
|
||||
}
|
||||
|
||||
std::string best_conv_name;
|
||||
float best_ave_time = 0;
|
||||
float best_tflops = 0;
|
||||
float best_gb_per_sec = 0;
|
||||
|
||||
// profile device Conv instances
|
||||
for(auto& op_ptr : op_ptrs)
|
||||
{
|
||||
auto argument_ptr = op_ptr->MakeArgumentPointer(
|
||||
static_cast<const InDataType*>(in_device_buf.GetDeviceBuffer()),
|
||||
static_cast<const WeiDataType*>(wei_device_buf.GetDeviceBuffer()),
|
||||
static_cast<OutDataType*>(out_device_buf.GetDeviceBuffer()),
|
||||
static_cast<const OutDataType*>(bias_device_buf.GetDeviceBuffer()),
|
||||
N,
|
||||
K,
|
||||
C,
|
||||
input_spatial_lengths,
|
||||
filter_spatial_lengths,
|
||||
output_spatial_lengths,
|
||||
conv_filter_strides,
|
||||
conv_filter_dilations,
|
||||
input_left_pads,
|
||||
input_right_pads,
|
||||
InElementOp{},
|
||||
WeiElementOp{},
|
||||
OutElementOp{});
|
||||
|
||||
auto invoker_ptr = op_ptr->MakeInvokerPointer();
|
||||
|
||||
if(op_ptr->IsSupportedArgument(argument_ptr.get()))
|
||||
{
|
||||
std::string conv_name = op_ptr->GetTypeString();
|
||||
|
||||
float ave_time =
|
||||
invoker_ptr->Run(argument_ptr.get(), StreamConfig{nullptr, time_kernel});
|
||||
|
||||
std::size_t flop = std::size_t(2) * N * K * Ho * Wo * C * Y * X;
|
||||
|
||||
std::size_t num_btype =
|
||||
sizeof(InDataType) * (N * C * Hi * Wi) + sizeof(WeiDataType) * (K * C * Y * X) +
|
||||
sizeof(OutDataType) * (N * K * Ho * Wo) + sizeof(OutDataType) * (K);
|
||||
|
||||
float tflops = static_cast<float>(flop) / 1.E9 / ave_time;
|
||||
|
||||
float gb_per_sec = num_btype / 1.E6 / ave_time;
|
||||
|
||||
std::cout << "Perf: " << ave_time << " ms, " << tflops << " TFlops, " << gb_per_sec
|
||||
<< " GB/s, " << conv_name << std::endl;
|
||||
|
||||
if(tflops > best_tflops)
|
||||
{
|
||||
best_conv_name = conv_name;
|
||||
best_tflops = tflops;
|
||||
best_ave_time = ave_time;
|
||||
best_gb_per_sec = gb_per_sec;
|
||||
}
|
||||
|
||||
if(do_verification)
|
||||
{
|
||||
out_device_buf.FromDevice(out_n_k_ho_wo_device_result.mData.data());
|
||||
|
||||
ck::utils::check_err(out_n_k_ho_wo_device_result.mData,
|
||||
out_n_k_ho_wo_host_result.mData);
|
||||
|
||||
if(do_log)
|
||||
{
|
||||
LogRangeAsType<float>(std::cout << "in : ", in_n_c_hi_wi.mData, ",")
|
||||
<< std::endl;
|
||||
LogRangeAsType<float>(std::cout << "wei: ", wei_k_c_y_x.mData, ",")
|
||||
<< std::endl;
|
||||
LogRangeAsType<float>(
|
||||
std::cout << "out_host : ", out_n_k_ho_wo_host_result.mData, ",")
|
||||
<< std::endl;
|
||||
LogRangeAsType<float>(
|
||||
std::cout << "out_device: ", out_n_k_ho_wo_device_result.mData, ",")
|
||||
<< std::endl;
|
||||
}
|
||||
}
|
||||
}
|
||||
}
|
||||
|
||||
std::cout << "Best Perf: " << best_ave_time << " ms, " << best_tflops << " TFlops, "
|
||||
<< best_gb_per_sec << " GB/s, " << best_conv_name << std::endl;
|
||||
}
|
||||
|
||||
} // namespace profiler
|
||||
} // namespace ck
|
||||
@@ -1,14 +1,15 @@
|
||||
#pragma once
|
||||
#include "check_err.hpp"
|
||||
#include "config.hpp"
|
||||
#include "device.hpp"
|
||||
#include "host_tensor.hpp"
|
||||
#include "host_tensor_generator.hpp"
|
||||
#include "tensor_layout.hpp"
|
||||
#include "device_tensor.hpp"
|
||||
#include "element_wise_operation.hpp"
|
||||
#include "device_conv_fwd_bias_activation.hpp"
|
||||
#include "reference_conv_fwd_bias_activation.hpp"
|
||||
|
||||
#include "ck/ck.hpp"
|
||||
#include "ck/tensor_operation/gpu/element/element_wise_operation.hpp"
|
||||
#include "ck/tensor_operation/gpu/device/tensor_layout.hpp"
|
||||
#include "ck/tensor_operation/gpu/device/device_conv_fwd_bias_activation.hpp"
|
||||
|
||||
#include "ck/library/utility/check_err.hpp"
|
||||
#include "ck/library/host_tensor/device_memory.hpp"
|
||||
#include "ck/library/host_tensor/host_tensor.hpp"
|
||||
#include "ck/library/host_tensor/host_tensor_generator.hpp"
|
||||
#include "ck/library/reference_tensor_operation/cpu/reference_conv_fwd_bias_activation.hpp"
|
||||
|
||||
namespace ck {
|
||||
namespace tensor_operation {
|
||||
|
||||
@@ -1,19 +1,21 @@
|
||||
#pragma once
|
||||
#include "config.hpp"
|
||||
#include "device.hpp"
|
||||
#include "conv_util.hpp"
|
||||
#include "host_tensor.hpp"
|
||||
#include "host_tensor_generator.hpp"
|
||||
#include "tensor_layout.hpp"
|
||||
#include "device_tensor.hpp"
|
||||
#include "device_conv_bwd_data.hpp"
|
||||
#include "element_wise_operation.hpp"
|
||||
#include "reference_conv_bwd_data.hpp"
|
||||
|
||||
#include "ck/ck.hpp"
|
||||
#include "ck/tensor_operation/gpu/device/tensor_layout.hpp"
|
||||
#include "ck/tensor_operation/gpu/device/device_conv_bwd_data.hpp"
|
||||
#include "ck/tensor_operation/gpu/element/element_wise_operation.hpp"
|
||||
|
||||
#include "ck/library/utility/conv_util.hpp"
|
||||
#include "ck/library/host_tensor/device_memory.hpp"
|
||||
#include "ck/library/host_tensor/host_tensor.hpp"
|
||||
#include "ck/library/host_tensor/host_tensor_generator.hpp"
|
||||
#include "ck/library/reference_tensor_operation/cpu/reference_conv_bwd_data.hpp"
|
||||
|
||||
using F16 = ck::half_t;
|
||||
using F32 = float;
|
||||
using BF16 = ck::bhalf_t;
|
||||
using INT8 = int8_t;
|
||||
|
||||
namespace ck {
|
||||
namespace tensor_operation {
|
||||
namespace device {
|
||||
|
||||
@@ -2,17 +2,16 @@
|
||||
|
||||
#include <iomanip>
|
||||
|
||||
#include "check_err.hpp"
|
||||
#include "config.hpp"
|
||||
#include "device.hpp"
|
||||
#include "host_tensor.hpp"
|
||||
#include "host_tensor_generator.hpp"
|
||||
#include "host_conv.hpp"
|
||||
#include "tensor_layout.hpp"
|
||||
#include "device_tensor.hpp"
|
||||
#include "element_wise_operation.hpp"
|
||||
#include "reference_gemm.hpp"
|
||||
#include "device_gemm_multiple_d.hpp"
|
||||
#include "ck/ck.hpp"
|
||||
#include "ck/tensor_operation/gpu/device/tensor_layout.hpp"
|
||||
#include "ck/tensor_operation/gpu/device/device_gemm_multiple_d.hpp"
|
||||
#include "ck/tensor_operation/gpu/element/element_wise_operation.hpp"
|
||||
#include "ck/library/utility/check_err.hpp"
|
||||
#include "ck/library/host_tensor/device_memory.hpp"
|
||||
#include "ck/library/host_tensor/host_tensor.hpp"
|
||||
#include "ck/library/host_tensor/host_tensor_generator.hpp"
|
||||
#include "ck/library/host_tensor/host_conv.hpp"
|
||||
#include "ck/library/reference_tensor_operation/cpu/reference_gemm.hpp"
|
||||
|
||||
namespace ck {
|
||||
namespace tensor_operation {
|
||||
|
||||
@@ -1,16 +1,15 @@
|
||||
#pragma once
|
||||
|
||||
#include "check_err.hpp"
|
||||
#include "config.hpp"
|
||||
#include "device.hpp"
|
||||
#include "host_tensor.hpp"
|
||||
#include "host_tensor_generator.hpp"
|
||||
#include "host_conv.hpp"
|
||||
#include "tensor_layout.hpp"
|
||||
#include "device_tensor.hpp"
|
||||
#include "element_wise_operation.hpp"
|
||||
#include "device_gemm_bias.hpp"
|
||||
#include "reference_gemm_bias_2d.hpp"
|
||||
#include "ck/ck.hpp"
|
||||
#include "ck/tensor_operation/gpu/device/tensor_layout.hpp"
|
||||
#include "ck/tensor_operation/gpu/device/device_gemm_bias.hpp"
|
||||
#include "ck/tensor_operation/gpu/element/element_wise_operation.hpp"
|
||||
|
||||
#include "ck/library/utility/check_err.hpp"
|
||||
#include "ck/library/host_tensor/device_memory.hpp"
|
||||
#include "ck/library/host_tensor/host_tensor.hpp"
|
||||
#include "ck/library/host_tensor/host_tensor_generator.hpp"
|
||||
#include "ck/library/reference_tensor_operation/cpu/reference_gemm_bias_2d.hpp"
|
||||
|
||||
namespace ck {
|
||||
namespace tensor_operation {
|
||||
|
||||
@@ -1,16 +1,17 @@
|
||||
#pragma once
|
||||
#include "check_err.hpp"
|
||||
#include "config.hpp"
|
||||
#include "device.hpp"
|
||||
#include "host_tensor.hpp"
|
||||
#include "host_tensor_generator.hpp"
|
||||
#include "host_conv.hpp"
|
||||
#include "tensor_layout.hpp"
|
||||
#include "device_tensor.hpp"
|
||||
#include "element_wise_operation.hpp"
|
||||
#include "reduction_operator.hpp"
|
||||
#include "device_gemm_reduce.hpp"
|
||||
#include "reference_gemm.hpp"
|
||||
|
||||
#include "ck/ck.hpp"
|
||||
#include "ck/utility/reduction_operator.hpp"
|
||||
#include "ck/tensor_operation/gpu/device/tensor_layout.hpp"
|
||||
#include "ck/tensor_operation/gpu/device/device_gemm_reduce.hpp"
|
||||
#include "ck/tensor_operation/gpu/element/element_wise_operation.hpp"
|
||||
|
||||
#include "ck/library/utility/check_err.hpp"
|
||||
#include "ck/library/utility/conv_util.hpp"
|
||||
#include "ck/library/host_tensor/device_memory.hpp"
|
||||
#include "ck/library/host_tensor/host_tensor.hpp"
|
||||
#include "ck/library/host_tensor/host_tensor_generator.hpp"
|
||||
#include "ck/library/reference_tensor_operation/cpu/reference_gemm.hpp"
|
||||
|
||||
namespace ck {
|
||||
namespace tensor_operation {
|
||||
|
||||
@@ -1,16 +1,16 @@
|
||||
#pragma once
|
||||
|
||||
#include "check_err.hpp"
|
||||
#include "config.hpp"
|
||||
#include "device.hpp"
|
||||
#include "host_tensor.hpp"
|
||||
#include "host_tensor_generator.hpp"
|
||||
#include "host_conv.hpp"
|
||||
#include "tensor_layout.hpp"
|
||||
#include "device_tensor.hpp"
|
||||
#include "element_wise_operation.hpp"
|
||||
#include "device_gemm_bias_activation_add.hpp"
|
||||
#include "reference_gemm_bias_activation_add.hpp"
|
||||
#include "ck/ck.hpp"
|
||||
#include "ck/tensor_operation/gpu/device/tensor_layout.hpp"
|
||||
#include "ck/tensor_operation/gpu/device/device_gemm_bias_activation_add.hpp"
|
||||
#include "ck/tensor_operation/gpu/element/element_wise_operation.hpp"
|
||||
|
||||
#include "ck/library/utility/check_err.hpp"
|
||||
#include "ck/library/utility/conv_util.hpp"
|
||||
#include "ck/library/host_tensor/device_memory.hpp"
|
||||
#include "ck/library/host_tensor/host_tensor.hpp"
|
||||
#include "ck/library/host_tensor/host_tensor_generator.hpp"
|
||||
#include "ck/library/reference_tensor_operation/cpu/reference_gemm_bias_activation_add.hpp"
|
||||
|
||||
namespace ck {
|
||||
namespace tensor_operation {
|
||||
|
||||
@@ -1,16 +1,16 @@
|
||||
#pragma once
|
||||
|
||||
#include "check_err.hpp"
|
||||
#include "config.hpp"
|
||||
#include "device.hpp"
|
||||
#include "host_tensor.hpp"
|
||||
#include "host_tensor_generator.hpp"
|
||||
#include "host_conv.hpp"
|
||||
#include "tensor_layout.hpp"
|
||||
#include "device_tensor.hpp"
|
||||
#include "element_wise_operation.hpp"
|
||||
#include "device_gemm_bias_activation.hpp"
|
||||
#include "reference_gemm_bias_activation.hpp"
|
||||
#include "ck/ck.hpp"
|
||||
#include "ck/tensor_operation/gpu/device/tensor_layout.hpp"
|
||||
#include "ck/tensor_operation/gpu/device/device_gemm_bias_activation.hpp"
|
||||
#include "ck/tensor_operation/gpu/element/element_wise_operation.hpp"
|
||||
|
||||
#include "ck/library/utility/check_err.hpp"
|
||||
#include "ck/library/utility/conv_util.hpp"
|
||||
#include "ck/library/host_tensor/device_memory.hpp"
|
||||
#include "ck/library/host_tensor/host_tensor.hpp"
|
||||
#include "ck/library/host_tensor/host_tensor_generator.hpp"
|
||||
#include "ck/library/reference_tensor_operation/cpu/reference_gemm_bias_activation.hpp"
|
||||
|
||||
namespace ck {
|
||||
namespace tensor_operation {
|
||||
|
||||
@@ -1,19 +1,20 @@
|
||||
#pragma once
|
||||
|
||||
#include <iomanip>
|
||||
#include <iostream>
|
||||
#include <typeinfo>
|
||||
|
||||
#include "check_err.hpp"
|
||||
#include "config.hpp"
|
||||
#include "device.hpp"
|
||||
#include "host_tensor.hpp"
|
||||
#include "host_tensor_generator.hpp"
|
||||
#include "host_conv.hpp"
|
||||
#include "tensor_layout.hpp"
|
||||
#include "device_tensor.hpp"
|
||||
#include "element_wise_operation.hpp"
|
||||
#include "device_gemm.hpp"
|
||||
#include "reference_gemm.hpp"
|
||||
#include "ck/ck.hpp"
|
||||
#include "ck/tensor_operation/gpu/device/tensor_layout.hpp"
|
||||
#include "ck/tensor_operation/gpu/device/device_gemm.hpp"
|
||||
#include "ck/tensor_operation/gpu/element/element_wise_operation.hpp"
|
||||
|
||||
#include "ck/library/utility/check_err.hpp"
|
||||
#include "ck/library/utility/conv_util.hpp"
|
||||
#include "ck/library/host_tensor/device_memory.hpp"
|
||||
#include "ck/library/host_tensor/host_tensor.hpp"
|
||||
#include "ck/library/host_tensor/host_tensor_generator.hpp"
|
||||
#include "ck/library/reference_tensor_operation/cpu/reference_gemm.hpp"
|
||||
|
||||
namespace ck {
|
||||
namespace tensor_operation {
|
||||
|
||||
@@ -1,16 +1,17 @@
|
||||
#pragma once
|
||||
#include "check_err.hpp"
|
||||
#include "config.hpp"
|
||||
#include "device.hpp"
|
||||
#include "host_tensor.hpp"
|
||||
#include "host_tensor_generator.hpp"
|
||||
#include "host_conv.hpp"
|
||||
#include "tensor_layout.hpp"
|
||||
#include "device_tensor.hpp"
|
||||
#include "element_wise_operation.hpp"
|
||||
#include "reduction_operator.hpp"
|
||||
#include "device_gemm_reduce.hpp"
|
||||
#include "reference_gemm.hpp"
|
||||
|
||||
#include "ck/ck.hpp"
|
||||
#include "ck/utility/reduction_operator.hpp"
|
||||
#include "ck/tensor_operation/gpu/device/tensor_layout.hpp"
|
||||
#include "ck/tensor_operation/gpu/device/device_gemm_reduce.hpp"
|
||||
#include "ck/tensor_operation/gpu/element/element_wise_operation.hpp"
|
||||
|
||||
#include "ck/library/utility/check_err.hpp"
|
||||
#include "ck/library/utility/conv_util.hpp"
|
||||
#include "ck/library/host_tensor/device_memory.hpp"
|
||||
#include "ck/library/host_tensor/host_tensor.hpp"
|
||||
#include "ck/library/host_tensor/host_tensor_generator.hpp"
|
||||
#include "ck/library/reference_tensor_operation/cpu/reference_gemm.hpp"
|
||||
|
||||
namespace ck {
|
||||
namespace tensor_operation {
|
||||
|
||||
@@ -1,17 +1,18 @@
|
||||
#pragma once
|
||||
|
||||
#include <iomanip>
|
||||
|
||||
#include "check_err.hpp"
|
||||
#include "config.hpp"
|
||||
#include "device.hpp"
|
||||
#include "host_tensor.hpp"
|
||||
#include "host_tensor_generator.hpp"
|
||||
#include "host_conv.hpp"
|
||||
#include "tensor_layout.hpp"
|
||||
#include "device_tensor.hpp"
|
||||
#include "element_wise_operation.hpp"
|
||||
#include "device_gemm.hpp"
|
||||
#include "reference_gemm.hpp"
|
||||
#include "ck/ck.hpp"
|
||||
#include "ck/tensor_operation/gpu/device/tensor_layout.hpp"
|
||||
#include "ck/tensor_operation/gpu/device/device_gemm.hpp"
|
||||
#include "ck/tensor_operation/gpu/element/element_wise_operation.hpp"
|
||||
|
||||
#include "ck/library/utility/check_err.hpp"
|
||||
#include "ck/library/utility/conv_util.hpp"
|
||||
#include "ck/library/host_tensor/device_memory.hpp"
|
||||
#include "ck/library/host_tensor/host_tensor.hpp"
|
||||
#include "ck/library/host_tensor/host_tensor_generator.hpp"
|
||||
#include "ck/library/reference_tensor_operation/cpu/reference_gemm.hpp"
|
||||
|
||||
namespace ck {
|
||||
namespace tensor_operation {
|
||||
|
||||
@@ -1,12 +1,14 @@
|
||||
#pragma once
|
||||
|
||||
#include "check_err.hpp"
|
||||
#include "device_reduce.hpp"
|
||||
#include "device_reduce_instance.hpp"
|
||||
#include "reduction_enums.hpp"
|
||||
#include "host_reduction.hpp"
|
||||
#include "host_common_util.hpp"
|
||||
#include "host_tensor_generator.hpp"
|
||||
#include "ck/utility/reduction_enums.hpp"
|
||||
#include "ck/tensor_operation/gpu/device/device_reduce.hpp"
|
||||
|
||||
#include "ck/library/utility/check_err.hpp"
|
||||
#include "ck/library/tensor_operation_instance/gpu/reduce/device_reduce_instance.hpp"
|
||||
#include "ck/library/host_tensor/device_memory.hpp"
|
||||
#include "ck/library/host_tensor/host_reduction.hpp"
|
||||
#include "ck/library/host_tensor/host_common_util.hpp"
|
||||
#include "ck/library/host_tensor/host_tensor_generator.hpp"
|
||||
|
||||
namespace ck {
|
||||
namespace tensor_operation {
|
||||
|
||||
Reference in New Issue
Block a user