Files
composable_kernel/host/host_tensor/include/conv_common.hpp
Chao Liu 6fe3627a9e Composable kernel init integration v3 (#1097)
* Squashed 'src/composable_kernel/' content from commit f6edda611

git-subtree-dir: src/composable_kernel
git-subtree-split: f6edda6119

* add solver ConvIgemmFwdV6r1DlopsNchwKcyxNkhw; rename static ck source files

* Squashed 'src/composable_kernel/' changes from f6edda611..5781adf5c

5781adf5c Update develop (#5) (#6)
97e6d514f Merge pull request #4 from ROCmSoftwarePlatform/separate_online_compile
7b1ec41e5 refactor
49c33aaea refactor
54b3e73d1 rename

git-subtree-dir: src/composable_kernel
git-subtree-split: 5781adf5cf

* fix

* refactor

* remove online compilation from CK

* refactor

* fix

* add ctest

* add c-style pointer cast

* vector/scalar pointer cast use c-style pointer cast instead of reinterpret_cast

* fix clang warning suppression

* tidy

* suppress cppcheck

* fix enum issue

* revert chagnes to hip build

* fix kernel filename

* update CK build script

* rename

* rename

* make innner product compatiable on gfx900

* Update src/include/miopen/solver/ck_utility_common.hpp

Co-authored-by: JD <Jehandad.Khan@amd.com>

* compiler parameter use stream

* use int instead of index_t in kernel wrapper

* DynamicBuffer, StaticBuffer, amd_buffer_load support customized value for invalid element

* refactor

* refactor

* change cmakelist

* change ck common utility

* fix

Co-authored-by: JD <Jehandad.Khan@amd.com>
2021-08-19 10:55:03 -05:00

87 lines
2.5 KiB
C++

#ifndef CONV_COMMON_HPP
#define CONV_COMMON_HPP
#include "tensor_descriptor.hpp"
enum ConvTensorLayout
{
NCHW,
NHWC,
CHWN,
NCHWc,
NHWCc
};
template <typename... InDesc,
typename... WeiDesc,
typename ConvStrides,
typename ConvDilations,
typename LeftPads,
typename RightPads>
constexpr auto get_convolution_output_default_4d_tensor_descriptor(
const ck::TensorDescriptor<InDesc...>& in_desc,
const ck::TensorDescriptor<WeiDesc...>& wei_desc,
const ConvStrides& conv_strides,
const ConvDilations conv_dilations,
const LeftPads& left_pads,
const RightPads& right_pads)
{
using namespace ck;
constexpr auto I0 = Number<0>{};
constexpr auto I1 = Number<1>{};
constexpr auto I2 = Number<2>{};
constexpr auto I3 = Number<3>{};
assert(in_desc.GetNumOfDimension() == 4);
assert(wei_desc.GetNumOfDimension() == 4);
assert(in_desc.GetLength(I1) == wei_desc.GetLength(I1));
const auto N = in_desc.GetLength(I0);
const auto Hi = in_desc.GetLength(I2);
const auto Wi = in_desc.GetLength(I3);
const auto K = wei_desc.GetLength(I0);
const auto Y = wei_desc.GetLength(I2);
const auto X = wei_desc.GetLength(I3);
const auto LeftPadH = left_pads[I0];
const auto LeftPadW = left_pads[I1];
const auto RightPadH = right_pads[I0];
const auto RightPadW = right_pads[I1];
const auto YEff = (Y - I1) * conv_dilations[I0] + I1;
const auto XEff = (X - I1) * conv_dilations[I1] + I1;
const auto Ho = (Hi + LeftPadH + RightPadH - YEff) / conv_strides[I0] + I1;
const auto Wo = (Wi + LeftPadW + RightPadW - XEff) / conv_strides[I1] + I1;
return make_naive_tensor_descriptor_packed(make_tuple(N, K, Ho, Wo));
}
template <class InDesc, class WeiDesc, class OutDesc>
constexpr std::size_t
calculate_convolution_flops(const InDesc&, const WeiDesc& wei_desc, const OutDesc& out_desc)
{
using namespace ck;
constexpr auto I0 = Number<0>{};
constexpr auto I1 = Number<1>{};
constexpr auto I2 = Number<2>{};
constexpr auto I3 = Number<3>{};
const index_t N = out_desc.GetLength(I0);
const index_t K = out_desc.GetLength(I1);
const index_t Ho = out_desc.GetLength(I2);
const index_t Wo = out_desc.GetLength(I3);
const index_t C = wei_desc.GetLength(I1);
const index_t Y = wei_desc.GetLength(I2);
const index_t X = wei_desc.GetLength(I3);
return std::size_t(2) * N * K * Ho * Wo * C * Y * X;
}
#endif