frigate/docker/rocm/migraphx/permutation.cpp
2025-02-03 20:53:47 +01:00

89 lines
3.0 KiB
C++

/*
* The MIT License (MIT)
*
* Copyright (c) 2015-2023 Advanced Micro Devices, Inc. All rights reserved.
*
* Permission is hereby granted, free of charge, to any person obtaining a copy
* of this software and associated documentation files (the "Software"), to deal
* in the Software without restriction, including without limitation the rights
* to use, copy, modify, merge, publish, distribute, sublicense, and/or sell
* copies of the Software, and to permit persons to whom the Software is
* furnished to do so, subject to the following conditions:
*
* The above copyright notice and this permission notice shall be included in
* all copies or substantial portions of the Software.
*
* THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
* IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
* FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
* AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
* LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
* OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN
* THE SOFTWARE.
*/
#include <migraphx/permutation.hpp>
#include <migraphx/functional.hpp>
#include <migraphx/algorithm.hpp>
#include <map>
#include <functional>
namespace migraphx {
inline namespace MIGRAPHX_INLINE_NS {
shape reorder_shape(const shape& s, const std::vector<int64_t>& permutation)
{
return {s.type(), reorder_dims(s.lens(), permutation), reorder_dims(s.strides(), permutation)};
}
std::vector<int64_t> invert_permutation(const std::vector<int64_t>& permutation)
{
return sort_permutation(permutation, std::less<>{});
}
std::vector<int64_t> find_permutation(const shape& s)
{
std::vector<std::int64_t> result(s.lens().size());
std::iota(result.begin(), result.end(), 0);
std::stable_sort(result.begin(), result.end(), by(std::greater<>{}, [&](auto x) {
return std::make_tuple(s.strides()[x], s.lens()[x]);
}));
return result;
}
std::vector<int64_t> find_permutation(const std::vector<shape>& shapes)
{
if(shapes.empty())
return {};
std::map<std::vector<int64_t>, std::size_t> count;
for(auto&& s : shapes)
{
if(s.broadcasted())
continue;
count[find_permutation(s)]++;
}
if(count.empty())
{
std::vector<int64_t> r(shapes.front().lens().size());
std::iota(r.begin(), r.end(), 0);
return r;
}
auto it = std::max_element(
count.begin(), count.end(), by(std::less<>{}, [](auto&& p) { return p.second; }));
assert(it != count.end());
return it->first;
}
std::vector<shape> normalize_permutation(const std::vector<shape>& shapes)
{
auto result = shapes;
auto perm = find_permutation(shapes);
std::transform(result.begin(), result.end(), result.begin(), [&](auto s) {
return reorder_shape(s, perm);
});
return result;
}
} // namespace MIGRAPHX_INLINE_NS
} // namespace migraphx