frigate/docker/rocm/migraphx/reduce_dims.cpp

/*
 * The MIT License (MIT)
 *
 * Copyright (c) 2015-2024 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
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 * THE SOFTWARE.
 */
#include <migraphx/reduce_dims.hpp>

namespace migraphx {
inline namespace MIGRAPHX_INLINE_NS {

bool reduce_dim(std::vector<shape>& shapes, std::size_t n)
{
    std::vector<std::size_t> new_lens;
    for(const auto& s : shapes)
    {
        assert(n < s.lens().size());
        if((n + 1) >= s.lens().size())
            return false;
        auto astride = s.strides()[n];
        auto alen    = s.lens()[n];
        auto bstride = s.strides()[n + 1];
        auto blen    = s.lens()[n + 1];

        if(astride == bstride * blen or alen == 1)
            new_lens.push_back(alen * blen);
    }
    if(new_lens.size() != shapes.size())
        return false;
    std::size_t i = 0;
    for(auto& s : shapes)
    {
        auto lens    = s.lens();
        auto strides = s.strides();
        lens.erase(lens.begin() + n);
        strides.erase(strides.begin() + n);
        lens[n] = new_lens[i];
        s       = shape{s.type(), lens, strides};
        i++;
    }
    return true;
}

void reduce_dim1(std::vector<shape>& shapes)
{
    if(std::any_of(shapes.begin(), shapes.end(), [&](const auto& s) {
           return s.lens().size() < 2 or s.lens().back() != 1;
       }))
        return;
    for(auto& s : shapes)
    {
        auto lens    = s.lens();
        auto strides = s.strides();
        lens.pop_back();
        strides.pop_back();
        s = shape{s.type(), lens, strides};
    }
}

std::size_t reduce_dim_all(std::vector<shape>& shapes, std::size_t n)
{
    while(reduce_dim(shapes, n) and n < shapes.size())
    {
        (void)n;
    }
    return n + 1;
}
void reduce_dim_all(std::vector<shape>& shapes)
{
    std::size_t n = 0;
    while(n < shapes.front().lens().size() - 1)
        n = reduce_dim_all(shapes, n);
    reduce_dim1(shapes);
}

std::vector<std::size_t> base_lens(const std::vector<shape>& shapes)
{
    return std::accumulate(
        shapes.begin() + 1, shapes.end(), shapes.front().lens(), [](auto&& lens, auto&& s) {
            std::vector<std::size_t> result;
            const auto* x = &s.lens();
            const auto* y = &lens;
            if(x->size() > y->size())
                std::swap(x, y);
            std::transform(
                x->begin(), x->end(), y->begin(), std::back_inserter(result), [&](auto a, auto b) {
                    return std::max(a, b);
                });
            return result;
        });
}

shape mask_shape(const shape& s, const std::vector<std::size_t>& lens)
{
    assert(s.lens().size() == lens.size());
    std::vector<std::size_t> rstrides(lens.size());
    std::size_t stride = 1;
    for(std::size_t i = lens.size() - 1; i < lens.size(); i--)
    {
        if(lens[i] == s.lens()[i])
        {
            rstrides[i] = stride;
            stride *= lens[i];
        }
        else if(lens[i] != 1 and s.lens()[i] != 1)
        {
            return shape{};
        }
    }
    return shape{s.type(), lens, rstrides};
}

std::vector<shape> reduce_dims(const std::vector<shape>& shapes)
{
    if(shapes.empty())
        return {};
    auto result = shapes;
    auto base   = base_lens(shapes);
    for(auto&& s : shapes)
    {
        if(s.lens().size() != base.size())
            return shapes;
        if(s.lens() == base)
            continue;
        auto mshape = mask_shape(s, base);
        if(mshape.lens().size() != base.size())
            return shapes;
        result.push_back(mshape);
    }
    reduce_dim_all(result);
    result.erase(result.begin() + shapes.size(), result.end());
    return result;
}

} // namespace MIGRAPHX_INLINE_NS
} // namespace migraphx