frigate/docker/rocm/migraphx/onnx/parse_spacetodepth.cpp
WhiteWolf84 7eefb89bf6 upload
2025-02-03 22:01:20 +01:00

83 lines
3.5 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/onnx/op_parser.hpp>
#include <migraphx/ranges.hpp>
#include <migraphx/instruction.hpp>
#include <migraphx/make_op.hpp>
namespace migraphx {
inline namespace MIGRAPHX_INLINE_NS {
namespace onnx {
struct parse_spacetodepth : op_parser<parse_spacetodepth>
{
std::vector<op_desc> operators() const { return {{"SpaceToDepth"}}; }
instruction_ref parse(const op_desc& /*opd*/,
const onnx_parser& /*parser*/,
const onnx_parser::node_info& info,
std::vector<instruction_ref> args) const
{
auto s = args[0]->get_shape();
// blocksize attribute of SpaceToDepth
int blocksize = 1; // if blockSize of 1 then, this is a no-op
if(contains(info.attributes, "blocksize"))
{
blocksize = info.attributes.at("blocksize").i();
}
if(blocksize < 1)
{
// blockSize less than 1 would rather result in DepthToSpace instead of SpaceToDepth
MIGRAPHX_THROW("SpaceToDepth: blocksize is less than 1");
}
// calculate dimensions
auto res_lens = s.lens(); // {N, C, H, W}
if(((res_lens[2] % blocksize) == 0) and ((res_lens[3] % blocksize) == 0))
{
// Co = C * (blocksize ^ 2)
res_lens[1] = res_lens[1] * blocksize * blocksize;
// Ho = (H / blocksize)
res_lens[2] = res_lens[2] / blocksize;
// Wo = (W / blocksize)
res_lens[3] = res_lens[3] / blocksize;
} // res_shape = (N, Co, Ho, Wo)
else
MIGRAPHX_THROW("SpaceToDepth: div by blocksize quotient not int ");
auto trans_lens = s.lens(); // {N, C, H, W}
trans_lens[2] = res_lens[2];
trans_lens[3] = blocksize;
trans_lens.push_back(res_lens[3]);
trans_lens.push_back(blocksize); // {N, C, Ho, blocksize, Wo, blocksize}
std::vector<int64_t> perm = {0, 3, 5, 1, 2, 4};
auto temp1 = info.add_instruction(make_op("reshape", {{"dims", trans_lens}}), args[0]);
auto temp2 = info.add_instruction(make_op("transpose", {{"permutation", perm}}), temp1);
return info.add_instruction(make_op("reshape", {{"dims", res_lens}}), temp2);
}
};
} // namespace onnx
} // namespace MIGRAPHX_INLINE_NS
} // namespace migraphx