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

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3.6 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_depthtospace : op_parser<parse_depthtospace>
{
std::vector<op_desc> operators() const { return {{"DepthToSpace"}}; }
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();
// mode attribute of DepthToSpace
auto mode = std::string("DCR");
if(contains(info.attributes, "mode"))
{
mode = info.attributes.at("mode").s(); // DCR or CRD?
}
// blocksize attribute of DepthToSpace
int blocksize = 0;
if(contains(info.attributes, "blocksize"))
{
blocksize = info.attributes.at("blocksize").i();
}
if(blocksize < 1)
{
MIGRAPHX_THROW("DepthToSpace: blocksize is less than 1");
}
// calculate dimensions
auto lens1 = s.lens();
auto lens2 = s.lens();
unsigned long divisor = std::pow(blocksize, 2);
if((lens2[1] % divisor) == 0)
lens2[1] = lens2[1] / divisor;
else
MIGRAPHX_THROW("DepthToSpace: div by blocksize quotient not int ");
lens1.push_back(lens1[2]);
lens1.push_back(lens1[3]);
lens2[2] = lens2[2] * blocksize;
lens2[3] = lens2[3] * blocksize;
lens1[2] = blocksize;
std::vector<int64_t> perm;
if(mode == "DCR")
{
lens1[3] = lens1[1] / divisor;
lens1[1] = blocksize;
perm = {0, 3, 4, 1, 5, 2};
}
else if(mode == "CRD")
{
lens1[1] = lens1[1] / divisor;
lens1[3] = blocksize;
perm = {0, 1, 4, 2, 5, 3};
}
else
MIGRAPHX_THROW("DepthToSpace: mode attribute cannot be read.");
auto temp1 = info.add_instruction(make_op("reshape", {{"dims", lens1}}), args[0]);
auto temp2 = info.add_instruction(make_op("transpose", {{"permutation", perm}}), temp1);
return info.add_instruction(make_op("reshape", {{"dims", lens2}}), temp2);
}
};
} // namespace onnx
} // namespace MIGRAPHX_INLINE_NS
} // namespace migraphx