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

103 lines
3.9 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/instruction.hpp>
#include <migraphx/ranges.hpp>
#include <migraphx/make_op.hpp>
namespace migraphx {
inline namespace MIGRAPHX_INLINE_NS {
namespace onnx {
/**
* If static shape input, creates a literal in migraphx.
* If dynamic shape input, creates a dimensions_of operator in migraphx (runtime evaluation of
* shape).
*/
struct parse_shape : op_parser<parse_shape>
{
std::vector<op_desc> operators() const { return {{"Shape"}}; }
instruction_ref parse(const op_desc& /*opd*/,
const onnx_parser& /*parser*/,
const onnx_parser::node_info& info,
std::vector<instruction_ref> args) const
{
if(args.size() != 1)
MIGRAPHX_THROW("Shape: operator should have 1 operand");
auto input_shape = args[0]->get_shape();
int input_ndim = input_shape.ndim();
std::size_t start = 0;
std::size_t end = input_ndim;
// Normalizing the start and end is handled here because of how the static shape version
// works. Clamping to [-r, r], where r is ndim of input and then making positive.
auto normalize_ind = [&](int64_t ind) {
if(ind < (-1 * input_ndim))
{
ind = -1 * input_ndim;
}
if(ind > input_ndim)
{
ind = input_ndim;
}
return (ind >= 0) ? ind : input_ndim + ind;
};
if(contains(info.attributes, "end"))
{
end = normalize_ind(info.attributes.at("end").i());
}
if(contains(info.attributes, "start"))
{
start = normalize_ind(info.attributes.at("start").i());
}
if(end <= start)
{
MIGRAPHX_THROW("PARSE_SHAPE: ending axis <= starting axis, end: " +
std::to_string(end) + " start: " + std::to_string(start));
}
if(input_shape.dynamic())
{
return info.add_instruction(make_op("dimensions_of", {{"start", start}, {"end", end}}),
args[0]);
}
else
{
std::size_t output_ndim = end - start;
std::vector<int64_t> vec_shape(output_ndim);
migraphx::shape s(migraphx::shape::int64_type, {output_ndim});
std::vector<std::size_t> input_lens = input_shape.lens();
std::transform(input_lens.begin() + start,
input_lens.begin() + end,
vec_shape.begin(),
[](auto i) { return int64_t(i); });
return info.add_literal(migraphx::literal{s, vec_shape});
}
}
};
} // namespace onnx
} // namespace MIGRAPHX_INLINE_NS
} // namespace migraphx