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

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3.3 KiB
C++

/*
* The MIT License (MIT)
*
* Copyright (c) 2015-2022 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 {
enum class reduce_mode_t
{
sum = 0,
mean = 1,
max = 2
};
struct parse_aten : op_parser<parse_aten>
{
std::vector<op_desc> operators() const { return {{"ATen"}}; }
instruction_ref parse(const op_desc& /*opd*/,
const onnx_parser& /*parser*/,
onnx_parser::node_info info,
std::vector<instruction_ref> args) const
{
if(contains(info.attributes, "operator"))
{
auto op_name = info.attributes.at("operator").s();
if(op_name.find("embedding_bag") != std::string::npos)
{
return parse_embedding_bag(info, std::move(args));
}
}
MIGRAPHX_THROW("PARSE_ATEN: unsupported custom operator");
}
instruction_ref parse_embedding_bag(onnx_parser::node_info info,
std::vector<instruction_ref> args) const
{
if(args[2]->get_shape().elements() != 1)
MIGRAPHX_THROW("PARSE_EMBEDDING_BAG: MIGraphX only supports offsets of size 1");
reduce_mode_t reduce_mode = reduce_mode_t::sum;
if(contains(info.attributes, "mode"))
{
reduce_mode = static_cast<reduce_mode_t>(info.attributes.at("mode").i());
}
auto l0 = info.add_instruction(make_op("gather"), args[0], args[1]);
switch(reduce_mode)
{
case reduce_mode_t::sum:
l0 = info.add_instruction(make_op("reduce_sum", {{"axes", {0}}}), l0);
break;
case reduce_mode_t::mean:
l0 = info.add_instruction(make_op("reduce_mean", {{"axes", {0}}}), l0);
break;
case reduce_mode_t::max:
l0 = info.add_instruction(make_op("reduce_max", {{"axes", {0}}}), l0);
break;
}
return l0;
}
};
} // namespace onnx
} // namespace MIGRAPHX_INLINE_NS
} // namespace migraphx