frigate/docker/rocm/migraphx/onnx/parse_group_query_attention.cpp
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2025-02-03 22:01:20 +01:00

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/*
* 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
* 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/make_op.hpp>
#include <migraphx/instruction.hpp>
namespace migraphx {
inline namespace MIGRAPHX_INLINE_NS {
namespace onnx {
struct parse_group_query_attention : op_parser<parse_group_query_attention>
{
std::vector<op_desc> operators() const { return {{"GroupQueryAttention"}}; }
std::vector<instruction_ref> parse(const op_desc& /*opd*/,
const onnx_parser& parser,
const onnx_parser::node_info& info,
const std::vector<instruction_ref>& args) const
{
bool do_rotary = false;
std::size_t kv_num_heads = 0;
int local_window_size = -1;
std::size_t num_heads = 1;
bool rotary_interleaved = false;
float scale = 0.0;
if(contains(info.attributes, "do_rotary"))
{
do_rotary = parser.parse_value(info.attributes.at("do_rotary")).at<bool>();
}
if(contains(info.attributes, "kv_num_heads"))
{
kv_num_heads = parser.parse_value(info.attributes.at("kv_num_heads")).at<std::size_t>();
}
if(contains(info.attributes, "local_window_size"))
{
local_window_size =
parser.parse_value(info.attributes.at("local_window_size")).at<int>();
}
if(contains(info.attributes, "num_heads"))
{
num_heads = parser.parse_value(info.attributes.at("num_heads")).at<std::size_t>();
}
if(contains(info.attributes, "rotary_interleaved"))
{
rotary_interleaved =
parser.parse_value(info.attributes.at("rotary_interleaved")).at<bool>();
}
if(contains(info.attributes, "scale"))
{
scale = parser.parse_value(info.attributes.at("scale")).at<float>();
}
if(args.size() < 7 or args.size() > 9)
{
MIGRAPHX_THROW("GroupQueryAttention: Wrong number of inputs provided");
}
auto gqa = info.add_instruction(make_op("group_query_attention",
{{"do_rotary", do_rotary},
{"kv_num_heads", kv_num_heads},
{"local_window_size", local_window_size},
{"num_heads", num_heads},
{"rotary_interleaved", rotary_interleaved},
{"scale", scale}}),
args);
auto gqa_output = info.add_instruction(make_op("get_tuple_elem", {{"index", 0}}), gqa);
auto gqa_present_key = info.add_instruction(make_op("get_tuple_elem", {{"index", 1}}), gqa);
auto gqa_present_value =
info.add_instruction(make_op("get_tuple_elem", {{"index", 2}}), gqa);
return {gqa_output, gqa_present_key, gqa_present_value};
}
};
} // namespace onnx
} // namespace MIGRAPHX_INLINE_NS
} // namespace migraphx