frigate/docker/rocm/migraphx/targets/gpu/jit/gqa_softmax.cpp

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2025-02-04 00:44:02 +03:00
/*
* 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 <fstream>
#include <migraphx/filesystem.hpp>
#include <migraphx/gpu/compiler.hpp>
#include <migraphx/make_op.hpp>
#include <migraphx/gpu/context.hpp>
#include <migraphx/env.hpp>
#include <migraphx/file_buffer.hpp>
#include <migraphx/gpu/compile_gen.hpp>
#include <migraphx/gpu/compile_hip.hpp>
#include <migraphx/gpu/compile_hip_code_object.hpp>
#include <migraphx/gpu/group_query_attention.hpp>
#include <migraphx/module.hpp>
#include <migraphx/ranges.hpp>
#include <migraphx/reduce_dims.hpp>
#include <migraphx/stringutils.hpp>
namespace migraphx {
inline namespace MIGRAPHX_INLINE_NS {
namespace gpu {
using namespace migraphx::gpu::gen; // NOLINT
// NOLINTNEXTLINE
static const char* const gqa_softmax_kernel = R"__migraphx__(
#include <args.hpp>
#include <migraphx/kernels/gqa_softmax.hpp>
#include <migraphx/kernels/pointwise.hpp>
#include <migraphx/kernels/ops.hpp>
#include <migraphx/kernels/generic_constant.hpp>
namespace migraphx {
extern "C" {
MIGRAPHX_GLOBAL void ${kernel}(${params})
{
transform_args(make_tensors(), rotate_last())(${args})([](auto... xs) {
gqa_softmax(xs..., make_gqa_parameters(${gqa_params}));
});
}
}
} // namespace migraphx
)__migraphx__";
struct gqa_softmax_compiler : compiler<gqa_softmax_compiler>
{
std::vector<std::string> names() const { return {"gqa_softmax", "gpu::gqa_softmax"}; }
operation compile_op(context& ctx, const std::vector<shape>& inputs, const value& v) const
{
auto params = init_params(inputs, v);
auto gqa_params_str = params.make_init_str();
hip_compile_options options;
options.set_launch_params(
v,
compute_global_for(ctx, params.batch_size * params.num_heads * params.sequence_length));
options.inputs = inputs;
options.output = inputs.back();
options.kernel_name = v.get("kernel", "gqa_softmax_kernel");
auto src = interpolate_string(gqa_softmax_kernel,
{{"params", enum_params(inputs.size(), "void * private_p")},
{"args", enum_params(inputs.size(), "private_p")},
{"gqa_params", gqa_params_str},
{"kernel", options.kernel_name}});
return compile_hip_code_object(ctx, src, options);
}
compiler_replace compile(context& ctx, instruction_ref ins, const operation& op) const
{
auto shapes = to_shapes(ins->inputs());
auto v = op.to_value();
return compile_op(ctx, shapes, v);
}
};
} // namespace gpu
} // namespace MIGRAPHX_INLINE_NS
} // namespace migraphx