Commit 9f2b7574 authored by Ted Themistokleous's avatar Ted Themistokleous
Browse files

Initial attempt at kernel for nonmaxsuppression (WORK IN PROGRESS)

Just grabbing what I did for gather. This will probably be something more
complicated with a few different kernels due to all the comparissions
and things that need to be vectorized
parent c9edeb6d
/*
* 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/gpu/compiler.hpp>
#include <migraphx/make_op.hpp>
#include <migraphx/gpu/context.hpp>
#include <migraphx/gpu/compile_hip_code_object.hpp>
#include <migraphx/gpu/compile_hip.hpp>
namespace migraphx {
inline namespace MIGRAPHX_INLINE_NS {
namespace gpu {
// NOLINTNEXTLINE
static const char* const nonmaxsupression_kernel = R"__migraphx__(
#include <migraphx/kernels/gather.hpp>
#include <migraphx/kernels/ops.hpp>
#include <migraphx/kernels/integral_constant.hpp>
#include <migraphx/kernels/generic_constant.hpp>
#include <args.hpp>
namespace migraphx {
extern "C" {
__global__ void nonmaxsuppression_kernel(void* in_data, void* in_indices, void* output)
{
make_tensors()(in_data, in_indices, output)([](auto&&... xs) {
gather<${axis}>(xs...);
});
}
}
} // namespace migraphx
)__migraphx__";
struct nonmaxsuppresion_compiler : compiler<nonmaxsuppression_compiler>
{
std::vector<std::string> names() const { return {"nonmaxsuppression"}; }
operation compile_op(context& ctx, const std::vector<shape>& inputs, const value& v) const
{
hip_compile_options options;
const auto& out_s = inputs.back();
options.set_launch_params(v, compute_global_for(ctx, out_s.elements()));
options.inputs = inputs;
options.output = out_s;
options.kernel_name = "nonmaxsuppression_kernel";
options.virtual_inputs = inputs;
auto axis = v.at("axis").to<std::string>();
auto src = interpolate_string(nonmaxsuppression_kernel, {{"axis", axis}});
return compile_hip_code_object(src, options);
}
compiler_replace compile(context& ctx, instruction_ref ins, const operation& op) const
{
return replace(compile_op(ctx, to_shapes(ins->inputs()), op.to_value()));
}
};
} // namespace gpu
} // namespace MIGRAPHX_INLINE_NS
} // namespace migraphx
/*
* 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.
*/
#ifndef MIGRAPHX_GUARD_KERNELS_NONMAXSUPPRESSION_HPP
#define MIGRAPHX_GUARD_KERNELS_NONMAXSUPPRESSION_HPP
#include <migraphx/kernels/index.hpp>
#include <migraphx/kernels/shape.hpp>
#include <migraphx/kernels/algorithm.hpp>
#include <migraphx/kernels/tensor_view.hpp>
namespace migraphx {
template <int Axis, class Input, class Indices>
constexpr auto gather_shape(Input input, Indices indices)
{
auto lengths = input.lens;
lengths[Axis] = indices.elements();
return make_shape(lengths, input.strides);
}
template <int Axis, class Input, class Indices, class Output>
__device__ void nonmaxsuppression(Input input, Indices indices, Output output)
{
auto ind = make_index();
auto axis_dim_size = input.get_shape().lens[Axis];
constexpr auto out_comp = nonmaxsuppression_shape<Axis>(get_shape_c<Input>{}, get_shape_c<Indices>{});
ind.global_stride(output.get_shape().elements(), [&](auto i) {
auto idx = out_comp.multi(i);
auto in_index = indices[idx[Axis]];
auto new_in_index = (in_index < 0) ? in_index + axis_dim_size : in_index;
idx[Axis] = new_in_index;
output[i] = input[idx];
});
}
} // namespace migraphx
#endif
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