roialign.cpp

/*
 * 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/gpu/compile_hip_code_object.hpp>
#include <migraphx/gpu/context.hpp>
#include <migraphx/gpu/compile_hip.hpp>

namespace migraphx {
inline namespace MIGRAPHX_INLINE_NS {
namespace gpu {

// NOLINTNEXTLINE
static const char* const roialign_kernel = R"__migraphx__(
#include <migraphx/kernels/roialign.hpp>
#include <migraphx/kernels/integral_constant.hpp>
#include <migraphx/kernels/generic_constant.hpp>
#include <args.hpp>

namespace migraphx {

extern "C" {

__global__ void roialign_kernel(void* in_x, void* in_rois, void* in_ind, void* y) 
{
    make_tensors()(in_x, in_rois, in_ind, y)([](auto&&... xs) {
        auto settings = make_roalign_settings(MIGRAPHX_MAKE_CONSTANT(float{ROIS_OFFSET}),
                                              _c<bool{IS_AVG_POOLING}>,
                                              _c<int64_t{SAMPLING_RATIO}>, 
                                              MIGRAPHX_MAKE_CONSTANT(float{SPATIAL_SCALE}));
        roialign(xs..., settings); 
    });
}

}

} // namespace migraphx

)__migraphx__";

struct roialign_compiler : compiler<roialign_compiler>
{
    std::vector<std::string> names() const { return {"roialign"}; }

    operation compile_op(context& ctx, const std::vector<shape>& inputs, const value& v) const
    {
        hip_compile_options options;
        options.set_launch_params(v, compute_global_for(ctx, inputs.back().elements()), 128);
        options.output      = inputs.back();
        options.inputs      = inputs;
        options.kernel_name = "roialign_kernel";

        // sampling_ratio
        options.params += " -DSAMPLING_RATIO=" + v.at("sampling_ratio").to<std::string>();

        // pooling_mode
        auto mode = v.at("mode").to<migraphx::op::pooling_mode>();
        std::string is_avg_pooling =
            (mode == migraphx::op::pooling_mode::average) ? "true" : "false";
        options.params += " -DIS_AVG_POOLING=" + is_avg_pooling;

        // coord_trans_mode
        auto ctm          = v.at("coordinate_transformation_mode").to<std::string>();
        float rois_offset = (ctm == "output_half_pixel") ? -0.5f : 0.0f;
        options.params += " -DROIS_OFFSET=" + std::to_string(rois_offset);

        // spatial_scale
        options.params += " -DSPATIAL_SCALE=" + v.at("spatial_scale").to<std::string>();

        return compile_hip_code_object(roialign_kernel, 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