#include #include #include #include #include #include #include #include #include #include #include #include namespace migraphx { inline namespace MIGRAPHX_INLINE_NS { namespace gpu { // NOLINTNEXTLINE static const char* const roialign_kernel = R"__migraphx__( #include #include #include #include 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, _c, MIGRAPHX_MAKE_CONSTANT(float{SPATIAL_SCALE})); roialign(xs..., settings); }); } } } // namespace migraphx )__migraphx__"; struct roialign_compiler : compiler { std::vector names() const { return {"roialign"}; } operation compile_op(context& ctx, const std::vector& 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(); // pooling_mode auto mode = v.at("mode").to(); 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(); 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(); 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