#include #include #include #include #include namespace migraphx { inline namespace MIGRAPHX_INLINE_NS { namespace onnx { struct parse_hardsigmoid : op_parser { std::vector operators() const { return {{"HardSigmoid"}, {"HardSwish"}}; } instruction_ref parse(const op_desc& opd, const onnx_parser& /*parser*/, const onnx_parser::node_info& info, std::vector args) const { float alpha = 0.2; float beta = 0.5; if(opd.onnx_name == "HardSwish") { alpha = 1.0 / 6.0; } else { if(contains(info.attributes, "alpha")) alpha = info.attributes.at("alpha").f(); if(contains(info.attributes, "beta")) beta = info.attributes.at("beta").f(); } auto input_lens = args[0]->get_shape().lens(); auto input_type = args[0]->get_shape().type(); auto mb_alpha = info.add_instruction( migraphx::make_op("multibroadcast", {{"out_lens", input_lens}}), info.add_literal(migraphx::literal{migraphx::shape{input_type}, {alpha}})); auto mb_beta = info.add_instruction( migraphx::make_op("multibroadcast", {{"out_lens", input_lens}}), info.add_literal(migraphx::literal{migraphx::shape{input_type}, {beta}})); auto mb_zero = info.add_instruction( migraphx::make_op("multibroadcast", {{"out_lens", input_lens}}), info.add_literal(migraphx::literal{migraphx::shape{input_type}, {0}})); auto mb_one = info.add_instruction( migraphx::make_op("multibroadcast", {{"out_lens", input_lens}}), info.add_literal(migraphx::literal{migraphx::shape{input_type}, {1}})); auto mul = info.add_instruction(migraphx::make_op("mul"), mb_alpha, args[0]); auto add = info.add_instruction(migraphx::make_op("add"), mb_beta, mul); auto hardsigmoid = info.add_instruction(migraphx::make_op("clip"), add, mb_zero, mb_one); if(opd.onnx_name == "HardSwish") return info.add_instruction(migraphx::make_op("mul"), args[0], hardsigmoid); return hardsigmoid; } }; } // namespace onnx } // namespace MIGRAPHX_INLINE_NS } // namespace migraphx