#include #include #include #include namespace migraphx { inline namespace MIGRAPHX_INLINE_NS { namespace onnx { struct parse_selu : op_parser { std::vector operators() const { return {{"Selu"}}; } instruction_ref parse(const op_desc& /*opd*/, const onnx_parser& /*parser*/, onnx_parser::node_info info, std::vector args) const { auto type = args[0]->get_shape().type(); auto lens = args[0]->get_shape().lens(); float alpha = 1.67326f; if(contains(info.attributes, "alpha")) { alpha = info.attributes.at("alpha").f(); } float gamma = 1.0507f; if(contains(info.attributes, "gamma")) { gamma = info.attributes.at("gamma").f(); } auto l_alpha = info.add_literal({{type, {1}}, {alpha}}); auto l_gamma = info.add_literal({{type, {1}}, {gamma / 2.0f}}); if(lens != std::vector{1}) { l_alpha = info.add_instruction(make_op("multibroadcast", {{"output_lens", lens}}), l_alpha); l_gamma = info.add_instruction(make_op("multibroadcast", {{"output_lens", lens}}), l_gamma); } auto sign_x = info.add_instruction(make_op("sign"), args[0]); auto exp_x = info.add_instruction(make_op("exp"), args[0]); auto alpha_ex = info.add_instruction(make_op("mul"), l_alpha, exp_x); auto aex_alpha = info.add_instruction(make_op("sub"), alpha_ex, l_alpha); auto ins1 = info.add_instruction(make_op("add"), aex_alpha, args[0]); auto ins2 = info.add_instruction(make_op("sub"), aex_alpha, args[0]); auto sign2 = info.add_instruction(make_op("mul"), sign_x, ins2); auto ins_sub = info.add_instruction(make_op("sub"), ins1, sign2); return info.add_instruction(make_op("mul"), ins_sub, l_gamma); } }; } // namespace onnx } // namespace MIGRAPHX_INLINE_NS } // namespace migraphx