#include #include #include #include namespace migraphx { inline namespace MIGRAPHX_INLINE_NS { namespace onnx { enum class reduce_mode_t { sum = 0, mean = 1, max = 2 }; struct parse_aten : op_parser { std::vector operators() const { return {{"ATen"}}; } instruction_ref parse(const op_desc& /*opd*/, const onnx_parser& /*parser*/, onnx_parser::node_info info, std::vector args) const { if(contains(info.attributes, "operator")) { auto op_name = info.attributes.at("operator").s(); if(op_name.find("embedding_bag") != std::string::npos) { return parse_embedding_bag(info, std::move(args)); } } MIGRAPHX_THROW("PARSE_ATEN: unsupported custom operator"); } instruction_ref parse_embedding_bag(onnx_parser::node_info info, std::vector args) const { if(args[2]->get_shape().elements() != 1) MIGRAPHX_THROW("PARSE_EMBEDDING_BAG: MIGraphX only supports offsets of size 1"); reduce_mode_t reduce_mode = reduce_mode_t::sum; if(contains(info.attributes, "mode")) { reduce_mode = static_cast(info.attributes.at("mode").i()); } auto l0 = info.add_instruction(make_op("gather"), args[0], args[1]); switch(reduce_mode) { case reduce_mode_t::sum: l0 = info.add_instruction(make_op("reduce_sum", {{"axes", {0}}}), l0); break; case reduce_mode_t::mean: l0 = info.add_instruction(make_op("reduce_mean", {{"axes", {0}}}), l0); break; case reduce_mode_t::max: l0 = info.add_instruction(make_op("reduce_max", {{"axes", {0}}}), l0); break; } return l0; } }; } // namespace onnx } // namespace MIGRAPHX_INLINE_NS } // namespace migraphx