#include #include #include #include namespace migraphx { inline namespace MIGRAPHX_INLINE_NS { namespace onnx { struct parse_depthtospace : op_parser { std::vector operators() const { return {{"DepthToSpace"}}; } instruction_ref parse(const op_desc& /*opd*/, const onnx_parser& /*parser*/, const onnx_parser::node_info& info, std::vector args) const { auto s = args[0]->get_shape(); // mode attribute of DepthToSpace auto mode = std::string("DCR"); if(contains(info.attributes, "mode")) { mode = info.attributes.at("mode").s(); // DCR or CRD? } // blocksize attribute of DepthToSpace int blocksize = 0; if(contains(info.attributes, "blocksize")) { blocksize = info.attributes.at("blocksize").i(); } if(blocksize < 1) { MIGRAPHX_THROW("DepthToSpace: blocksize is less than 1"); } // calculate dimensions auto lens1 = s.lens(); auto lens2 = s.lens(); unsigned long divisor = std::pow(blocksize, 2); if((lens2[1] % divisor) == 0) lens2[1] = lens2[1] / divisor; else MIGRAPHX_THROW("DepthToSpace: div by blocksize quotient not int "); lens1.push_back(lens1[2]); lens1.push_back(lens1[3]); lens2[2] = lens2[2] * blocksize; lens2[3] = lens2[3] * blocksize; lens1[2] = blocksize; std::vector perm; if(mode == "DCR") { lens1[3] = lens1[1] / divisor; lens1[1] = blocksize; perm = {0, 3, 4, 1, 5, 2}; } else if(mode == "CRD") { lens1[1] = lens1[1] / divisor; lens1[3] = blocksize; perm = {0, 1, 4, 2, 5, 3}; } else MIGRAPHX_THROW("DepthToSpace: mode attribute cannot be read."); auto temp1 = info.add_instruction(make_op("reshape", {{"dims", lens1}}), args[0]); auto temp2 = info.add_instruction(make_op("transpose", {{"permutation", perm}}), temp1); return info.add_instruction(make_op("reshape", {{"dims", lens2}}), info.make_contiguous(temp2)); } }; } // namespace onnx } // namespace MIGRAPHX_INLINE_NS } // namespace migraphx