#include #include #include #include namespace migraphx { inline namespace MIGRAPHX_INLINE_NS { namespace onnx { struct parse_spacetodepth : op_parser { std::vector operators() const { return {{"SpaceToDepth"}}; } 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(); // blocksize attribute of SpaceToDepth int blocksize = 1; // if blockSize of 1 then, this is a no-op if(contains(info.attributes, "blocksize")) { blocksize = info.attributes.at("blocksize").i(); } if(blocksize < 1) { // blockSize less than 1 would rather result in DepthToSpace instead of SpaceToDepth MIGRAPHX_THROW("SpaceToDepth: blocksize is less than 1"); } // calculate dimensions auto res_lens = s.lens(); // {N, C, H, W} if(((res_lens[2] % blocksize) == 0) and ((res_lens[3] % blocksize) == 0)) { // Co = C * (blocksize ^ 2) res_lens[1] = res_lens[1] * blocksize * blocksize; // Ho = (H / blocksize) res_lens[2] = res_lens[2] / blocksize; // Wo = (W / blocksize) res_lens[3] = res_lens[3] / blocksize; } // res_shape = (N, Co, Ho, Wo) else MIGRAPHX_THROW("SpaceToDepth: div by blocksize quotient not int "); auto trans_lens = s.lens(); // {N, C, H, W} trans_lens[2] = res_lens[2]; trans_lens[3] = blocksize; trans_lens.push_back(res_lens[3]); trans_lens.push_back(blocksize); // {N, C, Ho, blocksize, Wo, blocksize} std::vector perm = {0, 3, 5, 1, 2, 4}; auto temp1 = info.add_instruction(make_op("reshape", {{"dims", trans_lens}}), args[0]); auto temp2 = info.add_instruction(make_op("transpose", {{"permutation", perm}}), temp1); return info.add_instruction(make_op("reshape", {{"dims", res_lens}}), info.make_contiguous(temp2)); } }; } // namespace onnx } // namespace MIGRAPHX_INLINE_NS } // namespace migraphx