/* * The MIT License (MIT) * * Copyright (c) 2015-2022 Advanced Micro Devices, Inc. All rights reserved. * * Permission is hereby granted, free of charge, to any person obtaining a copy * of this software and associated documentation files (the "Software"), to deal * in the Software without restriction, including without limitation the rights * to use, copy, modify, merge, publish, distribute, sublicense, and/or sell * copies of the Software, and to permit persons to whom the Software is * furnished to do so, subject to the following conditions: * * The above copyright notice and this permission notice shall be included in * all copies or substantial portions of the Software. * * THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR * IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, * FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE * AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER * LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, * OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN * THE SOFTWARE. */ #include #include #include #include namespace migraphx { inline namespace MIGRAPHX_INLINE_NS { namespace onnx { /** * If static shape input, creates a literal in migraphx. * If dynamic shape input, creates a dimensions_of operator in migraphx (runtime evaluation of * shape). */ struct parse_shape : op_parser { std::vector operators() const { return {{"Shape"}}; } instruction_ref parse(const op_desc& /*opd*/, const onnx_parser& /*parser*/, const onnx_parser::node_info& info, std::vector args) const { if(args.size() != 1) MIGRAPHX_THROW("Shape: operator should have 1 operand"); auto input_shape = args[0]->get_shape(); int input_ndim = input_shape.ndim(); std::size_t start = 0; std::size_t end = input_ndim; // Normalizing the start and end is handled here because of how the static shape version // works. Clamping to [-r, r], where r is ndim of input and then making positive. auto normalize_ind = [&](int64_t ind) { if(ind < (-1 * input_ndim)) { ind = -1 * input_ndim; } if(ind > input_ndim) { ind = input_ndim; } return (ind >= 0) ? ind : input_ndim + ind; }; if(contains(info.attributes, "end")) { end = normalize_ind(info.attributes.at("end").i()); } if(contains(info.attributes, "start")) { start = normalize_ind(info.attributes.at("start").i()); } if(end <= start) { MIGRAPHX_THROW("PARSE_SHAPE: ending axis <= starting axis, end: " + std::to_string(end) + " start: " + std::to_string(start)); } if(input_shape.dynamic()) { return info.add_instruction(make_op("dimensions_of", {{"start", start}, {"end", end}}), args[0]); } else { std::size_t output_ndim = end - start; std::vector vec_shape(output_ndim); migraphx::shape s(migraphx::shape::int64_type, {output_ndim}); std::vector input_lens = input_shape.lens(); std::transform(input_lens.begin() + start, input_lens.begin() + end, vec_shape.begin(), [](auto i) { return int64_t(i); }); return info.add_literal(migraphx::literal{s, vec_shape}); } } }; } // namespace onnx } // namespace MIGRAPHX_INLINE_NS } // namespace migraphx