/* * 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. */ #ifndef MIGRAPHX_GUARD_OPERATORS_DOT_HPP #define MIGRAPHX_GUARD_OPERATORS_DOT_HPP #include #include #include #include #include #include #include #include #include #include namespace migraphx { inline namespace MIGRAPHX_INLINE_NS { namespace op { struct dot { std::string name() const { return "dot"; } shape compute_shape(std::vector inputs) const { check_shapes{inputs, *this}.same_type().has(2); const shape& a = inputs.at(0); const shape& b = inputs.at(1); auto t = a.type(); if(!std::all_of(inputs.begin(), inputs.end(), [](auto s) { return s.lens().size() >= 2; })) { MIGRAPHX_THROW("DOT: dot only accept 2 or more dims operands"); } // only handle the case that the batch size of a and b are the same if(!std::equal( a.lens().rbegin() + 2, a.lens().rend(), b.lens().rbegin() + 2, b.lens().rend())) { MIGRAPHX_THROW("DOT: batch size of A and B mismatch: {" + to_string_range(a.lens()) + "} x {" + to_string_range(b.lens()) + "}"); } std::size_t dim_0 = a.lens().size() - 2; std::size_t dim_1 = a.lens().size() - 1; if(a.lens()[dim_1] != b.lens()[dim_0]) { MIGRAPHX_THROW("DOT: inner dimensions do not match: {" + to_string_range(a.lens()) + "} x {" + to_string_range(b.lens()) + "}"); } auto out_lens = a.lens(); out_lens[dim_1] = b.lens()[dim_1]; return {t, out_lens}; } argument compute(shape output_shape, std::vector args) const { argument result = argument{output_shape}; visit_all(result, args[0], args[1])( [&](auto cmat, auto amat, auto bmat) { gemm(cmat, amat, bmat, 1.0f, 0.0f); }); return result; } }; } // namespace op } // namespace MIGRAPHX_INLINE_NS } // namespace migraphx #endif