/* * 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 gpu { namespace { MIGRAPHX_PRED_MATCHER(col_matrix, instruction_ref ins) { if (not ins->get_shape().transposed()) return false; if (ins->get_shape().ndim() < 2) return false; auto perm = find_permutation(ins->get_shape()); auto n = perm.size() - 1; return perm[n] == n - 1 and perm[n-1] == n; } MIGRAPHX_PRED_MATCHER(broadcast_matrix_dims, instruction_ref ins) { if (not ins->get_shape().broadcasted()) return false; if (ins->get_shape().ndim() < 2) return false; return std::any_of(ins->get_shape().lens().rbegin(), ins->get_shape().lens().rend()+2, [](auto i) { return i == 0; }); } struct find_dot_const { auto matcher() const { return match::name("dot")(match::arg(1)(match::is_constant(), match::none_of(col_matrix(), broadcast_matrix_dims()), match::skip_broadcasts(match::any().bind("w"))))(match::none_of(match::is_constant())); } void apply(module& m, const match::matcher_result& r) const { auto ins = r.result; auto w = r.instructions["w"]; if (w->get_shape().ndim() < 2) return; auto perm = find_permutation(w->get_shape()); auto n = perm.size() - 1; std::swap(perm[n], perm[n-1]); auto wl = m.insert_instruction(std::next(w), make_op("layout", {{"permutation", perm}}), w); m.replace_instruction(w, wl); } }; } // namespace void rewrite_ops::apply(module& m) const { match::find_matches(m, find_dot_const{}); } } // namespace gpu } // namespace MIGRAPHX_INLINE_NS } // namespace migraphx