| /* |
| * Licensed to the Apache Software Foundation (ASF) under one |
| * or more contributor license agreements. See the NOTICE file |
| * distributed with this work for additional information |
| * regarding copyright ownership. The ASF licenses this file |
| * to you under the Apache License, Version 2.0 (the |
| * "License"); you may not use this file except in compliance |
| * with the License. You may obtain a copy of the License at |
| * |
| * http://www.apache.org/licenses/LICENSE-2.0 |
| * |
| * Unless required by applicable law or agreed to in writing, |
| * software distributed under the License is distributed on an |
| * "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY |
| * KIND, either express or implied. See the License for the |
| * specific language governing permissions and limitations |
| * under the License. |
| */ |
| |
| /*! |
| * \file detect_common_subexpr.cc |
| * \brief Utility to detect common sub expressions. |
| */ |
| #include <tvm/tir/expr.h> |
| |
| #include <limits> |
| |
| #include "../tir/transforms/common_subexpr_elim_tools.h" |
| |
| namespace tvm { |
| namespace arith { |
| |
| using namespace tir; |
| |
| Map<PrimExpr, Integer> DetectCommonSubExpr(const PrimExpr& e, int thresh) { |
| // Check the threshold in the range of size_t |
| CHECK_GE(thresh, std::numeric_limits<size_t>::min()); |
| CHECK_LE(thresh, std::numeric_limits<size_t>::max()); |
| size_t repeat_thr = static_cast<size_t>(thresh); |
| auto IsEligibleComputation = [](const PrimExpr& expr) { |
| return (SideEffect(expr) <= CallEffectKind::kPure && CalculateExprComplexity(expr) > 1 && |
| (expr.as<RampNode>() == nullptr) && (expr.as<BroadcastNode>() == nullptr)); |
| }; |
| |
| // Analyze the sub expressions |
| ComputationTable table_syntactic_comp_done_by_expr = ComputationsDoneBy::GetComputationsDoneBy( |
| e, IsEligibleComputation, [](const PrimExpr& expr) { return true; }); |
| |
| std::vector<std::pair<PrimExpr, size_t>> semantic_comp_done_by_expr = |
| SyntacticToSemanticComputations(table_syntactic_comp_done_by_expr, true); |
| |
| // Find eligible sub expr if occurrence is under thresh |
| for (size_t i = 0; i < semantic_comp_done_by_expr.size(); i++) { |
| std::pair<PrimExpr, size_t>& computation_and_nb = semantic_comp_done_by_expr[i]; |
| if (computation_and_nb.second < repeat_thr) { |
| std::vector<PrimExpr> direct_subexprs = |
| DirectSubexpr::GetDirectSubexpressions(computation_and_nb.first, IsEligibleComputation, |
| [](const PrimExpr& expr) { return true; }); |
| InsertVectorToSortedSemanticComputations(&semantic_comp_done_by_expr, direct_subexprs, true, |
| computation_and_nb.second); |
| } |
| } |
| |
| // Return the common sub expr that occur more than thresh times |
| Map<PrimExpr, Integer> results; |
| for (auto& it : semantic_comp_done_by_expr) { |
| if (it.second >= repeat_thr) results.Set(it.first, it.second); |
| } |
| return results; |
| } |
| |
| TVM_REGISTER_GLOBAL("arith.DetectCommonSubExpr").set_body_typed(DetectCommonSubExpr); |
| } // namespace arith |
| } // namespace tvm |