/* * 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 layout_inference.cc * \brief infer the fragment/shared memory layout */ #include #include #include #include #include #include #include #include "../op/parallel.h" #include "arith/ir_mutator_with_analyzer.h" #include "loop_partition.h" #include "loop_vectorize.h" namespace tvm { namespace tl { using namespace tir; using arith::IRMutatorWithAnalyzer; // Class to legalize vectorized loops by transforming them appropriately class LoopVectorizedLegalizer : IRMutatorWithAnalyzer { public: // Static method to substitute and transform the given PrimFunc static PrimFunc Substitute(PrimFunc f) { arith::Analyzer analyzer; // Create an instance of the legalizer with the analyzer LoopVectorizedLegalizer substituter(&analyzer); // Get a mutable copy of the function node PrimFuncNode *fptr = f.CopyOnWrite(); // Apply the legalizer to the function body fptr->body = substituter.VisitStmt(f->body); return f; } private: // Constructor initializing the base class with the analyzer LoopVectorizedLegalizer(arith::Analyzer *analyzer) : arith::IRMutatorWithAnalyzer(analyzer) {} // Override the VisitStmt_ method to handle ForNode (loop statements) Stmt VisitStmt_(const ForNode *op) final { // Visit and potentially modify the loop node For for_node = Downcast(IRMutatorWithAnalyzer::VisitStmt_(op)); // If the loop is not vectorized, proceed with the default behavior if (for_node->kind != ForKind::kVectorized) { return IRMutatorWithAnalyzer::VisitStmt_(op); } // Change the loop kind from vectorized to serial for_node.CopyOnWrite()->kind = ForKind::kSerial; // Apply vectorization transformation to the loop return VectorizeLoop(for_node); } }; // Create a pass that legalizes vectorized loops in the IRModule tvm::transform::Pass LegalizeVectorizedLoop() { using namespace tir::transform; // Define the transformation function to be applied auto pass_func = [=](PrimFunc f, const IRModule &m, const PassContext &ctx) { return LoopVectorizedLegalizer::Substitute(std::move(f)); }; // Create and return a PrimFunc pass with the transformation function return CreatePrimFuncPass(pass_func, 0, "tl.LegalizeVectorizedLoop", {}); } // Register the pass globally so it can be used in the compilation pipeline TVM_FFI_STATIC_INIT_BLOCK({ namespace refl = tvm::ffi::reflection; refl::GlobalDef().def("tl.transform.LegalizeVectorizedLoop", LegalizeVectorizedLoop); }); } // namespace tl } // namespace tvm