Reviewed By: vinayaka-polymage, bondhugula Differential Revision: https://reviews.llvm.org/D103294
333 lines
13 KiB
C++
333 lines
13 KiB
C++
//===- MemRefDataFlowOpt.cpp - MemRef DataFlow Optimization pass ------ -*-===//
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//
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// Part of the LLVM Project, under the Apache License v2.0 with LLVM Exceptions.
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// See https://llvm.org/LICENSE.txt for license information.
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// SPDX-License-Identifier: Apache-2.0 WITH LLVM-exception
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//
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//===----------------------------------------------------------------------===//
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//
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// This file implements a pass to forward memref stores to loads, thereby
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// potentially getting rid of intermediate memref's entirely. It also removes
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// redundant loads.
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// TODO: In the future, similar techniques could be used to eliminate
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// dead memref store's and perform more complex forwarding when support for
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// SSA scalars live out of 'affine.for'/'affine.if' statements is available.
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//===----------------------------------------------------------------------===//
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#include "PassDetail.h"
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#include "mlir/Analysis/AffineAnalysis.h"
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#include "mlir/Analysis/Utils.h"
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#include "mlir/Dialect/Affine/IR/AffineOps.h"
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#include "mlir/Dialect/MemRef/IR/MemRef.h"
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#include "mlir/Dialect/StandardOps/IR/Ops.h"
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#include "mlir/IR/Dominance.h"
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#include "mlir/Support/LogicalResult.h"
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#include "mlir/Transforms/Passes.h"
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#include "llvm/ADT/SmallPtrSet.h"
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#include <algorithm>
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#define DEBUG_TYPE "memref-dataflow-opt"
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using namespace mlir;
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namespace {
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// The store to load forwarding and load CSE rely on three conditions:
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//
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// 1) store/load and load need to have mathematically equivalent affine access
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// functions (checked after full composition of load/store operands); this
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// implies that they access the same single memref element for all iterations of
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// the common surrounding loop,
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//
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// 2) the store/load op should dominate the load op,
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//
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// 3) among all op's that satisfy both (1) and (2), for store to load
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// forwarding, the one that postdominates all store op's that have a dependence
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// into the load, is provably the last writer to the particular memref location
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// being loaded at the load op, and its store value can be forwarded to the
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// load; for load CSE, any op that postdominates all store op's that have a
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// dependence into the load can be forwarded and the first one found is chosen.
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// Note that the only dependences that are to be considered are those that are
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// satisfied at the block* of the innermost common surrounding loop of the
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// <store/load, load> being considered.
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//
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// (* A dependence being satisfied at a block: a dependence that is satisfied by
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// virtue of the destination operation appearing textually / lexically after
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// the source operation within the body of a 'affine.for' operation; thus, a
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// dependence is always either satisfied by a loop or by a block).
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//
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// The above conditions are simple to check, sufficient, and powerful for most
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// cases in practice - they are sufficient, but not necessary --- since they
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// don't reason about loops that are guaranteed to execute at least once or
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// multiple sources to forward from.
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//
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// TODO: more forwarding can be done when support for
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// loop/conditional live-out SSA values is available.
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// TODO: do general dead store elimination for memref's. This pass
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// currently only eliminates the stores only if no other loads/uses (other
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// than dealloc) remain.
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//
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struct MemRefDataFlowOpt : public MemRefDataFlowOptBase<MemRefDataFlowOpt> {
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void runOnFunction() override;
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LogicalResult forwardStoreToLoad(AffineReadOpInterface loadOp);
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void loadCSE(AffineReadOpInterface loadOp);
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// A list of memref's that are potentially dead / could be eliminated.
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SmallPtrSet<Value, 4> memrefsToErase;
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// Load op's whose results were replaced by those forwarded from stores
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// dominating stores or loads..
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SmallVector<Operation *, 8> loadOpsToErase;
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DominanceInfo *domInfo = nullptr;
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PostDominanceInfo *postDomInfo = nullptr;
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};
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} // end anonymous namespace
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/// Creates a pass to perform optimizations relying on memref dataflow such as
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/// store to load forwarding, elimination of dead stores, and dead allocs.
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std::unique_ptr<OperationPass<FuncOp>> mlir::createMemRefDataFlowOptPass() {
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return std::make_unique<MemRefDataFlowOpt>();
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}
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// Check if the store may be reaching the load.
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static bool storeMayReachLoad(Operation *storeOp, Operation *loadOp,
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unsigned minSurroundingLoops) {
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MemRefAccess srcAccess(storeOp);
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MemRefAccess destAccess(loadOp);
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FlatAffineConstraints dependenceConstraints;
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unsigned nsLoops = getNumCommonSurroundingLoops(*loadOp, *storeOp);
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unsigned d;
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// Dependences at loop depth <= minSurroundingLoops do NOT matter.
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for (d = nsLoops + 1; d > minSurroundingLoops; d--) {
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DependenceResult result = checkMemrefAccessDependence(
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srcAccess, destAccess, d, &dependenceConstraints,
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/*dependenceComponents=*/nullptr);
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if (hasDependence(result))
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break;
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}
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if (d <= minSurroundingLoops)
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return false;
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return true;
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}
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// This is a straightforward implementation not optimized for speed. Optimize
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// if needed.
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LogicalResult
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MemRefDataFlowOpt::forwardStoreToLoad(AffineReadOpInterface loadOp) {
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// First pass over the use list to get the minimum number of surrounding
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// loops common between the load op and the store op, with min taken across
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// all store ops.
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SmallVector<Operation *, 8> storeOps;
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unsigned minSurroundingLoops = getNestingDepth(loadOp);
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for (auto *user : loadOp.getMemRef().getUsers()) {
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auto storeOp = dyn_cast<AffineWriteOpInterface>(user);
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if (!storeOp)
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continue;
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unsigned nsLoops = getNumCommonSurroundingLoops(*loadOp, *storeOp);
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minSurroundingLoops = std::min(nsLoops, minSurroundingLoops);
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storeOps.push_back(storeOp);
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}
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// The list of store op candidates for forwarding that satisfy conditions
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// (1) and (2) above - they will be filtered later when checking (3).
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SmallVector<Operation *, 8> fwdingCandidates;
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// Store ops that have a dependence into the load (even if they aren't
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// forwarding candidates). Each forwarding candidate will be checked for a
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// post-dominance on these. 'fwdingCandidates' are a subset of depSrcStores.
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SmallVector<Operation *, 8> depSrcStores;
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for (auto *storeOp : storeOps) {
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if (!storeMayReachLoad(storeOp, loadOp, minSurroundingLoops))
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continue;
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// Stores that *may* be reaching the load.
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depSrcStores.push_back(storeOp);
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// 1. Check if the store and the load have mathematically equivalent
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// affine access functions; this implies that they statically refer to the
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// same single memref element. As an example this filters out cases like:
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// store %A[%i0 + 1]
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// load %A[%i0]
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// store %A[%M]
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// load %A[%N]
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// Use the AffineValueMap difference based memref access equality checking.
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MemRefAccess srcAccess(storeOp);
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MemRefAccess destAccess(loadOp);
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if (srcAccess != destAccess)
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continue;
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// 2. The store has to dominate the load op to be candidate.
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if (!domInfo->dominates(storeOp, loadOp))
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continue;
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// We now have a candidate for forwarding.
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fwdingCandidates.push_back(storeOp);
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}
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// 3. Of all the store op's that meet the above criteria, the store that
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// postdominates all 'depSrcStores' (if one exists) is the unique store
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// providing the value to the load, i.e., provably the last writer to that
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// memref loc.
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// Note: this can be implemented in a cleaner way with postdominator tree
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// traversals. Consider this for the future if needed.
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Operation *lastWriteStoreOp = nullptr;
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for (auto *storeOp : fwdingCandidates) {
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if (llvm::all_of(depSrcStores, [&](Operation *depStore) {
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return postDomInfo->postDominates(storeOp, depStore);
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})) {
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lastWriteStoreOp = storeOp;
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break;
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}
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}
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if (!lastWriteStoreOp)
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return failure();
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// Perform the actual store to load forwarding.
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Value storeVal =
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cast<AffineWriteOpInterface>(lastWriteStoreOp).getValueToStore();
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// Check if 2 values have the same shape. This is needed for affine vector
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// loads and stores.
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if (storeVal.getType() != loadOp.getValue().getType())
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return failure();
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loadOp.getValue().replaceAllUsesWith(storeVal);
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// Record the memref for a later sweep to optimize away.
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memrefsToErase.insert(loadOp.getMemRef());
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// Record this to erase later.
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loadOpsToErase.push_back(loadOp);
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return success();
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}
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// The load to load forwarding / redundant load elimination is similar to the
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// store to load forwarding.
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// loadA will be be replaced with loadB if:
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// 1) loadA and loadB have mathematically equivalent affine access functions.
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// 2) loadB dominates loadA.
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// 3) loadB postdominates all the store op's that have a dependence into loadA.
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void MemRefDataFlowOpt::loadCSE(AffineReadOpInterface loadOp) {
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// The list of load op candidates for forwarding that satisfy conditions
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// (1) and (2) above - they will be filtered later when checking (3).
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SmallVector<Operation *, 8> fwdingCandidates;
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SmallVector<Operation *, 8> storeOps;
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unsigned minSurroundingLoops = getNestingDepth(loadOp);
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MemRefAccess memRefAccess(loadOp);
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// First pass over the use list to get 1) the minimum number of surrounding
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// loops common between the load op and an load op candidate, with min taken
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// across all load op candidates; 2) load op candidates; 3) store ops.
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// We take min across all load op candidates instead of all load ops to make
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// sure later dependence check is performed at loop depths that do matter.
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for (auto *user : loadOp.getMemRef().getUsers()) {
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if (auto storeOp = dyn_cast<AffineWriteOpInterface>(user)) {
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storeOps.push_back(storeOp);
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} else if (auto aLoadOp = dyn_cast<AffineReadOpInterface>(user)) {
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MemRefAccess otherMemRefAccess(aLoadOp);
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// No need to consider Load ops that have been replaced in previous store
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// to load forwarding or loadCSE. If loadA or storeA can be forwarded to
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// loadB, then loadA or storeA can be forwarded to loadC iff loadB can be
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// forwarded to loadC.
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// If loadB is visited before loadC and replace with loadA, we do not put
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// loadB in candidates list, only loadA. If loadC is visited before loadB,
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// loadC may be replaced with loadB, which will be replaced with loadA
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// later.
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if (aLoadOp != loadOp && !llvm::is_contained(loadOpsToErase, aLoadOp) &&
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memRefAccess == otherMemRefAccess &&
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domInfo->dominates(aLoadOp, loadOp)) {
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fwdingCandidates.push_back(aLoadOp);
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unsigned nsLoops = getNumCommonSurroundingLoops(*loadOp, *aLoadOp);
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minSurroundingLoops = std::min(nsLoops, minSurroundingLoops);
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}
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}
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}
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// No forwarding candidate.
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if (fwdingCandidates.empty())
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return;
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// Store ops that have a dependence into the load.
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SmallVector<Operation *, 8> depSrcStores;
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for (auto *storeOp : storeOps) {
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if (!storeMayReachLoad(storeOp, loadOp, minSurroundingLoops))
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continue;
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// Stores that *may* be reaching the load.
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depSrcStores.push_back(storeOp);
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}
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// 3. Of all the load op's that meet the above criteria, return the first load
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// found that postdominates all 'depSrcStores' and has the same shape as the
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// load to be replaced (if one exists). The shape check is needed for affine
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// vector loads.
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Operation *firstLoadOp = nullptr;
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Value oldVal = loadOp.getValue();
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for (auto *loadOp : fwdingCandidates) {
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if (llvm::all_of(depSrcStores,
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[&](Operation *depStore) {
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return postDomInfo->postDominates(loadOp, depStore);
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}) &&
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cast<AffineReadOpInterface>(loadOp).getValue().getType() ==
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oldVal.getType()) {
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firstLoadOp = loadOp;
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break;
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}
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}
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if (!firstLoadOp)
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return;
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// Perform the actual load to load forwarding.
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Value loadVal = cast<AffineReadOpInterface>(firstLoadOp).getValue();
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loadOp.getValue().replaceAllUsesWith(loadVal);
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// Record this to erase later.
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loadOpsToErase.push_back(loadOp);
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}
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void MemRefDataFlowOpt::runOnFunction() {
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// Only supports single block functions at the moment.
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FuncOp f = getFunction();
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if (!llvm::hasSingleElement(f)) {
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markAllAnalysesPreserved();
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return;
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}
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domInfo = &getAnalysis<DominanceInfo>();
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postDomInfo = &getAnalysis<PostDominanceInfo>();
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loadOpsToErase.clear();
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memrefsToErase.clear();
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// Walk all load's and perform store to load forwarding and loadCSE.
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f.walk([&](AffineReadOpInterface loadOp) {
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// Do store to load forwarding first, if no success, try loadCSE.
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if (failed(forwardStoreToLoad(loadOp)))
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loadCSE(loadOp);
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});
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// Erase all load op's whose results were replaced with store or load fwd'ed
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// ones.
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for (auto *loadOp : loadOpsToErase)
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loadOp->erase();
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// Check if the store fwd'ed memrefs are now left with only stores and can
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// thus be completely deleted. Note: the canonicalize pass should be able
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// to do this as well, but we'll do it here since we collected these anyway.
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for (auto memref : memrefsToErase) {
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// If the memref hasn't been alloc'ed in this function, skip.
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Operation *defOp = memref.getDefiningOp();
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if (!defOp || !isa<memref::AllocOp>(defOp))
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// TODO: if the memref was returned by a 'call' operation, we
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// could still erase it if the call had no side-effects.
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continue;
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if (llvm::any_of(memref.getUsers(), [&](Operation *ownerOp) {
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return !isa<AffineWriteOpInterface, memref::DeallocOp>(ownerOp);
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}))
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continue;
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// Erase all stores, the dealloc, and the alloc on the memref.
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for (auto *user : llvm::make_early_inc_range(memref.getUsers()))
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user->erase();
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defOp->erase();
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}
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}
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