1 //===- GreedyPatternRewriteDriver.cpp - A greedy rewriter -----------------===//
2 //
3 // Copyright 2019 The MLIR Authors.
4 //
5 // Licensed under the Apache License, Version 2.0 (the "License");
6 // you may not use this file except in compliance with the License.
7 // You may obtain a copy of the License at
8 //
9 //   http://www.apache.org/licenses/LICENSE-2.0
10 //
11 // Unless required by applicable law or agreed to in writing, software
12 // distributed under the License is distributed on an "AS IS" BASIS,
13 // WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
14 // See the License for the specific language governing permissions and
15 // limitations under the License.
16 // =============================================================================
17 //
18 // This file implements mlir::applyPatternsGreedily.
19 //
20 //===----------------------------------------------------------------------===//
21 
22 #include "mlir/Dialect/StandardOps/Ops.h"
23 #include "mlir/IR/Builders.h"
24 #include "mlir/IR/PatternMatch.h"
25 #include "mlir/Transforms/FoldUtils.h"
26 #include "mlir/Transforms/RegionUtils.h"
27 #include "llvm/ADT/DenseMap.h"
28 #include "llvm/Support/CommandLine.h"
29 #include "llvm/Support/Debug.h"
30 #include "llvm/Support/raw_ostream.h"
31 
32 using namespace mlir;
33 
34 #define DEBUG_TYPE "pattern-matcher"
35 
36 static llvm::cl::opt<unsigned> maxPatternMatchIterations(
37     "mlir-max-pattern-match-iterations",
38     llvm::cl::desc("Max number of iterations scanning for pattern match"),
39     llvm::cl::init(10));
40 
41 namespace {
42 
43 /// This is a worklist-driven driver for the PatternMatcher, which repeatedly
44 /// applies the locally optimal patterns in a roughly "bottom up" way.
45 class GreedyPatternRewriteDriver : public PatternRewriter {
46 public:
47   explicit GreedyPatternRewriteDriver(MLIRContext *ctx,
48                                       const OwningRewritePatternList &patterns)
49       : PatternRewriter(ctx), matcher(patterns), folder(ctx) {
50     worklist.reserve(64);
51   }
52 
53   /// Perform the rewrites. Return true if the rewrite converges in
54   /// `maxIterations`.
55   bool simplify(MutableArrayRef<Region> regions, int maxIterations);
56 
57   void addToWorklist(Operation *op) {
58     // Check to see if the worklist already contains this op.
59     if (worklistMap.count(op))
60       return;
61 
62     worklistMap[op] = worklist.size();
63     worklist.push_back(op);
64   }
65 
66   Operation *popFromWorklist() {
67     auto *op = worklist.back();
68     worklist.pop_back();
69 
70     // This operation is no longer in the worklist, keep worklistMap up to date.
71     if (op)
72       worklistMap.erase(op);
73     return op;
74   }
75 
76   /// If the specified operation is in the worklist, remove it.  If not, this is
77   /// a no-op.
78   void removeFromWorklist(Operation *op) {
79     auto it = worklistMap.find(op);
80     if (it != worklistMap.end()) {
81       assert(worklist[it->second] == op && "malformed worklist data structure");
82       worklist[it->second] = nullptr;
83       worklistMap.erase(it);
84     }
85   }
86 
87   // These are hooks implemented for PatternRewriter.
88 protected:
89   // Implement the hook for creating operations, and make sure that newly
90   // created ops are added to the worklist for processing.
91   Operation *createOperation(const OperationState &state) override {
92     auto *result = OpBuilder::createOperation(state);
93     addToWorklist(result);
94     return result;
95   }
96 
97   // If an operation is about to be removed, make sure it is not in our
98   // worklist anymore because we'd get dangling references to it.
99   void notifyOperationRemoved(Operation *op) override {
100     addToWorklist(op->getOperands());
101     op->walk([this](Operation *operation) {
102       removeFromWorklist(operation);
103       folder.notifyRemoval(operation);
104     });
105   }
106 
107   // When the root of a pattern is about to be replaced, it can trigger
108   // simplifications to its users - make sure to add them to the worklist
109   // before the root is changed.
110   void notifyRootReplaced(Operation *op) override {
111     for (auto *result : op->getResults())
112       for (auto *user : result->getUsers())
113         addToWorklist(user);
114   }
115 
116 private:
117   // Look over the provided operands for any defining operations that should
118   // be re-added to the worklist. This function should be called when an
119   // operation is modified or removed, as it may trigger further
120   // simplifications.
121   template <typename Operands> void addToWorklist(Operands &&operands) {
122     for (Value *operand : operands) {
123       // If the use count of this operand is now < 2, we re-add the defining
124       // operation to the worklist.
125       // TODO(riverriddle) This is based on the fact that zero use operations
126       // may be deleted, and that single use values often have more
127       // canonicalization opportunities.
128       if (!operand->use_empty() && !operand->hasOneUse())
129         continue;
130       if (auto *defInst = operand->getDefiningOp())
131         addToWorklist(defInst);
132     }
133   }
134 
135   /// The low-level pattern matcher.
136   RewritePatternMatcher matcher;
137 
138   /// The worklist for this transformation keeps track of the operations that
139   /// need to be revisited, plus their index in the worklist.  This allows us to
140   /// efficiently remove operations from the worklist when they are erased, even
141   /// if they aren't the root of a pattern.
142   std::vector<Operation *> worklist;
143   DenseMap<Operation *, unsigned> worklistMap;
144 
145   /// Non-pattern based folder for operations.
146   OperationFolder folder;
147 };
148 } // end anonymous namespace
149 
150 /// Perform the rewrites.
151 bool GreedyPatternRewriteDriver::simplify(MutableArrayRef<Region> regions,
152                                           int maxIterations) {
153   // Add the given operation to the worklist.
154   auto collectOps = [this](Operation *op) { addToWorklist(op); };
155 
156   bool changed = false;
157   int i = 0;
158   do {
159     // Add all nested operations to the worklist.
160     for (auto &region : regions)
161       region.walk(collectOps);
162 
163     // These are scratch vectors used in the folding loop below.
164     SmallVector<Value *, 8> originalOperands, resultValues;
165 
166     changed = false;
167     while (!worklist.empty()) {
168       auto *op = popFromWorklist();
169 
170       // Nulls get added to the worklist when operations are removed, ignore
171       // them.
172       if (op == nullptr)
173         continue;
174 
175       // If the operation has no side effects, and no users, then it is
176       // trivially dead - remove it.
177       if (op->hasNoSideEffect() && op->use_empty()) {
178         // Be careful to update bookkeeping.
179         notifyOperationRemoved(op);
180         op->erase();
181         continue;
182       }
183 
184       // Collects all the operands and result uses of the given `op` into work
185       // list. Also remove `op` and nested ops from worklist.
186       originalOperands.assign(op->operand_begin(), op->operand_end());
187       auto preReplaceAction = [&](Operation *op) {
188         // Add the operands to the worklist for visitation.
189         addToWorklist(originalOperands);
190 
191         // Add all the users of the result to the worklist so we make sure
192         // to revisit them.
193         for (auto *result : op->getResults())
194           for (auto *operand : result->getUsers())
195             addToWorklist(operand);
196 
197         notifyOperationRemoved(op);
198       };
199 
200       // Try to fold this op.
201       if (succeeded(folder.tryToFold(op, collectOps, preReplaceAction))) {
202         changed |= true;
203         continue;
204       }
205 
206       // Make sure that any new operations are inserted at this point.
207       setInsertionPoint(op);
208 
209       // Try to match one of the patterns. The rewriter is automatically
210       // notified of any necessary changes, so there is nothing else to do here.
211       changed |= matcher.matchAndRewrite(op, *this);
212     }
213 
214     // After applying patterns, make sure that the CFG of each of the regions is
215     // kept up to date.
216     changed |= succeeded(simplifyRegions(regions));
217   } while (changed && ++i < maxIterations);
218   // Whether the rewrite converges, i.e. wasn't changed in the last iteration.
219   return !changed;
220 }
221 
222 /// Rewrite the regions of the specified operation, which must be isolated from
223 /// above, by repeatedly applying the highest benefit patterns in a greedy
224 /// work-list driven manner. Return true if no more patterns can be matched in
225 /// the result operation regions.
226 /// Note: This does not apply patterns to the top-level operation itself.
227 ///
228 bool mlir::applyPatternsGreedily(Operation *op,
229                                  const OwningRewritePatternList &patterns) {
230   return applyPatternsGreedily(op->getRegions(), patterns);
231 }
232 
233 /// Rewrite the given regions, which must be isolated from above.
234 bool mlir::applyPatternsGreedily(MutableArrayRef<Region> regions,
235                                  const OwningRewritePatternList &patterns) {
236   if (regions.empty())
237     return true;
238 
239   // The top-level operation must be known to be isolated from above to
240   // prevent performing canonicalizations on operations defined at or above
241   // the region containing 'op'.
242   auto regionIsIsolated = [](Region &region) {
243     return region.getParentOp()->isKnownIsolatedFromAbove();
244   };
245   (void)regionIsIsolated;
246   assert(llvm::all_of(regions, regionIsIsolated) &&
247          "patterns can only be applied to operations IsolatedFromAbove");
248 
249   // Start the pattern driver.
250   GreedyPatternRewriteDriver driver(regions[0].getContext(), patterns);
251   bool converged = driver.simplify(regions, maxPatternMatchIterations);
252   LLVM_DEBUG(if (!converged) {
253     llvm::dbgs() << "The pattern rewrite doesn't converge after scanning "
254                  << maxPatternMatchIterations << " times";
255   });
256   return converged;
257 }
258