1 //===- AffineExpr.cpp - MLIR Affine Expr Classes --------------------------===//
2 //
3 // Part of the LLVM Project, under the Apache License v2.0 with LLVM Exceptions.
4 // See https://llvm.org/LICENSE.txt for license information.
5 // SPDX-License-Identifier: Apache-2.0 WITH LLVM-exception
6 //
7 //===----------------------------------------------------------------------===//
8 
9 #include "mlir/IR/AffineExpr.h"
10 #include "AffineExprDetail.h"
11 #include "mlir/IR/AffineExprVisitor.h"
12 #include "mlir/IR/AffineMap.h"
13 #include "mlir/IR/IntegerSet.h"
14 #include "mlir/Support/MathExtras.h"
15 #include "llvm/ADT/STLExtras.h"
16 
17 using namespace mlir;
18 using namespace mlir::detail;
19 
20 MLIRContext *AffineExpr::getContext() const { return expr->context; }
21 
22 AffineExprKind AffineExpr::getKind() const {
23   return static_cast<AffineExprKind>(expr->getKind());
24 }
25 
26 /// Walk all of the AffineExprs in this subgraph in postorder.
27 void AffineExpr::walk(std::function<void(AffineExpr)> callback) const {
28   struct AffineExprWalker : public AffineExprVisitor<AffineExprWalker> {
29     std::function<void(AffineExpr)> callback;
30 
31     AffineExprWalker(std::function<void(AffineExpr)> callback)
32         : callback(callback) {}
33 
34     void visitAffineBinaryOpExpr(AffineBinaryOpExpr expr) { callback(expr); }
35     void visitConstantExpr(AffineConstantExpr expr) { callback(expr); }
36     void visitDimExpr(AffineDimExpr expr) { callback(expr); }
37     void visitSymbolExpr(AffineSymbolExpr expr) { callback(expr); }
38   };
39 
40   AffineExprWalker(callback).walkPostOrder(*this);
41 }
42 
43 // Dispatch affine expression construction based on kind.
44 AffineExpr mlir::getAffineBinaryOpExpr(AffineExprKind kind, AffineExpr lhs,
45                                        AffineExpr rhs) {
46   if (kind == AffineExprKind::Add)
47     return lhs + rhs;
48   if (kind == AffineExprKind::Mul)
49     return lhs * rhs;
50   if (kind == AffineExprKind::FloorDiv)
51     return lhs.floorDiv(rhs);
52   if (kind == AffineExprKind::CeilDiv)
53     return lhs.ceilDiv(rhs);
54   if (kind == AffineExprKind::Mod)
55     return lhs % rhs;
56 
57   llvm_unreachable("unknown binary operation on affine expressions");
58 }
59 
60 /// This method substitutes any uses of dimensions and symbols (e.g.
61 /// dim#0 with dimReplacements[0]) and returns the modified expression tree.
62 AffineExpr
63 AffineExpr::replaceDimsAndSymbols(ArrayRef<AffineExpr> dimReplacements,
64                                   ArrayRef<AffineExpr> symReplacements) const {
65   switch (getKind()) {
66   case AffineExprKind::Constant:
67     return *this;
68   case AffineExprKind::DimId: {
69     unsigned dimId = cast<AffineDimExpr>().getPosition();
70     if (dimId >= dimReplacements.size())
71       return *this;
72     return dimReplacements[dimId];
73   }
74   case AffineExprKind::SymbolId: {
75     unsigned symId = cast<AffineSymbolExpr>().getPosition();
76     if (symId >= symReplacements.size())
77       return *this;
78     return symReplacements[symId];
79   }
80   case AffineExprKind::Add:
81   case AffineExprKind::Mul:
82   case AffineExprKind::FloorDiv:
83   case AffineExprKind::CeilDiv:
84   case AffineExprKind::Mod:
85     auto binOp = cast<AffineBinaryOpExpr>();
86     auto lhs = binOp.getLHS(), rhs = binOp.getRHS();
87     auto newLHS = lhs.replaceDimsAndSymbols(dimReplacements, symReplacements);
88     auto newRHS = rhs.replaceDimsAndSymbols(dimReplacements, symReplacements);
89     if (newLHS == lhs && newRHS == rhs)
90       return *this;
91     return getAffineBinaryOpExpr(getKind(), newLHS, newRHS);
92   }
93   llvm_unreachable("Unknown AffineExpr");
94 }
95 
96 /// Returns true if this expression is made out of only symbols and
97 /// constants (no dimensional identifiers).
98 bool AffineExpr::isSymbolicOrConstant() const {
99   switch (getKind()) {
100   case AffineExprKind::Constant:
101     return true;
102   case AffineExprKind::DimId:
103     return false;
104   case AffineExprKind::SymbolId:
105     return true;
106 
107   case AffineExprKind::Add:
108   case AffineExprKind::Mul:
109   case AffineExprKind::FloorDiv:
110   case AffineExprKind::CeilDiv:
111   case AffineExprKind::Mod: {
112     auto expr = this->cast<AffineBinaryOpExpr>();
113     return expr.getLHS().isSymbolicOrConstant() &&
114            expr.getRHS().isSymbolicOrConstant();
115   }
116   }
117   llvm_unreachable("Unknown AffineExpr");
118 }
119 
120 /// Returns true if this is a pure affine expression, i.e., multiplication,
121 /// floordiv, ceildiv, and mod is only allowed w.r.t constants.
122 bool AffineExpr::isPureAffine() const {
123   switch (getKind()) {
124   case AffineExprKind::SymbolId:
125   case AffineExprKind::DimId:
126   case AffineExprKind::Constant:
127     return true;
128   case AffineExprKind::Add: {
129     auto op = cast<AffineBinaryOpExpr>();
130     return op.getLHS().isPureAffine() && op.getRHS().isPureAffine();
131   }
132 
133   case AffineExprKind::Mul: {
134     // TODO: Canonicalize the constants in binary operators to the RHS when
135     // possible, allowing this to merge into the next case.
136     auto op = cast<AffineBinaryOpExpr>();
137     return op.getLHS().isPureAffine() && op.getRHS().isPureAffine() &&
138            (op.getLHS().template isa<AffineConstantExpr>() ||
139             op.getRHS().template isa<AffineConstantExpr>());
140   }
141   case AffineExprKind::FloorDiv:
142   case AffineExprKind::CeilDiv:
143   case AffineExprKind::Mod: {
144     auto op = cast<AffineBinaryOpExpr>();
145     return op.getLHS().isPureAffine() &&
146            op.getRHS().template isa<AffineConstantExpr>();
147   }
148   }
149   llvm_unreachable("Unknown AffineExpr");
150 }
151 
152 // Returns the greatest known integral divisor of this affine expression.
153 int64_t AffineExpr::getLargestKnownDivisor() const {
154   AffineBinaryOpExpr binExpr(nullptr);
155   switch (getKind()) {
156   case AffineExprKind::SymbolId:
157     LLVM_FALLTHROUGH;
158   case AffineExprKind::DimId:
159     return 1;
160   case AffineExprKind::Constant:
161     return std::abs(this->cast<AffineConstantExpr>().getValue());
162   case AffineExprKind::Mul: {
163     binExpr = this->cast<AffineBinaryOpExpr>();
164     return binExpr.getLHS().getLargestKnownDivisor() *
165            binExpr.getRHS().getLargestKnownDivisor();
166   }
167   case AffineExprKind::Add:
168     LLVM_FALLTHROUGH;
169   case AffineExprKind::FloorDiv:
170   case AffineExprKind::CeilDiv:
171   case AffineExprKind::Mod: {
172     binExpr = cast<AffineBinaryOpExpr>();
173     return llvm::GreatestCommonDivisor64(
174         binExpr.getLHS().getLargestKnownDivisor(),
175         binExpr.getRHS().getLargestKnownDivisor());
176   }
177   }
178   llvm_unreachable("Unknown AffineExpr");
179 }
180 
181 bool AffineExpr::isMultipleOf(int64_t factor) const {
182   AffineBinaryOpExpr binExpr(nullptr);
183   uint64_t l, u;
184   switch (getKind()) {
185   case AffineExprKind::SymbolId:
186     LLVM_FALLTHROUGH;
187   case AffineExprKind::DimId:
188     return factor * factor == 1;
189   case AffineExprKind::Constant:
190     return cast<AffineConstantExpr>().getValue() % factor == 0;
191   case AffineExprKind::Mul: {
192     binExpr = cast<AffineBinaryOpExpr>();
193     // It's probably not worth optimizing this further (to not traverse the
194     // whole sub-tree under - it that would require a version of isMultipleOf
195     // that on a 'false' return also returns the largest known divisor).
196     return (l = binExpr.getLHS().getLargestKnownDivisor()) % factor == 0 ||
197            (u = binExpr.getRHS().getLargestKnownDivisor()) % factor == 0 ||
198            (l * u) % factor == 0;
199   }
200   case AffineExprKind::Add:
201   case AffineExprKind::FloorDiv:
202   case AffineExprKind::CeilDiv:
203   case AffineExprKind::Mod: {
204     binExpr = cast<AffineBinaryOpExpr>();
205     return llvm::GreatestCommonDivisor64(
206                binExpr.getLHS().getLargestKnownDivisor(),
207                binExpr.getRHS().getLargestKnownDivisor()) %
208                factor ==
209            0;
210   }
211   }
212   llvm_unreachable("Unknown AffineExpr");
213 }
214 
215 bool AffineExpr::isFunctionOfDim(unsigned position) const {
216   if (getKind() == AffineExprKind::DimId) {
217     return *this == mlir::getAffineDimExpr(position, getContext());
218   }
219   if (auto expr = this->dyn_cast<AffineBinaryOpExpr>()) {
220     return expr.getLHS().isFunctionOfDim(position) ||
221            expr.getRHS().isFunctionOfDim(position);
222   }
223   return false;
224 }
225 
226 AffineBinaryOpExpr::AffineBinaryOpExpr(AffineExpr::ImplType *ptr)
227     : AffineExpr(ptr) {}
228 AffineExpr AffineBinaryOpExpr::getLHS() const {
229   return static_cast<ImplType *>(expr)->lhs;
230 }
231 AffineExpr AffineBinaryOpExpr::getRHS() const {
232   return static_cast<ImplType *>(expr)->rhs;
233 }
234 
235 AffineDimExpr::AffineDimExpr(AffineExpr::ImplType *ptr) : AffineExpr(ptr) {}
236 unsigned AffineDimExpr::getPosition() const {
237   return static_cast<ImplType *>(expr)->position;
238 }
239 
240 static AffineExpr getAffineDimOrSymbol(AffineExprKind kind, unsigned position,
241                                        MLIRContext *context) {
242   auto assignCtx = [context](AffineDimExprStorage *storage) {
243     storage->context = context;
244   };
245 
246   StorageUniquer &uniquer = context->getAffineUniquer();
247   return uniquer.get<AffineDimExprStorage>(
248       assignCtx, static_cast<unsigned>(kind), position);
249 }
250 
251 AffineExpr mlir::getAffineDimExpr(unsigned position, MLIRContext *context) {
252   return getAffineDimOrSymbol(AffineExprKind::DimId, position, context);
253 }
254 
255 AffineSymbolExpr::AffineSymbolExpr(AffineExpr::ImplType *ptr)
256     : AffineExpr(ptr) {}
257 unsigned AffineSymbolExpr::getPosition() const {
258   return static_cast<ImplType *>(expr)->position;
259 }
260 
261 AffineExpr mlir::getAffineSymbolExpr(unsigned position, MLIRContext *context) {
262   return getAffineDimOrSymbol(AffineExprKind::SymbolId, position, context);
263   ;
264 }
265 
266 AffineConstantExpr::AffineConstantExpr(AffineExpr::ImplType *ptr)
267     : AffineExpr(ptr) {}
268 int64_t AffineConstantExpr::getValue() const {
269   return static_cast<ImplType *>(expr)->constant;
270 }
271 
272 bool AffineExpr::operator==(int64_t v) const {
273   return *this == getAffineConstantExpr(v, getContext());
274 }
275 
276 AffineExpr mlir::getAffineConstantExpr(int64_t constant, MLIRContext *context) {
277   auto assignCtx = [context](AffineConstantExprStorage *storage) {
278     storage->context = context;
279   };
280 
281   StorageUniquer &uniquer = context->getAffineUniquer();
282   return uniquer.get<AffineConstantExprStorage>(
283       assignCtx, static_cast<unsigned>(AffineExprKind::Constant), constant);
284 }
285 
286 /// Simplify add expression. Return nullptr if it can't be simplified.
287 static AffineExpr simplifyAdd(AffineExpr lhs, AffineExpr rhs) {
288   auto lhsConst = lhs.dyn_cast<AffineConstantExpr>();
289   auto rhsConst = rhs.dyn_cast<AffineConstantExpr>();
290   // Fold if both LHS, RHS are a constant.
291   if (lhsConst && rhsConst)
292     return getAffineConstantExpr(lhsConst.getValue() + rhsConst.getValue(),
293                                  lhs.getContext());
294 
295   // Canonicalize so that only the RHS is a constant. (4 + d0 becomes d0 + 4).
296   // If only one of them is a symbolic expressions, make it the RHS.
297   if (lhs.isa<AffineConstantExpr>() ||
298       (lhs.isSymbolicOrConstant() && !rhs.isSymbolicOrConstant())) {
299     return rhs + lhs;
300   }
301 
302   // At this point, if there was a constant, it would be on the right.
303 
304   // Addition with a zero is a noop, return the other input.
305   if (rhsConst) {
306     if (rhsConst.getValue() == 0)
307       return lhs;
308   }
309   // Fold successive additions like (d0 + 2) + 3 into d0 + 5.
310   auto lBin = lhs.dyn_cast<AffineBinaryOpExpr>();
311   if (lBin && rhsConst && lBin.getKind() == AffineExprKind::Add) {
312     if (auto lrhs = lBin.getRHS().dyn_cast<AffineConstantExpr>())
313       return lBin.getLHS() + (lrhs.getValue() + rhsConst.getValue());
314   }
315 
316   // Detect "c1 * expr + c_2 * expr" as "(c1 + c2) * expr".
317   // c1 is rRhsConst, c2 is rLhsConst; firstExpr, secondExpr are their
318   // respective multiplicands.
319   Optional<int64_t> rLhsConst, rRhsConst;
320   AffineExpr firstExpr, secondExpr;
321   AffineConstantExpr rLhsConstExpr;
322   auto lBinOpExpr = lhs.dyn_cast<AffineBinaryOpExpr>();
323   if (lBinOpExpr && lBinOpExpr.getKind() == AffineExprKind::Mul &&
324       (rLhsConstExpr = lBinOpExpr.getRHS().dyn_cast<AffineConstantExpr>())) {
325     rLhsConst = rLhsConstExpr.getValue();
326     firstExpr = lBinOpExpr.getLHS();
327   } else {
328     rLhsConst = 1;
329     firstExpr = lhs;
330   }
331 
332   auto rBinOpExpr = rhs.dyn_cast<AffineBinaryOpExpr>();
333   AffineConstantExpr rRhsConstExpr;
334   if (rBinOpExpr && rBinOpExpr.getKind() == AffineExprKind::Mul &&
335       (rRhsConstExpr = rBinOpExpr.getRHS().dyn_cast<AffineConstantExpr>())) {
336     rRhsConst = rRhsConstExpr.getValue();
337     secondExpr = rBinOpExpr.getLHS();
338   } else {
339     rRhsConst = 1;
340     secondExpr = rhs;
341   }
342 
343   if (rLhsConst && rRhsConst && firstExpr == secondExpr)
344     return getAffineBinaryOpExpr(
345         AffineExprKind::Mul, firstExpr,
346         getAffineConstantExpr(rLhsConst.getValue() + rRhsConst.getValue(),
347                               lhs.getContext()));
348 
349   // When doing successive additions, bring constant to the right: turn (d0 + 2)
350   // + d1 into (d0 + d1) + 2.
351   if (lBin && lBin.getKind() == AffineExprKind::Add) {
352     if (auto lrhs = lBin.getRHS().dyn_cast<AffineConstantExpr>()) {
353       return lBin.getLHS() + rhs + lrhs;
354     }
355   }
356 
357   // Detect and transform "expr - c * (expr floordiv c)" to "expr mod c". This
358   // leads to a much more efficient form when 'c' is a power of two, and in
359   // general a more compact and readable form.
360 
361   // Process '(expr floordiv c) * (-c)'.
362   if (!rBinOpExpr)
363     return nullptr;
364 
365   auto lrhs = rBinOpExpr.getLHS();
366   auto rrhs = rBinOpExpr.getRHS();
367 
368   // Process lrhs, which is 'expr floordiv c'.
369   AffineBinaryOpExpr lrBinOpExpr = lrhs.dyn_cast<AffineBinaryOpExpr>();
370   if (!lrBinOpExpr || lrBinOpExpr.getKind() != AffineExprKind::FloorDiv)
371     return nullptr;
372 
373   auto llrhs = lrBinOpExpr.getLHS();
374   auto rlrhs = lrBinOpExpr.getRHS();
375 
376   if (lhs == llrhs && rlrhs == -rrhs) {
377     return lhs % rlrhs;
378   }
379   return nullptr;
380 }
381 
382 AffineExpr AffineExpr::operator+(int64_t v) const {
383   return *this + getAffineConstantExpr(v, getContext());
384 }
385 AffineExpr AffineExpr::operator+(AffineExpr other) const {
386   if (auto simplified = simplifyAdd(*this, other))
387     return simplified;
388 
389   StorageUniquer &uniquer = getContext()->getAffineUniquer();
390   return uniquer.get<AffineBinaryOpExprStorage>(
391       /*initFn=*/{}, static_cast<unsigned>(AffineExprKind::Add), *this, other);
392 }
393 
394 /// Simplify a multiply expression. Return nullptr if it can't be simplified.
395 static AffineExpr simplifyMul(AffineExpr lhs, AffineExpr rhs) {
396   auto lhsConst = lhs.dyn_cast<AffineConstantExpr>();
397   auto rhsConst = rhs.dyn_cast<AffineConstantExpr>();
398 
399   if (lhsConst && rhsConst)
400     return getAffineConstantExpr(lhsConst.getValue() * rhsConst.getValue(),
401                                  lhs.getContext());
402 
403   assert(lhs.isSymbolicOrConstant() || rhs.isSymbolicOrConstant());
404 
405   // Canonicalize the mul expression so that the constant/symbolic term is the
406   // RHS. If both the lhs and rhs are symbolic, swap them if the lhs is a
407   // constant. (Note that a constant is trivially symbolic).
408   if (!rhs.isSymbolicOrConstant() || lhs.isa<AffineConstantExpr>()) {
409     // At least one of them has to be symbolic.
410     return rhs * lhs;
411   }
412 
413   // At this point, if there was a constant, it would be on the right.
414 
415   // Multiplication with a one is a noop, return the other input.
416   if (rhsConst) {
417     if (rhsConst.getValue() == 1)
418       return lhs;
419     // Multiplication with zero.
420     if (rhsConst.getValue() == 0)
421       return rhsConst;
422   }
423 
424   // Fold successive multiplications: eg: (d0 * 2) * 3 into d0 * 6.
425   auto lBin = lhs.dyn_cast<AffineBinaryOpExpr>();
426   if (lBin && rhsConst && lBin.getKind() == AffineExprKind::Mul) {
427     if (auto lrhs = lBin.getRHS().dyn_cast<AffineConstantExpr>())
428       return lBin.getLHS() * (lrhs.getValue() * rhsConst.getValue());
429   }
430 
431   // When doing successive multiplication, bring constant to the right: turn (d0
432   // * 2) * d1 into (d0 * d1) * 2.
433   if (lBin && lBin.getKind() == AffineExprKind::Mul) {
434     if (auto lrhs = lBin.getRHS().dyn_cast<AffineConstantExpr>()) {
435       return (lBin.getLHS() * rhs) * lrhs;
436     }
437   }
438 
439   return nullptr;
440 }
441 
442 AffineExpr AffineExpr::operator*(int64_t v) const {
443   return *this * getAffineConstantExpr(v, getContext());
444 }
445 AffineExpr AffineExpr::operator*(AffineExpr other) const {
446   if (auto simplified = simplifyMul(*this, other))
447     return simplified;
448 
449   StorageUniquer &uniquer = getContext()->getAffineUniquer();
450   return uniquer.get<AffineBinaryOpExprStorage>(
451       /*initFn=*/{}, static_cast<unsigned>(AffineExprKind::Mul), *this, other);
452 }
453 
454 // Unary minus, delegate to operator*.
455 AffineExpr AffineExpr::operator-() const {
456   return *this * getAffineConstantExpr(-1, getContext());
457 }
458 
459 // Delegate to operator+.
460 AffineExpr AffineExpr::operator-(int64_t v) const { return *this + (-v); }
461 AffineExpr AffineExpr::operator-(AffineExpr other) const {
462   return *this + (-other);
463 }
464 
465 static AffineExpr simplifyFloorDiv(AffineExpr lhs, AffineExpr rhs) {
466   auto lhsConst = lhs.dyn_cast<AffineConstantExpr>();
467   auto rhsConst = rhs.dyn_cast<AffineConstantExpr>();
468 
469   // mlir floordiv by zero or negative numbers is undefined and preserved as is.
470   if (!rhsConst || rhsConst.getValue() < 1)
471     return nullptr;
472 
473   if (lhsConst)
474     return getAffineConstantExpr(
475         floorDiv(lhsConst.getValue(), rhsConst.getValue()), lhs.getContext());
476 
477   // Fold floordiv of a multiply with a constant that is a multiple of the
478   // divisor. Eg: (i * 128) floordiv 64 = i * 2.
479   if (rhsConst == 1)
480     return lhs;
481 
482   // Simplify (expr * const) floordiv divConst when expr is known to be a
483   // multiple of divConst.
484   auto lBin = lhs.dyn_cast<AffineBinaryOpExpr>();
485   if (lBin && lBin.getKind() == AffineExprKind::Mul) {
486     if (auto lrhs = lBin.getRHS().dyn_cast<AffineConstantExpr>()) {
487       // rhsConst is known to be a positive constant.
488       if (lrhs.getValue() % rhsConst.getValue() == 0)
489         return lBin.getLHS() * (lrhs.getValue() / rhsConst.getValue());
490     }
491   }
492 
493   // Simplify (expr1 + expr2) floordiv divConst when either expr1 or expr2 is
494   // known to be a multiple of divConst.
495   if (lBin && lBin.getKind() == AffineExprKind::Add) {
496     int64_t llhsDiv = lBin.getLHS().getLargestKnownDivisor();
497     int64_t lrhsDiv = lBin.getRHS().getLargestKnownDivisor();
498     // rhsConst is known to be a positive constant.
499     if (llhsDiv % rhsConst.getValue() == 0 ||
500         lrhsDiv % rhsConst.getValue() == 0)
501       return lBin.getLHS().floorDiv(rhsConst.getValue()) +
502              lBin.getRHS().floorDiv(rhsConst.getValue());
503   }
504 
505   return nullptr;
506 }
507 
508 AffineExpr AffineExpr::floorDiv(uint64_t v) const {
509   return floorDiv(getAffineConstantExpr(v, getContext()));
510 }
511 AffineExpr AffineExpr::floorDiv(AffineExpr other) const {
512   if (auto simplified = simplifyFloorDiv(*this, other))
513     return simplified;
514 
515   StorageUniquer &uniquer = getContext()->getAffineUniquer();
516   return uniquer.get<AffineBinaryOpExprStorage>(
517       /*initFn=*/{}, static_cast<unsigned>(AffineExprKind::FloorDiv), *this,
518       other);
519 }
520 
521 static AffineExpr simplifyCeilDiv(AffineExpr lhs, AffineExpr rhs) {
522   auto lhsConst = lhs.dyn_cast<AffineConstantExpr>();
523   auto rhsConst = rhs.dyn_cast<AffineConstantExpr>();
524 
525   if (!rhsConst || rhsConst.getValue() < 1)
526     return nullptr;
527 
528   if (lhsConst)
529     return getAffineConstantExpr(
530         ceilDiv(lhsConst.getValue(), rhsConst.getValue()), lhs.getContext());
531 
532   // Fold ceildiv of a multiply with a constant that is a multiple of the
533   // divisor. Eg: (i * 128) ceildiv 64 = i * 2.
534   if (rhsConst.getValue() == 1)
535     return lhs;
536 
537   // Simplify (expr * const) ceildiv divConst when const is known to be a
538   // multiple of divConst.
539   auto lBin = lhs.dyn_cast<AffineBinaryOpExpr>();
540   if (lBin && lBin.getKind() == AffineExprKind::Mul) {
541     if (auto lrhs = lBin.getRHS().dyn_cast<AffineConstantExpr>()) {
542       // rhsConst is known to be a positive constant.
543       if (lrhs.getValue() % rhsConst.getValue() == 0)
544         return lBin.getLHS() * (lrhs.getValue() / rhsConst.getValue());
545     }
546   }
547 
548   return nullptr;
549 }
550 
551 AffineExpr AffineExpr::ceilDiv(uint64_t v) const {
552   return ceilDiv(getAffineConstantExpr(v, getContext()));
553 }
554 AffineExpr AffineExpr::ceilDiv(AffineExpr other) const {
555   if (auto simplified = simplifyCeilDiv(*this, other))
556     return simplified;
557 
558   StorageUniquer &uniquer = getContext()->getAffineUniquer();
559   return uniquer.get<AffineBinaryOpExprStorage>(
560       /*initFn=*/{}, static_cast<unsigned>(AffineExprKind::CeilDiv), *this,
561       other);
562 }
563 
564 static AffineExpr simplifyMod(AffineExpr lhs, AffineExpr rhs) {
565   auto lhsConst = lhs.dyn_cast<AffineConstantExpr>();
566   auto rhsConst = rhs.dyn_cast<AffineConstantExpr>();
567 
568   // mod w.r.t zero or negative numbers is undefined and preserved as is.
569   if (!rhsConst || rhsConst.getValue() < 1)
570     return nullptr;
571 
572   if (lhsConst)
573     return getAffineConstantExpr(mod(lhsConst.getValue(), rhsConst.getValue()),
574                                  lhs.getContext());
575 
576   // Fold modulo of an expression that is known to be a multiple of a constant
577   // to zero if that constant is a multiple of the modulo factor. Eg: (i * 128)
578   // mod 64 is folded to 0, and less trivially, (i*(j*4*(k*32))) mod 128 = 0.
579   if (lhs.getLargestKnownDivisor() % rhsConst.getValue() == 0)
580     return getAffineConstantExpr(0, lhs.getContext());
581 
582   // Simplify (expr1 + expr2) mod divConst when either expr1 or expr2 is
583   // known to be a multiple of divConst.
584   auto lBin = lhs.dyn_cast<AffineBinaryOpExpr>();
585   if (lBin && lBin.getKind() == AffineExprKind::Add) {
586     int64_t llhsDiv = lBin.getLHS().getLargestKnownDivisor();
587     int64_t lrhsDiv = lBin.getRHS().getLargestKnownDivisor();
588     // rhsConst is known to be a positive constant.
589     if (llhsDiv % rhsConst.getValue() == 0)
590       return lBin.getRHS() % rhsConst.getValue();
591     if (lrhsDiv % rhsConst.getValue() == 0)
592       return lBin.getLHS() % rhsConst.getValue();
593   }
594 
595   return nullptr;
596 }
597 
598 AffineExpr AffineExpr::operator%(uint64_t v) const {
599   return *this % getAffineConstantExpr(v, getContext());
600 }
601 AffineExpr AffineExpr::operator%(AffineExpr other) const {
602   if (auto simplified = simplifyMod(*this, other))
603     return simplified;
604 
605   StorageUniquer &uniquer = getContext()->getAffineUniquer();
606   return uniquer.get<AffineBinaryOpExprStorage>(
607       /*initFn=*/{}, static_cast<unsigned>(AffineExprKind::Mod), *this, other);
608 }
609 
610 AffineExpr AffineExpr::compose(AffineMap map) const {
611   SmallVector<AffineExpr, 8> dimReplacements(map.getResults().begin(),
612                                              map.getResults().end());
613   return replaceDimsAndSymbols(dimReplacements, {});
614 }
615 raw_ostream &mlir::operator<<(raw_ostream &os, AffineExpr expr) {
616   expr.print(os);
617   return os;
618 }
619 
620 /// Constructs an affine expression from a flat ArrayRef. If there are local
621 /// identifiers (neither dimensional nor symbolic) that appear in the sum of
622 /// products expression, `localExprs` is expected to have the AffineExpr
623 /// for it, and is substituted into. The ArrayRef `flatExprs` is expected to be
624 /// in the format [dims, symbols, locals, constant term].
625 AffineExpr mlir::getAffineExprFromFlatForm(ArrayRef<int64_t> flatExprs,
626                                            unsigned numDims,
627                                            unsigned numSymbols,
628                                            ArrayRef<AffineExpr> localExprs,
629                                            MLIRContext *context) {
630   // Assert expected numLocals = flatExprs.size() - numDims - numSymbols - 1.
631   assert(flatExprs.size() - numDims - numSymbols - 1 == localExprs.size() &&
632          "unexpected number of local expressions");
633 
634   auto expr = getAffineConstantExpr(0, context);
635   // Dimensions and symbols.
636   for (unsigned j = 0; j < numDims + numSymbols; j++) {
637     if (flatExprs[j] == 0)
638       continue;
639     auto id = j < numDims ? getAffineDimExpr(j, context)
640                           : getAffineSymbolExpr(j - numDims, context);
641     expr = expr + id * flatExprs[j];
642   }
643 
644   // Local identifiers.
645   for (unsigned j = numDims + numSymbols, e = flatExprs.size() - 1; j < e;
646        j++) {
647     if (flatExprs[j] == 0)
648       continue;
649     auto term = localExprs[j - numDims - numSymbols] * flatExprs[j];
650     expr = expr + term;
651   }
652 
653   // Constant term.
654   int64_t constTerm = flatExprs[flatExprs.size() - 1];
655   if (constTerm != 0)
656     expr = expr + constTerm;
657   return expr;
658 }
659 
660 SimpleAffineExprFlattener::SimpleAffineExprFlattener(unsigned numDims,
661                                                      unsigned numSymbols)
662     : numDims(numDims), numSymbols(numSymbols), numLocals(0) {
663   operandExprStack.reserve(8);
664 }
665 
666 void SimpleAffineExprFlattener::visitMulExpr(AffineBinaryOpExpr expr) {
667   assert(operandExprStack.size() >= 2);
668   // This is a pure affine expr; the RHS will be a constant.
669   assert(expr.getRHS().isa<AffineConstantExpr>());
670   // Get the RHS constant.
671   auto rhsConst = operandExprStack.back()[getConstantIndex()];
672   operandExprStack.pop_back();
673   // Update the LHS in place instead of pop and push.
674   auto &lhs = operandExprStack.back();
675   for (unsigned i = 0, e = lhs.size(); i < e; i++) {
676     lhs[i] *= rhsConst;
677   }
678 }
679 
680 void SimpleAffineExprFlattener::visitAddExpr(AffineBinaryOpExpr expr) {
681   assert(operandExprStack.size() >= 2);
682   const auto &rhs = operandExprStack.back();
683   auto &lhs = operandExprStack[operandExprStack.size() - 2];
684   assert(lhs.size() == rhs.size());
685   // Update the LHS in place.
686   for (unsigned i = 0, e = rhs.size(); i < e; i++) {
687     lhs[i] += rhs[i];
688   }
689   // Pop off the RHS.
690   operandExprStack.pop_back();
691 }
692 
693 //
694 // t = expr mod c   <=>  t = expr - c*q and c*q <= expr <= c*q + c - 1
695 //
696 // A mod expression "expr mod c" is thus flattened by introducing a new local
697 // variable q (= expr floordiv c), such that expr mod c is replaced with
698 // 'expr - c * q' and c * q <= expr <= c * q + c - 1 are added to localVarCst.
699 void SimpleAffineExprFlattener::visitModExpr(AffineBinaryOpExpr expr) {
700   assert(operandExprStack.size() >= 2);
701   // This is a pure affine expr; the RHS will be a constant.
702   assert(expr.getRHS().isa<AffineConstantExpr>());
703   auto rhsConst = operandExprStack.back()[getConstantIndex()];
704   operandExprStack.pop_back();
705   auto &lhs = operandExprStack.back();
706   // TODO(bondhugula): handle modulo by zero case when this issue is fixed
707   // at the other places in the IR.
708   assert(rhsConst > 0 && "RHS constant has to be positive");
709 
710   // Check if the LHS expression is a multiple of modulo factor.
711   unsigned i, e;
712   for (i = 0, e = lhs.size(); i < e; i++)
713     if (lhs[i] % rhsConst != 0)
714       break;
715   // If yes, modulo expression here simplifies to zero.
716   if (i == lhs.size()) {
717     std::fill(lhs.begin(), lhs.end(), 0);
718     return;
719   }
720 
721   // Add a local variable for the quotient, i.e., expr % c is replaced by
722   // (expr - q * c) where q = expr floordiv c. Do this while canceling out
723   // the GCD of expr and c.
724   SmallVector<int64_t, 8> floorDividend(lhs);
725   uint64_t gcd = rhsConst;
726   for (unsigned i = 0, e = lhs.size(); i < e; i++)
727     gcd = llvm::GreatestCommonDivisor64(gcd, std::abs(lhs[i]));
728   // Simplify the numerator and the denominator.
729   if (gcd != 1) {
730     for (unsigned i = 0, e = floorDividend.size(); i < e; i++)
731       floorDividend[i] = floorDividend[i] / static_cast<int64_t>(gcd);
732   }
733   int64_t floorDivisor = rhsConst / static_cast<int64_t>(gcd);
734 
735   // Construct the AffineExpr form of the floordiv to store in localExprs.
736   MLIRContext *context = expr.getContext();
737   auto dividendExpr = getAffineExprFromFlatForm(
738       floorDividend, numDims, numSymbols, localExprs, context);
739   auto divisorExpr = getAffineConstantExpr(floorDivisor, context);
740   auto floorDivExpr = dividendExpr.floorDiv(divisorExpr);
741   int loc;
742   if ((loc = findLocalId(floorDivExpr)) == -1) {
743     addLocalFloorDivId(floorDividend, floorDivisor, floorDivExpr);
744     // Set result at top of stack to "lhs - rhsConst * q".
745     lhs[getLocalVarStartIndex() + numLocals - 1] = -rhsConst;
746   } else {
747     // Reuse the existing local id.
748     lhs[getLocalVarStartIndex() + loc] = -rhsConst;
749   }
750 }
751 
752 void SimpleAffineExprFlattener::visitCeilDivExpr(AffineBinaryOpExpr expr) {
753   visitDivExpr(expr, /*isCeil=*/true);
754 }
755 void SimpleAffineExprFlattener::visitFloorDivExpr(AffineBinaryOpExpr expr) {
756   visitDivExpr(expr, /*isCeil=*/false);
757 }
758 
759 void SimpleAffineExprFlattener::visitDimExpr(AffineDimExpr expr) {
760   operandExprStack.emplace_back(SmallVector<int64_t, 32>(getNumCols(), 0));
761   auto &eq = operandExprStack.back();
762   assert(expr.getPosition() < numDims && "Inconsistent number of dims");
763   eq[getDimStartIndex() + expr.getPosition()] = 1;
764 }
765 
766 void SimpleAffineExprFlattener::visitSymbolExpr(AffineSymbolExpr expr) {
767   operandExprStack.emplace_back(SmallVector<int64_t, 32>(getNumCols(), 0));
768   auto &eq = operandExprStack.back();
769   assert(expr.getPosition() < numSymbols && "inconsistent number of symbols");
770   eq[getSymbolStartIndex() + expr.getPosition()] = 1;
771 }
772 
773 void SimpleAffineExprFlattener::visitConstantExpr(AffineConstantExpr expr) {
774   operandExprStack.emplace_back(SmallVector<int64_t, 32>(getNumCols(), 0));
775   auto &eq = operandExprStack.back();
776   eq[getConstantIndex()] = expr.getValue();
777 }
778 
779 // t = expr floordiv c   <=> t = q, c * q <= expr <= c * q + c - 1
780 // A floordiv is thus flattened by introducing a new local variable q, and
781 // replacing that expression with 'q' while adding the constraints
782 // c * q <= expr <= c * q + c - 1 to localVarCst (done by
783 // FlatAffineConstraints::addLocalFloorDiv).
784 //
785 // A ceildiv is similarly flattened:
786 // t = expr ceildiv c   <=> t =  (expr + c - 1) floordiv c
787 void SimpleAffineExprFlattener::visitDivExpr(AffineBinaryOpExpr expr,
788                                              bool isCeil) {
789   assert(operandExprStack.size() >= 2);
790   assert(expr.getRHS().isa<AffineConstantExpr>());
791 
792   // This is a pure affine expr; the RHS is a positive constant.
793   int64_t rhsConst = operandExprStack.back()[getConstantIndex()];
794   // TODO(bondhugula): handle division by zero at the same time the issue is
795   // fixed at other places.
796   assert(rhsConst > 0 && "RHS constant has to be positive");
797   operandExprStack.pop_back();
798   auto &lhs = operandExprStack.back();
799 
800   // Simplify the floordiv, ceildiv if possible by canceling out the greatest
801   // common divisors of the numerator and denominator.
802   uint64_t gcd = std::abs(rhsConst);
803   for (unsigned i = 0, e = lhs.size(); i < e; i++)
804     gcd = llvm::GreatestCommonDivisor64(gcd, std::abs(lhs[i]));
805   // Simplify the numerator and the denominator.
806   if (gcd != 1) {
807     for (unsigned i = 0, e = lhs.size(); i < e; i++)
808       lhs[i] = lhs[i] / static_cast<int64_t>(gcd);
809   }
810   int64_t divisor = rhsConst / static_cast<int64_t>(gcd);
811   // If the divisor becomes 1, the updated LHS is the result. (The
812   // divisor can't be negative since rhsConst is positive).
813   if (divisor == 1)
814     return;
815 
816   // If the divisor cannot be simplified to one, we will have to retain
817   // the ceil/floor expr (simplified up until here). Add an existential
818   // quantifier to express its result, i.e., expr1 div expr2 is replaced
819   // by a new identifier, q.
820   MLIRContext *context = expr.getContext();
821   auto a =
822       getAffineExprFromFlatForm(lhs, numDims, numSymbols, localExprs, context);
823   auto b = getAffineConstantExpr(divisor, context);
824 
825   int loc;
826   auto divExpr = isCeil ? a.ceilDiv(b) : a.floorDiv(b);
827   if ((loc = findLocalId(divExpr)) == -1) {
828     if (!isCeil) {
829       SmallVector<int64_t, 8> dividend(lhs);
830       addLocalFloorDivId(dividend, divisor, divExpr);
831     } else {
832       // lhs ceildiv c <=>  (lhs + c - 1) floordiv c
833       SmallVector<int64_t, 8> dividend(lhs);
834       dividend.back() += divisor - 1;
835       addLocalFloorDivId(dividend, divisor, divExpr);
836     }
837   }
838   // Set the expression on stack to the local var introduced to capture the
839   // result of the division (floor or ceil).
840   std::fill(lhs.begin(), lhs.end(), 0);
841   if (loc == -1)
842     lhs[getLocalVarStartIndex() + numLocals - 1] = 1;
843   else
844     lhs[getLocalVarStartIndex() + loc] = 1;
845 }
846 
847 // Add a local identifier (needed to flatten a mod, floordiv, ceildiv expr).
848 // The local identifier added is always a floordiv of a pure add/mul affine
849 // function of other identifiers, coefficients of which are specified in
850 // dividend and with respect to a positive constant divisor. localExpr is the
851 // simplified tree expression (AffineExpr) corresponding to the quantifier.
852 void SimpleAffineExprFlattener::addLocalFloorDivId(ArrayRef<int64_t> dividend,
853                                                    int64_t divisor,
854                                                    AffineExpr localExpr) {
855   assert(divisor > 0 && "positive constant divisor expected");
856   for (auto &subExpr : operandExprStack)
857     subExpr.insert(subExpr.begin() + getLocalVarStartIndex() + numLocals, 0);
858   localExprs.push_back(localExpr);
859   numLocals++;
860   // dividend and divisor are not used here; an override of this method uses it.
861 }
862 
863 int SimpleAffineExprFlattener::findLocalId(AffineExpr localExpr) {
864   SmallVectorImpl<AffineExpr>::iterator it;
865   if ((it = llvm::find(localExprs, localExpr)) == localExprs.end())
866     return -1;
867   return it - localExprs.begin();
868 }
869 
870 /// Simplify the affine expression by flattening it and reconstructing it.
871 AffineExpr mlir::simplifyAffineExpr(AffineExpr expr, unsigned numDims,
872                                     unsigned numSymbols) {
873   // TODO(bondhugula): only pure affine for now. The simplification here can
874   // be extended to semi-affine maps in the future.
875   if (!expr.isPureAffine())
876     return expr;
877 
878   SimpleAffineExprFlattener flattener(numDims, numSymbols);
879   flattener.walkPostOrder(expr);
880   ArrayRef<int64_t> flattenedExpr = flattener.operandExprStack.back();
881   auto simplifiedExpr =
882       getAffineExprFromFlatForm(flattenedExpr, numDims, numSymbols,
883                                 flattener.localExprs, expr.getContext());
884   flattener.operandExprStack.pop_back();
885   assert(flattener.operandExprStack.empty());
886 
887   return simplifiedExpr;
888 }
889