MLIR  20.0.0git
AffineMap.h
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1 //===- AffineMap.h - MLIR Affine Map Class ----------------------*- C++ -*-===//
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 // Affine maps are mathematical functions which map a list of dimension
10 // identifiers and symbols, to multidimensional affine expressions.
11 //
12 //===----------------------------------------------------------------------===//
13 
14 #ifndef MLIR_IR_AFFINEMAP_H
15 #define MLIR_IR_AFFINEMAP_H
16 
17 #include "mlir/IR/AffineExpr.h"
18 #include "mlir/IR/Value.h"
19 #include "mlir/Support/LLVM.h"
20 #include "llvm/ADT/ArrayRef.h"
21 #include "llvm/ADT/DenseMapInfo.h"
22 #include "llvm/ADT/SmallBitVector.h"
23 #include "llvm/ADT/SmallVectorExtras.h"
24 #include <optional>
25 
26 namespace llvm {
27 class SmallBitVector;
28 } // namespace llvm
29 
30 namespace mlir {
31 
32 namespace detail {
33 struct AffineMapStorage;
34 } // namespace detail
35 
36 class Attribute;
37 class Builder;
38 class OpFoldResult;
39 class MLIRContext;
40 
41 /// A multi-dimensional affine map
42 /// Affine map's are immutable like Type's, and they are uniqued.
43 /// Eg: (d0, d1) -> (d0/128, d0 mod 128, d1)
44 /// The names used (d0, d1) don't matter - it's the mathematical function that
45 /// is unique to this affine map.
46 class AffineMap {
47 public:
49 
50  constexpr AffineMap() = default;
51  explicit AffineMap(ImplType *map) : map(map) {}
52 
53  /// Returns a zero result affine map with no dimensions or symbols: () -> ().
54  static AffineMap get(MLIRContext *context);
55 
56  /// Returns a zero result affine map with `dimCount` dimensions and
57  /// `symbolCount` symbols, e.g.: `(...) -> ()`.
58  static AffineMap get(unsigned dimCount, unsigned symbolCount,
59  MLIRContext *context);
60 
61  /// Returns an affine map with `dimCount` dimensions and `symbolCount` mapping
62  /// to a single output dimension
63  static AffineMap get(unsigned dimCount, unsigned symbolCount,
64  AffineExpr result);
65 
66  /// Returns an affine map with `dimCount` dimensions and `symbolCount` mapping
67  /// to the given results.
68  static AffineMap get(unsigned dimCount, unsigned symbolCount,
69  ArrayRef<AffineExpr> results, MLIRContext *context);
70 
71  /// Returns a single constant result affine map.
72  static AffineMap getConstantMap(int64_t val, MLIRContext *context);
73 
74  /// Returns an AffineMap with 'numDims' identity result dim exprs.
75  static AffineMap getMultiDimIdentityMap(unsigned numDims,
76  MLIRContext *context);
77 
78  /// Returns an identity affine map (d0, ..., dn) -> (dp, ..., dn) on the most
79  /// minor dimensions.
80  static AffineMap getMinorIdentityMap(unsigned dims, unsigned results,
81  MLIRContext *context);
82 
83  /// Returns an identity affine map with `numDims` input dimensions and
84  /// filtered results using `keepDimFilter`. If `keepDimFilter` returns true
85  /// for a dimension, the dimension is kept in the affine map results.
86  /// Otherwise, the dimension is dropped from the results.
87  ///
88  /// Examples:
89  /// * getFilteredIdentityMap(4, [false, true, false, true])
90  /// -> affine_map<(d0, d1, d2, d3) -> (d1, d3)>
91  /// * getFilteredIdentityMap(3, [false, false, true])
92  /// -> affine_map<(d0, d1, d2) -> (d2)>
93  static AffineMap
94  getFilteredIdentityMap(MLIRContext *ctx, unsigned numDims,
95  llvm::function_ref<bool(AffineDimExpr)> keepDimFilter);
96 
97  /// Returns an AffineMap representing a permutation.
98  /// The permutation is expressed as a non-empty vector of integers.
99  /// E.g. the permutation `(i,j,k) -> (j,k,i)` will be expressed with
100  /// `permutation = [1,2,0]`. All values in `permutation` must be
101  /// integers, in the range 0..`permutation.size()-1` without duplications
102  /// (i.e. `[1,1,2]` is an invalid permutation).
104  MLIRContext *context);
105  static AffineMap getPermutationMap(ArrayRef<int64_t> permutation,
106  MLIRContext *context);
107 
108  /// Returns an affine map with `numDims` input dimensions and results
109  /// specified by `targets`.
110  ///
111  /// Examples:
112  /// * getMultiDimMapWithTargets(3, [0, 2, 1])
113  /// -> affine_map<(d0, d1, d2) -> (d0, d2, d1)>
114  /// * getMultiDimMapWithTargets(3, [2, 1])
115  /// -> affine_map<(d0, d1, d2) -> (d2, d1)>
116  static AffineMap getMultiDimMapWithTargets(unsigned numDims,
117  ArrayRef<unsigned> targets,
118  MLIRContext *context);
119 
120  /// Returns a vector of AffineMaps; each with as many results as
121  /// `exprs.size()`, as many dims as the largest dim in `exprs` and as many
122  /// symbols as the largest symbol in `exprs`.
125  MLIRContext *context);
128  MLIRContext *context);
129 
130  MLIRContext *getContext() const;
131 
132  explicit operator bool() const { return map != nullptr; }
133  bool operator==(AffineMap other) const { return other.map == map; }
134  bool operator!=(AffineMap other) const { return !(other.map == map); }
135 
136  /// Returns true if this affine map is an identity affine map.
137  /// An identity affine map corresponds to an identity affine function on the
138  /// dimensional identifiers.
139  bool isIdentity() const;
140 
141  /// Returns true if this affine map is an identity affine map on the symbol
142  /// identifiers.
143  bool isSymbolIdentity() const;
144 
145  /// Returns true if this affine map is a minor identity, i.e. an identity
146  /// affine map (d0, ..., dn) -> (dp, ..., dn) on the most minor dimensions.
147  bool isMinorIdentity() const;
148 
149  /// Returns the list of broadcast dimensions (i.e. dims indicated by value 0
150  /// in the result).
151  /// Ex:
152  /// * (d0, d1, d2) -> (0, d1) gives [0]
153  /// * (d0, d1, d2) -> (d2, d1) gives []
154  /// * (d0, d1, d2, d4) -> (d0, 0, d1, 0) gives [1, 3]
156 
157  /// Returns true if this affine map is a minor identity up to broadcasted
158  /// dimensions which are indicated by value 0 in the result. If
159  /// `broadcastedDims` is not null, it will be populated with the indices of
160  /// the broadcasted dimensions in the result array.
161  /// Example: affine_map<(d0, d1, d2, d3, d4) -> (0, d2, 0, d4)>
162  /// (`broadcastedDims` will contain [0, 2])
164  SmallVectorImpl<unsigned> *broadcastedDims = nullptr) const;
165 
166  /// Return true if this affine map can be converted to a minor identity with
167  /// broadcast by doing a permute. Return a permutation (there may be
168  /// several) to apply to get to a minor identity with broadcasts.
169  /// Ex:
170  /// * (d0, d1, d2) -> (0, d1) maps to minor identity (d1, 0 = d2) with
171  /// perm = [1, 0] and broadcast d2
172  /// * (d0, d1, d2) -> (d0, 0) cannot be mapped to a minor identity by
173  /// permutation + broadcast
174  /// * (d0, d1, d2, d3) -> (0, d1, d3) maps to minor identity (d1, 0 = d2, d3)
175  /// with perm = [1, 0, 2] and broadcast d2
176  /// * (d0, d1) -> (d1, 0, 0, d0) maps to minor identity (d0, d1) with extra
177  /// leading broadcat dimensions. The map returned would be (0, 0, d0, d1)
178  /// with perm = [3, 0, 1, 2]
180  SmallVectorImpl<unsigned> &permutedDims) const;
181 
182  /// Returns true if this affine map is an empty map, i.e., () -> ().
183  bool isEmpty() const;
184 
185  /// Returns true if this affine map is a single result constant function.
186  bool isSingleConstant() const;
187 
188  /// Returns true if this affine map has only constant results.
189  bool isConstant() const;
190 
191  /// Returns the constant result of this map. This methods asserts that the map
192  /// has a single constant result.
193  int64_t getSingleConstantResult() const;
194 
195  /// Returns the constant results of this map. This method asserts that the map
196  /// has all constant results.
198 
199  // Prints affine map to 'os'.
200  void print(raw_ostream &os) const;
201  void dump() const;
202 
203  unsigned getNumDims() const;
204  unsigned getNumSymbols() const;
205  unsigned getNumResults() const;
206  unsigned getNumInputs() const;
207 
209  AffineExpr getResult(unsigned idx) const;
210 
211  /// Extracts the position of the dimensional expression at the given result,
212  /// when the caller knows it is safe to do so.
213  unsigned getDimPosition(unsigned idx) const;
214 
215  /// Extracts the first result position where `input` dimension resides.
216  /// Returns `std::nullopt` if `input` is not a dimension expression or cannot
217  /// be found in results.
218  std::optional<unsigned> getResultPosition(AffineExpr input) const;
219 
220  /// Return true if any affine expression involves AffineDimExpr `position`.
221  bool isFunctionOfDim(unsigned position) const {
222  return llvm::any_of(getResults(), [&](AffineExpr e) {
223  return e.isFunctionOfDim(position);
224  });
225  }
226 
227  /// Return true if any affine expression involves AffineSymbolExpr `position`.
228  bool isFunctionOfSymbol(unsigned position) const {
229  return llvm::any_of(getResults(), [&](AffineExpr e) {
230  return e.isFunctionOfSymbol(position);
231  });
232  }
233 
234  /// Walk all of the AffineExpr's in this mapping. Each node in an expression
235  /// tree is visited in postorder.
236  void walkExprs(llvm::function_ref<void(AffineExpr)> callback) const;
237 
238  /// This method substitutes any uses of dimensions and symbols (e.g.
239  /// dim#0 with dimReplacements[0]) in subexpressions and returns the modified
240  /// expression mapping. Because this can be used to eliminate dims and
241  /// symbols, the client needs to specify the number of dims and symbols in
242  /// the result. The returned map always has the same number of results.
244  ArrayRef<AffineExpr> symReplacements,
245  unsigned numResultDims,
246  unsigned numResultSyms) const;
247 
248  /// Sparse replace method. Apply AffineExpr::replace(`expr`, `replacement`) to
249  /// each of the results and return a new AffineMap with the new results and
250  /// with the specified number of dims and symbols.
251  AffineMap replace(AffineExpr expr, AffineExpr replacement,
252  unsigned numResultDims, unsigned numResultSyms) const;
253 
254  /// Sparse replace method. Apply AffineExpr::replace(`map`) to each of the
255  /// results and return a new AffineMap with the new results and with inferred
256  /// number of dims and symbols.
258 
259  /// Sparse replace method. Apply AffineExpr::replace(`map`) to each of the
260  /// results and return a new AffineMap with the new results and with the
261  /// specified number of dims and symbols.
263  unsigned numResultDims, unsigned numResultSyms) const;
264 
265  /// Replace dims[offset ... numDims)
266  /// by dims[offset + shift ... shift + numDims).
267  AffineMap shiftDims(unsigned shift, unsigned offset = 0) const {
268  assert(offset <= getNumDims());
269  return AffineMap::get(getNumDims() + shift, getNumSymbols(),
270  llvm::map_to_vector<4>(
271  getResults(),
272  [&](AffineExpr e) {
273  return e.shiftDims(getNumDims(), shift, offset);
274  }),
275  getContext());
276  }
277 
278  /// Replace symbols[offset ... numSymbols)
279  /// by symbols[offset + shift ... shift + numSymbols).
280  AffineMap shiftSymbols(unsigned shift, unsigned offset = 0) const {
281  return AffineMap::get(getNumDims(), getNumSymbols() + shift,
282  llvm::map_to_vector<4>(getResults(),
283  [&](AffineExpr e) {
284  return e.shiftSymbols(
285  getNumSymbols(), shift,
286  offset);
287  }),
288  getContext());
289  }
290 
291  /// Returns a new AffineMap with the same number of dims and symbols and one
292  /// less result at `pos`, dropped.
293  AffineMap dropResult(int64_t pos) const {
294  return dropResults(ArrayRef({pos}));
295  }
296 
297  // Returns a new AffineMap with the same number of dims and symbols, but all
298  // results in `positions` dropped.
300  SmallVector<int64_t> reverse_sorted_positions = llvm::to_vector(positions);
301  llvm::sort(reverse_sorted_positions, std::greater<int64_t>());
302 
303  auto exprs = llvm::to_vector<4>(getResults());
304  for (int64_t pos : reverse_sorted_positions)
305  exprs.erase(exprs.begin() + pos);
306  return AffineMap::get(getNumDims(), getNumSymbols(), exprs, getContext());
307  }
308 
309  // Returns a new AffineMap with the same number of dims and symbols, but all
310  // results in `positions` dropped.
311  AffineMap dropResults(const llvm::SmallBitVector &positions) const;
312 
313  /// Returns a new AffineMap with the same number of dims and symbols and an
314  /// extra result inserted at `pos`.
315  AffineMap insertResult(AffineExpr expr, unsigned pos) const {
316  auto exprs = llvm::to_vector<4>(getResults());
317  exprs.insert(exprs.begin() + pos, expr);
318  return AffineMap::get(getNumDims(), getNumSymbols(), exprs, getContext());
319  }
320 
321  /// Folds the results of the application of an affine map on the provided
322  /// operands to a constant if possible.
323  LogicalResult constantFold(ArrayRef<Attribute> operandConstants,
325  bool *hasPoison = nullptr) const;
326 
327  /// Propagates the constant operands into this affine map. Operands are
328  /// allowed to be null, at which point they are treated as non-constant. This
329  /// does not change the number of symbols and dimensions. Returns a new map,
330  /// which may be equal to the old map if no folding happened. If `results` is
331  /// provided and if all expressions in the map were folded to constants,
332  /// `results` will contain the values of these constants.
334  SmallVectorImpl<int64_t> *results = nullptr,
335  bool *hasPoison = nullptr) const;
336 
337  /// Returns the AffineMap resulting from composing `this` with `map`.
338  /// The resulting AffineMap has as many AffineDimExpr as `map` and as many
339  /// AffineSymbolExpr as the concatenation of `this` and `map` (in which case
340  /// the symbols of `this` map come first).
341  ///
342  /// Prerequisites:
343  /// The maps are composable, i.e. that the number of AffineDimExpr of `this`
344  /// matches the number of results of `map`.
345  ///
346  /// Example:
347  /// map1: `(d0, d1)[s0, s1] -> (d0 + 1 + s1, d1 - 1 - s0)`
348  /// map2: `(d0)[s0] -> (d0 + s0, d0 - s0)`
349  /// map1.compose(map2):
350  /// `(d0)[s0, s1, s2] -> (d0 + s1 + s2 + 1, d0 - s0 - s2 - 1)`
351  AffineMap compose(AffineMap map) const;
352 
353  /// Applies composition by the dims of `this` to the integer `values` and
354  /// returns the resulting values. `this` must be symbol-less.
356 
357  /// Returns the number of "zero" results (constant values == 0) in this map.
358  ///
359  /// Example:
360  /// * For `(d0, d1) -> (d0, d1, 0)` returns 1
361  /// * For `(d0, d1, d2) -> (d0, d1)` returns 0
362  /// * For `(d0, d1, d2) -> (d0, 0, d1, 0, d2)` returns 2
363  size_t getNumOfZeroResults() const;
364 
365  /// Returns the AffineMap resulting from removing "zero" results (constant
366  /// values == 0) from this map.
367  ///
368  /// Example:
369  /// * For `(d0, d1) -> (d0, d1, 0)` returns `(d0, d1) -> (d0, d1)`
370  /// * For `(d0, d1, d2) -> (d0, d1)` returns `(d0, d1, d2) -> (d0, d1)`
371  /// * For `(d0, d1, d2) -> (d0, 0, d1, 0, d2)` returns
372  /// `(d0, d1, d2) -> (d0, d1, d2)`
374 
375  /// Returns true if the AffineMap represents a subset (i.e. a projection) of a
376  /// symbol-less permutation map. `allowZeroInResults` allows projected
377  /// permutation maps with constant zero result expressions.
378  /// TODO: Remove `allowZeroInResults` when constant zero result expressions
379  /// are broadly supported.
380  bool isProjectedPermutation(bool allowZeroInResults = false) const;
381 
382  /// Returns true if the AffineMap represents a symbol-less permutation map.
383  bool isPermutation() const;
384 
385  /// Returns the map consisting of the `resultPos` subset.
386  AffineMap getSubMap(ArrayRef<unsigned> resultPos) const;
387 
388  /// Returns the map consisting of `length` expressions starting from `start`.
389  AffineMap getSliceMap(unsigned start, unsigned length) const;
390 
391  /// Returns the map consisting of the most major `numResults` results.
392  /// Returns the null AffineMap if `numResults` == 0.
393  /// Returns `*this` if `numResults` >= `this->getNumResults()`.
394  AffineMap getMajorSubMap(unsigned numResults) const;
395 
396  /// Returns the map consisting of the most minor `numResults` results.
397  /// Returns the null AffineMap if `numResults` == 0.
398  /// Returns `*this` if `numResults` >= `this->getNumResults()`.
399  AffineMap getMinorSubMap(unsigned numResults) const;
400 
401  /// Get the largest known divisor of all map expressions.
402  /// For eg: for (d0, d1) -> (8*d0 + 4, 4*d1 + 2), the result is 2.
403  /// In the case of maps with no expressions or all zero constant expressions,
404  /// the largest known divisor is trivially the max uint64_t value.
406 
407  friend ::llvm::hash_code hash_value(AffineMap arg);
408 
409  /// Methods supporting C API.
410  const void *getAsOpaquePointer() const {
411  return static_cast<const void *>(map);
412  }
413  static AffineMap getFromOpaquePointer(const void *pointer) {
414  return AffineMap(reinterpret_cast<ImplType *>(const_cast<void *>(pointer)));
415  }
416 
417 private:
418  ImplType *map{nullptr};
419 
420  static AffineMap getImpl(unsigned dimCount, unsigned symbolCount,
421  ArrayRef<AffineExpr> results, MLIRContext *context);
422 };
423 
424 // Make AffineExpr hashable.
425 inline ::llvm::hash_code hash_value(AffineMap arg) {
426  return ::llvm::hash_value(arg.map);
427 }
428 
429 /// A mutable affine map. Its affine expressions are however unique.
431 public:
432  MutableAffineMap() = default;
434 
435  ArrayRef<AffineExpr> getResults() const { return results; }
436  AffineExpr getResult(unsigned idx) const { return results[idx]; }
437  void setResult(unsigned idx, AffineExpr result) { results[idx] = result; }
438  unsigned getNumResults() const { return results.size(); }
439  unsigned getNumDims() const { return numDims; }
440  void setNumDims(unsigned d) { numDims = d; }
441  unsigned getNumSymbols() const { return numSymbols; }
442  void setNumSymbols(unsigned d) { numSymbols = d; }
443  MLIRContext *getContext() const { return context; }
444 
445  /// Returns true if the idx'th result expression is a multiple of factor.
446  bool isMultipleOf(unsigned idx, int64_t factor) const;
447 
448  /// Resets this MutableAffineMap with 'map'.
449  void reset(AffineMap map);
450 
451  /// Simplify the (result) expressions in this map using analysis (used by
452  //-simplify-affine-expr pass).
453  void simplify();
454  /// Get the AffineMap corresponding to this MutableAffineMap. Note that an
455  /// AffineMap will be uniqued and stored in context, while a mutable one
456  /// isn't.
457  AffineMap getAffineMap() const;
458 
459 private:
460  // Same meaning as AffineMap's fields.
462  unsigned numDims = 0;
463  unsigned numSymbols = 0;
464  /// A pointer to the IR's context to store all newly created
465  /// AffineExprStorage's.
466  MLIRContext *context = nullptr;
467 };
468 
469 /// Simplifies an affine map by simplifying its underlying AffineExpr results.
470 AffineMap simplifyAffineMap(AffineMap map);
471 
472 /// Drop the dims that are listed in `unusedDims`.
473 AffineMap compressDims(AffineMap map, const llvm::SmallBitVector &unusedDims);
474 
475 /// Drop the dims that are not used.
476 AffineMap compressUnusedDims(AffineMap map);
477 
478 /// Drop the dims that are not used by any of the individual maps in `maps`.
479 /// Asserts that all maps in `maps` are normalized to the same number of
480 /// dims and symbols.
481 SmallVector<AffineMap> compressUnusedDims(ArrayRef<AffineMap> maps);
482 
483 /// Drop the symbols that are listed in `unusedSymbols`.
484 AffineMap compressSymbols(AffineMap map,
485  const llvm::SmallBitVector &unusedSymbols);
486 
487 /// Drop the symbols that are not used.
488 AffineMap compressUnusedSymbols(AffineMap map);
489 
490 /// Drop the symbols that are not used by any of the individual maps in `maps`.
491 /// Asserts that all maps in `maps` are normalized to the same number of
492 /// dims and symbols.
493 SmallVector<AffineMap> compressUnusedSymbols(ArrayRef<AffineMap> maps);
494 
495 /// Fold all attributes among the given operands into the affine map. Return the
496 /// folded affine map. Return all remaining values via `remainingValues`.
497 AffineMap foldAttributesIntoMap(Builder &b, AffineMap map,
498  ArrayRef<OpFoldResult> operands,
499  SmallVector<Value> &remainingValues);
500 
501 /// Returns a map with the same dimension and symbol count as `map`, but whose
502 /// results are the unique affine expressions of `map`.
503 AffineMap removeDuplicateExprs(AffineMap map);
504 
505 /// Returns a map of codomain to domain dimensions such that the first codomain
506 /// dimension for a particular domain dimension is selected.
507 /// Returns an empty map if the input map is empty.
508 /// Returns null map (not empty map) if `map` is not invertible (i.e. `map` does
509 /// not contain a subset that is a permutation of full domain rank).
510 ///
511 /// Prerequisites:
512 /// 1. `map` has no symbols.
513 ///
514 /// Example 1:
515 ///
516 /// ```mlir
517 /// (d0, d1, d2) -> (d1, d1, d0, d2, d1, d2, d1, d0)
518 /// 0 2 3
519 /// ```
520 ///
521 /// returns:
522 ///
523 /// ```mlir
524 /// (d0, d1, d2, d3, d4, d5, d6, d7) -> (d2, d0, d3)
525 /// ```
526 ///
527 /// Example 2:
528 ///
529 /// ```mlir
530 /// (d0, d1, d2) -> (d1, d0 + d1, d0, d2, d1, d2, d1, d0)
531 /// 0 2 3
532 /// ```
533 ///
534 /// returns:
535 ///
536 /// ```mlir
537 /// (d0, d1, d2, d3, d4, d5, d6, d7) -> (d2, d0, d3)
538 /// ```
539 AffineMap inversePermutation(AffineMap map);
540 
541 /// Return the reverse map of a projected permutation where the projected
542 /// dimensions are transformed into 0s.
543 ///
544 /// Prerequisites: `map` must be a projected permutation.
545 ///
546 /// Example 1:
547 ///
548 /// ```mlir
549 /// affine_map<(d0, d1, d2, d3) -> (d2, d0)>
550 /// ```
551 ///
552 /// returns:
553 ///
554 /// ```mlir
555 /// affine_map<(d0, d1) -> (d1, 0, d0, 0)>
556 /// ```
557 ///
558 /// Example 2:
559 ///
560 /// ```mlir
561 /// affine_map<(d0, d1, d2, d3) -> (d0, d3)>
562 /// ```
563 ///
564 /// returns:
565 ///
566 /// ```mlir
567 /// affine_map<(d0, d1) -> (d0, 0, 0, d1)>
568 /// ```
569 ///
570 /// Example 3:
571 ///
572 /// ```mlir
573 /// affine_map<(d0, d1, d2, d3) -> (d2)>
574 /// ```
575 ///
576 /// returns:
577 ///
578 /// ```mlir
579 /// affine_map<(d0) -> (0, 0, d0, 0)>
580 /// ```
581 /// Example 4:
582 ///
583 /// ```mlir
584 /// affine_map<(d0, d1, d2) -> (d0, 0)>
585 /// ```
586 ///
587 /// returns:
588 ///
589 /// ```mlir
590 /// affine_map<(d0, d1) -> (d0, 0, 0)>
591 /// ```
592 AffineMap inverseAndBroadcastProjectedPermutation(AffineMap map);
593 
594 /// Concatenates a list of `maps` into a single AffineMap, stepping over
595 /// potentially empty maps. Assumes each of the underlying map has 0 symbols.
596 /// The resulting map has a number of dims equal to the max of `maps`' dims and
597 /// the concatenated results as its results.
598 /// Returns an empty map if all input `maps` are empty.
599 ///
600 /// Example:
601 /// When applied to the following list of 3 affine maps,
602 ///
603 /// ```mlir
604 /// {
605 /// (i, j, k) -> (i, k),
606 /// (i, j, k) -> (k, j),
607 /// (i, j, k) -> (i, j)
608 /// }
609 /// ```
610 ///
611 /// Returns the map:
612 ///
613 /// ```mlir
614 /// (i, j, k) -> (i, k, k, j, i, j)
615 /// ```
616 AffineMap concatAffineMaps(ArrayRef<AffineMap> maps, MLIRContext *context);
617 
618 /// Returns the map that results from projecting out the dimensions specified in
619 /// `projectedDimensions`. The projected dimensions are set to 0.
620 ///
621 /// Example:
622 /// 1) map : affine_map<(d0, d1, d2) -> (d0, d1)>
623 /// projected_dimensions : {2}
624 /// result : affine_map<(d0, d1) -> (d0, d1)>
625 ///
626 /// 2) map : affine_map<(d0, d1) -> (d0 + d1)>
627 /// projected_dimensions : {1}
628 /// result : affine_map<(d0) -> (d0)>
629 ///
630 /// 3) map : affine_map<(d0, d1, d2) -> (d0, d1)>
631 /// projected_dimensions : {1}
632 /// result : affine_map<(d0, d1) -> (d0, 0)>
633 ///
634 /// This function also compresses the dims when the boolean flag is true.
635 AffineMap projectDims(AffineMap map,
636  const llvm::SmallBitVector &projectedDimensions,
637  bool compressDimsFlag = false);
638 /// Symbol counterpart of `projectDims`.
639 /// This function also compresses the symbols when the boolean flag is true.
640 AffineMap projectSymbols(AffineMap map,
641  const llvm::SmallBitVector &projectedSymbols,
642  bool compressSymbolsFlag = false);
643 /// Calls `projectDims(map, projectedDimensions, compressDimsFlag)`.
644 /// If `compressSymbolsFlag` is true, additionally call `compressUnusedSymbols`.
645 AffineMap getProjectedMap(AffineMap map,
646  const llvm::SmallBitVector &projectedDimensions,
647  bool compressDimsFlag = true,
648  bool compressSymbolsFlag = true);
649 
650 // Return a bitvector where each bit set indicates a dimension that is not used
651 // by any of the maps in the input array `maps`.
652 llvm::SmallBitVector getUnusedDimsBitVector(ArrayRef<AffineMap> maps);
653 
654 // Return a bitvector where each bit set indicates a symbol that is not used
655 // by any of the maps in the input array `maps`.
656 llvm::SmallBitVector getUnusedSymbolsBitVector(ArrayRef<AffineMap> maps);
657 
658 /// Expand `map` to operate on `rank` dims while projecting out the dims in
659 /// `projectedDimensions`. This amounts to composing `map` with
660 /// `id(rank).dropResults(projectedDimensions)`.
661 AffineMap expandDimsToRank(AffineMap map, int64_t rank,
662  const llvm::SmallBitVector &projectedDimensions);
663 
664 inline raw_ostream &operator<<(raw_ostream &os, AffineMap map) {
665  map.print(os);
666  return os;
667 }
668 
669 //===----------------------------------------------------------------------===//
670 // Templated helper functions.
671 //===----------------------------------------------------------------------===//
672 
673 /// Apply a permutation from `map` to `source` and return the result.
674 template <typename T>
676  assert(map.isProjectedPermutation());
677  assert(map.getNumInputs() == source.size());
678  SmallVector<T> result;
679  result.reserve(map.getNumResults());
680  for (AffineExpr expr : map.getResults()) {
681  if (auto dimExpr = dyn_cast<AffineDimExpr>(expr)) {
682  result.push_back(source[dimExpr.getPosition()]);
683  } else if (auto constExpr = dyn_cast<AffineConstantExpr>(expr)) {
684  assert(constExpr.getValue() == 0 &&
685  "Unexpected constant in projected permutation map");
686  result.push_back(0);
687  } else {
688  llvm_unreachable("Unexpected result in projected permutation map");
689  }
690  }
691  return result;
692 }
693 
694 /// Calculates maximum dimension and symbol positions from the expressions
695 /// in `exprsLists` and stores them in `maxDim` and `maxSym` respectively.
696 template <typename AffineExprContainer>
698  int64_t &maxDim, int64_t &maxSym) {
699  for (const auto &exprs : exprsList) {
700  for (auto expr : exprs) {
701  expr.walk([&maxDim, &maxSym](AffineExpr e) {
702  if (auto d = dyn_cast<AffineDimExpr>(e))
703  maxDim = std::max(maxDim, static_cast<int64_t>(d.getPosition()));
704  if (auto s = dyn_cast<AffineSymbolExpr>(e))
705  maxSym = std::max(maxSym, static_cast<int64_t>(s.getPosition()));
706  });
707  }
708  }
709 }
710 
711 } // namespace mlir
712 
713 namespace llvm {
714 
715 // AffineExpr hash just like pointers
716 template <>
717 struct DenseMapInfo<mlir::AffineMap> {
719  auto *pointer = llvm::DenseMapInfo<void *>::getEmptyKey();
720  return mlir::AffineMap(static_cast<mlir::AffineMap::ImplType *>(pointer));
721  }
724  return mlir::AffineMap(static_cast<mlir::AffineMap::ImplType *>(pointer));
725  }
726  static unsigned getHashValue(mlir::AffineMap val) {
727  return mlir::hash_value(val);
728  }
729  static bool isEqual(mlir::AffineMap LHS, mlir::AffineMap RHS) {
730  return LHS == RHS;
731  }
732 };
733 
734 } // namespace llvm
735 
736 #endif // MLIR_IR_AFFINEMAP_H
static Value max(ImplicitLocOpBuilder &builder, Value value, Value bound)
A dimensional identifier appearing in an affine expression.
Definition: AffineExpr.h:236
Base type for affine expression.
Definition: AffineExpr.h:68
AffineExpr shiftDims(unsigned numDims, unsigned shift, unsigned offset=0) const
Replace dims[offset ...
Definition: AffineExpr.cpp:133
AffineExpr shiftSymbols(unsigned numSymbols, unsigned shift, unsigned offset=0) const
Replace symbols[offset ...
Definition: AffineExpr.cpp:145
bool isFunctionOfDim(unsigned position) const
Return true if the affine expression involves AffineDimExpr position.
Definition: AffineExpr.cpp:316
bool isFunctionOfSymbol(unsigned position) const
Return true if the affine expression involves AffineSymbolExpr position.
Definition: AffineExpr.cpp:327
A multi-dimensional affine map Affine map's are immutable like Type's, and they are uniqued.
Definition: AffineMap.h:46
int64_t getSingleConstantResult() const
Returns the constant result of this map.
Definition: AffineMap.cpp:381
static AffineMap getMinorIdentityMap(unsigned dims, unsigned results, MLIRContext *context)
Returns an identity affine map (d0, ..., dn) -> (dp, ..., dn) on the most minor dimensions.
Definition: AffineMap.cpp:135
AffineMap dropResults(ArrayRef< int64_t > positions) const
Definition: AffineMap.h:299
AffineMap getSliceMap(unsigned start, unsigned length) const
Returns the map consisting of length expressions starting from start.
Definition: AffineMap.cpp:662
AffineMap getMajorSubMap(unsigned numResults) const
Returns the map consisting of the most major numResults results.
Definition: AffineMap.cpp:667
MLIRContext * getContext() const
Definition: AffineMap.cpp:343
friend ::llvm::hash_code hash_value(AffineMap arg)
Definition: AffineMap.h:425
bool isFunctionOfDim(unsigned position) const
Return true if any affine expression involves AffineDimExpr position.
Definition: AffineMap.h:221
bool isMinorIdentity() const
Returns true if this affine map is a minor identity, i.e.
Definition: AffineMap.cpp:155
unsigned getDimPosition(unsigned idx) const
Extracts the position of the dimensional expression at the given result, when the caller knows it is ...
Definition: AffineMap.cpp:415
bool isConstant() const
Returns true if this affine map has only constant results.
Definition: AffineMap.cpp:377
static AffineMap getMultiDimIdentityMap(unsigned numDims, MLIRContext *context)
Returns an AffineMap with 'numDims' identity result dim exprs.
Definition: AffineMap.cpp:334
static AffineMap get(MLIRContext *context)
Returns a zero result affine map with no dimensions or symbols: () -> ().
AffineMap shiftDims(unsigned shift, unsigned offset=0) const
Replace dims[offset ...
Definition: AffineMap.h:267
bool isSingleConstant() const
Returns true if this affine map is a single result constant function.
Definition: AffineMap.cpp:373
AffineMap insertResult(AffineExpr expr, unsigned pos) const
Returns a new AffineMap with the same number of dims and symbols and an extra result inserted at pos.
Definition: AffineMap.h:315
bool isProjectedPermutation(bool allowZeroInResults=false) const
Returns true if the AffineMap represents a subset (i.e.
Definition: AffineMap.cpp:618
AffineMap getMinorSubMap(unsigned numResults) const
Returns the map consisting of the most minor numResults results.
Definition: AffineMap.cpp:675
detail::AffineMapStorage ImplType
Definition: AffineMap.h:48
uint64_t getLargestKnownDivisorOfMapExprs()
Get the largest known divisor of all map expressions.
Definition: AffineMap.cpp:323
constexpr AffineMap()=default
bool isEmpty() const
Returns true if this affine map is an empty map, i.e., () -> ().
Definition: AffineMap.cpp:369
AffineMap dropResult(int64_t pos) const
Returns a new AffineMap with the same number of dims and symbols and one less result at pos,...
Definition: AffineMap.h:293
AffineMap(ImplType *map)
Definition: AffineMap.h:51
std::optional< unsigned > getResultPosition(AffineExpr input) const
Extracts the first result position where input dimension resides.
Definition: AffineMap.cpp:419
bool operator==(AffineMap other) const
Definition: AffineMap.h:133
unsigned getNumSymbols() const
Definition: AffineMap.cpp:398
bool isMinorIdentityWithBroadcasting(SmallVectorImpl< unsigned > *broadcastedDims=nullptr) const
Returns true if this affine map is a minor identity up to broadcasted dimensions which are indicated ...
Definition: AffineMap.cpp:176
unsigned getNumDims() const
Definition: AffineMap.cpp:394
ArrayRef< AffineExpr > getResults() const
Definition: AffineMap.cpp:407
SmallVector< int64_t > getConstantResults() const
Returns the constant results of this map.
Definition: AffineMap.cpp:386
bool isFunctionOfSymbol(unsigned position) const
Return true if any affine expression involves AffineSymbolExpr position.
Definition: AffineMap.h:228
bool isPermutationOfMinorIdentityWithBroadcasting(SmallVectorImpl< unsigned > &permutedDims) const
Return true if this affine map can be converted to a minor identity with broadcast by doing a permute...
Definition: AffineMap.cpp:216
size_t getNumOfZeroResults() const
Returns the number of "zero" results (constant values == 0) in this map.
Definition: AffineMap.cpp:595
bool isSymbolIdentity() const
Returns true if this affine map is an identity affine map on the symbol identifiers.
Definition: AffineMap.cpp:357
unsigned getNumResults() const
Definition: AffineMap.cpp:402
AffineMap replaceDimsAndSymbols(ArrayRef< AffineExpr > dimReplacements, ArrayRef< AffineExpr > symReplacements, unsigned numResultDims, unsigned numResultSyms) const
This method substitutes any uses of dimensions and symbols (e.g.
Definition: AffineMap.cpp:500
unsigned getNumInputs() const
Definition: AffineMap.cpp:403
AffineMap shiftSymbols(unsigned shift, unsigned offset=0) const
Replace symbols[offset ...
Definition: AffineMap.h:280
static AffineMap getFromOpaquePointer(const void *pointer)
Definition: AffineMap.h:413
const void * getAsOpaquePointer() const
Methods supporting C API.
Definition: AffineMap.h:410
AffineExpr getResult(unsigned idx) const
Definition: AffineMap.cpp:411
static AffineMap getFilteredIdentityMap(MLIRContext *ctx, unsigned numDims, llvm::function_ref< bool(AffineDimExpr)> keepDimFilter)
Returns an identity affine map with numDims input dimensions and filtered results using keepDimFilter...
Definition: AffineMap.cpp:142
AffineMap replace(AffineExpr expr, AffineExpr replacement, unsigned numResultDims, unsigned numResultSyms) const
Sparse replace method.
Definition: AffineMap.cpp:515
AffineMap dropZeroResults()
Returns the AffineMap resulting from removing "zero" results (constant values == 0) from this map.
Definition: AffineMap.cpp:606
void dump() const
static AffineMap getPermutationMap(ArrayRef< unsigned > permutation, MLIRContext *context)
Returns an AffineMap representing a permutation.
Definition: AffineMap.cpp:264
SmallVector< unsigned > getBroadcastDims() const
Returns the list of broadcast dimensions (i.e.
Definition: AffineMap.cpp:161
bool operator!=(AffineMap other) const
Definition: AffineMap.h:134
void walkExprs(llvm::function_ref< void(AffineExpr)> callback) const
Walk all of the AffineExpr's in this mapping.
Definition: AffineMap.cpp:490
AffineMap partialConstantFold(ArrayRef< Attribute > operandConstants, SmallVectorImpl< int64_t > *results=nullptr, bool *hasPoison=nullptr) const
Propagates the constant operands into this affine map.
Definition: AffineMap.cpp:453
static AffineMap getConstantMap(int64_t val, MLIRContext *context)
Returns a single constant result affine map.
Definition: AffineMap.cpp:128
static AffineMap getMultiDimMapWithTargets(unsigned numDims, ArrayRef< unsigned > targets, MLIRContext *context)
Returns an affine map with numDims input dimensions and results specified by targets.
Definition: AffineMap.cpp:280
AffineMap getSubMap(ArrayRef< unsigned > resultPos) const
Returns the map consisting of the resultPos subset.
Definition: AffineMap.cpp:654
LogicalResult constantFold(ArrayRef< Attribute > operandConstants, SmallVectorImpl< Attribute > &results, bool *hasPoison=nullptr) const
Folds the results of the application of an affine map on the provided operands to a constant if possi...
Definition: AffineMap.cpp:434
void print(raw_ostream &os) const
AffineMap compose(AffineMap map) const
Returns the AffineMap resulting from composing this with map.
Definition: AffineMap.cpp:556
bool isIdentity() const
Returns true if this affine map is an identity affine map.
Definition: AffineMap.cpp:345
bool isPermutation() const
Returns true if the AffineMap represents a symbol-less permutation map.
Definition: AffineMap.cpp:648
static SmallVector< AffineMap, 4 > inferFromExprList(ArrayRef< ArrayRef< AffineExpr >> exprsList, MLIRContext *context)
Returns a vector of AffineMaps; each with as many results as exprs.size(), as many dims as the larges...
Definition: AffineMap.cpp:312
MLIRContext is the top-level object for a collection of MLIR operations.
Definition: MLIRContext.h:60
The OpAsmOpInterface, see OpAsmInterface.td for more details.
Definition: CallGraph.h:229
Include the generated interface declarations.
AffineMap simplifyAffineMap(AffineMap map)
Simplifies an affine map by simplifying its underlying AffineExpr results.
Definition: AffineMap.cpp:773
inline ::llvm::hash_code hash_value(AffineMap arg)
Definition: AffineMap.h:425
AffineMap concatAffineMaps(ArrayRef< AffineMap > maps, MLIRContext *context)
Concatenates a list of maps into a single AffineMap, stepping over potentially empty maps.
Definition: AffineMap.cpp:836
AffineMap expandDimsToRank(AffineMap map, int64_t rank, const llvm::SmallBitVector &projectedDimensions)
Expand map to operate on rank dims while projecting out the dims in projectedDimensions.
Definition: AffineMap.cpp:955
AffineMap removeDuplicateExprs(AffineMap map)
Returns a map with the same dimension and symbol count as map, but whose results are the unique affin...
Definition: AffineMap.cpp:783
llvm::SmallBitVector getUnusedSymbolsBitVector(ArrayRef< AffineMap > maps)
Definition: AffineMap.cpp:942
SmallVector< T > applyPermutationMap(AffineMap map, llvm::ArrayRef< T > source)
Apply a permutation from map to source and return the result.
Definition: AffineMap.h:675
AffineMap inverseAndBroadcastProjectedPermutation(AffineMap map)
Return the reverse map of a projected permutation where the projected dimensions are transformed into...
Definition: AffineMap.cpp:815
AffineMap inversePermutation(AffineMap map)
Returns a map of codomain to domain dimensions such that the first codomain dimension for a particula...
Definition: AffineMap.cpp:791
AffineMap compressSymbols(AffineMap map, const llvm::SmallBitVector &unusedSymbols)
Drop the symbols that are listed in unusedSymbols.
Definition: AffineMap.cpp:731
static void getMaxDimAndSymbol(ArrayRef< AffineExprContainer > exprsList, int64_t &maxDim, int64_t &maxSym)
Calculates maximum dimension and symbol positions from the expressions in exprsLists and stores them ...
Definition: AffineMap.h:697
AffineMap compressUnusedDims(AffineMap map)
Drop the dims that are not used.
Definition: AffineMap.cpp:722
AffineMap compressDims(AffineMap map, const llvm::SmallBitVector &unusedDims)
Drop the dims that are listed in unusedDims.
Definition: AffineMap.cpp:717
AffineMap getProjectedMap(AffineMap map, const llvm::SmallBitVector &projectedDimensions, bool compressDimsFlag=true, bool compressSymbolsFlag=true)
Calls projectDims(map, projectedDimensions, compressDimsFlag).
Definition: AffineMap.cpp:920
llvm::SmallBitVector getUnusedDimsBitVector(ArrayRef< AffineMap > maps)
Definition: AffineMap.cpp:930
inline ::llvm::hash_code hash_value(AffineExpr arg)
Make AffineExpr hashable.
Definition: AffineExpr.h:260
AffineMap projectDims(AffineMap map, const llvm::SmallBitVector &projectedDimensions, bool compressDimsFlag=false)
Returns the map that results from projecting out the dimensions specified in projectedDimensions.
Definition: AffineMap.cpp:906
AffineMap compressUnusedSymbols(AffineMap map)
Drop the symbols that are not used.
Definition: AffineMap.cpp:736
AffineMap projectSymbols(AffineMap map, const llvm::SmallBitVector &projectedSymbols, bool compressSymbolsFlag=false)
Symbol counterpart of projectDims.
Definition: AffineMap.cpp:913
AffineMap foldAttributesIntoMap(Builder &b, AffineMap map, ArrayRef< OpFoldResult > operands, SmallVector< Value > &remainingValues)
Fold all attributes among the given operands into the affine map.
Definition: AffineMap.cpp:745
raw_ostream & operator<<(raw_ostream &os, const AliasResult &result)
Definition: AliasAnalysis.h:78
static unsigned getHashValue(mlir::AffineMap val)
Definition: AffineMap.h:726
static mlir::AffineMap getEmptyKey()
Definition: AffineMap.h:718
static bool isEqual(mlir::AffineMap LHS, mlir::AffineMap RHS)
Definition: AffineMap.h:729
static mlir::AffineMap getTombstoneKey()
Definition: AffineMap.h:722
A mutable affine map. Its affine expressions are however unique.
Definition: AffineMap.h:430
void setNumDims(unsigned d)
Definition: AffineMap.h:440
void reset(AffineMap map)
Resets this MutableAffineMap with 'map'.
Definition: AffineMap.cpp:970
void setResult(unsigned idx, AffineExpr result)
Definition: AffineMap.h:437
AffineMap getAffineMap() const
Get the AffineMap corresponding to this MutableAffineMap.
Definition: AffineMap.cpp:992
void setNumSymbols(unsigned d)
Definition: AffineMap.h:442
AffineExpr getResult(unsigned idx) const
Definition: AffineMap.h:436
unsigned getNumSymbols() const
Definition: AffineMap.h:441
ArrayRef< AffineExpr > getResults() const
Definition: AffineMap.h:435
bool isMultipleOf(unsigned idx, int64_t factor) const
Returns true if the idx'th result expression is a multiple of factor.
Definition: AffineMap.cpp:978
MLIRContext * getContext() const
Definition: AffineMap.h:443
unsigned getNumResults() const
Definition: AffineMap.h:438
unsigned getNumDims() const
Definition: AffineMap.h:439
void simplify()
Simplify the (result) expressions in this map using analysis (used by.
Definition: AffineMap.cpp:984