xref: /llvm-project/mlir/lib/IR/Operation.cpp (revision 863e8123df5e7dfb58af93e65e4da3ced96d358f)
1 //===- Operation.cpp - Operation support code -----------------------------===//
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/Operation.h"
10 #include "mlir/IR/Attributes.h"
11 #include "mlir/IR/BuiltinAttributes.h"
12 #include "mlir/IR/BuiltinTypes.h"
13 #include "mlir/IR/Dialect.h"
14 #include "mlir/IR/IRMapping.h"
15 #include "mlir/IR/Matchers.h"
16 #include "mlir/IR/OpImplementation.h"
17 #include "mlir/IR/OperationSupport.h"
18 #include "mlir/IR/PatternMatch.h"
19 #include "mlir/IR/TypeUtilities.h"
20 #include "mlir/Interfaces/FoldInterfaces.h"
21 #include "llvm/ADT/SmallVector.h"
22 #include "llvm/ADT/StringExtras.h"
23 #include <numeric>
24 #include <optional>
25 
26 using namespace mlir;
27 
28 //===----------------------------------------------------------------------===//
29 // Operation
30 //===----------------------------------------------------------------------===//
31 
32 /// Create a new Operation from operation state.
33 Operation *Operation::create(const OperationState &state) {
34   Operation *op =
35       create(state.location, state.name, state.types, state.operands,
36              state.attributes.getDictionary(state.getContext()),
37              state.properties, state.successors, state.regions);
38   if (LLVM_UNLIKELY(state.propertiesAttr)) {
39     assert(!state.properties);
40     LogicalResult result =
41         op->setPropertiesFromAttribute(state.propertiesAttr,
42                                        /*diagnostic=*/nullptr);
43     assert(result.succeeded() && "invalid properties in op creation");
44     (void)result;
45   }
46   return op;
47 }
48 
49 /// Create a new Operation with the specific fields.
50 Operation *Operation::create(Location location, OperationName name,
51                              TypeRange resultTypes, ValueRange operands,
52                              NamedAttrList &&attributes,
53                              OpaqueProperties properties, BlockRange successors,
54                              RegionRange regions) {
55   unsigned numRegions = regions.size();
56   Operation *op =
57       create(location, name, resultTypes, operands, std::move(attributes),
58              properties, successors, numRegions);
59   for (unsigned i = 0; i < numRegions; ++i)
60     if (regions[i])
61       op->getRegion(i).takeBody(*regions[i]);
62   return op;
63 }
64 
65 /// Create a new Operation with the specific fields.
66 Operation *Operation::create(Location location, OperationName name,
67                              TypeRange resultTypes, ValueRange operands,
68                              NamedAttrList &&attributes,
69                              OpaqueProperties properties, BlockRange successors,
70                              unsigned numRegions) {
71   // Populate default attributes.
72   name.populateDefaultAttrs(attributes);
73 
74   return create(location, name, resultTypes, operands,
75                 attributes.getDictionary(location.getContext()), properties,
76                 successors, numRegions);
77 }
78 
79 /// Overload of create that takes an existing DictionaryAttr to avoid
80 /// unnecessarily uniquing a list of attributes.
81 Operation *Operation::create(Location location, OperationName name,
82                              TypeRange resultTypes, ValueRange operands,
83                              DictionaryAttr attributes,
84                              OpaqueProperties properties, BlockRange successors,
85                              unsigned numRegions) {
86   assert(llvm::all_of(resultTypes, [](Type t) { return t; }) &&
87          "unexpected null result type");
88 
89   // We only need to allocate additional memory for a subset of results.
90   unsigned numTrailingResults = OpResult::getNumTrailing(resultTypes.size());
91   unsigned numInlineResults = OpResult::getNumInline(resultTypes.size());
92   unsigned numSuccessors = successors.size();
93   unsigned numOperands = operands.size();
94   unsigned numResults = resultTypes.size();
95   int opPropertiesAllocSize = llvm::alignTo<8>(name.getOpPropertyByteSize());
96 
97   // If the operation is known to have no operands, don't allocate an operand
98   // storage.
99   bool needsOperandStorage =
100       operands.empty() ? !name.hasTrait<OpTrait::ZeroOperands>() : true;
101 
102   // Compute the byte size for the operation and the operand storage. This takes
103   // into account the size of the operation, its trailing objects, and its
104   // prefixed objects.
105   size_t byteSize =
106       totalSizeToAlloc<detail::OperandStorage, detail::OpProperties,
107                        BlockOperand, Region, OpOperand>(
108           needsOperandStorage ? 1 : 0, opPropertiesAllocSize, numSuccessors,
109           numRegions, numOperands);
110   size_t prefixByteSize = llvm::alignTo(
111       Operation::prefixAllocSize(numTrailingResults, numInlineResults),
112       alignof(Operation));
113   char *mallocMem = reinterpret_cast<char *>(malloc(byteSize + prefixByteSize));
114   void *rawMem = mallocMem + prefixByteSize;
115 
116   // Create the new Operation.
117   Operation *op = ::new (rawMem) Operation(
118       location, name, numResults, numSuccessors, numRegions,
119       opPropertiesAllocSize, attributes, properties, needsOperandStorage);
120 
121   assert((numSuccessors == 0 || op->mightHaveTrait<OpTrait::IsTerminator>()) &&
122          "unexpected successors in a non-terminator operation");
123 
124   // Initialize the results.
125   auto resultTypeIt = resultTypes.begin();
126   for (unsigned i = 0; i < numInlineResults; ++i, ++resultTypeIt)
127     new (op->getInlineOpResult(i)) detail::InlineOpResult(*resultTypeIt, i);
128   for (unsigned i = 0; i < numTrailingResults; ++i, ++resultTypeIt) {
129     new (op->getOutOfLineOpResult(i))
130         detail::OutOfLineOpResult(*resultTypeIt, i);
131   }
132 
133   // Initialize the regions.
134   for (unsigned i = 0; i != numRegions; ++i)
135     new (&op->getRegion(i)) Region(op);
136 
137   // Initialize the operands.
138   if (needsOperandStorage) {
139     new (&op->getOperandStorage()) detail::OperandStorage(
140         op, op->getTrailingObjects<OpOperand>(), operands);
141   }
142 
143   // Initialize the successors.
144   auto blockOperands = op->getBlockOperands();
145   for (unsigned i = 0; i != numSuccessors; ++i)
146     new (&blockOperands[i]) BlockOperand(op, successors[i]);
147 
148   // This must be done after properties are initalized.
149   op->setAttrs(attributes);
150 
151   return op;
152 }
153 
154 Operation::Operation(Location location, OperationName name, unsigned numResults,
155                      unsigned numSuccessors, unsigned numRegions,
156                      int fullPropertiesStorageSize, DictionaryAttr attributes,
157                      OpaqueProperties properties, bool hasOperandStorage)
158     : location(location), numResults(numResults), numSuccs(numSuccessors),
159       numRegions(numRegions), hasOperandStorage(hasOperandStorage),
160       propertiesStorageSize((fullPropertiesStorageSize + 7) / 8), name(name) {
161   assert(attributes && "unexpected null attribute dictionary");
162   assert(fullPropertiesStorageSize <= propertiesCapacity &&
163          "Properties size overflow");
164 #ifndef NDEBUG
165   if (!getDialect() && !getContext()->allowsUnregisteredDialects())
166     llvm::report_fatal_error(
167         name.getStringRef() +
168         " created with unregistered dialect. If this is intended, please call "
169         "allowUnregisteredDialects() on the MLIRContext, or use "
170         "-allow-unregistered-dialect with the MLIR tool used.");
171 #endif
172   if (fullPropertiesStorageSize)
173     name.initOpProperties(getPropertiesStorage(), properties);
174 }
175 
176 // Operations are deleted through the destroy() member because they are
177 // allocated via malloc.
178 Operation::~Operation() {
179   assert(block == nullptr && "operation destroyed but still in a block");
180 #ifndef NDEBUG
181   if (!use_empty()) {
182     {
183       InFlightDiagnostic diag =
184           emitOpError("operation destroyed but still has uses");
185       for (Operation *user : getUsers())
186         diag.attachNote(user->getLoc()) << "- use: " << *user << "\n";
187     }
188     llvm::report_fatal_error("operation destroyed but still has uses");
189   }
190 #endif
191   // Explicitly run the destructors for the operands.
192   if (hasOperandStorage)
193     getOperandStorage().~OperandStorage();
194 
195   // Explicitly run the destructors for the successors.
196   for (auto &successor : getBlockOperands())
197     successor.~BlockOperand();
198 
199   // Explicitly destroy the regions.
200   for (auto &region : getRegions())
201     region.~Region();
202   if (propertiesStorageSize)
203     name.destroyOpProperties(getPropertiesStorage());
204 }
205 
206 /// Destroy this operation or one of its subclasses.
207 void Operation::destroy() {
208   // Operations may have additional prefixed allocation, which needs to be
209   // accounted for here when computing the address to free.
210   char *rawMem = reinterpret_cast<char *>(this) -
211                  llvm::alignTo(prefixAllocSize(), alignof(Operation));
212   this->~Operation();
213   free(rawMem);
214 }
215 
216 /// Return true if this operation is a proper ancestor of the `other`
217 /// operation.
218 bool Operation::isProperAncestor(Operation *other) {
219   while ((other = other->getParentOp()))
220     if (this == other)
221       return true;
222   return false;
223 }
224 
225 /// Replace any uses of 'from' with 'to' within this operation.
226 void Operation::replaceUsesOfWith(Value from, Value to) {
227   if (from == to)
228     return;
229   for (auto &operand : getOpOperands())
230     if (operand.get() == from)
231       operand.set(to);
232 }
233 
234 /// Replace the current operands of this operation with the ones provided in
235 /// 'operands'.
236 void Operation::setOperands(ValueRange operands) {
237   if (LLVM_LIKELY(hasOperandStorage))
238     return getOperandStorage().setOperands(this, operands);
239   assert(operands.empty() && "setting operands without an operand storage");
240 }
241 
242 /// Replace the operands beginning at 'start' and ending at 'start' + 'length'
243 /// with the ones provided in 'operands'. 'operands' may be smaller or larger
244 /// than the range pointed to by 'start'+'length'.
245 void Operation::setOperands(unsigned start, unsigned length,
246                             ValueRange operands) {
247   assert((start + length) <= getNumOperands() &&
248          "invalid operand range specified");
249   if (LLVM_LIKELY(hasOperandStorage))
250     return getOperandStorage().setOperands(this, start, length, operands);
251   assert(operands.empty() && "setting operands without an operand storage");
252 }
253 
254 /// Insert the given operands into the operand list at the given 'index'.
255 void Operation::insertOperands(unsigned index, ValueRange operands) {
256   if (LLVM_LIKELY(hasOperandStorage))
257     return setOperands(index, /*length=*/0, operands);
258   assert(operands.empty() && "inserting operands without an operand storage");
259 }
260 
261 //===----------------------------------------------------------------------===//
262 // Diagnostics
263 //===----------------------------------------------------------------------===//
264 
265 /// Emit an error about fatal conditions with this operation, reporting up to
266 /// any diagnostic handlers that may be listening.
267 InFlightDiagnostic Operation::emitError(const Twine &message) {
268   InFlightDiagnostic diag = mlir::emitError(getLoc(), message);
269   if (getContext()->shouldPrintOpOnDiagnostic()) {
270     diag.attachNote(getLoc())
271         .append("see current operation: ")
272         .appendOp(*this, OpPrintingFlags().printGenericOpForm());
273   }
274   return diag;
275 }
276 
277 /// Emit a warning about this operation, reporting up to any diagnostic
278 /// handlers that may be listening.
279 InFlightDiagnostic Operation::emitWarning(const Twine &message) {
280   InFlightDiagnostic diag = mlir::emitWarning(getLoc(), message);
281   if (getContext()->shouldPrintOpOnDiagnostic())
282     diag.attachNote(getLoc()) << "see current operation: " << *this;
283   return diag;
284 }
285 
286 /// Emit a remark about this operation, reporting up to any diagnostic
287 /// handlers that may be listening.
288 InFlightDiagnostic Operation::emitRemark(const Twine &message) {
289   InFlightDiagnostic diag = mlir::emitRemark(getLoc(), message);
290   if (getContext()->shouldPrintOpOnDiagnostic())
291     diag.attachNote(getLoc()) << "see current operation: " << *this;
292   return diag;
293 }
294 
295 DictionaryAttr Operation::getAttrDictionary() {
296   if (getPropertiesStorageSize()) {
297     NamedAttrList attrsList = attrs;
298     getName().populateInherentAttrs(this, attrsList);
299     return attrsList.getDictionary(getContext());
300   }
301   return attrs;
302 }
303 
304 void Operation::setAttrs(DictionaryAttr newAttrs) {
305   assert(newAttrs && "expected valid attribute dictionary");
306   if (getPropertiesStorageSize()) {
307     // We're spliting the providing DictionaryAttr by removing the inherentAttr
308     // which will be stored in the properties.
309     SmallVector<NamedAttribute> discardableAttrs;
310     discardableAttrs.reserve(newAttrs.size());
311     for (NamedAttribute attr : newAttrs) {
312       if (std::optional<Attribute> inherentAttr =
313               getInherentAttr(attr.getName()))
314         setInherentAttr(attr.getName(), attr.getValue());
315       else
316         discardableAttrs.push_back(attr);
317     }
318     if (discardableAttrs.size() != newAttrs.size())
319       newAttrs = DictionaryAttr::get(getContext(), discardableAttrs);
320   }
321   attrs = newAttrs;
322 }
323 void Operation::setAttrs(ArrayRef<NamedAttribute> newAttrs) {
324   if (getPropertiesStorageSize()) {
325     // We're spliting the providing array of attributes by removing the inherentAttr
326     // which will be stored in the properties.
327     SmallVector<NamedAttribute> discardableAttrs;
328     discardableAttrs.reserve(newAttrs.size());
329     for (NamedAttribute attr : newAttrs) {
330       if (std::optional<Attribute> inherentAttr =
331               getInherentAttr(attr.getName()))
332         setInherentAttr(attr.getName(), attr.getValue());
333       else
334         discardableAttrs.push_back(attr);
335     }
336     attrs = DictionaryAttr::get(getContext(), discardableAttrs);
337     return;
338   }
339   attrs = DictionaryAttr::get(getContext(), newAttrs);
340 }
341 
342 std::optional<Attribute> Operation::getInherentAttr(StringRef name) {
343   return getName().getInherentAttr(this, name);
344 }
345 
346 void Operation::setInherentAttr(StringAttr name, Attribute value) {
347   getName().setInherentAttr(this, name, value);
348 }
349 
350 Attribute Operation::getPropertiesAsAttribute() {
351   std::optional<RegisteredOperationName> info = getRegisteredInfo();
352   if (LLVM_UNLIKELY(!info))
353     return *getPropertiesStorage().as<Attribute *>();
354   return info->getOpPropertiesAsAttribute(this);
355 }
356 LogicalResult
357 Operation::setPropertiesFromAttribute(Attribute attr,
358                                       InFlightDiagnostic *diagnostic) {
359   std::optional<RegisteredOperationName> info = getRegisteredInfo();
360   if (LLVM_UNLIKELY(!info)) {
361     *getPropertiesStorage().as<Attribute *>() = attr;
362     return success();
363   }
364   return info->setOpPropertiesFromAttribute(
365       this->getName(), this->getPropertiesStorage(), attr, diagnostic);
366 }
367 
368 void Operation::copyProperties(OpaqueProperties rhs) {
369   name.copyOpProperties(getPropertiesStorage(), rhs);
370 }
371 
372 llvm::hash_code Operation::hashProperties() {
373   return name.hashOpProperties(getPropertiesStorage());
374 }
375 
376 //===----------------------------------------------------------------------===//
377 // Operation Ordering
378 //===----------------------------------------------------------------------===//
379 
380 constexpr unsigned Operation::kInvalidOrderIdx;
381 constexpr unsigned Operation::kOrderStride;
382 
383 /// Given an operation 'other' that is within the same parent block, return
384 /// whether the current operation is before 'other' in the operation list
385 /// of the parent block.
386 /// Note: This function has an average complexity of O(1), but worst case may
387 /// take O(N) where N is the number of operations within the parent block.
388 bool Operation::isBeforeInBlock(Operation *other) {
389   assert(block && "Operations without parent blocks have no order.");
390   assert(other && other->block == block &&
391          "Expected other operation to have the same parent block.");
392   // If the order of the block is already invalid, directly recompute the
393   // parent.
394   if (!block->isOpOrderValid()) {
395     block->recomputeOpOrder();
396   } else {
397     // Update the order either operation if necessary.
398     updateOrderIfNecessary();
399     other->updateOrderIfNecessary();
400   }
401 
402   return orderIndex < other->orderIndex;
403 }
404 
405 /// Update the order index of this operation of this operation if necessary,
406 /// potentially recomputing the order of the parent block.
407 void Operation::updateOrderIfNecessary() {
408   assert(block && "expected valid parent");
409 
410   // If the order is valid for this operation there is nothing to do.
411   if (hasValidOrder())
412     return;
413   Operation *blockFront = &block->front();
414   Operation *blockBack = &block->back();
415 
416   // This method is expected to only be invoked on blocks with more than one
417   // operation.
418   assert(blockFront != blockBack && "expected more than one operation");
419 
420   // If the operation is at the end of the block.
421   if (this == blockBack) {
422     Operation *prevNode = getPrevNode();
423     if (!prevNode->hasValidOrder())
424       return block->recomputeOpOrder();
425 
426     // Add the stride to the previous operation.
427     orderIndex = prevNode->orderIndex + kOrderStride;
428     return;
429   }
430 
431   // If this is the first operation try to use the next operation to compute the
432   // ordering.
433   if (this == blockFront) {
434     Operation *nextNode = getNextNode();
435     if (!nextNode->hasValidOrder())
436       return block->recomputeOpOrder();
437     // There is no order to give this operation.
438     if (nextNode->orderIndex == 0)
439       return block->recomputeOpOrder();
440 
441     // If we can't use the stride, just take the middle value left. This is safe
442     // because we know there is at least one valid index to assign to.
443     if (nextNode->orderIndex <= kOrderStride)
444       orderIndex = (nextNode->orderIndex / 2);
445     else
446       orderIndex = kOrderStride;
447     return;
448   }
449 
450   // Otherwise, this operation is between two others. Place this operation in
451   // the middle of the previous and next if possible.
452   Operation *prevNode = getPrevNode(), *nextNode = getNextNode();
453   if (!prevNode->hasValidOrder() || !nextNode->hasValidOrder())
454     return block->recomputeOpOrder();
455   unsigned prevOrder = prevNode->orderIndex, nextOrder = nextNode->orderIndex;
456 
457   // Check to see if there is a valid order between the two.
458   if (prevOrder + 1 == nextOrder)
459     return block->recomputeOpOrder();
460   orderIndex = prevOrder + ((nextOrder - prevOrder) / 2);
461 }
462 
463 //===----------------------------------------------------------------------===//
464 // ilist_traits for Operation
465 //===----------------------------------------------------------------------===//
466 
467 auto llvm::ilist_detail::SpecificNodeAccess<
468     typename llvm::ilist_detail::compute_node_options<
469         ::mlir::Operation>::type>::getNodePtr(pointer n) -> node_type * {
470   return NodeAccess::getNodePtr<OptionsT>(n);
471 }
472 
473 auto llvm::ilist_detail::SpecificNodeAccess<
474     typename llvm::ilist_detail::compute_node_options<
475         ::mlir::Operation>::type>::getNodePtr(const_pointer n)
476     -> const node_type * {
477   return NodeAccess::getNodePtr<OptionsT>(n);
478 }
479 
480 auto llvm::ilist_detail::SpecificNodeAccess<
481     typename llvm::ilist_detail::compute_node_options<
482         ::mlir::Operation>::type>::getValuePtr(node_type *n) -> pointer {
483   return NodeAccess::getValuePtr<OptionsT>(n);
484 }
485 
486 auto llvm::ilist_detail::SpecificNodeAccess<
487     typename llvm::ilist_detail::compute_node_options<
488         ::mlir::Operation>::type>::getValuePtr(const node_type *n)
489     -> const_pointer {
490   return NodeAccess::getValuePtr<OptionsT>(n);
491 }
492 
493 void llvm::ilist_traits<::mlir::Operation>::deleteNode(Operation *op) {
494   op->destroy();
495 }
496 
497 Block *llvm::ilist_traits<::mlir::Operation>::getContainingBlock() {
498   size_t offset(size_t(&((Block *)nullptr->*Block::getSublistAccess(nullptr))));
499   iplist<Operation> *anchor(static_cast<iplist<Operation> *>(this));
500   return reinterpret_cast<Block *>(reinterpret_cast<char *>(anchor) - offset);
501 }
502 
503 /// This is a trait method invoked when an operation is added to a block.  We
504 /// keep the block pointer up to date.
505 void llvm::ilist_traits<::mlir::Operation>::addNodeToList(Operation *op) {
506   assert(!op->getBlock() && "already in an operation block!");
507   op->block = getContainingBlock();
508 
509   // Invalidate the order on the operation.
510   op->orderIndex = Operation::kInvalidOrderIdx;
511 }
512 
513 /// This is a trait method invoked when an operation is removed from a block.
514 /// We keep the block pointer up to date.
515 void llvm::ilist_traits<::mlir::Operation>::removeNodeFromList(Operation *op) {
516   assert(op->block && "not already in an operation block!");
517   op->block = nullptr;
518 }
519 
520 /// This is a trait method invoked when an operation is moved from one block
521 /// to another.  We keep the block pointer up to date.
522 void llvm::ilist_traits<::mlir::Operation>::transferNodesFromList(
523     ilist_traits<Operation> &otherList, op_iterator first, op_iterator last) {
524   Block *curParent = getContainingBlock();
525 
526   // Invalidate the ordering of the parent block.
527   curParent->invalidateOpOrder();
528 
529   // If we are transferring operations within the same block, the block
530   // pointer doesn't need to be updated.
531   if (curParent == otherList.getContainingBlock())
532     return;
533 
534   // Update the 'block' member of each operation.
535   for (; first != last; ++first)
536     first->block = curParent;
537 }
538 
539 /// Remove this operation (and its descendants) from its Block and delete
540 /// all of them.
541 void Operation::erase() {
542   if (auto *parent = getBlock())
543     parent->getOperations().erase(this);
544   else
545     destroy();
546 }
547 
548 /// Remove the operation from its parent block, but don't delete it.
549 void Operation::remove() {
550   if (Block *parent = getBlock())
551     parent->getOperations().remove(this);
552 }
553 
554 /// Unlink this operation from its current block and insert it right before
555 /// `existingOp` which may be in the same or another block in the same
556 /// function.
557 void Operation::moveBefore(Operation *existingOp) {
558   moveBefore(existingOp->getBlock(), existingOp->getIterator());
559 }
560 
561 /// Unlink this operation from its current basic block and insert it right
562 /// before `iterator` in the specified basic block.
563 void Operation::moveBefore(Block *block,
564                            llvm::iplist<Operation>::iterator iterator) {
565   block->getOperations().splice(iterator, getBlock()->getOperations(),
566                                 getIterator());
567 }
568 
569 /// Unlink this operation from its current block and insert it right after
570 /// `existingOp` which may be in the same or another block in the same function.
571 void Operation::moveAfter(Operation *existingOp) {
572   moveAfter(existingOp->getBlock(), existingOp->getIterator());
573 }
574 
575 /// Unlink this operation from its current block and insert it right after
576 /// `iterator` in the specified block.
577 void Operation::moveAfter(Block *block,
578                           llvm::iplist<Operation>::iterator iterator) {
579   assert(iterator != block->end() && "cannot move after end of block");
580   moveBefore(block, std::next(iterator));
581 }
582 
583 /// This drops all operand uses from this operation, which is an essential
584 /// step in breaking cyclic dependences between references when they are to
585 /// be deleted.
586 void Operation::dropAllReferences() {
587   for (auto &op : getOpOperands())
588     op.drop();
589 
590   for (auto &region : getRegions())
591     region.dropAllReferences();
592 
593   for (auto &dest : getBlockOperands())
594     dest.drop();
595 }
596 
597 /// This drops all uses of any values defined by this operation or its nested
598 /// regions, wherever they are located.
599 void Operation::dropAllDefinedValueUses() {
600   dropAllUses();
601 
602   for (auto &region : getRegions())
603     for (auto &block : region)
604       block.dropAllDefinedValueUses();
605 }
606 
607 void Operation::setSuccessor(Block *block, unsigned index) {
608   assert(index < getNumSuccessors());
609   getBlockOperands()[index].set(block);
610 }
611 
612 /// Attempt to fold this operation using the Op's registered foldHook.
613 LogicalResult Operation::fold(ArrayRef<Attribute> operands,
614                               SmallVectorImpl<OpFoldResult> &results) {
615   // If we have a registered operation definition matching this one, use it to
616   // try to constant fold the operation.
617   if (succeeded(name.foldHook(this, operands, results)))
618     return success();
619 
620   // Otherwise, fall back on the dialect hook to handle it.
621   Dialect *dialect = getDialect();
622   if (!dialect)
623     return failure();
624 
625   auto *interface = dyn_cast<DialectFoldInterface>(dialect);
626   if (!interface)
627     return failure();
628 
629   return interface->fold(this, operands, results);
630 }
631 
632 LogicalResult Operation::fold(SmallVectorImpl<OpFoldResult> &results) {
633   // Check if any operands are constants.
634   SmallVector<Attribute> constants;
635   constants.assign(getNumOperands(), Attribute());
636   for (unsigned i = 0, e = getNumOperands(); i != e; ++i)
637     matchPattern(getOperand(i), m_Constant(&constants[i]));
638   return fold(constants, results);
639 }
640 
641 /// Emit an error with the op name prefixed, like "'dim' op " which is
642 /// convenient for verifiers.
643 InFlightDiagnostic Operation::emitOpError(const Twine &message) {
644   return emitError() << "'" << getName() << "' op " << message;
645 }
646 
647 //===----------------------------------------------------------------------===//
648 // Operation Cloning
649 //===----------------------------------------------------------------------===//
650 
651 Operation::CloneOptions::CloneOptions()
652     : cloneRegionsFlag(false), cloneOperandsFlag(false) {}
653 
654 Operation::CloneOptions::CloneOptions(bool cloneRegions, bool cloneOperands)
655     : cloneRegionsFlag(cloneRegions), cloneOperandsFlag(cloneOperands) {}
656 
657 Operation::CloneOptions Operation::CloneOptions::all() {
658   return CloneOptions().cloneRegions().cloneOperands();
659 }
660 
661 Operation::CloneOptions &Operation::CloneOptions::cloneRegions(bool enable) {
662   cloneRegionsFlag = enable;
663   return *this;
664 }
665 
666 Operation::CloneOptions &Operation::CloneOptions::cloneOperands(bool enable) {
667   cloneOperandsFlag = enable;
668   return *this;
669 }
670 
671 /// Create a deep copy of this operation but keep the operation regions empty.
672 /// Operands are remapped using `mapper` (if present), and `mapper` is updated
673 /// to contain the results. The `mapResults` flag specifies whether the results
674 /// of the cloned operation should be added to the map.
675 Operation *Operation::cloneWithoutRegions(IRMapping &mapper) {
676   return clone(mapper, CloneOptions::all().cloneRegions(false));
677 }
678 
679 Operation *Operation::cloneWithoutRegions() {
680   IRMapping mapper;
681   return cloneWithoutRegions(mapper);
682 }
683 
684 /// Create a deep copy of this operation, remapping any operands that use
685 /// values outside of the operation using the map that is provided (leaving
686 /// them alone if no entry is present).  Replaces references to cloned
687 /// sub-operations to the corresponding operation that is copied, and adds
688 /// those mappings to the map.
689 Operation *Operation::clone(IRMapping &mapper, CloneOptions options) {
690   SmallVector<Value, 8> operands;
691   SmallVector<Block *, 2> successors;
692 
693   // Remap the operands.
694   if (options.shouldCloneOperands()) {
695     operands.reserve(getNumOperands());
696     for (auto opValue : getOperands())
697       operands.push_back(mapper.lookupOrDefault(opValue));
698   }
699 
700   // Remap the successors.
701   successors.reserve(getNumSuccessors());
702   for (Block *successor : getSuccessors())
703     successors.push_back(mapper.lookupOrDefault(successor));
704 
705   // Create the new operation.
706   auto *newOp = create(getLoc(), getName(), getResultTypes(), operands, attrs,
707                        getPropertiesStorage(), successors, getNumRegions());
708   mapper.map(this, newOp);
709 
710   // Clone the regions.
711   if (options.shouldCloneRegions()) {
712     for (unsigned i = 0; i != numRegions; ++i)
713       getRegion(i).cloneInto(&newOp->getRegion(i), mapper);
714   }
715 
716   // Remember the mapping of any results.
717   for (unsigned i = 0, e = getNumResults(); i != e; ++i)
718     mapper.map(getResult(i), newOp->getResult(i));
719 
720   return newOp;
721 }
722 
723 Operation *Operation::clone(CloneOptions options) {
724   IRMapping mapper;
725   return clone(mapper, options);
726 }
727 
728 //===----------------------------------------------------------------------===//
729 // OpState trait class.
730 //===----------------------------------------------------------------------===//
731 
732 // The fallback for the parser is to try for a dialect operation parser.
733 // Otherwise, reject the custom assembly form.
734 ParseResult OpState::parse(OpAsmParser &parser, OperationState &result) {
735   if (auto parseFn = result.name.getDialect()->getParseOperationHook(
736           result.name.getStringRef()))
737     return (*parseFn)(parser, result);
738   return parser.emitError(parser.getNameLoc(), "has no custom assembly form");
739 }
740 
741 // The fallback for the printer is to try for a dialect operation printer.
742 // Otherwise, it prints the generic form.
743 void OpState::print(Operation *op, OpAsmPrinter &p, StringRef defaultDialect) {
744   if (auto printFn = op->getDialect()->getOperationPrinter(op)) {
745     printOpName(op, p, defaultDialect);
746     printFn(op, p);
747   } else {
748     p.printGenericOp(op);
749   }
750 }
751 
752 /// Print an operation name, eliding the dialect prefix if necessary and doesn't
753 /// lead to ambiguities.
754 void OpState::printOpName(Operation *op, OpAsmPrinter &p,
755                           StringRef defaultDialect) {
756   StringRef name = op->getName().getStringRef();
757   if (name.startswith((defaultDialect + ".").str()) && name.count('.') == 1)
758     name = name.drop_front(defaultDialect.size() + 1);
759   p.getStream() << name;
760 }
761 
762 /// Parse properties as a Attribute.
763 ParseResult OpState::genericParseProperties(OpAsmParser &parser,
764                                             Attribute &result) {
765   if (parser.parseLess() || parser.parseAttribute(result) ||
766       parser.parseGreater())
767     return failure();
768   return success();
769 }
770 
771 /// Print the properties as a Attribute.
772 void OpState::genericPrintProperties(OpAsmPrinter &p, Attribute properties) {
773   p << "<" << properties << ">";
774 }
775 
776 /// Emit an error about fatal conditions with this operation, reporting up to
777 /// any diagnostic handlers that may be listening.
778 InFlightDiagnostic OpState::emitError(const Twine &message) {
779   return getOperation()->emitError(message);
780 }
781 
782 /// Emit an error with the op name prefixed, like "'dim' op " which is
783 /// convenient for verifiers.
784 InFlightDiagnostic OpState::emitOpError(const Twine &message) {
785   return getOperation()->emitOpError(message);
786 }
787 
788 /// Emit a warning about this operation, reporting up to any diagnostic
789 /// handlers that may be listening.
790 InFlightDiagnostic OpState::emitWarning(const Twine &message) {
791   return getOperation()->emitWarning(message);
792 }
793 
794 /// Emit a remark about this operation, reporting up to any diagnostic
795 /// handlers that may be listening.
796 InFlightDiagnostic OpState::emitRemark(const Twine &message) {
797   return getOperation()->emitRemark(message);
798 }
799 
800 //===----------------------------------------------------------------------===//
801 // Op Trait implementations
802 //===----------------------------------------------------------------------===//
803 
804 LogicalResult
805 OpTrait::impl::foldCommutative(Operation *op, ArrayRef<Attribute> operands,
806                                SmallVectorImpl<OpFoldResult> &results) {
807   // Nothing to fold if there are not at least 2 operands.
808   if (op->getNumOperands() < 2)
809     return failure();
810   // Move all constant operands to the end.
811   OpOperand *operandsBegin = op->getOpOperands().begin();
812   auto isNonConstant = [&](OpOperand &o) {
813     return !static_cast<bool>(operands[std::distance(operandsBegin, &o)]);
814   };
815   auto *firstConstantIt = llvm::find_if_not(op->getOpOperands(), isNonConstant);
816   auto *newConstantIt = std::stable_partition(
817       firstConstantIt, op->getOpOperands().end(), isNonConstant);
818   // Return success if the op was modified.
819   return success(firstConstantIt != newConstantIt);
820 }
821 
822 OpFoldResult OpTrait::impl::foldIdempotent(Operation *op) {
823   if (op->getNumOperands() == 1) {
824     auto *argumentOp = op->getOperand(0).getDefiningOp();
825     if (argumentOp && op->getName() == argumentOp->getName()) {
826       // Replace the outer operation output with the inner operation.
827       return op->getOperand(0);
828     }
829   } else if (op->getOperand(0) == op->getOperand(1)) {
830     return op->getOperand(0);
831   }
832 
833   return {};
834 }
835 
836 OpFoldResult OpTrait::impl::foldInvolution(Operation *op) {
837   auto *argumentOp = op->getOperand(0).getDefiningOp();
838   if (argumentOp && op->getName() == argumentOp->getName()) {
839     // Replace the outer involutions output with inner's input.
840     return argumentOp->getOperand(0);
841   }
842 
843   return {};
844 }
845 
846 LogicalResult OpTrait::impl::verifyZeroOperands(Operation *op) {
847   if (op->getNumOperands() != 0)
848     return op->emitOpError() << "requires zero operands";
849   return success();
850 }
851 
852 LogicalResult OpTrait::impl::verifyOneOperand(Operation *op) {
853   if (op->getNumOperands() != 1)
854     return op->emitOpError() << "requires a single operand";
855   return success();
856 }
857 
858 LogicalResult OpTrait::impl::verifyNOperands(Operation *op,
859                                              unsigned numOperands) {
860   if (op->getNumOperands() != numOperands) {
861     return op->emitOpError() << "expected " << numOperands
862                              << " operands, but found " << op->getNumOperands();
863   }
864   return success();
865 }
866 
867 LogicalResult OpTrait::impl::verifyAtLeastNOperands(Operation *op,
868                                                     unsigned numOperands) {
869   if (op->getNumOperands() < numOperands)
870     return op->emitOpError()
871            << "expected " << numOperands << " or more operands, but found "
872            << op->getNumOperands();
873   return success();
874 }
875 
876 /// If this is a vector type, or a tensor type, return the scalar element type
877 /// that it is built around, otherwise return the type unmodified.
878 static Type getTensorOrVectorElementType(Type type) {
879   if (auto vec = llvm::dyn_cast<VectorType>(type))
880     return vec.getElementType();
881 
882   // Look through tensor<vector<...>> to find the underlying element type.
883   if (auto tensor = llvm::dyn_cast<TensorType>(type))
884     return getTensorOrVectorElementType(tensor.getElementType());
885   return type;
886 }
887 
888 LogicalResult OpTrait::impl::verifyIsIdempotent(Operation *op) {
889   // FIXME: Add back check for no side effects on operation.
890   // Currently adding it would cause the shared library build
891   // to fail since there would be a dependency of IR on SideEffectInterfaces
892   // which is cyclical.
893   return success();
894 }
895 
896 LogicalResult OpTrait::impl::verifyIsInvolution(Operation *op) {
897   // FIXME: Add back check for no side effects on operation.
898   // Currently adding it would cause the shared library build
899   // to fail since there would be a dependency of IR on SideEffectInterfaces
900   // which is cyclical.
901   return success();
902 }
903 
904 LogicalResult
905 OpTrait::impl::verifyOperandsAreSignlessIntegerLike(Operation *op) {
906   for (auto opType : op->getOperandTypes()) {
907     auto type = getTensorOrVectorElementType(opType);
908     if (!type.isSignlessIntOrIndex())
909       return op->emitOpError() << "requires an integer or index type";
910   }
911   return success();
912 }
913 
914 LogicalResult OpTrait::impl::verifyOperandsAreFloatLike(Operation *op) {
915   for (auto opType : op->getOperandTypes()) {
916     auto type = getTensorOrVectorElementType(opType);
917     if (!llvm::isa<FloatType>(type))
918       return op->emitOpError("requires a float type");
919   }
920   return success();
921 }
922 
923 LogicalResult OpTrait::impl::verifySameTypeOperands(Operation *op) {
924   // Zero or one operand always have the "same" type.
925   unsigned nOperands = op->getNumOperands();
926   if (nOperands < 2)
927     return success();
928 
929   auto type = op->getOperand(0).getType();
930   for (auto opType : llvm::drop_begin(op->getOperandTypes(), 1))
931     if (opType != type)
932       return op->emitOpError() << "requires all operands to have the same type";
933   return success();
934 }
935 
936 LogicalResult OpTrait::impl::verifyZeroRegions(Operation *op) {
937   if (op->getNumRegions() != 0)
938     return op->emitOpError() << "requires zero regions";
939   return success();
940 }
941 
942 LogicalResult OpTrait::impl::verifyOneRegion(Operation *op) {
943   if (op->getNumRegions() != 1)
944     return op->emitOpError() << "requires one region";
945   return success();
946 }
947 
948 LogicalResult OpTrait::impl::verifyNRegions(Operation *op,
949                                             unsigned numRegions) {
950   if (op->getNumRegions() != numRegions)
951     return op->emitOpError() << "expected " << numRegions << " regions";
952   return success();
953 }
954 
955 LogicalResult OpTrait::impl::verifyAtLeastNRegions(Operation *op,
956                                                    unsigned numRegions) {
957   if (op->getNumRegions() < numRegions)
958     return op->emitOpError() << "expected " << numRegions << " or more regions";
959   return success();
960 }
961 
962 LogicalResult OpTrait::impl::verifyZeroResults(Operation *op) {
963   if (op->getNumResults() != 0)
964     return op->emitOpError() << "requires zero results";
965   return success();
966 }
967 
968 LogicalResult OpTrait::impl::verifyOneResult(Operation *op) {
969   if (op->getNumResults() != 1)
970     return op->emitOpError() << "requires one result";
971   return success();
972 }
973 
974 LogicalResult OpTrait::impl::verifyNResults(Operation *op,
975                                             unsigned numOperands) {
976   if (op->getNumResults() != numOperands)
977     return op->emitOpError() << "expected " << numOperands << " results";
978   return success();
979 }
980 
981 LogicalResult OpTrait::impl::verifyAtLeastNResults(Operation *op,
982                                                    unsigned numOperands) {
983   if (op->getNumResults() < numOperands)
984     return op->emitOpError()
985            << "expected " << numOperands << " or more results";
986   return success();
987 }
988 
989 LogicalResult OpTrait::impl::verifySameOperandsShape(Operation *op) {
990   if (failed(verifyAtLeastNOperands(op, 1)))
991     return failure();
992 
993   if (failed(verifyCompatibleShapes(op->getOperandTypes())))
994     return op->emitOpError() << "requires the same shape for all operands";
995 
996   return success();
997 }
998 
999 LogicalResult OpTrait::impl::verifySameOperandsAndResultShape(Operation *op) {
1000   if (failed(verifyAtLeastNOperands(op, 1)) ||
1001       failed(verifyAtLeastNResults(op, 1)))
1002     return failure();
1003 
1004   SmallVector<Type, 8> types(op->getOperandTypes());
1005   types.append(llvm::to_vector<4>(op->getResultTypes()));
1006 
1007   if (failed(verifyCompatibleShapes(types)))
1008     return op->emitOpError()
1009            << "requires the same shape for all operands and results";
1010 
1011   return success();
1012 }
1013 
1014 LogicalResult OpTrait::impl::verifySameOperandsElementType(Operation *op) {
1015   if (failed(verifyAtLeastNOperands(op, 1)))
1016     return failure();
1017   auto elementType = getElementTypeOrSelf(op->getOperand(0));
1018 
1019   for (auto operand : llvm::drop_begin(op->getOperands(), 1)) {
1020     if (getElementTypeOrSelf(operand) != elementType)
1021       return op->emitOpError("requires the same element type for all operands");
1022   }
1023 
1024   return success();
1025 }
1026 
1027 LogicalResult
1028 OpTrait::impl::verifySameOperandsAndResultElementType(Operation *op) {
1029   if (failed(verifyAtLeastNOperands(op, 1)) ||
1030       failed(verifyAtLeastNResults(op, 1)))
1031     return failure();
1032 
1033   auto elementType = getElementTypeOrSelf(op->getResult(0));
1034 
1035   // Verify result element type matches first result's element type.
1036   for (auto result : llvm::drop_begin(op->getResults(), 1)) {
1037     if (getElementTypeOrSelf(result) != elementType)
1038       return op->emitOpError(
1039           "requires the same element type for all operands and results");
1040   }
1041 
1042   // Verify operand's element type matches first result's element type.
1043   for (auto operand : op->getOperands()) {
1044     if (getElementTypeOrSelf(operand) != elementType)
1045       return op->emitOpError(
1046           "requires the same element type for all operands and results");
1047   }
1048 
1049   return success();
1050 }
1051 
1052 LogicalResult OpTrait::impl::verifySameOperandsAndResultType(Operation *op) {
1053   if (failed(verifyAtLeastNOperands(op, 1)) ||
1054       failed(verifyAtLeastNResults(op, 1)))
1055     return failure();
1056 
1057   auto type = op->getResult(0).getType();
1058   auto elementType = getElementTypeOrSelf(type);
1059   Attribute encoding = nullptr;
1060   if (auto rankedType = dyn_cast<RankedTensorType>(type))
1061     encoding = rankedType.getEncoding();
1062   for (auto resultType : llvm::drop_begin(op->getResultTypes())) {
1063     if (getElementTypeOrSelf(resultType) != elementType ||
1064         failed(verifyCompatibleShape(resultType, type)))
1065       return op->emitOpError()
1066              << "requires the same type for all operands and results";
1067     if (encoding)
1068       if (auto rankedType = dyn_cast<RankedTensorType>(resultType);
1069           encoding != rankedType.getEncoding())
1070         return op->emitOpError()
1071                << "requires the same encoding for all operands and results";
1072   }
1073   for (auto opType : op->getOperandTypes()) {
1074     if (getElementTypeOrSelf(opType) != elementType ||
1075         failed(verifyCompatibleShape(opType, type)))
1076       return op->emitOpError()
1077              << "requires the same type for all operands and results";
1078     if (encoding)
1079       if (auto rankedType = dyn_cast<RankedTensorType>(opType);
1080           encoding != rankedType.getEncoding())
1081         return op->emitOpError()
1082                << "requires the same encoding for all operands and results";
1083   }
1084   return success();
1085 }
1086 
1087 LogicalResult OpTrait::impl::verifyIsTerminator(Operation *op) {
1088   Block *block = op->getBlock();
1089   // Verify that the operation is at the end of the respective parent block.
1090   if (!block || &block->back() != op)
1091     return op->emitOpError("must be the last operation in the parent block");
1092   return success();
1093 }
1094 
1095 static LogicalResult verifyTerminatorSuccessors(Operation *op) {
1096   auto *parent = op->getParentRegion();
1097 
1098   // Verify that the operands lines up with the BB arguments in the successor.
1099   for (Block *succ : op->getSuccessors())
1100     if (succ->getParent() != parent)
1101       return op->emitError("reference to block defined in another region");
1102   return success();
1103 }
1104 
1105 LogicalResult OpTrait::impl::verifyZeroSuccessors(Operation *op) {
1106   if (op->getNumSuccessors() != 0) {
1107     return op->emitOpError("requires 0 successors but found ")
1108            << op->getNumSuccessors();
1109   }
1110   return success();
1111 }
1112 
1113 LogicalResult OpTrait::impl::verifyOneSuccessor(Operation *op) {
1114   if (op->getNumSuccessors() != 1) {
1115     return op->emitOpError("requires 1 successor but found ")
1116            << op->getNumSuccessors();
1117   }
1118   return verifyTerminatorSuccessors(op);
1119 }
1120 LogicalResult OpTrait::impl::verifyNSuccessors(Operation *op,
1121                                                unsigned numSuccessors) {
1122   if (op->getNumSuccessors() != numSuccessors) {
1123     return op->emitOpError("requires ")
1124            << numSuccessors << " successors but found "
1125            << op->getNumSuccessors();
1126   }
1127   return verifyTerminatorSuccessors(op);
1128 }
1129 LogicalResult OpTrait::impl::verifyAtLeastNSuccessors(Operation *op,
1130                                                       unsigned numSuccessors) {
1131   if (op->getNumSuccessors() < numSuccessors) {
1132     return op->emitOpError("requires at least ")
1133            << numSuccessors << " successors but found "
1134            << op->getNumSuccessors();
1135   }
1136   return verifyTerminatorSuccessors(op);
1137 }
1138 
1139 LogicalResult OpTrait::impl::verifyResultsAreBoolLike(Operation *op) {
1140   for (auto resultType : op->getResultTypes()) {
1141     auto elementType = getTensorOrVectorElementType(resultType);
1142     bool isBoolType = elementType.isInteger(1);
1143     if (!isBoolType)
1144       return op->emitOpError() << "requires a bool result type";
1145   }
1146 
1147   return success();
1148 }
1149 
1150 LogicalResult OpTrait::impl::verifyResultsAreFloatLike(Operation *op) {
1151   for (auto resultType : op->getResultTypes())
1152     if (!llvm::isa<FloatType>(getTensorOrVectorElementType(resultType)))
1153       return op->emitOpError() << "requires a floating point type";
1154 
1155   return success();
1156 }
1157 
1158 LogicalResult
1159 OpTrait::impl::verifyResultsAreSignlessIntegerLike(Operation *op) {
1160   for (auto resultType : op->getResultTypes())
1161     if (!getTensorOrVectorElementType(resultType).isSignlessIntOrIndex())
1162       return op->emitOpError() << "requires an integer or index type";
1163   return success();
1164 }
1165 
1166 LogicalResult OpTrait::impl::verifyValueSizeAttr(Operation *op,
1167                                                  StringRef attrName,
1168                                                  StringRef valueGroupName,
1169                                                  size_t expectedCount) {
1170   auto sizeAttr = op->getAttrOfType<DenseI32ArrayAttr>(attrName);
1171   if (!sizeAttr)
1172     return op->emitOpError("requires dense i32 array attribute '")
1173            << attrName << "'";
1174 
1175   ArrayRef<int32_t> sizes = sizeAttr.asArrayRef();
1176   if (llvm::any_of(sizes, [](int32_t element) { return element < 0; }))
1177     return op->emitOpError("'")
1178            << attrName << "' attribute cannot have negative elements";
1179 
1180   size_t totalCount =
1181       std::accumulate(sizes.begin(), sizes.end(), 0,
1182                       [](unsigned all, int32_t one) { return all + one; });
1183 
1184   if (totalCount != expectedCount)
1185     return op->emitOpError()
1186            << valueGroupName << " count (" << expectedCount
1187            << ") does not match with the total size (" << totalCount
1188            << ") specified in attribute '" << attrName << "'";
1189   return success();
1190 }
1191 
1192 LogicalResult OpTrait::impl::verifyOperandSizeAttr(Operation *op,
1193                                                    StringRef attrName) {
1194   return verifyValueSizeAttr(op, attrName, "operand", op->getNumOperands());
1195 }
1196 
1197 LogicalResult OpTrait::impl::verifyResultSizeAttr(Operation *op,
1198                                                   StringRef attrName) {
1199   return verifyValueSizeAttr(op, attrName, "result", op->getNumResults());
1200 }
1201 
1202 LogicalResult OpTrait::impl::verifyNoRegionArguments(Operation *op) {
1203   for (Region &region : op->getRegions()) {
1204     if (region.empty())
1205       continue;
1206 
1207     if (region.getNumArguments() != 0) {
1208       if (op->getNumRegions() > 1)
1209         return op->emitOpError("region #")
1210                << region.getRegionNumber() << " should have no arguments";
1211       return op->emitOpError("region should have no arguments");
1212     }
1213   }
1214   return success();
1215 }
1216 
1217 LogicalResult OpTrait::impl::verifyElementwise(Operation *op) {
1218   auto isMappableType = [](Type type) {
1219     return llvm::isa<VectorType, TensorType>(type);
1220   };
1221   auto resultMappableTypes = llvm::to_vector<1>(
1222       llvm::make_filter_range(op->getResultTypes(), isMappableType));
1223   auto operandMappableTypes = llvm::to_vector<2>(
1224       llvm::make_filter_range(op->getOperandTypes(), isMappableType));
1225 
1226   // If the op only has scalar operand/result types, then we have nothing to
1227   // check.
1228   if (resultMappableTypes.empty() && operandMappableTypes.empty())
1229     return success();
1230 
1231   if (!resultMappableTypes.empty() && operandMappableTypes.empty())
1232     return op->emitOpError("if a result is non-scalar, then at least one "
1233                            "operand must be non-scalar");
1234 
1235   assert(!operandMappableTypes.empty());
1236 
1237   if (resultMappableTypes.empty())
1238     return op->emitOpError("if an operand is non-scalar, then there must be at "
1239                            "least one non-scalar result");
1240 
1241   if (resultMappableTypes.size() != op->getNumResults())
1242     return op->emitOpError(
1243         "if an operand is non-scalar, then all results must be non-scalar");
1244 
1245   SmallVector<Type, 4> types = llvm::to_vector<2>(
1246       llvm::concat<Type>(operandMappableTypes, resultMappableTypes));
1247   TypeID expectedBaseTy = types.front().getTypeID();
1248   if (!llvm::all_of(types,
1249                     [&](Type t) { return t.getTypeID() == expectedBaseTy; }) ||
1250       failed(verifyCompatibleShapes(types))) {
1251     return op->emitOpError() << "all non-scalar operands/results must have the "
1252                                 "same shape and base type";
1253   }
1254 
1255   return success();
1256 }
1257 
1258 /// Check for any values used by operations regions attached to the
1259 /// specified "IsIsolatedFromAbove" operation defined outside of it.
1260 LogicalResult OpTrait::impl::verifyIsIsolatedFromAbove(Operation *isolatedOp) {
1261   assert(isolatedOp->hasTrait<OpTrait::IsIsolatedFromAbove>() &&
1262          "Intended to check IsolatedFromAbove ops");
1263 
1264   // List of regions to analyze.  Each region is processed independently, with
1265   // respect to the common `limit` region, so we can look at them in any order.
1266   // Therefore, use a simple vector and push/pop back the current region.
1267   SmallVector<Region *, 8> pendingRegions;
1268   for (auto &region : isolatedOp->getRegions()) {
1269     pendingRegions.push_back(&region);
1270 
1271     // Traverse all operations in the region.
1272     while (!pendingRegions.empty()) {
1273       for (Operation &op : pendingRegions.pop_back_val()->getOps()) {
1274         for (Value operand : op.getOperands()) {
1275           // Check that any value that is used by an operation is defined in the
1276           // same region as either an operation result.
1277           auto *operandRegion = operand.getParentRegion();
1278           if (!operandRegion)
1279             return op.emitError("operation's operand is unlinked");
1280           if (!region.isAncestor(operandRegion)) {
1281             return op.emitOpError("using value defined outside the region")
1282                        .attachNote(isolatedOp->getLoc())
1283                    << "required by region isolation constraints";
1284           }
1285         }
1286 
1287         // Schedule any regions in the operation for further checking.  Don't
1288         // recurse into other IsolatedFromAbove ops, because they will check
1289         // themselves.
1290         if (op.getNumRegions() &&
1291             !op.hasTrait<OpTrait::IsIsolatedFromAbove>()) {
1292           for (Region &subRegion : op.getRegions())
1293             pendingRegions.push_back(&subRegion);
1294         }
1295       }
1296     }
1297   }
1298 
1299   return success();
1300 }
1301 
1302 bool OpTrait::hasElementwiseMappableTraits(Operation *op) {
1303   return op->hasTrait<Elementwise>() && op->hasTrait<Scalarizable>() &&
1304          op->hasTrait<Vectorizable>() && op->hasTrait<Tensorizable>();
1305 }
1306 
1307 //===----------------------------------------------------------------------===//
1308 // Misc. utils
1309 //===----------------------------------------------------------------------===//
1310 
1311 /// Insert an operation, generated by `buildTerminatorOp`, at the end of the
1312 /// region's only block if it does not have a terminator already. If the region
1313 /// is empty, insert a new block first. `buildTerminatorOp` should return the
1314 /// terminator operation to insert.
1315 void impl::ensureRegionTerminator(
1316     Region &region, OpBuilder &builder, Location loc,
1317     function_ref<Operation *(OpBuilder &, Location)> buildTerminatorOp) {
1318   OpBuilder::InsertionGuard guard(builder);
1319   if (region.empty())
1320     builder.createBlock(&region);
1321 
1322   Block &block = region.back();
1323   if (!block.empty() && block.back().hasTrait<OpTrait::IsTerminator>())
1324     return;
1325 
1326   builder.setInsertionPointToEnd(&block);
1327   builder.insert(buildTerminatorOp(builder, loc));
1328 }
1329 
1330 /// Create a simple OpBuilder and forward to the OpBuilder version of this
1331 /// function.
1332 void impl::ensureRegionTerminator(
1333     Region &region, Builder &builder, Location loc,
1334     function_ref<Operation *(OpBuilder &, Location)> buildTerminatorOp) {
1335   OpBuilder opBuilder(builder.getContext());
1336   ensureRegionTerminator(region, opBuilder, loc, buildTerminatorOp);
1337 }
1338