[Mlir-commits] [mlir] [MLIR][SCF] Add an API to fuse consumer to a producer within scf loop (PR #88712)
Abhishek Varma
llvmlistbot at llvm.org
Mon May 20 04:12:29 PDT 2024
================
@@ -1100,6 +1102,398 @@ mlir::scf::tileConsumerAndFuseProducersUsingSCF(
replacements};
}
+//===----------------------------------------------------------------------===//
+// tileAndFuseConsumerUsingSCF implementation.
+//===----------------------------------------------------------------------===//
+
+/// A utility function that checks whether the passed value has only one user.
+/// In case the defining operation is a tensor.insert_slice, it checks if the
+/// user is scf.yield.
+static LogicalResult checkAssumptionForFusingConsumer(Value result) {
+ Value::use_range uses = result.getUses();
+ if (!llvm::hasSingleElement(uses)) {
+ LLVM_DEBUG(llvm::dbgs() << "Too many uses of the candidate slice op\n");
+ return failure();
+ }
+ OpOperand &operandUse = (*uses.begin());
+ Operation *userOp = operandUse.getOwner();
+ if (!isa<scf::YieldOp>(userOp)) {
+ LLVM_DEBUG(llvm::dbgs()
+ << "Expected scf.yield to be the only user, but got -> "
+ << (*userOp));
+ return failure();
+ }
+ if (result.getDefiningOp()->getBlock() != userOp->getBlock()) {
+ LLVM_DEBUG(llvm::dbgs() << "Expected tensor.insert_slice and scf.yield to "
+ "be in the same block\n");
+ return failure();
+ }
+ return success();
+}
+
+/// Fetch the first untiled consumer of a scf.for's result which is yielded by
+/// a tensor.insert_slice. This function makes the following assumptions :-
+/// 1. tensor.insert_slice has scf.yield as its only user.
+/// 2. scf.for's corresponding result has only one use.
+static OpOperand *
+getUntiledConsumerFromSlice(tensor::InsertSliceOp candidateSliceOp) {
+ Value sliceResult = candidateSliceOp.getResult();
+ if (failed(checkAssumptionForFusingConsumer(candidateSliceOp.getResult()))) {
+ return nullptr;
+ }
+ // Step 1. Fetch the corresponding output.
+ OpOperand &yieldOpOperand = (*sliceResult.getUses().begin());
+ unsigned resultNumber = yieldOpOperand.getOperandNumber();
+ // Step 2. Check containing op is scf.for.
+ Operation *containingOp = candidateSliceOp->getParentOp();
+ auto forOp = dyn_cast<scf::ForOp>(containingOp);
+ if (!forOp) {
+ return nullptr;
+ }
+ Value resultingValue = forOp->getResult(resultNumber);
+
+ // Step 3. Check resulting value of scf.for has exactly one use.
+ if (!llvm::hasSingleElement(resultingValue.getUses())) {
+ return nullptr;
+ }
+
+ // Step 4. Get uses.
+ OpOperand &operand = (*resultingValue.getUses().begin());
+ Operation *consumerOp = operand.getOwner();
+ // TODO: We have to init result of consumer before scf.for, use
+ // DestinationStyleOpInterface to get result shape from init for now.
+ // Add support for other op such as op has InferTypeOpInterface.
+ if (!isa<TilingInterface>(consumerOp) ||
+ !isa<DestinationStyleOpInterface>(consumerOp)) {
+ return nullptr;
+ }
+ if (containingOp->getBlock() != consumerOp->getBlock()) {
+ return nullptr;
+ }
+ return &operand;
+}
+
+/// Fetch the first untiled consumer of a scf.forall's result which is yielded
+/// by a tensor.parallel_insert_slice.
+static OpOperand *
+getUntiledConsumerFromSlice(tensor::ParallelInsertSliceOp candidateSliceOp) {
+ // Step 1. Fetch the corresponding output
+ Value sliceDest = candidateSliceOp.getDest();
+ auto iterArg = cast<BlockArgument>(sliceDest);
+ Operation *containingOp = iterArg.getOwner()->getParentOp();
+ // Step 2. Check that the containing op is scf.forall.
+ auto forallOp = dyn_cast<scf::ForallOp>(containingOp);
+ if (!forallOp) {
+ return nullptr;
+ }
+ Value resultingValue =
+ forallOp.getTiedOpResult(forallOp.getTiedOpOperand(iterArg));
+ // Step 3. Check resulting value of scf.forall has exactly one use.
+ Value::use_range uses = resultingValue.getUses();
+ if (!llvm::hasSingleElement(uses)) {
+ return nullptr;
+ }
+
+ // Step 4. Get uses.
+ OpOperand &operand = (*resultingValue.getUses().begin());
+ Operation *consumerOp = operand.getOwner();
+ // TODO: We have to init result of consumer before scf.forall, use
+ // DestinationStyleOpInterface to get result shape from init for now.
+ // Add support for other op such as op has InferTypeOpInterface.
+ if (!isa<TilingInterface>(consumerOp) ||
+ !isa<DestinationStyleOpInterface>(consumerOp)) {
+ return nullptr;
+ }
+ if (containingOp->getBlock() != consumerOp->getBlock()) {
+ return nullptr;
+ }
+ return &operand;
+}
+
+/// This utility currently checks whether the loop either :-
+/// 1. Yields exactly one result.
+/// 2. Has consumer op as its first user and other users to be in the same
+/// containing block as that of consumer op's. Currently we clone the loop op
+/// right before the consumer op in order to maintain a valid def-use chain.
+/// This utility thus helps ensuring that no invalid IR is formed due to the
+/// same.
+static LogicalResult checkAssumptionForLoop(Operation *loopOp,
+ Operation *consumerOp) {
+ // Check if the loop op yields one result.
+ if (loopOp->getNumResults() == 1)
+ return success();
+ // Check if the consumerOp is the first user of the loopOp and if other users
+ // are in the same containing block as that of consumer op's.
+ Block *parentBlock = consumerOp->getBlock();
----------------
Abhishek-Varma wrote:
> if the operation order in the block has changed.
Can you help me understand this part? As in how the operation order in the block would change during this part?
I understand why it'd be O(N) in the worst case though, example - assume an `scf.for` yielding two results; first result is used near the beginning of the block and the other result's use is towards in the same block.
Would there be any better way to handle the current check ?
https://github.com/llvm/llvm-project/pull/88712
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