llvm-project/mlir/lib/Dialect/Linalg/Transforms/Hoisting.cpp

337 lines
13 KiB
C++

//===- Hoisting.cpp - Linalg hoisting transformations ---------------------===//
//
// Part of the LLVM Project, under the Apache License v2.0 with LLVM Exceptions.
// See https://llvm.org/LICENSE.txt for license information.
// SPDX-License-Identifier: Apache-2.0 WITH LLVM-exception
//
//===----------------------------------------------------------------------===//
//
// This file implements functions concerned with hoisting invariant operations
// in the context of Linalg transformations.
//
//===----------------------------------------------------------------------===//
#include "mlir/Dialect/Linalg/Transforms/Hoisting.h"
#include "mlir/Analysis/SliceAnalysis.h"
#include "mlir/Dialect/Linalg/IR/LinalgOps.h"
#include "mlir/Dialect/SCF/SCF.h"
#include "mlir/Dialect/SCF/Utils.h"
#include "mlir/Dialect/StandardOps/IR/Ops.h"
#include "mlir/Dialect/Vector/VectorOps.h"
#include "mlir/Dialect/Vector/VectorUtils.h"
#include "mlir/IR/BuiltinOps.h"
#include "mlir/IR/Dominance.h"
#include "mlir/Transforms/LoopUtils.h"
#include "llvm/ADT/StringRef.h"
#include "llvm/Support/Debug.h"
#define DEBUG_TYPE "linalg-hoisting"
#define DBGS() (dbgs() << '[' << DEBUG_TYPE << "] ")
using namespace mlir;
using namespace mlir::linalg;
using llvm::dbgs;
void mlir::linalg::hoistViewAllocOps(FuncOp func) {
bool changed = true;
while (changed) {
changed = false;
func.walk([&changed](Operation *op) {
if (!isa<AllocOp, AllocaOp, DeallocOp>(op))
return;
LLVM_DEBUG(DBGS() << "Candidate for hoisting: " << *op << "\n");
auto loop = dyn_cast<scf::ForOp>(op->getParentOp());
LLVM_DEBUG(DBGS() << "Parent op: " << *op->getParentOp() << "\n");
// Only hoist out of immediately enclosing scf::ForOp.
if (!loop)
return;
// If any operand is defined inside the loop don't hoist.
if (llvm::any_of(op->getOperands(), [&](Value v) {
return !loop.isDefinedOutsideOfLoop(v);
}))
return;
LLVM_DEBUG(DBGS() << "All operands defined outside \n");
// If alloc has other uses than ViewLikeOp and DeallocOp don't hoist.
Value v;
if (op->getNumResults() > 0) {
assert(op->getNumResults() == 1 && "Unexpected multi-result alloc");
v = op->getResult(0);
}
if (v && !llvm::all_of(v.getUses(), [&](OpOperand &operand) {
return isa<ViewLikeOpInterface, DeallocOp>(operand.getOwner());
})) {
LLVM_DEBUG(DBGS() << "Found non view-like or dealloc use: bail\n");
return;
}
// Move AllocOp before the loop.
if (isa<AllocOp, AllocaOp>(op))
loop.moveOutOfLoop({op});
else // Move DeallocOp outside of the loop.
op->moveAfter(loop);
changed = true;
});
}
}
/// Look for a transfer_read, in the given tensor uses, accessing the same
/// offset as the transfer_write.
static vector::TransferReadOp
findMatchingTransferRead(vector::TransferWriteOp write, Value srcTensor) {
for (Operation *user : srcTensor.getUsers()) {
auto read = dyn_cast<vector::TransferReadOp>(user);
if (read && read.indices() == write.indices() &&
read.getVectorType() == write.getVectorType()) {
return read;
}
}
return nullptr;
}
/// Check if the chunk of data inserted by the transfer_write in the given
/// tensor are read by any other op than the read candidate.
static bool tensorChunkAccessedByUnknownOp(vector::TransferWriteOp write,
vector::TransferReadOp candidateRead,
Value srcTensor) {
// Make sure none of the other uses read the part of the tensor modified
// by the transfer_write.
llvm::SmallVector<Value::use_range, 1> uses;
uses.push_back(srcTensor.getUses());
while (!uses.empty()) {
for (OpOperand &use : uses.pop_back_val()) {
Operation *user = use.getOwner();
// Skip the candidate use, only inspect the "other" uses.
if (user == candidateRead.getOperation() || user == write.getOperation())
continue;
// Consider all transitive uses through a vector.transfer_write.
if (auto writeUser = dyn_cast<vector::TransferWriteOp>(user)) {
uses.push_back(writeUser->getResult(0).getUses());
continue;
}
// Consider all nested uses through an scf::ForOp. We may have
// pass-through tensor arguments left from previous level of
// hoisting.
if (auto forUser = dyn_cast<scf::ForOp>(user)) {
Value arg = forUser.getLoopBody().getArgument(
use.getOperandNumber() - forUser.getNumControlOperands() +
/*iv value*/ 1);
uses.push_back(arg.getUses());
continue;
}
// Follow the use yield as long as it doesn't escape the original
// region.
scf::YieldOp yieldUser = dyn_cast<scf::YieldOp>(user);
if (yieldUser &&
write->getParentOp()->isAncestor(yieldUser->getParentOp())) {
Value ret = yieldUser->getParentOp()->getResult(use.getOperandNumber());
uses.push_back(ret.getUses());
continue;
}
auto read = dyn_cast<vector::TransferReadOp>(user);
if (!read || !isDisjointTransferIndices(
cast<VectorTransferOpInterface>(read.getOperation()),
cast<VectorTransferOpInterface>(write.getOperation()))) {
return true;
}
}
}
return false;
}
// To hoist transfer op on tensor the logic can be significantly simplified
// compared to the case on buffer. The transformation follows this logic:
// 1. Look for transfer_write with a single use from ForOp yield
// 2. Check the uses of the matching block argument and look for a transfer_read
// with the same indices.
// 3. Check that all the other uses of the tensor argument are either disjoint
// tensor_read or transfer_write. For transfer_write uses recurse to make sure
// the new tensor has the same restrictions on its uses.
// 4. Hoist the tensor_read/tensor_write and update the tensor SSA links.
// After this transformation the scf.forOp may have unused arguments that can be
// remove by the canonicalization pass.
void mlir::linalg::hoistRedundantVectorTransfersOnTensor(FuncOp func) {
bool changed = true;
while (changed) {
changed = false;
func.walk([&](scf::ForOp forOp) {
Operation *yield = forOp.getBody()->getTerminator();
for (auto it : llvm::enumerate(forOp.getRegionIterArgs())) {
Value ret = yield->getOperand(it.index());
auto write = ret.getDefiningOp<vector::TransferWriteOp>();
if (!write || !write->hasOneUse())
continue;
LLVM_DEBUG(DBGS() << "Candidate write for hoisting: "
<< *write.getOperation() << "\n");
if (llvm::any_of(write.indices(), [&forOp](Value index) {
return !forOp.isDefinedOutsideOfLoop(index);
}))
continue;
// Find a read with the same type and indices.
vector::TransferReadOp matchingRead =
findMatchingTransferRead(write, it.value());
// Make sure none of the other uses read the part of the tensor modified
// by the transfer_write.
if (!matchingRead ||
tensorChunkAccessedByUnknownOp(write, matchingRead, it.value()))
continue;
// Hoist read before.
if (failed(forOp.moveOutOfLoop({matchingRead})))
llvm_unreachable(
"Unexpected failure to move transfer read out of loop");
// Update the source tensor.
matchingRead.sourceMutable().assign(forOp.initArgs()[it.index()]);
// Hoist write after.
write->moveAfter(forOp);
yield->setOperand(it.index(), write.source());
// Rewrite `loop` with new yields by cloning and erase the original
// loop.
OpBuilder b(matchingRead);
auto newForOp =
cloneWithNewYields(b, forOp, matchingRead.vector(), write.vector());
// Transfer write has been hoisted, need to update the vector and tensor
// source. Replace the result of the loop to use the new tensor created
// outside the loop.
newForOp.getResult(it.index()).replaceAllUsesWith(write.getResult(0));
write.vectorMutable().assign(newForOp.getResults().back());
write.sourceMutable().assign(newForOp.getResult(it.index()));
changed = true;
forOp.erase();
// Need to interrupt and restart because erasing the loop messes up the
// walk.
return WalkResult::interrupt();
}
return WalkResult::advance();
});
}
}
void mlir::linalg::hoistRedundantVectorTransfers(FuncOp func) {
bool changed = true;
while (changed) {
changed = false;
func.walk([&](vector::TransferReadOp transferRead) {
if (!transferRead.getShapedType().isa<MemRefType>())
return WalkResult::advance();
LLVM_DEBUG(DBGS() << "Candidate for hoisting: "
<< *transferRead.getOperation() << "\n");
auto loop = dyn_cast<scf::ForOp>(transferRead->getParentOp());
LLVM_DEBUG(DBGS() << "Parent op: " << *transferRead->getParentOp()
<< "\n");
if (!loop)
return WalkResult::advance();
if (failed(moveLoopInvariantCode(
cast<LoopLikeOpInterface>(loop.getOperation()))))
llvm_unreachable(
"Unexpected failure to move invariant code out of loop");
LLVM_DEBUG(DBGS() << "Candidate read: " << *transferRead.getOperation()
<< "\n");
llvm::SetVector<Operation *> forwardSlice;
getForwardSlice(transferRead, &forwardSlice);
// Look for the last TransferWriteOp in the forwardSlice of
// `transferRead` that operates on the same memref.
vector::TransferWriteOp transferWrite;
for (auto *sliceOp : llvm::reverse(forwardSlice)) {
auto candidateWrite = dyn_cast<vector::TransferWriteOp>(sliceOp);
if (!candidateWrite || candidateWrite.source() != transferRead.source())
continue;
transferWrite = candidateWrite;
}
// All operands of the TransferRead must be defined outside of the loop.
for (auto operand : transferRead.getOperands())
if (!loop.isDefinedOutsideOfLoop(operand))
return WalkResult::advance();
// Only hoist transfer_read / transfer_write pairs for now.
if (!transferWrite)
return WalkResult::advance();
LLVM_DEBUG(DBGS() << "Candidate: " << *transferWrite.getOperation()
<< "\n");
// Approximate aliasing by checking that:
// 1. indices are the same,
// 2. no other operations in the loop access the same memref except
// for transfer_read/transfer_write accessing statically disjoint
// slices.
if (transferRead.indices() != transferWrite.indices() &&
transferRead.getVectorType() == transferWrite.getVectorType())
return WalkResult::advance();
// TODO: may want to memoize this information for performance but it
// likely gets invalidated often.
DominanceInfo dom(loop);
if (!dom.properlyDominates(transferRead.getOperation(), transferWrite))
return WalkResult::advance();
for (auto &use : transferRead.source().getUses()) {
if (!dom.properlyDominates(loop, use.getOwner()))
continue;
if (use.getOwner() == transferRead.getOperation() ||
use.getOwner() == transferWrite.getOperation())
continue;
if (auto transferWriteUse =
dyn_cast<vector::TransferWriteOp>(use.getOwner())) {
if (!isDisjointTransferSet(
cast<VectorTransferOpInterface>(transferWrite.getOperation()),
cast<VectorTransferOpInterface>(
transferWriteUse.getOperation())))
return WalkResult::advance();
} else if (auto transferReadUse =
dyn_cast<vector::TransferReadOp>(use.getOwner())) {
if (!isDisjointTransferSet(
cast<VectorTransferOpInterface>(transferWrite.getOperation()),
cast<VectorTransferOpInterface>(
transferReadUse.getOperation())))
return WalkResult::advance();
} else {
// Unknown use, we cannot prove that it doesn't alias with the
// transferRead/transferWrite operations.
return WalkResult::advance();
}
}
// Hoist read before.
if (failed(loop.moveOutOfLoop({transferRead})))
llvm_unreachable(
"Unexpected failure to move transfer read out of loop");
// Hoist write after.
transferWrite->moveAfter(loop);
// Rewrite `loop` with new yields by cloning and erase the original loop.
OpBuilder b(transferRead);
auto newForOp = cloneWithNewYields(b, loop, transferRead.vector(),
transferWrite.vector());
// Transfer write has been hoisted, need to update the written value to
// the value yielded by the newForOp.
transferWrite.vector().replaceAllUsesWith(
newForOp.getResults().take_back()[0]);
changed = true;
loop.erase();
// Need to interrupt and restart because erasing the loop messes up the
// walk.
return WalkResult::interrupt();
});
}
}