TestLoopFusion.cpp
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//===- TestLoopFusion.cpp - Test loop fusion ------------------------------===//
//
// Part of the MLIR 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 a pass to test various loop fusion utility functions.
//
//===----------------------------------------------------------------------===//
#include "mlir/Analysis/AffineAnalysis.h"
#include "mlir/Analysis/AffineStructures.h"
#include "mlir/Analysis/Passes.h"
#include "mlir/Analysis/Utils.h"
#include "mlir/Dialect/AffineOps/AffineOps.h"
#include "mlir/Dialect/StandardOps/Ops.h"
#include "mlir/IR/Builders.h"
#include "mlir/Pass/Pass.h"
#include "mlir/Transforms/LoopFusionUtils.h"
#include "mlir/Transforms/Passes.h"
#include "llvm/ADT/STLExtras.h"
#include "llvm/Support/CommandLine.h"
#include "llvm/Support/Debug.h"
#define DEBUG_TYPE "test-loop-fusion"
using namespace mlir;
static llvm::cl::OptionCategory clOptionsCategory(DEBUG_TYPE " options");
static llvm::cl::opt<bool> clTestDependenceCheck(
"test-loop-fusion-dependence-check",
llvm::cl::desc("Enable testing of loop fusion dependence check"),
llvm::cl::cat(clOptionsCategory));
static llvm::cl::opt<bool> clTestSliceComputation(
"test-loop-fusion-slice-computation",
llvm::cl::desc("Enable testing of loop fusion slice computation"),
llvm::cl::cat(clOptionsCategory));
namespace {
struct TestLoopFusion : public FunctionPass<TestLoopFusion> {
void runOnFunction() override;
};
} // end anonymous namespace
std::unique_ptr<OpPassBase<FuncOp>> mlir::createTestLoopFusionPass() {
return std::make_unique<TestLoopFusion>();
}
// Gathers all AffineForOps in 'block' at 'currLoopDepth' in 'depthToLoops'.
static void
gatherLoops(Block *block, unsigned currLoopDepth,
DenseMap<unsigned, SmallVector<AffineForOp, 2>> &depthToLoops) {
auto &loopsAtDepth = depthToLoops[currLoopDepth];
for (auto &op : *block) {
if (auto forOp = dyn_cast<AffineForOp>(op)) {
loopsAtDepth.push_back(forOp);
gatherLoops(forOp.getBody(), currLoopDepth + 1, depthToLoops);
}
}
}
// Run fusion dependence check on 'loops[i]' and 'loops[j]' at loop depths
// in range ['loopDepth' + 1, 'maxLoopDepth'].
// Emits a remark on 'loops[i]' if a fusion-preventing dependence exists.
static void testDependenceCheck(SmallVector<AffineForOp, 2> &loops, unsigned i,
unsigned j, unsigned loopDepth,
unsigned maxLoopDepth) {
AffineForOp srcForOp = loops[i];
AffineForOp dstForOp = loops[j];
mlir::ComputationSliceState sliceUnion;
for (unsigned d = loopDepth + 1; d <= maxLoopDepth; ++d) {
FusionResult result =
mlir::canFuseLoops(srcForOp, dstForOp, d, &sliceUnion);
if (result.value == FusionResult::FailBlockDependence) {
srcForOp.getOperation()->emitRemark("block-level dependence preventing"
" fusion of loop nest ")
<< i << " into loop nest " << j << " at depth " << loopDepth;
}
}
}
// Returns the index of 'op' in its block.
static unsigned getBlockIndex(Operation &op) {
unsigned index = 0;
for (auto &opX : *op.getBlock()) {
if (&op == &opX)
break;
++index;
}
return index;
}
// Returns a string representation of 'sliceUnion'.
static std::string getSliceStr(const mlir::ComputationSliceState &sliceUnion) {
std::string result;
llvm::raw_string_ostream os(result);
// Slice insertion point format [loop-depth, operation-block-index]
unsigned ipd = getNestingDepth(*sliceUnion.insertPoint);
unsigned ipb = getBlockIndex(*sliceUnion.insertPoint);
os << "insert point: (" << std::to_string(ipd) << ", " << std::to_string(ipb)
<< ")";
assert(sliceUnion.lbs.size() == sliceUnion.ubs.size());
os << " loop bounds: ";
for (unsigned k = 0, e = sliceUnion.lbs.size(); k < e; ++k) {
os << '[';
sliceUnion.lbs[k].print(os);
os << ", ";
sliceUnion.ubs[k].print(os);
os << "] ";
}
return os.str();
}
// Computes fusion slice union on 'loops[i]' and 'loops[j]' at loop depths
// in range ['loopDepth' + 1, 'maxLoopDepth'].
// Emits a string representation of the slice union as a remark on 'loops[j]'.
static void testSliceComputation(SmallVector<AffineForOp, 2> &loops, unsigned i,
unsigned j, unsigned loopDepth,
unsigned maxLoopDepth) {
AffineForOp forOpA = loops[i];
AffineForOp forOpB = loops[j];
for (unsigned d = loopDepth + 1; d <= maxLoopDepth; ++d) {
mlir::ComputationSliceState sliceUnion;
FusionResult result = mlir::canFuseLoops(forOpA, forOpB, d, &sliceUnion);
if (result.value == FusionResult::Success) {
forOpB.getOperation()->emitRemark("slice (")
<< " src loop: " << i << ", dst loop: " << j << ", depth: " << d
<< " : " << getSliceStr(sliceUnion) << ")";
}
}
}
void TestLoopFusion::runOnFunction() {
// Gather all AffineForOps by loop depth.
DenseMap<unsigned, SmallVector<AffineForOp, 2>> depthToLoops;
for (auto &block : getFunction()) {
gatherLoops(&block, /*currLoopDepth=*/0, depthToLoops);
}
// Run tests on all combinations of src/dst loop nests in 'depthToLoops'.
for (auto &depthAndLoops : depthToLoops) {
unsigned loopDepth = depthAndLoops.first;
auto &loops = depthAndLoops.second;
unsigned numLoops = loops.size();
for (unsigned j = 0; j < numLoops; ++j) {
for (unsigned k = 0; k < numLoops; ++k) {
if (j == k)
continue;
if (clTestDependenceCheck)
testDependenceCheck(loops, j, k, loopDepth, depthToLoops.size());
if (clTestSliceComputation)
testSliceComputation(loops, j, k, loopDepth, depthToLoops.size());
}
}
}
}
static PassRegistration<TestLoopFusion>
pass("test-loop-fusion", "Tests loop fusion utility functions.");