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-rw-r--r--mlir/lib/Dialect/SCF/Utils/Utils.cpp145
1 files changed, 128 insertions, 17 deletions
diff --git a/mlir/lib/Dialect/SCF/Utils/Utils.cpp b/mlir/lib/Dialect/SCF/Utils/Utils.cpp
index 10eae89..888dd44 100644
--- a/mlir/lib/Dialect/SCF/Utils/Utils.cpp
+++ b/mlir/lib/Dialect/SCF/Utils/Utils.cpp
@@ -291,47 +291,61 @@ static Value ceilDivPositive(OpBuilder &builder, Location loc, Value dividend,
return arith::DivUIOp::create(builder, loc, sum, divisor);
}
-/// Generates unrolled copies of scf::ForOp 'loopBodyBlock', with
-/// associated 'forOpIV' by 'unrollFactor', calling 'ivRemapFn' to remap
-/// 'forOpIV' for each unrolled body. If specified, annotates the Ops in each
-/// unrolled iteration using annotateFn.
-static void generateUnrolledLoop(
- Block *loopBodyBlock, Value forOpIV, uint64_t unrollFactor,
+void mlir::generateUnrolledLoop(
+ Block *loopBodyBlock, Value iv, uint64_t unrollFactor,
function_ref<Value(unsigned, Value, OpBuilder)> ivRemapFn,
function_ref<void(unsigned, Operation *, OpBuilder)> annotateFn,
- ValueRange iterArgs, ValueRange yieldedValues) {
+ ValueRange iterArgs, ValueRange yieldedValues,
+ IRMapping *clonedToSrcOpsMap) {
+
+ // Check if the op was cloned from another source op, and return it if found
+ // (or the same op if not found)
+ auto findOriginalSrcOp =
+ [](Operation *op, const IRMapping &clonedToSrcOpsMap) -> Operation * {
+ Operation *srcOp = op;
+ // If the source op derives from another op: traverse the chain to find the
+ // original source op
+ while (srcOp && clonedToSrcOpsMap.contains(srcOp))
+ srcOp = clonedToSrcOpsMap.lookup(srcOp);
+ return srcOp;
+ };
+
// Builder to insert unrolled bodies just before the terminator of the body of
- // 'forOp'.
+ // the loop.
auto builder = OpBuilder::atBlockTerminator(loopBodyBlock);
- constexpr auto defaultAnnotateFn = [](unsigned, Operation *, OpBuilder) {};
+ static const auto noopAnnotateFn = [](unsigned, Operation *, OpBuilder) {};
if (!annotateFn)
- annotateFn = defaultAnnotateFn;
+ annotateFn = noopAnnotateFn;
// Keep a pointer to the last non-terminator operation in the original block
// so that we know what to clone (since we are doing this in-place).
Block::iterator srcBlockEnd = std::prev(loopBodyBlock->end(), 2);
- // Unroll the contents of 'forOp' (append unrollFactor - 1 additional copies).
+ // Unroll the contents of the loop body (append unrollFactor - 1 additional
+ // copies).
SmallVector<Value, 4> lastYielded(yieldedValues);
for (unsigned i = 1; i < unrollFactor; i++) {
- IRMapping operandMap;
-
// Prepare operand map.
+ IRMapping operandMap;
operandMap.map(iterArgs, lastYielded);
// If the induction variable is used, create a remapping to the value for
// this unrolled instance.
- if (!forOpIV.use_empty()) {
- Value ivUnroll = ivRemapFn(i, forOpIV, builder);
- operandMap.map(forOpIV, ivUnroll);
+ if (!iv.use_empty()) {
+ Value ivUnroll = ivRemapFn(i, iv, builder);
+ operandMap.map(iv, ivUnroll);
}
// Clone the original body of 'forOp'.
for (auto it = loopBodyBlock->begin(); it != std::next(srcBlockEnd); it++) {
- Operation *clonedOp = builder.clone(*it, operandMap);
+ Operation *srcOp = &(*it);
+ Operation *clonedOp = builder.clone(*srcOp, operandMap);
annotateFn(i, clonedOp, builder);
+ if (clonedToSrcOpsMap)
+ clonedToSrcOpsMap->map(clonedOp,
+ findOriginalSrcOp(srcOp, *clonedToSrcOpsMap));
}
// Update yielded values.
@@ -1544,3 +1558,100 @@ bool mlir::isPerfectlyNestedForLoops(
}
return true;
}
+
+llvm::SmallVector<int64_t>
+mlir::getConstLoopTripCounts(mlir::LoopLikeOpInterface loopOp) {
+ std::optional<SmallVector<OpFoldResult>> loBnds = loopOp.getLoopLowerBounds();
+ std::optional<SmallVector<OpFoldResult>> upBnds = loopOp.getLoopUpperBounds();
+ std::optional<SmallVector<OpFoldResult>> steps = loopOp.getLoopSteps();
+ if (!loBnds || !upBnds || !steps)
+ return {};
+ llvm::SmallVector<int64_t> tripCounts;
+ for (auto [lb, ub, step] : llvm::zip(*loBnds, *upBnds, *steps)) {
+ std::optional<llvm::APInt> numIter = constantTripCount(
+ lb, ub, step, /*isSigned=*/true, scf::computeUbMinusLb);
+ if (!numIter)
+ return {};
+ tripCounts.push_back(numIter->getSExtValue());
+ }
+ return tripCounts;
+}
+
+FailureOr<scf::ParallelOp> mlir::parallelLoopUnrollByFactors(
+ scf::ParallelOp op, ArrayRef<uint64_t> unrollFactors,
+ RewriterBase &rewriter,
+ function_ref<void(unsigned, Operation *, OpBuilder)> annotateFn,
+ IRMapping *clonedToSrcOpsMap) {
+ const unsigned numLoops = op.getNumLoops();
+ assert(llvm::none_of(unrollFactors, [](uint64_t f) { return f == 0; }) &&
+ "Expected positive unroll factors");
+ assert((!unrollFactors.empty() && (unrollFactors.size() <= numLoops)) &&
+ "Expected non-empty unroll factors of size <= to the number of loops");
+
+ // Bail out if no valid unroll factors were provided
+ if (llvm::all_of(unrollFactors, [](uint64_t f) { return f == 1; }))
+ return rewriter.notifyMatchFailure(
+ op, "Unrolling not applied if all factors are 1");
+
+ // Return if the loop body is empty.
+ if (llvm::hasSingleElement(op.getBody()->getOperations()))
+ return rewriter.notifyMatchFailure(op, "Cannot unroll an empty loop body");
+
+ // If the provided unroll factors do not cover all the loop dims, they are
+ // applied to the inner loop dimensions.
+ const unsigned firstLoopDimIdx = numLoops - unrollFactors.size();
+
+ // Make sure that the unroll factors divide the iteration space evenly
+ // TODO: Support unrolling loops with dynamic iteration spaces.
+ const llvm::SmallVector<int64_t> tripCounts = getConstLoopTripCounts(op);
+ if (tripCounts.empty())
+ return rewriter.notifyMatchFailure(
+ op, "Failed to compute constant trip counts for the loop. Note that "
+ "dynamic loop sizes are not supported.");
+
+ for (unsigned dimIdx = firstLoopDimIdx; dimIdx < numLoops; dimIdx++) {
+ const uint64_t unrollFactor = unrollFactors[dimIdx - firstLoopDimIdx];
+ if (tripCounts[dimIdx] % unrollFactor)
+ return rewriter.notifyMatchFailure(
+ op, "Unroll factors don't divide the iteration space evenly");
+ }
+
+ std::optional<SmallVector<OpFoldResult>> maybeFoldSteps = op.getLoopSteps();
+ if (!maybeFoldSteps)
+ return rewriter.notifyMatchFailure(op, "Failed to retrieve loop steps");
+ llvm::SmallVector<size_t> steps{};
+ for (auto step : *maybeFoldSteps)
+ steps.push_back(static_cast<size_t>(*getConstantIntValue(step)));
+
+ for (unsigned dimIdx = firstLoopDimIdx; dimIdx < numLoops; dimIdx++) {
+ const uint64_t unrollFactor = unrollFactors[dimIdx - firstLoopDimIdx];
+ if (unrollFactor == 1)
+ continue;
+ const size_t origStep = steps[dimIdx];
+ const int64_t newStep = origStep * unrollFactor;
+ IRMapping clonedToSrcOpsMap;
+
+ ValueRange iterArgs = ValueRange(op.getRegionIterArgs());
+ auto yieldedValues = op.getBody()->getTerminator()->getOperands();
+
+ generateUnrolledLoop(
+ op.getBody(), op.getInductionVars()[dimIdx], unrollFactor,
+ [&](unsigned i, Value iv, OpBuilder b) {
+ // iv' = iv + step * i;
+ const AffineExpr expr = b.getAffineDimExpr(0) + (origStep * i);
+ const auto map =
+ b.getDimIdentityMap().dropResult(0).insertResult(expr, 0);
+ return affine::AffineApplyOp::create(b, iv.getLoc(), map,
+ ValueRange{iv});
+ },
+ /*annotateFn*/ annotateFn, iterArgs, yieldedValues, &clonedToSrcOpsMap);
+
+ // Update loop step
+ auto prevInsertPoint = rewriter.saveInsertionPoint();
+ rewriter.setInsertionPoint(op);
+ op.getStepMutable()[dimIdx].assign(
+ arith::ConstantIndexOp::create(rewriter, op.getLoc(), newStep));
+ rewriter.restoreInsertionPoint(prevInsertPoint);
+ }
+ return op;
+}