@@ -1704,19 +1704,18 @@ struct WarpOpScfForOp : public WarpDistributionPattern {
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: WarpDistributionPattern(ctx, b), distributionMapFn(std::move(fn)) {}
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LogicalResult matchAndRewrite (WarpExecuteOnLane0Op warpOp,
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PatternRewriter &rewriter) const override {
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- auto yield = cast<gpu::YieldOp>(
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+ auto warpOpYield = cast<gpu::YieldOp>(
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warpOp.getBodyRegion ().getBlocks ().begin ()->getTerminator ());
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- // Only pick up forOp if it is the last op in the region.
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- Operation *lastNode = yield ->getPrevNode ();
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+ // Only pick up `ForOp` if it is the last op in the region.
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+ Operation *lastNode = warpOpYield ->getPrevNode ();
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auto forOp = dyn_cast_or_null<scf::ForOp>(lastNode);
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if (!forOp)
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return failure ();
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- // Collect Values that come from the warp op but are outside the forOp.
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- // Those Value needs to be returned by the original warpOp and passed to
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- // the new op.
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+ // Collect Values that come from the `WarpOp` but are outside the `ForOp`.
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+ // Those Values need to be returned by the new warp op.
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llvm::SmallSetVector<Value, 32 > escapingValues;
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- SmallVector<Type> inputTypes ;
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- SmallVector<Type> distTypes ;
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+ SmallVector<Type> escapingValueInputTypes ;
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+ SmallVector<Type> escapingValueDistTypes ;
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mlir::visitUsedValuesDefinedAbove (
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forOp.getBodyRegion (), [&](OpOperand *operand) {
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Operation *parent = operand->get ().getParentRegion ()->getParentOp ();
@@ -1728,81 +1727,168 @@ struct WarpOpScfForOp : public WarpDistributionPattern {
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AffineMap map = distributionMapFn (operand->get ());
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distType = getDistributedType (vecType, map, warpOp.getWarpSize ());
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}
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- inputTypes .push_back (operand->get ().getType ());
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- distTypes .push_back (distType);
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+ escapingValueInputTypes .push_back (operand->get ().getType ());
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+ escapingValueDistTypes .push_back (distType);
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}
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});
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- if (llvm::is_contained (distTypes , Type{}))
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+ if (llvm::is_contained (escapingValueDistTypes , Type{}))
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return failure ();
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-
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- SmallVector<size_t > newRetIndices;
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- WarpExecuteOnLane0Op newWarpOp = moveRegionToNewWarpOpAndAppendReturns (
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- rewriter, warpOp, escapingValues.getArrayRef (), distTypes,
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- newRetIndices);
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- yield = cast<gpu::YieldOp>(
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- newWarpOp.getBodyRegion ().getBlocks ().begin ()->getTerminator ());
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-
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- SmallVector<Value> newOperands;
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- SmallVector<unsigned > resultIdx;
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- // Collect all the outputs coming from the forOp.
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- for (OpOperand &yieldOperand : yield->getOpOperands ()) {
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- if (yieldOperand.get ().getDefiningOp () != forOp.getOperation ())
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+ // `WarpOp` can yield two types of values:
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+ // 1. Values that are not results of the `ForOp`:
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+ // These values must also be yielded by the new `WarpOp`. Also, we need
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+ // to record the index mapping for these values to replace them later.
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+ // 2. Values that are results of the `ForOp`:
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+ // In this case, we record the index mapping between the `WarpOp` result
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+ // index and matching `ForOp` result index.
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+ // Additionally, we keep track of the distributed types for all `ForOp`
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+ // vector results.
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+ SmallVector<Value> nonForYieldedValues;
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+ SmallVector<unsigned > nonForResultIndices;
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+ llvm::SmallDenseMap<unsigned , unsigned > forResultMapping;
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+ llvm::SmallDenseMap<unsigned , VectorType> forResultDistTypes;
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+ for (OpOperand &yieldOperand : warpOpYield->getOpOperands ()) {
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+ // Yielded value is not a result of the forOp.
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+ if (yieldOperand.get ().getDefiningOp () != forOp.getOperation ()) {
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+ nonForYieldedValues.push_back (yieldOperand.get ());
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+ nonForResultIndices.push_back (yieldOperand.getOperandNumber ());
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continue ;
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- auto forResult = cast<OpResult>(yieldOperand.get ());
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- newOperands.push_back (
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- newWarpOp.getResult (yieldOperand.getOperandNumber ()));
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- yieldOperand.set (forOp.getInitArgs ()[forResult.getResultNumber ()]);
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- resultIdx.push_back (yieldOperand.getOperandNumber ());
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+ }
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+ OpResult forResult = cast<OpResult>(yieldOperand.get ());
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+ unsigned int forResultNumber = forResult.getResultNumber ();
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+ forResultMapping[yieldOperand.getOperandNumber ()] = forResultNumber;
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+ // If this `ForOp` result is vector type and it is yielded by the
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+ // `WarpOp`, we keep track the distributed type for this result.
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+ if (!isa<VectorType>(forResult.getType ()))
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+ continue ;
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+ VectorType distType = cast<VectorType>(
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+ warpOp.getResult (yieldOperand.getOperandNumber ()).getType ());
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+ forResultDistTypes[forResultNumber] = distType;
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}
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+ // Newly created `WarpOp` will yield values in following order:
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+ // 1. All init args of the `ForOp`.
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+ // 2. All escaping values.
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+ // 3. All non-`ForOp` yielded values.
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+ SmallVector<Value> newWarpOpYieldValues;
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+ SmallVector<Type> newWarpOpDistTypes;
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+ for (auto [i, initArg] : llvm::enumerate (forOp.getInitArgs ())) {
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+ newWarpOpYieldValues.push_back (initArg);
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+ // Compute the distributed type for this init arg.
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+ Type distType = initArg.getType ();
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+ if (auto vecType = dyn_cast<VectorType>(distType)) {
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+ // If the `ForOp` result corresponds to this init arg is already yielded
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+ // we can get the distributed type from `forResultDistTypes` map.
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+ // Otherwise, we compute it using distributionMapFn.
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+ AffineMap map = distributionMapFn (initArg);
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+ distType = forResultDistTypes.count (i)
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+ ? forResultDistTypes[i]
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+ : getDistributedType (vecType, map, warpOp.getWarpSize ());
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+ }
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+ newWarpOpDistTypes.push_back (distType);
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+ }
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+ // Insert escaping values and their distributed types.
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+ newWarpOpYieldValues.insert (newWarpOpYieldValues.end (),
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+ escapingValues.begin (), escapingValues.end ());
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+ newWarpOpDistTypes.insert (newWarpOpDistTypes.end (),
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+ escapingValueDistTypes.begin (),
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+ escapingValueDistTypes.end ());
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+ // Next, we insert all non-`ForOp` yielded values and their distributed
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+ // types. We also create a mapping between the non-`ForOp` yielded value
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+ // index and the corresponding new `WarpOp` yield value index (needed to
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+ // update users later).
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+ llvm::SmallDenseMap<unsigned , unsigned > nonForResultMapping;
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+ for (auto [i, v] :
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+ llvm::zip_equal (nonForResultIndices, nonForYieldedValues)) {
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+ nonForResultMapping[i] = newWarpOpYieldValues.size ();
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+ newWarpOpYieldValues.push_back (v);
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+ newWarpOpDistTypes.push_back (warpOp.getResult (i).getType ());
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+ }
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+ // Create the new `WarpOp` with the updated yield values and types.
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+ WarpExecuteOnLane0Op newWarpOp = moveRegionToNewWarpOpAndReplaceReturns (
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+ rewriter, warpOp, newWarpOpYieldValues, newWarpOpDistTypes);
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+
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+ // Next, we create a new `ForOp` with the init args yielded by the new
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+ // `WarpOp`.
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+ const unsigned escapingValuesStartIdx =
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+ forOp.getInitArgs ().size (); // `ForOp` init args are positioned before
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+ // escaping values in the new `WarpOp`.
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+ SmallVector<Value> newForOpOperands;
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+ for (size_t i = 0 ; i < escapingValuesStartIdx; ++i)
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+ newForOpOperands.push_back (newWarpOp.getResult (i));
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+
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+ // Create a new `ForOp` outside the new `WarpOp` region.
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OpBuilder::InsertionGuard g (rewriter);
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rewriter.setInsertionPointAfter (newWarpOp);
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-
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- // Create a new for op outside the region with a WarpExecuteOnLane0Op
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- // region inside.
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auto newForOp = rewriter.create <scf::ForOp>(
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forOp.getLoc (), forOp.getLowerBound (), forOp.getUpperBound (),
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- forOp.getStep (), newOperands);
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+ forOp.getStep (), newForOpOperands);
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+ // Next, we insert a new `WarpOp` (called inner `WarpOp`) inside the
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+ // newly created `ForOp`. This `WarpOp` will contain all ops that were
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+ // contained within the original `ForOp` body.
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rewriter.setInsertionPointToStart (newForOp.getBody ());
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- SmallVector<Value> warpInput (newForOp.getRegionIterArgs ().begin (),
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- newForOp.getRegionIterArgs ().end ());
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- SmallVector<Type> warpInputType (forOp.getResultTypes ().begin (),
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- forOp.getResultTypes ().end ());
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+ SmallVector<Value> innerWarpInput (newForOp.getRegionIterArgs ().begin (),
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+ newForOp.getRegionIterArgs ().end ());
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+ SmallVector<Type> innerWarpInputType (forOp.getResultTypes ().begin (),
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+ forOp.getResultTypes ().end ());
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+ // Escaping values are forwarded to the inner `WarpOp` as its (additional)
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+ // arguments. We keep track of the mapping between these values and their
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+ // argument index in the inner `WarpOp` (to replace users later).
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llvm::SmallDenseMap<Value, int64_t > argIndexMapping;
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- for (auto [i, retIdx] : llvm::enumerate (newRetIndices)) {
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- warpInput.push_back (newWarpOp.getResult (retIdx));
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- argIndexMapping[escapingValues[i]] = warpInputType.size ();
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- warpInputType.push_back (inputTypes[i]);
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+ for (size_t i = escapingValuesStartIdx;
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+ i < escapingValuesStartIdx + escapingValues.size (); ++i) {
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+ innerWarpInput.push_back (newWarpOp.getResult (i));
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+ argIndexMapping[escapingValues[i - escapingValuesStartIdx]] =
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+ innerWarpInputType.size ();
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+ innerWarpInputType.push_back (
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+ escapingValueInputTypes[i - escapingValuesStartIdx]);
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}
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+ // Create the inner `WarpOp` with the new input values and types.
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auto innerWarp = rewriter.create <WarpExecuteOnLane0Op>(
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newWarpOp.getLoc (), newForOp.getResultTypes (), newWarpOp.getLaneid (),
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- newWarpOp.getWarpSize (), warpInput, warpInputType );
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+ newWarpOp.getWarpSize (), innerWarpInput, innerWarpInputType );
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+ // Inline the `ForOp` body into the inner `WarpOp` body.
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SmallVector<Value> argMapping;
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argMapping.push_back (newForOp.getInductionVar ());
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- for (Value args : innerWarp.getBody ()->getArguments ()) {
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+ for (Value args : innerWarp.getBody ()->getArguments ())
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argMapping.push_back (args);
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- }
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+
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argMapping.resize (forOp.getBody ()->getNumArguments ());
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SmallVector<Value> yieldOperands;
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for (Value operand : forOp.getBody ()->getTerminator ()->getOperands ())
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yieldOperands.push_back (operand);
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+
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rewriter.eraseOp (forOp.getBody ()->getTerminator ());
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rewriter.mergeBlocks (forOp.getBody (), innerWarp.getBody (), argMapping);
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+
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+ // Insert a gpu `YieldOp` at the end of the inner `WarpOp` body that yields
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+ // original `ForOp` results.
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rewriter.setInsertionPointToEnd (innerWarp.getBody ());
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rewriter.create <gpu::YieldOp>(innerWarp.getLoc (), yieldOperands);
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rewriter.setInsertionPointAfter (innerWarp);
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+ // Insert a scf.yield op at the end of the new `ForOp` body that yields
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+ // the inner `WarpOp` results.
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if (!innerWarp.getResults ().empty ())
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rewriter.create <scf::YieldOp>(forOp.getLoc (), innerWarp.getResults ());
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+
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+ // Update the users of original `WarpOp` results that were coming from the
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+ // original `ForOp` to the corresponding new `ForOp` result.
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+ for (auto [origIdx, newIdx] : forResultMapping)
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+ rewriter.replaceAllUsesExcept (warpOp.getResult (origIdx),
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+ newForOp.getResult (newIdx), newForOp);
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+ // Similarly, update any users of the `WarpOp` results that were not
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+ // results of the `ForOp`.
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+ for (auto [origIdx, newIdx] : nonForResultMapping)
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+ rewriter.replaceAllUsesWith (warpOp.getResult (origIdx),
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+ newWarpOp.getResult (newIdx));
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+ // Remove the original `WarpOp` and `ForOp`, they should not have any uses
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+ // at this point.
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rewriter.eraseOp (forOp);
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- // Replace the warpOp result coming from the original ForOp.
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- for (const auto &res : llvm::enumerate (resultIdx)) {
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- rewriter.replaceAllUsesWith (newWarpOp.getResult (res.value ()),
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- newForOp.getResult (res.index ()));
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- newForOp->setOperand (res.index () + 3 , newWarpOp.getResult (res.value ()));
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- }
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+ rewriter.eraseOp (warpOp);
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+ // Update any users of escaping values that were forwarded to the
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+ // inner `WarpOp`. These values are now arguments of the inner `WarpOp`.
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newForOp.walk ([&](Operation *op) {
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for (OpOperand &operand : op->getOpOperands ()) {
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auto it = argIndexMapping.find (operand.get ());
@@ -1812,7 +1898,7 @@ struct WarpOpScfForOp : public WarpDistributionPattern {
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}
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});
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- // Finally, hoist out any now uniform code from the inner warp op .
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+ // Finally, hoist out any now uniform code from the inner `WarpOp` .
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mlir::vector::moveScalarUniformCode (innerWarp);
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return success ();
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}
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