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[mlir][vector] Fold shape_cast of broadcast with same element count
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For such cases we can generate a shape cast to simplify the IR.

Reviewed By: hanchung

Differential Revision: https://reviews.llvm.org/D157929
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antiagainst committed Aug 15, 2023
1 parent da4d191 commit 9f37c21
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Showing 2 changed files with 45 additions and 21 deletions.
51 changes: 32 additions & 19 deletions mlir/lib/Dialect/Vector/IR/VectorOps.cpp
Original file line number Diff line number Diff line change
Expand Up @@ -4757,9 +4757,10 @@ class ShapeCastConstantFolder final : public OpRewritePattern<ShapeCastOp> {
};

/// Pattern to rewrite a ShapeCast(Broadcast) -> Broadcast.
/// This only applies when the shape of the broadcast source is a suffix of the
/// shape of the result (i.e. when broadcast without reshape is expressive
/// enough to capture the result in a single op).
/// This only applies when the shape of the broadcast source
/// 1. is a suffix of the shape of the result (i.e. when broadcast without
/// reshape is expressive enough to capture the result in a single op), or
/// 2. has the same element count as the shape cast result.
class ShapeCastBroadcastFolder final : public OpRewritePattern<ShapeCastOp> {
public:
using OpRewritePattern::OpRewritePattern;
Expand All @@ -4771,23 +4772,35 @@ class ShapeCastBroadcastFolder final : public OpRewritePattern<ShapeCastOp> {
if (!broadcastOp)
return failure();

auto broadcastSourceVectorType =
llvm::dyn_cast<VectorType>(broadcastOp.getSourceType());
auto broadcastSourceShape = broadcastSourceVectorType
? broadcastSourceVectorType.getShape()
: ArrayRef<int64_t>{};
auto shapeCastTargetShape = shapeCastOp.getResultVectorType().getShape();

// Bail if `broadcastSourceShape` is not a suffix of the result.
bool isSuffix = (broadcastSourceShape == shapeCastTargetShape.take_back(
broadcastSourceShape.size()));
if (!isSuffix)
return failure();
ArrayRef<int64_t> broadcastSourceShape;
if (auto srcType = dyn_cast<VectorType>(broadcastOp.getSourceType()))
broadcastSourceShape = srcType.getShape();
ArrayRef<int64_t> shapeCastTargetShape =
shapeCastOp.getResultVectorType().getShape();

rewriter.replaceOpWithNewOp<vector::BroadcastOp>(
shapeCastOp, shapeCastOp.getResultVectorType(),
broadcastOp.getSource());
return success();
// If `broadcastSourceShape` is a suffix of the result, we can just replace
// with a broadcast to the final shape.
if (broadcastSourceShape ==
shapeCastTargetShape.take_back(broadcastSourceShape.size())) {
rewriter.replaceOpWithNewOp<vector::BroadcastOp>(
shapeCastOp, shapeCastOp.getResultVectorType(),
broadcastOp.getSource());
return success();
}

// Otherwise, if the final result has the same element count, we can replace
// with a shape cast.
if (auto srcType = dyn_cast<VectorType>(broadcastOp.getSourceType())) {
if (srcType.getNumElements() ==
shapeCastOp.getResultVectorType().getNumElements()) {
rewriter.replaceOpWithNewOp<vector::ShapeCastOp>(
shapeCastOp, shapeCastOp.getResultVectorType(),
broadcastOp.getSource());
return success();
}
}

return failure();
}
};

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15 changes: 13 additions & 2 deletions mlir/test/Dialect/Vector/canonicalize.mlir
Original file line number Diff line number Diff line change
Expand Up @@ -714,17 +714,28 @@ func.func @dont_fold_broadcast_shapecast_diff_shape(%arg0: vector<4xf32>) -> vec

// -----

// CHECK-LABEL: func @canonicalize_broadcast_shapecast
// CHECK-LABEL: func @canonicalize_broadcast_shapecast_to_broadcast
// CHECK: vector.broadcast
// CHECK-NOT: vector.shape_cast
func.func @canonicalize_broadcast_shapecast(%arg0: vector<3xf32>) -> vector<8x3xf32> {
func.func @canonicalize_broadcast_shapecast_to_broadcast(%arg0: vector<3xf32>) -> vector<8x3xf32> {
%0 = vector.broadcast %arg0 : vector<3xf32> to vector<2x4x3xf32>
%1 = vector.shape_cast %0 : vector<2x4x3xf32> to vector<8x3xf32>
return %1 : vector<8x3xf32>
}

// -----

// CHECK-LABEL: func @canonicalize_broadcast_shapecast_to_shapecast
// CHECK-NOT: vector.broadcast
// CHECK: vector.shape_cast {{.+}} : vector<3x4xf32> to vector<1x12xf32>
func.func @canonicalize_broadcast_shapecast_to_shapecast(%arg0: vector<3x4xf32>) -> vector<1x12xf32> {
%0 = vector.broadcast %arg0 : vector<3x4xf32> to vector<1x1x3x4xf32>
%1 = vector.shape_cast %0 : vector<1x1x3x4xf32> to vector<1x12xf32>
return %1 : vector<1x12xf32>
}

// -----

// CHECK-LABEL: fold_vector_transfers
func.func @fold_vector_transfers(%A: memref<?x8xf32>) -> (vector<4x8xf32>, vector<4x9xf32>) {
%c0 = arith.constant 0 : index
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