[Mlir-commits] [mlir] [mlir][vector]Enable DropUnitDimFromTransposeOp (PR #93007)

Han-Chung Wang llvmlistbot at llvm.org
Thu May 30 15:03:14 PDT 2024


================
@@ -1695,6 +1695,77 @@ struct DropUnitDimFromElementwiseOps final
   }
 };
 
+/// Removes unit dimensions from a transpose op. Generates a vector.shape_cast
+/// on the operand and result to match types.
+///
+/// Ex:
+/// ```
+///   %tr = vector.transpose %arg0, [3, 1, 2, 0]: vector<1x4x1x2xf32> to
+///   vector<2x4x1x1xf32>
+/// ```
+///
+/// gets converted to:
+///
+/// ```
+/// %sc0 = vector.shape_cast %arg0 : vector<1x4x1x2xf32> to vector<4x2xf32>
+/// %tr = vector.transpose %sc0, [1, 0] : vector<4x2xf32> to vector<2x4xf32>
+/// %sc1 = vector.shape_cast %tr : vector<2x4xf32> to vector<2x4x1x1xf32>
+/// ```
+struct DropUnitDimFromTransposeOp final
+    : public OpRewritePattern<vector::TransposeOp> {
+  using OpRewritePattern::OpRewritePattern;
+
+  LogicalResult matchAndRewrite(vector::TransposeOp transposeOp,
+                                PatternRewriter &rewriter) const override {
+    auto sourceVectorType = transposeOp.getSourceVectorType();
+    if (sourceVectorType.getRank() < 2)
+      return failure();
+
+    VectorType newVType = sourceVectorType;
+    SmallVector<int64_t> newPerm =
+        llvm::to_vector(transposeOp.getPermutation());
+    unsigned removedDims = 0;
+    auto shape = sourceVectorType.getShape();
+    for (const auto &dim : llvm::enumerate(shape)) {
+      if (dim.value() == 1 &&
+          !sourceVectorType.getScalableDims()[dim.index()]) {
+        newVType =
+            VectorType::Builder(newVType).dropDim(dim.index() - removedDims);
+        for (unsigned permutationIdx = 0; permutationIdx < newPerm.size();
+             ++permutationIdx) {
+          // Erase from permutation map the dropped unary dimension.
+          if ((unsigned)newPerm[permutationIdx] == dim.index() - removedDims) {
+            newPerm.erase(newPerm.begin() + permutationIdx);
----------------
hanhanW wrote:

Same here, this is inefficient (e.g., O(N^3)).

https://github.com/llvm/llvm-project/pull/93007


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