[Mlir-commits] [mlir] [mlir][Vectorizer] Added support to Vectorize tensor.unpack (PR #76087)

Diego Caballero llvmlistbot at llvm.org
Fri Feb 16 18:45:07 PST 2024


================
@@ -1559,6 +1558,111 @@ vectorizeAsTensorPackOp(RewriterBase &rewriter, tensor::PackOp packOp,
   return success();
 }
 
+/// Vectorize a `tensor::UnPackOp` to these 4 Ops:
+///   Vector::TransferReadOp - Reads a vector from the source tensor
+///   vector::TransposeOp - Transpose the Source tensor
+///   ShapeCastOp - Reshape the data based on the target.
+///   vector::TransferWriteOp. - Write the result vector back to the destination
+///   tensor
+static LogicalResult vectorizeAsUnpackOp(RewriterBase &rewriter,
+                                         tensor::UnPackOp unpackOp,
+                                         ArrayRef<int64_t> inputVectorSizes,
+                                         SmallVectorImpl<Value> &newResults) {
+
+  OpBuilder::InsertionGuard g(rewriter);
+  rewriter.setInsertionPoint(unpackOp);
+
+  RankedTensorType unpackTensorType = unpackOp.getSourceType();
+
+  ArrayRef<int64_t> innerDimPos = unpackOp.getInnerDimsPos();
+  ArrayRef<int64_t> innerTiles = unpackOp.getStaticInnerTiles();
+
+  SmallVector<int64_t> readMaskShape(inputVectorSizes.begin(),
+                                     inputVectorSizes.end());
+  ArrayRef<int64_t> outerDimsPerm = unpackOp.getOuterDimsPerm();
+  if (!outerDimsPerm.empty()) {
+    applyPermutationToVector(readMaskShape, outerDimsPerm);
+  }
+  ArrayRef<int64_t> sourceShape = unpackTensorType.getShape();
+  readMaskShape.append(sourceShape.begin() + inputVectorSizes.size(),
+                       sourceShape.end());
+
+  // ReadMask is the size of tensor used to read and apply mask. It is
+  // set like this: Let's say the vectorSize (VS) array is size 'N' and
+  // the sourceShape(SS) is 'M' where M >= N and InnerTileSizes (IT) of
+  // size M-N
+  // Thus:
+  // - initially: ReadMaskShape = vectorInputSizes
+  // - if outer_dims_perms is present: do that permutation on readMaskShape.
+  // - Append the remaining shape from SS
+  // - Divide all teh readMaskShape locations pointed by innerDimPos
+  //   by the innerTileSize attribute value.
+  // E.g. let's say let's say unpackTensorType.getShape() = <8x8x32x16>
----------------
dcaballe wrote:

typo

https://github.com/llvm/llvm-project/pull/76087


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