[Mlir-commits] [mlir] [mlir][linalg] Add pattern to bubble-up pack through expand shape op (PR #93529)

[Prashant Kumar]

================
@@ -694,6 +696,107 @@ bubbleUpPackOpThroughCollapseShape(tensor::CollapseShapeOp collapseOp,
   return success();
 }
 
+/// Project dimsPos to their collapsed positions in the reassocIndices.
+///
+/// For example, given dimsPos [0, 1, 2, 4], and matching reassocIndices
+/// [[0], [1, 2], [3], [4]], it returns [0, 1, 1, 3]. Because for pos 0,
+/// the reassoc dim [0] is 0. For pos 1 and 2, the reassoc dim in pos
+/// [1, 2] is 1. And for pos 4, the reassoc dim [4] is 3.
+static SmallVector<int64_t>
+projectDimsPosIntoReassocPos(ArrayRef<int64_t> dimsPos,
+                             ArrayRef<ReassociationIndices> reassocIndices) {
+  SmallVector<int64_t> projectedPos;
+
+  // Map each dimension to the position of corresponding reassociation index.
+  for (auto pos : dimsPos) {
+    for (auto [idx, indices] : llvm::enumerate(reassocIndices)) {
+      // If the dimension is present in the current indices group, the group
+      // position within the reassociation map is the desired projected
+      // dimension position.
+      if (llvm::any_of(indices,
+                       [&](int64_t expandDim) { return expandDim == pos; })) {
+        projectedPos.push_back(idx);
+        break;
+      }
+    }
+  }
+  assert(projectedPos.size() == dimsPos.size() && "Invalid dim pos projection");
+
+  return projectedPos;
+}
+
+/// Bubble up pack op through expand shape op.
+static LogicalResult
+bubbleUpPackOpThroughExpandShape(tensor::ExpandShapeOp expandOp,
+                                 tensor::PackOp packOp,
+                                 PatternRewriter &rewriter) {
+  // Outer dimensions permutation is not supported currently.
+  // TODO: Handle outer_dims_perm variants.
+  ArrayRef<int64_t> outerDimsPerm = packOp.getOuterDimsPerm();
+  if (!outerDimsPerm.empty() && !isIdentityPermutation(outerDimsPerm)) {
+    return rewriter.notifyMatchFailure(packOp,
+                                       "non-identity outer dims perm NYI");
+  }
+
+  // Validate dimensions' relations between shape expansion and packing.
+  SmallVector<ReassociationIndices, 4> reassoc =
+      expandOp.getReassociationIndices();
+  ArrayRef<int64_t> packInnerDims = packOp.getInnerDimsPos();
+  llvm::SetVector<int64_t> packDimsPos(packInnerDims.begin(),
+                                       packInnerDims.end());
+
+  for (auto [idx, indices] : llvm::enumerate(reassoc)) {
+    llvm::SetVector<int64_t> expandDimPos(indices.begin(), indices.end());
+    llvm::SetVector<int64_t> packedDims =
+        llvm::set_intersection(packDimsPos, expandDimPos);
+
+    // The expanded dimension is not packed - simply continue.
+    if (packedDims.empty())
+      continue;
+    // Shape expansion cannot be propagated when multiple expanded dimension are
+    // packed.
+    if (packedDims.size() > 1)
+      return rewriter.notifyMatchFailure(
+          packOp, "only one of the expanded dimensions can be packed");
+    // Only the inner-most dim should be packed. Otherwise, elements order will
+    // be affected after operation reordering.
+    if (packedDims[0] != indices.back())
----------------
pashu123 wrote:

```suggestion
    if (packedDims.front() != indices.back())
```

https://github.com/llvm/llvm-project/pull/93529