diff --git a/mlir/lib/Dialect/Vector/IR/VectorOps.cpp b/mlir/lib/Dialect/Vector/IR/VectorOps.cpp
--- a/mlir/lib/Dialect/Vector/IR/VectorOps.cpp
+++ b/mlir/lib/Dialect/Vector/IR/VectorOps.cpp
@@ -31,6 +31,7 @@
 #include "mlir/IR/PatternMatch.h"
 #include "mlir/IR/TypeUtilities.h"
 #include "mlir/Support/LLVM.h"
+#include "llvm/ADT/ArrayRef.h"
 #include "llvm/ADT/STLExtras.h"
 #include "llvm/ADT/SmallVector.h"
 #include "llvm/ADT/StringSet.h"
@@ -38,6 +39,7 @@
 #include "llvm/ADT/bit.h"
 
 #include <cassert>
+#include <cstdint>
 #include <numeric>
 
 #include "mlir/Dialect/Vector/IR/VectorOpsDialect.cpp.inc"
@@ -212,6 +214,28 @@
   return isDisjointTransferIndices(transferA, transferB);
 }
 
+// Helper to iterate over n-D vector slice elements. Calculate the next
+// `position` in the n-D vector of size `shape`, applying an offset `offsets`.
+// Modifies the `position` in place. Returns a failure when `position` becomes
+// the end position.
+static LogicalResult incSlicePosition(MutableArrayRef<int64_t> position,
+                                      ArrayRef<int64_t> shape,
+                                      ArrayRef<int64_t> offsets) {
+  assert(position.size() == shape.size());
+  assert(position.size() == offsets.size());
+  for (auto [posInDim, dimSize, offsetInDim] :
+       llvm::reverse(llvm::zip(position, shape, offsets))) {
+    ++posInDim;
+    if (posInDim < dimSize + offsetInDim)
+      return success();
+
+    // Carry the overflow to the next loop iteration.
+    posInDim = offsetInDim;
+  }
+
+  return failure();
+}
+
 //===----------------------------------------------------------------------===//
 // CombiningKindAttr
 //===----------------------------------------------------------------------===//
@@ -2392,12 +2416,88 @@
   }
 };
 
+// Pattern to rewrite an InsertStridedSliceOp(ConstantOp into ConstantOp) ->
+// ConstantOp.
+class InsertStridedSliceConstantFolder final
+    : public OpRewritePattern<InsertStridedSliceOp> {
+public:
+  using OpRewritePattern::OpRewritePattern;
+
+  // Do not create constants with more than `vectorSizeFoldThreashold` elements,
+  // unless the source vector constant has a single use.
+  static constexpr int64_t vectorSizeFoldThreshold = 256;
+
+  LogicalResult matchAndRewrite(InsertStridedSliceOp op,
+                                PatternRewriter &rewriter) const override {
+    // Return if 'InsertOp' operand is not defined by a compatible vector
+    // ConstantOp.
+    TypedValue<VectorType> destVector = op.getDest();
+    Attribute vectorDestCst;
+    if (!matchPattern(destVector, m_Constant(&vectorDestCst)))
+      return failure();
+
+    VectorType destTy = destVector.getType();
+    if (destTy.isScalable())
+      return failure();
+
+    // Make sure we do not create too many large constants.
+    if (destTy.getNumElements() > vectorSizeFoldThreshold &&
+        !destVector.hasOneUse())
+      return failure();
+
+    auto denseDest = vectorDestCst.cast<DenseElementsAttr>();
+
+    TypedValue<VectorType> sourceValue = op.getSource();
+    Attribute sourceCst;
+    if (!matchPattern(sourceValue, m_Constant(&sourceCst)))
+      return failure();
+
+    // TODO: Handle non-unit strides when they become available.
+    if (op.hasNonUnitStrides())
+      return failure();
+
+    VectorType sliceVecTy = sourceValue.getType();
+    ArrayRef<int64_t> sliceShape = sliceVecTy.getShape();
+    int64_t rankDifference = destTy.getRank() - sliceVecTy.getRank();
+    SmallVector<int64_t, 4> offsets = getI64SubArray(op.getOffsets());
+    SmallVector<int64_t, 4> destStrides = computeStrides(destTy.getShape());
+
+    // Calcualte the destination element indices by enumerating all slice
+    // positions within the destination and linearizing them. The enumeration
+    // order is lexicographic which yields a sequence of monotonically
+    // increasing linearized position indices.
+    // Because the destination may have higher dimensionality then the slice,
+    // we keep track of two overlapping sets of positions and offsets.
+    auto denseSlice = sourceCst.cast<DenseElementsAttr>();
+    auto sliceValuesIt = denseSlice.value_begin<Attribute>();
+    auto newValues = llvm::to_vector(denseDest.getValues<Attribute>());
+    SmallVector<int64_t> currDestPosition(offsets.begin(), offsets.end());
+    MutableArrayRef<int64_t> currSlicePosition(
+        currDestPosition.begin() + rankDifference, currDestPosition.end());
+    ArrayRef<int64_t> sliceOffsets(offsets.begin() + rankDifference,
+                                   offsets.end());
+    do {
+      int64_t linearizedPosition = linearize(currDestPosition, destStrides);
+      assert(linearizedPosition < destTy.getNumElements() && "Invalid index");
+      assert(sliceValuesIt != denseSlice.value_end<Attribute>() &&
+             "Invalid slice element");
+      newValues[linearizedPosition] = *sliceValuesIt;
+      ++sliceValuesIt;
+    } while (succeeded(
+        incSlicePosition(currSlicePosition, sliceShape, sliceOffsets)));
+
+    auto newAttr = DenseElementsAttr::get(destTy, newValues);
+    rewriter.replaceOpWithNewOp<arith::ConstantOp>(op, newAttr);
+    return success();
+  }
+};
+
 } // namespace
 
 void vector::InsertStridedSliceOp::getCanonicalizationPatterns(
     RewritePatternSet &results, MLIRContext *context) {
-  results.add<FoldInsertStridedSliceSplat, FoldInsertStridedSliceOfExtract>(
-      context);
+  results.add<FoldInsertStridedSliceSplat, FoldInsertStridedSliceOfExtract,
+              InsertStridedSliceConstantFolder>(context);
 }
 
 OpFoldResult InsertStridedSliceOp::fold(ArrayRef<Attribute> operands) {
@@ -2855,7 +2955,8 @@
       assert(linearizedPosition < sourceVecTy.getNumElements() &&
              "Invalid index");
       sliceValues.push_back(*(denseValuesBegin + linearizedPosition));
-    } while (succeeded(incPosition(currSlicePosition, sliceShape, offsets)));
+    } while (
+        succeeded(incSlicePosition(currSlicePosition, sliceShape, offsets)));
 
     assert(static_cast<int64_t>(sliceValues.size()) ==
                sliceVecTy.getNumElements() &&
@@ -2865,28 +2966,6 @@
                                                    newAttr);
     return success();
   }
-
-private:
-  // Calculate the next `position` in the n-D vector of size `shape`,
-  // applying an offset `offsets`. Modifies the `position` in place.
-  // Returns a failure when `position` becomes the end position.
-  static LogicalResult incPosition(MutableArrayRef<int64_t> position,
-                                   ArrayRef<int64_t> shape,
-                                   ArrayRef<int64_t> offsets) {
-    assert(position.size() == shape.size());
-    assert(position.size() == offsets.size());
-    for (auto [posInDim, dimSize, offsetInDim] :
-         llvm::reverse(llvm::zip(position, shape, offsets))) {
-      ++posInDim;
-      if (posInDim < dimSize + offsetInDim)
-        return success();
-
-      // Carry the overflow to the next loop iteration.
-      posInDim = offsetInDim;
-    }
-
-    return failure();
-  }
 };
 
 // Pattern to rewrite an ExtractStridedSliceOp(BroadcastOp) to
diff --git a/mlir/test/Dialect/Vector/canonicalize.mlir b/mlir/test/Dialect/Vector/canonicalize.mlir
--- a/mlir/test/Dialect/Vector/canonicalize.mlir
+++ b/mlir/test/Dialect/Vector/canonicalize.mlir
@@ -1983,6 +1983,57 @@
 
 // -----
 
+// CHECK-LABEL: func.func @insert_strided_1d_constant
+//   CHECK-DAG: %[[ACST:.*]] = arith.constant dense<[4, 1, 2]> : vector<3xi32>
+//   CHECK-DAG: %[[BCST:.*]] = arith.constant dense<[0, 1, 4]> : vector<3xi32>
+//   CHECK-DAG: %[[CCST:.*]] = arith.constant dense<[5, 6, 2]> : vector<3xi32>
+//   CHECK-DAG: %[[DCST:.*]] = arith.constant dense<[0, 5, 6]> : vector<3xi32>
+//   CHECK-DAG: %[[ECST:.*]] = arith.constant dense<[7, 8, 9]> : vector<3xi32>
+//  CHECK-NEXT: return %[[ACST]], %[[BCST]], %[[CCST]], %[[DCST]], %[[ECST]]
+func.func @insert_strided_1d_constant() ->
+  (vector<3xi32>, vector<3xi32>, vector<3xi32>, vector<3xi32>, vector<3xi32>) {
+  %vcst = arith.constant dense<[0, 1, 2]> : vector<3xi32>
+  %cst_1 = arith.constant dense<4> : vector<1xi32>
+  %cst_2 = arith.constant dense<[5, 6]> : vector<2xi32>
+  %cst_3 = arith.constant dense<[7, 8, 9]> : vector<3xi32>
+  %a = vector.insert_strided_slice %cst_1, %vcst {offsets = [0], strides = [1]} : vector<1xi32> into vector<3xi32>
+  %b = vector.insert_strided_slice %cst_1, %vcst {offsets = [2], strides = [1]} : vector<1xi32> into vector<3xi32>
+  %c = vector.insert_strided_slice %cst_2, %vcst {offsets = [0], strides = [1]} : vector<2xi32> into vector<3xi32>
+  %d = vector.insert_strided_slice %cst_2, %vcst {offsets = [1], strides = [1]} : vector<2xi32> into vector<3xi32>
+  %e = vector.insert_strided_slice %cst_3, %vcst {offsets = [0], strides = [1]} : vector<3xi32> into vector<3xi32>
+  return %a, %b, %c, %d, %e : vector<3xi32>, vector<3xi32>, vector<3xi32>, vector<3xi32>, vector<3xi32>
+}
+
+// -----
+
+// CHECK-LABEL: func.func @insert_strided_2d_constant
+//   CHECK-DAG: %[[ACST:.*]] = arith.constant dense<{{\[\[0, 1\], \[9, 3\], \[4, 5\]\]}}> : vector<3x2xi32>
+//   CHECK-DAG: %[[BCST:.*]] = arith.constant dense<{{\[\[0, 1\], \[2, 3\], \[4, 9\]\]}}> : vector<3x2xi32>
+//   CHECK-DAG: %[[CCST:.*]] = arith.constant dense<{{\[\[18, 19\], \[2, 3\], \[4, 5\]\]}}> : vector<3x2xi32>
+//   CHECK-DAG: %[[DCST:.*]] = arith.constant dense<{{\[\[0, 1\], \[18, 19\], \[4, 5\]\]}}> : vector<3x2xi32>
+//   CHECK-DAG: %[[ECST:.*]] = arith.constant dense<{{\[\[0, 1\], \[2, 3\], \[18, 19\]\]}}> : vector<3x2xi32>
+//   CHECK-DAG: %[[FCST:.*]] = arith.constant dense<{{\[\[28, 29\], \[38, 39\], \[4, 5\]\]}}> : vector<3x2xi32>
+//   CHECK-DAG: %[[GCST:.*]] = arith.constant dense<{{\[\[0, 1\], \[28, 29\], \[38, 39\]\]}}> : vector<3x2xi32>
+//  CHECK-NEXT: return %[[ACST]], %[[BCST]], %[[CCST]], %[[DCST]], %[[ECST]], %[[FCST]], %[[GCST]]
+func.func @insert_strided_2d_constant() ->
+  (vector<3x2xi32>, vector<3x2xi32>, vector<3x2xi32>, vector<3x2xi32>, vector<3x2xi32>, vector<3x2xi32>, vector<3x2xi32>) {
+  %vcst = arith.constant dense<[[0, 1], [2, 3], [4, 5]]> : vector<3x2xi32>
+  %cst_1 = arith.constant dense<9> : vector<1xi32>
+  %cst_2 = arith.constant dense<[18, 19]> : vector<2xi32>
+  %cst_3 = arith.constant dense<[[28, 29], [38, 39]]> : vector<2x2xi32>
+  %a = vector.insert_strided_slice %cst_1, %vcst {offsets = [1, 0], strides = [1]} : vector<1xi32> into vector<3x2xi32>
+  %b = vector.insert_strided_slice %cst_1, %vcst {offsets = [2, 1], strides = [1]} : vector<1xi32> into vector<3x2xi32>
+  %c = vector.insert_strided_slice %cst_2, %vcst {offsets = [0, 0], strides = [1]} : vector<2xi32> into vector<3x2xi32>
+  %d = vector.insert_strided_slice %cst_2, %vcst {offsets = [1, 0], strides = [1]} : vector<2xi32> into vector<3x2xi32>
+  %e = vector.insert_strided_slice %cst_2, %vcst {offsets = [2, 0], strides = [1]} : vector<2xi32> into vector<3x2xi32>
+  %f = vector.insert_strided_slice %cst_3, %vcst {offsets = [0, 0], strides = [1, 1]} : vector<2x2xi32> into vector<3x2xi32>
+  %g = vector.insert_strided_slice %cst_3, %vcst {offsets = [1, 0], strides = [1, 1]} : vector<2x2xi32> into vector<3x2xi32>
+  return %a, %b, %c, %d, %e, %f, %g :
+    vector<3x2xi32>, vector<3x2xi32>, vector<3x2xi32>, vector<3x2xi32>, vector<3x2xi32>, vector<3x2xi32>, vector<3x2xi32>
+}
+
+// -----
+
 // CHECK-LABEL: func @shuffle_splat
 //  CHECK-SAME:   (%[[ARG:.*]]: i32)
 //  CHECK-NEXT:   %[[SPLAT:.*]] = vector.splat %[[ARG]] : vector<4xi32>