diff --git a/mlir/include/mlir/Interfaces/VectorInterfaces.td b/mlir/include/mlir/Interfaces/VectorInterfaces.td
--- a/mlir/include/mlir/Interfaces/VectorInterfaces.td
+++ b/mlir/include/mlir/Interfaces/VectorInterfaces.td
@@ -107,7 +107,7 @@
     InterfaceMethod<
       /*desc=*/"Return the permutation map.",
       /*retTy=*/"::mlir::AffineMap",
-      /*methodName=*/"permutation_map",
+      /*methodName=*/"getPermutationMap",
       /*args=*/(ins),
       /*methodBody=*/"return $_op.getPermutationMap();"
       /*defaultImplementation=*/
@@ -140,12 +140,17 @@
       }]
     >,
     InterfaceMethod<
-      /*desc=*/"Return the `in_bounds` boolean ArrayAttr.",
-      /*retTy=*/"::std::optional<::mlir::ArrayAttr>",
-      /*methodName=*/"in_bounds",
+      /*desc=*/"Return a vector of all in_bounds values as booleans.",
+      /*retTy=*/"::llvm::SmallVector<bool>",
+      /*methodName=*/"getInBoundsValues",
       /*args=*/(ins),
-      /*methodBody=*/"return $_op.getInBounds();"
-      /*defaultImplementation=*/
+      /*methodBody=*/"",
+      /*defaultImplementation=*/[{
+        ::llvm::SmallVector<bool> inBounds;
+        for (int64_t i = 0, e = $_op.getTransferRank(); i < e; ++i)
+          inBounds.push_back($_op.isDimInBounds(i));
+        return inBounds;
+      }]
     >,
     InterfaceMethod<
       /*desc=*/"Return the ShapedType.",
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
@@ -3481,18 +3481,10 @@
 static void printTransferAttrs(OpAsmPrinter &p, VectorTransferOpInterface op) {
   SmallVector<StringRef, 3> elidedAttrs;
   elidedAttrs.push_back(TransferReadOp::getOperandSegmentSizeAttr());
-  if (op.permutation_map().isMinorIdentity())
+  if (op.getPermutationMap().isMinorIdentity())
     elidedAttrs.push_back(op.getPermutationMapAttrStrName());
-  bool elideInBounds = true;
-  if (auto inBounds = op.in_bounds()) {
-    for (auto attr : *inBounds) {
-      if (llvm::cast<BoolAttr>(attr).getValue()) {
-        elideInBounds = false;
-        break;
-      }
-    }
-  }
-  if (elideInBounds)
+  // Elide in_bounds attribute if all dims are out-of-bounds.
+  if (llvm::none_of(op.getInBoundsValues(), [](bool b) { return b; }))
     elidedAttrs.push_back(op.getInBoundsAttrStrName());
   p.printOptionalAttrDict(op->getAttrs(), elidedAttrs);
 }
diff --git a/mlir/lib/Dialect/Vector/Transforms/VectorTransferSplitRewritePatterns.cpp b/mlir/lib/Dialect/Vector/Transforms/VectorTransferSplitRewritePatterns.cpp
--- a/mlir/lib/Dialect/Vector/Transforms/VectorTransferSplitRewritePatterns.cpp
+++ b/mlir/lib/Dialect/Vector/Transforms/VectorTransferSplitRewritePatterns.cpp
@@ -42,7 +42,7 @@
 /// is in-bounds.
 static Value createInBoundsCond(RewriterBase &b,
                                 VectorTransferOpInterface xferOp) {
-  assert(xferOp.permutation_map().isMinorIdentity() &&
+  assert(xferOp.getPermutationMap().isMinorIdentity() &&
          "Expected minor identity map");
   Value inBoundsCond;
   xferOp.zipResultAndIndexing([&](int64_t resultIdx, int64_t indicesIdx) {
@@ -105,7 +105,7 @@
 /// where `alloc` is a top of the function alloca'ed buffer of one vector.
 ///
 /// Preconditions:
-///  1. `xferOp.permutation_map()` must be a minor identity map
+///  1. `xferOp.getPermutationMap()` must be a minor identity map
 ///  2. the rank of the `xferOp.memref()` and the rank of the `xferOp.vector()`
 ///  must be equal. This will be relaxed in the future but requires
 ///  rank-reducing subviews.
@@ -116,7 +116,7 @@
     return failure();
 
   // TODO: expand support to these 2 cases.
-  if (!xferOp.permutation_map().isMinorIdentity())
+  if (!xferOp.getPermutationMap().isMinorIdentity())
     return failure();
   // Must have some out-of-bounds dimension to be a candidate for splitting.
   if (!xferOp.hasOutOfBoundsDim())
@@ -512,7 +512,7 @@
 /// where `alloc` is a top of the function alloca'ed buffer of one vector.
 ///
 /// Preconditions:
-///  1. `xferOp.permutation_map()` must be a minor identity map
+///  1. `xferOp.getPermutationMap()` must be a minor identity map
 ///  2. the rank of the `xferOp.source()` and the rank of the `xferOp.vector()`
 ///  must be equal. This will be relaxed in the future but requires
 ///  rank-reducing subviews.