diff --git a/backends/apple/mps/mps_preprocess.py b/backends/apple/mps/mps_preprocess.py
index 8362774fa97..b798f63a6f4 100644
--- a/backends/apple/mps/mps_preprocess.py
+++ b/backends/apple/mps/mps_preprocess.py
@@ -32,6 +32,8 @@
     CompileSpec,
     PreprocessResult,
 )
+
+from executorch.exir.passes.memory_format_ops_pass import DimOrderOpsRevertPass
 from torch.export.exported_program import ExportedProgram
 
 FORMAT = "[%(levelname)s %(asctime)s %(filename)s:%(lineno)s] %(message)s"
@@ -83,6 +85,9 @@ def preprocess(
         #    FlatBuffer graph, process the `output` nodes and add their id to
         #    the `output_ids` array in the schema.
 
+        # TODO: Remove this once we have a better support for the dim-order ops.
+        edge_program = DimOrderOpsRevertPass()(edge_program)
+
         mps_graph = MPSGraph(
             version="0",
             mps_nodes=[],
diff --git a/backends/apple/mps/operators/constant_ops.py b/backends/apple/mps/operators/constant_ops.py
index dacb09215cb..9b3e3effb94 100644
--- a/backends/apple/mps/operators/constant_ops.py
+++ b/backends/apple/mps/operators/constant_ops.py
@@ -78,6 +78,15 @@ def define_node(
             )
         )
 
+@register_node_visitor
+class ToDimOrderEmptyVisitor(NodeVisitor):
+    target = ["exir_ops.edge.dim_order_ops._to_dim_order_copy.default"]
+
+    def __init__(self, *args) -> None:
+        # We should never get here, because DimOrderOpsRevertPass replaces this with an aten.empty.memory_format op
+        # But if we do, we can't handle it ATM, so raise an exception
+        raise NotImplementedError("exir_ops.edge.dim_order_ops._to_dim_order_copy.default is not supported yet")
+
 
 @register_node_visitor
 class FullLikeVisitor(NodeVisitor):
diff --git a/backends/apple/mps/operators/op_clone.py b/backends/apple/mps/operators/op_clone.py
index 2310ae02da7..3803fdf180b 100644
--- a/backends/apple/mps/operators/op_clone.py
+++ b/backends/apple/mps/operators/op_clone.py
@@ -33,3 +33,12 @@ def define_node(
                 )
         input_id = self.define_tensor(get_input_node(node, 0), mps_graph)
         self.tensor_to_id[node] = input_id
+
+@register_node_visitor
+class ToDimOrderCopyVisitor(NodeVisitor):
+    target = ["exir_ops.edge.dim_order_ops._to_dim_order_copy.default"]
+
+    def __init__(self, *args) -> None:
+        # We should never get here, because DimOrderOpsRevertPass replaces this with an aten._to_copy op
+        # But if we do, we can't handle it ATM, so raise an exception
+        raise NotImplementedError("exir_ops.edge.dim_order_ops._to_dim_order_copy.default is not supported yet")