diff --git a/mlir/python/CMakeLists.txt b/mlir/python/CMakeLists.txt
--- a/mlir/python/CMakeLists.txt
+++ b/mlir/python/CMakeLists.txt
@@ -153,6 +153,15 @@
   DIALECT_NAME transform
   EXTENSION_NAME bufferization_transform)
 
+set(LLVM_TARGET_DEFINITIONS "${CMAKE_CURRENT_SOURCE_DIR}/mlir/dialects/BufferizationTransformOps.td")
+mlir_tablegen("dialects/_bufferization_transform_enum_gen.py" -gen-python-enum-bindings)
+add_public_tablegen_target(MLIRBufferizationTransformDialectPyEnumGen)
+declare_mlir_python_sources(
+  MLIRPythonSources.Dialects.bufferization_transform.enum_gen
+  ROOT_DIR "${CMAKE_CURRENT_BINARY_DIR}"
+  ADD_TO_PARENT MLIRPythonSources.Dialects.bufferization_transform
+  SOURCES "dialects/_bufferization_transform_enum_gen.py")
+
 declare_mlir_dialect_extension_python_bindings(
   ADD_TO_PARENT MLIRPythonSources.Dialects
   ROOT_DIR "${CMAKE_CURRENT_SOURCE_DIR}/mlir"
diff --git a/mlir/python/mlir/dialects/_bufferization_transform_ops_ext.py b/mlir/python/mlir/dialects/_bufferization_transform_ops_ext.py
--- a/mlir/python/mlir/dialects/_bufferization_transform_ops_ext.py
+++ b/mlir/python/mlir/dialects/_bufferization_transform_ops_ext.py
@@ -8,6 +8,7 @@
 except ImportError as e:
     raise RuntimeError("Error loading imports from extension module") from e
 
+from enum import Enum
 from typing import Optional, overload, Union
 
 
@@ -65,16 +66,31 @@
         allow_unknown_ops: Optional[bool] = None,
         bufferize_function_boundaries: Optional[bool] = None,
         create_deallocs: Optional[bool] = None,
-        test_analysis_only: Optional[bool] = None,
-        print_conflicts: Optional[bool] = None,
+        function_boundary_type_conversion: Optional[Enum] = None,
         memcpy_op: Optional[str] = None,
+        print_conflicts: Optional[bool] = None,
+        test_analysis_only: Optional[bool] = None,
         loc=None,
         ip=None
     ):
         ...
 
     @overload
-    def __init__(self, target: Union[Operation, OpView, Value], *, loc=None, ip=None):
+    def __init__(
+        self,
+        target: Union[Operation, OpView, Value],
+        *,
+        allow_return_allocs: Optional[bool] = None,
+        allow_unknown_ops: Optional[bool] = None,
+        bufferize_function_boundaries: Optional[bool] = None,
+        create_deallocs: Optional[bool] = None,
+        function_boundary_type_conversion: Optional[Enum] = None,
+        memcpy_op: Optional[str] = None,
+        print_conflicts: Optional[bool] = None,
+        test_analysis_only: Optional[bool] = None,
+        loc=None,
+        ip=None
+    ):
         ...
 
     def __init__(
@@ -86,9 +102,10 @@
         allow_unknown_ops: Optional[bool] = None,
         bufferize_function_boundaries: Optional[bool] = None,
         create_deallocs: Optional[bool] = None,
-        test_analysis_only: Optional[bool] = None,
-        print_conflicts: Optional[bool] = None,
+        function_boundary_type_conversion: Optional[Enum] = None,
         memcpy_op: Optional[str] = None,
+        print_conflicts: Optional[bool] = None,
+        test_analysis_only: Optional[bool] = None,
         loc=None,
         ip=None
     ):
@@ -106,9 +123,10 @@
             allow_unknown_ops=allow_unknown_ops,
             bufferize_function_boundaries=bufferize_function_boundaries,
             create_deallocs=create_deallocs,
-            test_analysis_only=test_analysis_only,
-            print_conflicts=print_conflicts,
+            function_boundary_type_conversion=function_boundary_type_conversion,
             memcpy_op=memcpy_op,
+            print_conflicts=print_conflicts,
+            test_analysis_only=test_analysis_only,
             loc=loc,
             ip=ip,
         )
diff --git a/mlir/python/mlir/dialects/transform/bufferization.py b/mlir/python/mlir/dialects/transform/bufferization.py
--- a/mlir/python/mlir/dialects/transform/bufferization.py
+++ b/mlir/python/mlir/dialects/transform/bufferization.py
@@ -2,4 +2,5 @@
 #  See https://llvm.org/LICENSE.txt for license information.
 #  SPDX-License-Identifier: Apache-2.0 WITH LLVM-exception
 
+from .._bufferization_transform_enum_gen import *
 from .._bufferization_transform_ops_gen import *
diff --git a/mlir/test/python/dialects/transform_bufferization_ext.py b/mlir/test/python/dialects/transform_bufferization_ext.py
--- a/mlir/test/python/dialects/transform_bufferization_ext.py
+++ b/mlir/test/python/dialects/transform_bufferization_ext.py
@@ -88,17 +88,21 @@
             allow_return_allocs=True,
             allow_unknown_ops=True,
             bufferize_function_boundaries=True,
-            create_deallocs=True,
-            test_analysis_only=True,
+            create_deallocs=False,
+            function_boundary_type_conversion=bufferization.LayoutMapOption.IDENTITY_LAYOUT_MAP,
+            memcpy_op="linalg.copy",
             print_conflicts=True,
-            memcpy_op="memref.copy",
+            test_analysis_only=True,
         )
         transform.YieldOp()
     # CHECK-LABEL: TEST: testOneShotBufferizeOpAttributes
     # CHECK: = transform.bufferization.one_shot_bufferize
+    # CHECK-SAME: layout{IdentityLayoutMap}
     # CHECK-SAME: allow_return_allocs = true
     # CHECK-SAME: allow_unknown_ops = true
     # CHECK-SAME: bufferize_function_boundaries = true
+    # CHECK-SAME: create_deallocs = false
+    # CHECK-SAME: memcpy_op = "linalg.copy"
     # CHECK-SAME: print_conflicts = true
     # CHECK-SAME: test_analysis_only = true
     # CHECK-SAME: (!transform.any_op) -> !transform.any_op
diff --git a/utils/bazel/llvm-project-overlay/mlir/python/BUILD.bazel b/utils/bazel/llvm-project-overlay/mlir/python/BUILD.bazel
--- a/utils/bazel/llvm-project-overlay/mlir/python/BUILD.bazel
+++ b/utils/bazel/llvm-project-overlay/mlir/python/BUILD.bazel
@@ -775,6 +775,13 @@
 gentbl_filegroup(
     name = "BufferizationTransformOpsPyGen",
     tbl_outs = [
+        (
+            [
+                "-gen-python-enum-bindings",
+                "-bind-dialect=transform",
+            ],
+            "mlir/dialects/_bufferization_transform_enums_gen.py",
+        ),
         (
             [
                 "-gen-python-op-bindings",