diff --git a/tf2onnx/onnx_opset/tensor.py b/tf2onnx/onnx_opset/tensor.py
index ec0c96fb9..a2a6a42a8 100644
--- a/tf2onnx/onnx_opset/tensor.py
+++ b/tf2onnx/onnx_opset/tensor.py
@@ -1772,9 +1772,12 @@ class MatrixDiagPart:
     def version_11(cls, ctx, node, **kwargs):
         # MatrixDiagPart by slice and gather
         const_zero = ctx.make_const(utils.make_name(node.name) + 'const_zero', np.array([0]).astype(np.int64))
+        const_zero_ = ctx.make_const(utils.make_name(node.name) + 'const_zero_', np.array(0).astype(np.int64))
+
         const_zero_zero = ctx.make_const(utils.make_name(node.name) + 'const_zero_zero',
                                          np.array([0, 0]).astype(np.int64))
         const_one = ctx.make_const(utils.make_name(node.name) + 'const_one', np.array([1]).astype(np.int64))
+        const_one_ = ctx.make_const(utils.make_name(node.name) + 'const_one_', np.array(1).astype(np.int64))
         const_two = ctx.make_const(utils.make_name(node.name) + 'const_two', np.array([2]).astype(np.int64))
         const_negative_one = ctx.make_const(utils.make_name(node.name) + 'const_negative_one',
                                             np.array([-1]).astype(np.int64))
@@ -1802,7 +1805,9 @@ def version_11(cls, ctx, node, **kwargs):
                                                           const_negative_one.output[0]])
         sliced_input_shape_new = ctx.make_node('Concat', [sliced_input_shape_half.output[0], const_one.output[0]],
                                                attr={'axis': -1})
-        matrice_range = ctx.make_node('Range', [const_zero.output[0], min_matrice_dim.output[0], const_one.output[0]])
+        min_matrice_dim_ = ctx.make_node('Squeeze', [min_matrice_dim.output[0]], {'axes': [0]})
+        matrice_range = ctx.make_node('Range', [const_zero_.output[0], min_matrice_dim_.output[0],
+                                                const_one_.output[0]])
         unsqueezed_matrice_range = ctx.make_node('Unsqueeze', [matrice_range.output[0]], attr={"axes": [-1]})
         expanded_range = ctx.make_node('Expand', [unsqueezed_matrice_range.output[0], sliced_input_shape_new.output[0]])
         gathered_result = ctx.make_node('GatherElements', [sliced_input.output[0], expanded_range.output[0]],
@@ -1893,6 +1898,8 @@ def version_11(cls, ctx, node, **kwargs):
         new_width = body_graph.make_node('Slice', [processed_shape.output[0], const_neg_one.output[0],
                                                    shape_processed_shape.output[0]])
         abs_k = body_graph.make_node('Abs', [current_k.output[0]])
+
+
         range_k = body_graph.make_node('Range', [abs_k.output[0], new_width.output[0], const_one.output[0]],
                                        domain="com.microsoft")
         sliced_range = body_graph.make_node('Slice', [range_k.output[0], const_zero.output[0], new_depth.output[0]])