/*rhs_dilation=*/op.getRhsDilationAttr(),
        /*window_reversal=*/op.getWindowReversalAttr(),
        /*dimension_numbers=*/new_dimension_nums,
        /*feature_group_count=*/op.getFeatureGroupCountAttr(),
        /*batch_group_count=*/op.getBatchGroupCountAttr(),
        /*precision_config=*/op.getPrecisionConfigAttr());

    // Transpose the output of the `ConvolutionOp` back to the original op's