def METHOD_NAME():
    """Parse input arguments"""
    parser = argparse.ArgumentParser(
        description='Conversion of pretrained models from PyTorch to ONNX')
    parser.add_argument('--model-name', type=str, required=True,
                        help='Model to convert. May be class name or name of constructor function')
    parser.add_argument('--weights', type=str,
                        help='Path to the weights in PyTorch\'s format')
    parser.add_argument('--input-shapes', metavar='SHAPE[,SHAPE...]', type=shapes_arg, required=True,
                        help='Comma-separated shapes of the input blobs. Example: [1,1,256,256],[1,3,256,256],...')
    parser.add_argument('--output-file', type=Path, required=True,
                        help='Path to the output ONNX model')
    parser.add_argument('--model-path', type=str, action='append', dest='model_paths',
                        help='Path to PyTorch model\'s source code')
    parser.add_argument('--import-module', type=str, required=True,
                        help='Name of module, which contains model\'s constructor')
    parser.add_argument('--input-names', type=str, metavar='L[,L...]', required=True,
                        help='Comma-separated names of the input layers')
    parser.add_argument('--output-names', type=str, metavar='L[,L...]', required=True,
                        help='Comma-separated names of the output layers')
    parser.add_argument('--model-param', type=model_parameter, default=[], action='append',
                        help='Pair "name"="value" of model constructor parameter')
    parser.add_argument('--inputs-dtype', type=str, required=False, choices=INPUT_DTYPE_TO_TORCH, default='float',
                        help='Data type for inputs')
    parser.add_argument('--conversion-param', type=model_parameter, default=[], action='append',
                        help='Additional parameter for export')
    parser.add_argument('--opset_version', type=int,
                        default=11, help='The ONNX opset version')
    return parser.METHOD_NAME()