def evaluate_kwargs(parsed_args):
    """
    Build kwargs for the evaluate() function from the
    parsed command-line arguments.
    """
    return {
        'num_classes': parsed_args.classes,
        'num_shots': parsed_args.shots,
        'eval_inner_batch_size': parsed_args.eval_batch,
        'eval_inner_iters': parsed_args.eval_iters,
        'replacement': parsed_args.replacement,
        'weight_decay_rate': parsed_args.weight_decay,
        'num_samples': parsed_args.eval_samples,
        'transductive': parsed_args.transductive,
    }