def stop_early(ruleset, max_rules, max_total_conds):
    """Function to decide whether to halt training."""
    return max_rules is not None and len(ruleset.rules
        ) >= max_rules or max_total_conds is not None and ruleset.count_conds(
        ) >= max_total_conds
