import re import jsgf class Nlu: def __init__(self): self.rules_grammar = jsgf.parse_grammar_file('rules.jsgf') self.acts = { "request": { 'triggers': ['jak', 'kiedy'], 'parameters': ['imie'] } } def get_slots(self, expansion, slots): if expansion.tag != '': slots.append((expansion.tag, expansion.current_match)) return for child in expansion.children: self.get_slots(child, slots) if not expansion.children and isinstance(expansion, jsgf.NamedRuleRef): self.get_slots(expansion.referenced_rule.expansion, slots) def get_dialog_act(self, rule): slots = [] self.get_slots(rule.expansion, slots) return {'act': rule.grammar.name, 'slots': slots} def tokenize(self, string): clean_string = self.get_str_cleaned(string) matched = self.rules_grammar.find_matching_rules(clean_string) if matched: return self.get_dialog_act(matched[0]) else: return {'act': 'null', 'slots': []} def get_str_cleaned(self, str_dirty): punctuation = '!"#$%&\'()*+,-./:;<=>?@[\\\\]^_`{|}~' new_str = str_dirty.lower() new_str = re.sub(' +', ' ', new_str) for char in punctuation: new_str = new_str.replace(char,'') return new_str def parse(self, message): tokens = self.tokenize(message) act = None param = [] for k, v in self.acts.items(): if any(t in v['triggers'] for t in tokens): act = k for t in tokens: if t in v['parameters']: param.append(t) # TODO: Refactor return (act, param) nlu = Nlu() print(nlu.parse('chciałbym kupić bilet do Krakow'))