import jsgf from os import listdir from os.path import isfile, join, dirname, abspath mypath = dirname(abspath(__file__)) + "/../semantic_parser/gramatics/" onlyfiles = [f for f in listdir(mypath) if isfile(join(mypath, f))] grammars = [] for grammarFile in onlyfiles: grammar = jsgf.parse_grammar_file(mypath + grammarFile) grammars.append(grammar) def get_dialog_act(rule): slots = [] get_slots(rule.expansion, slots) return {'act': rule.grammar.name, 'slots': slots} def get_slots(expansion, slots): if expansion.tag != '': slots.append((expansion.tag, expansion.current_match)) return for child in expansion.children: get_slots(child, slots) if not expansion.children and isinstance(expansion, jsgf.NamedRuleRef): get_slots(expansion.referenced_rule.expansion, slots) def nlu(utterance): matched = None for grammar in grammars: matched = grammar.find_matching_rules(utterance) if matched: break if matched: return get_dialog_act(matched[0]) else: return {'act': 'null', 'slots': []} def analizator_jezyka_naturalnego(text): text = text_preprocess(text) frame = nlu(text) return frame def text_preprocess(text): text = text.lower() text = text.replace("ą", "a") text = text.replace("ć", "c") text = text.replace("ę", "e") text = text.replace("ł", "l") text = text.replace("ń", "n") text = text.replace("ó", "o") text = text.replace("ś", "s") text = text.replace("ź", "z") text = text.replace("ż", "z") text = text.replace("\n", " ") text = text.replace("\t", " ") text = text.replace(" ", " ") return text