import jsgf from os import listdir from os.path import isfile, join mypath = "./grammar/" 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 preprocess(text): text = text.lower() text = text.replace("ą","a") text = text.replace("ę","e") text = text.replace("ó","o") text = text.replace("ł","l") text = text.replace("ć","c") text = text.replace("ń","n") text = text.replace("ś","s") text = text.replace("ą","a") text = text.replace("ż","z") text = text.replace("ź","z") text = text.replace("ą","a") text = text.replace(".","") text = text.replace("?","") text = text.replace("!","") text = text.replace(":"," ") return text def ajn(text): frame = nlu(preprocess(text)) return frame