from modules.NLU import NLU from modules.DST import DST from modules.DP import DP from modules.NLG import NLG import re def format_prediction(prediction, intent): out_list = [] for idx, tup in enumerate(prediction): if tup[1][0] == 'B': slot_list = [intent, 'Cinema', tup[1][2:], tup[0]] for tup in prediction[idx + 1:]: if tup[1][0] != 'I': break else: slot_list[3] += ' ' + tup[0] out_list.append(slot_list) for slot in out_list: slot[3] = re.sub("^[!\"#$%&\'()*+,.;:<=>?\[\]^_`{|}~]+", '', slot[3]) slot[3] = re.sub("[!\"#$%&\'()*+,.;:<=>?\[\]^_`{|}~]+$", '', slot[3]) return out_list def main(): nlu = NLU() dst = DST() dp = DP() nlg = NLG() nlu.train_slot_model('data/train+test-pl.conllu', 'data/train+test-pl.conllu') nlu.train_intent_model('data/NLU_data_intent') # nlu.load_slot_model('slot-model-pl') # nlu.load_intent_model('intent-model-pl') print('===========================================') print('### By otrzymać pomoc, wpisz /pomoc ###') print('### By zakończyć rozmowę, wpisz /koniec ###') print('Witaj, jestem Usher - system do rezerwacji biletów kinowych. W czym mogę Ci pomóc?') # WIP while True: user_input = input('> ') user_input_lr = user_input.lower() flag = False slots = nlu.predict_slots(user_input) intent = nlu.predict_intent(user_input) formatted_prediction = format_prediction(slots, intent) for slot in formatted_prediction: if slot[2]=='seat': if ',' in slot[3]: seat,row = slot[3].split(',') formatted_prediction.remove(['inform', 'Cinema', 'seat', slot[3]]) formatted_prediction.append(['inform', 'Cinema', 'seat', seat]) formatted_prediction.append(['inform', 'Cinema', 'row', f' {row}']) if format_prediction == []: print('Czy mogę w czymś jeszcze pomóc? ') if user_input_lr == '/pomoc': print('TEKST_POMOCY_WIP') elif user_input_lr == '/koniec': print('Dziękuję za skorzystanie z moich usług. Miłego dnia!') break elif 'rezerw' in user_input_lr: if 'anulo' in user_input_lr: for slot in slots: if slot == 'B-e-mail' or '@' in slot[0]: print(nlg.update([['cinema','inform','cancel_book',slot[0]]])) dst.update([['inform', 'Cinema', 'task', 'cancel_book'],['inform', 'Cinema', 'cancel_book_status',True]]) flag = True if not flag: dst.update([['inform', 'Cinema', 'task', 'cancel_book'],['inform', 'Cinema', 'cancel_book_status',False]]) print(nlg.update([['cinema','inform','cancel_book','']])) else: dst.update([['inform', 'Cinema', 'task', 'book']]) dst.update(formatted_prediction) for slot,value in dst.state['belief_state']['cinema']['book'].items(): if value == '': print(nlg.update([['cinema','request',slot,'']])) break elif slot=="row" and value != '': for slot,value in dst.state['belief_state']['cinema']['semi'].items(): if value == '': print(nlg.update([['cinema','request',slot,'']])) break elif slot in ["cancel_book_status","cancel_buy_status"] and value =='': continue elif 'kup' in user_input_lr or ('zwr' and 'bilet') in user_input_lr: if 'anulo' in user_input_lr or 'zwr' in user_input_lr: for slot in slots: if slot == 'B-e-mail' or '@' in slot[0]: print(nlg.update([['cinema','inform','cancel_buy',slot[0]]])) dst.update([['inform', 'Cinema', 'task', 'cancel_buy'],['inform', 'Cinema', 'cancel_buy_status',True]]) flag = True if not flag: dst.update([['inform', 'Cinema', 'task', 'cancel_buy'],['inform', 'Cinema', 'cancel_buy_status',False]]) print(nlg.update([['cinema','inform','cancel_buy','']])) else: dst.update([['inform', 'Cinema', 'task', 'buy']]) dst.update(formatted_prediction) print(dst.state) for slot,value in dst.state['belief_state']['cinema']['book'].items(): if value == '': print(nlg.update([['cinema','request',slot,'']])) break elif slot=="row" and value != '': for slot,value in dst.state['belief_state']['cinema']['semi'].items(): if value == '': print(nlg.update([['cinema','request',slot,'']])) break elif slot in ["cancel_book_status","cancel_buy_status"] and value =='': continue elif (('jak' or 'któr') and 'film') in user_input_lr or 'repertuar' in user_input_lr: dst.update([['inform', 'Cinema', 'task', 'show_movies']]) print(nlg.update([['cinema','offer','task','closestscreening']])) elif (('czy' or 'jakie' or 'które') and ('dostęp' or 'woln' or 'zajęt') and 'miejsc') in user_input_lr: dst.update([['inform', 'Cinema', 'task', 'show_seats']]) print(nlg.update([['cinema','inform','task','seat']])) else: print(formatted_prediction) # NLU output dst.update(formatted_prediction) print(dst.state) # DST output #DP for slot,value in dst.state['belief_state']['cinema']['book'].items(): if value == '': print(nlg.update([['cinema','request',slot,'']])) break elif slot=="row" and value != '': for slot,value in dst.state['belief_state']['cinema']['semi'].items(): if slot == 'payments' and value == '': print('Czy chciałbyś dokonać płatności online?') input_user = input() if input_user.lower() == 'tak': print(nlg.update([['cinema','request',slot,'online']])) dst.update([['inform', 'Cinema', 'payments', 'online']]) else: print(nlg.update([['cinema','request',slot,'']])) dst.update([['inform', 'Cinema', 'payments', 'in_cinema']]) elif value == '': print(nlg.update([['cinema','request',slot,'']])) break elif slot in ["cancel_book_status","cancel_buy_status"] and value =='': continue if __name__ == '__main__': main()