Delete booking_remapper.py
Browse files- booking_remapper.py +0 -266
booking_remapper.py
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slot_name_map = {
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'addr': "address",
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'post': "postcode",
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'pricerange': "price range",
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'arrive': "arrive by",
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'arriveby': "arrive by",
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'leave': "leave at",
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'leaveat': "leave at",
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'depart': "departure",
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'dest': "destination",
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'fee': "entrance fee",
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'open': 'open hours',
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'car': "type",
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'car type': "type",
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'ticket': 'price',
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'trainid': 'train id',
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'id': 'train id',
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'people': 'book people',
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'stay': 'book stay',
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'none': '',
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'attraction': {
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'price': 'entrance fee'
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},
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'hospital': {},
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'hotel': {
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'day': 'book day', 'price': "price range"
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},
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'restaurant': {
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'day': 'book day', 'time': 'book time', 'price': "price range"
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},
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'taxi': {},
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'train': {
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'day': 'day', 'time': "duration"
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},
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'police': {},
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'booking': {}
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}
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class BookingActRemapper:
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def __init__(self, ontology):
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self.ontology = ontology
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self.reset()
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def reset(self):
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self.current_domains_user = []
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self.current_domains_system = []
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self.booked_domains = []
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def retrieve_current_domain_from_user(self, turn_id, ori_dialog):
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prev_user_turn = ori_dialog[turn_id - 1]
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dialog_acts = prev_user_turn.get('dialog_act', [])
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keyword_domains_user = get_keyword_domains(prev_user_turn)
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current_domains_temp = get_current_domains_from_act(dialog_acts)
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self.current_domains_user = current_domains_temp if current_domains_temp else self.current_domains_user
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next_user_domains = get_next_user_act_domains(ori_dialog, turn_id)
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return keyword_domains_user, next_user_domains
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def retrieve_current_domain_from_system(self, turn_id, ori_dialog):
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system_turn = ori_dialog[turn_id]
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dialog_acts = system_turn.get('dialog_act', [])
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keyword_domains_system = get_keyword_domains(system_turn)
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current_domains_temp = get_current_domains_from_act(dialog_acts)
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self.current_domains_system = current_domains_temp if current_domains_temp else self.current_domains_system
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booked_domain_current = self.check_domain_booked(system_turn)
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return keyword_domains_system, booked_domain_current
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def remap(self, turn_id, ori_dialog):
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keyword_domains_user, next_user_domains = self.retrieve_current_domain_from_user(turn_id, ori_dialog)
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keyword_domains_system, booked_domain_current = self.retrieve_current_domain_from_system(turn_id, ori_dialog)
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# only need to remap if there is a dialog action labelled
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dialog_acts = ori_dialog[turn_id].get('dialog_act', [])
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spans = ori_dialog[turn_id].get('span_info', [])
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if dialog_acts:
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flattened_acts = flatten_acts(dialog_acts)
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flattened_spans = flatten_span_acts(spans)
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remapped_acts, error_local = remap_acts(flattened_acts, self.current_domains_user,
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booked_domain_current, keyword_domains_user,
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keyword_domains_system, self.current_domains_system,
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next_user_domains, self.ontology)
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remapped_spans, _ = remap_acts(flattened_spans, self.current_domains_user,
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booked_domain_current, keyword_domains_user,
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keyword_domains_system, self.current_domains_system,
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next_user_domains, self.ontology)
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deflattened_remapped_acts = deflat_acts(remapped_acts)
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deflattened_remapped_spans = deflat_span_acts(remapped_spans)
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return deflattened_remapped_acts, deflattened_remapped_spans
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else:
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return dialog_acts, spans
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def check_domain_booked(self, turn):
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booked_domain_current = None
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for domain in turn['metadata']:
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if turn['metadata'][domain]["book"]["booked"] and domain not in self.booked_domains:
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booked_domain_current = domain.capitalize()
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self.booked_domains.append(domain)
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return booked_domain_current
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def get_keyword_domains(turn):
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keyword_domains = []
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text = turn['text']
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for d in ["Hotel", "Restaurant", "Train"]:
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if d.lower() in text.lower():
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keyword_domains.append(d)
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return keyword_domains
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def get_current_domains_from_act(dialog_acts):
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current_domains_temp = []
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for dom_int in dialog_acts:
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domain, intent = dom_int.split('-')
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if domain in ["general", "Booking"]:
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continue
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if domain not in current_domains_temp:
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current_domains_temp.append(domain)
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return current_domains_temp
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def get_next_user_act_domains(ori_dialog, turn_id):
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domains = []
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try:
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next_user_act = ori_dialog[turn_id + 1]['dialog_act']
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domains = get_current_domains_from_act(next_user_act)
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except:
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# will fail if system act is the last act of the dialogue
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pass
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return domains
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def flatten_acts(dialog_acts):
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flattened_acts = []
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for dom_int in dialog_acts:
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domain, intent = dom_int.split('-')
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for slot_value in dialog_acts[dom_int]:
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slot = slot_value[0]
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value = slot_value[1]
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flattened_acts.append((domain, intent, slot, value))
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return flattened_acts
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def flatten_span_acts(span_acts):
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flattened_acts = []
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for span_act in span_acts:
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domain, intent = span_act[0].split("-")
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flattened_acts.append((domain, intent, span_act[1], span_act[2:]))
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return flattened_acts
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def deflat_acts(flattened_acts):
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dialog_acts = dict()
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for act in flattened_acts:
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domain, intent, slot, value = act
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if f"{domain}-{intent}" not in dialog_acts.keys():
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dialog_acts[f"{domain}-{intent}"] = [[slot, value]]
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else:
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dialog_acts[f"{domain}-{intent}"].append([slot, value])
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return dialog_acts
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def deflat_span_acts(flattened_acts):
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dialog_span_acts = []
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for act in flattened_acts:
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domain, intent, slot, value = act
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if value == 'none':
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continue
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new_act = [f"{domain}-{intent}", slot]
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new_act.extend(value)
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dialog_span_acts.append(new_act)
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return dialog_span_acts
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def remap_acts(flattened_acts, current_domains, booked_domain=None, keyword_domains_user=None,
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keyword_domains_system=None, current_domain_system=None, next_user_domain=None, ontology=None):
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# We now look for all cases that can happen: Booking domain, Booking within a domain or taxi-inform-car for booking
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error = 0
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remapped_acts = []
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# if there is more than one current domain or none at all, we try to get booked domain differently
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if len(current_domains) != 1 and booked_domain:
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current_domains = [booked_domain]
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elif len(current_domains) != 1 and len(keyword_domains_user) == 1:
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current_domains = keyword_domains_user
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elif len(current_domains) != 1 and len(keyword_domains_system) == 1:
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current_domains = keyword_domains_system
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elif len(current_domains) != 1 and len(current_domain_system) == 1:
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current_domains = current_domain_system
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elif len(current_domains) != 1 and len(next_user_domain) == 1:
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current_domains = next_user_domain
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for act in flattened_acts:
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try:
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domain, intent, slot, value = act
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if f"{domain}-{intent}-{slot}" == "Booking-Book-Ref":
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# We need to remap that booking act now
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potential_domain = current_domains[0]
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remapped_acts.append((potential_domain, "Book", "none", "none"))
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if ontology_check(potential_domain, slot, ontology):
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remapped_acts.append((potential_domain, "Inform", "Ref", value))
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elif domain == "Booking" and intent == "Book" and slot != "Ref":
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# the book intent is here actually an inform intent according to the data
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potential_domain = current_domains[0]
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if ontology_check(potential_domain, slot, ontology):
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remapped_acts.append((potential_domain, "Inform", slot, value))
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elif domain == "Booking" and intent == "Inform":
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# the inform intent is here actually a request intent according to the data
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potential_domain = current_domains[0]
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if ontology_check(potential_domain, slot, ontology):
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remapped_acts.append((potential_domain, "OfferBook", slot, value))
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elif domain == "Booking" and intent in ["NoBook", "Request"]:
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potential_domain = current_domains[0]
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if ontology_check(potential_domain, slot, ontology):
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remapped_acts.append((potential_domain, intent, slot, value))
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elif f"{domain}-{intent}-{slot}" == "Taxi-Inform-Car":
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# taxi-inform-car actually triggers the booking and informs on a car
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remapped_acts.append((domain, "Book", "none", "none"))
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remapped_acts.append((domain, intent, slot, value))
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elif f"{domain}-{intent}-{slot}" in ["Train-Inform-Ref", "Train-OfferBooked-Ref"]:
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# train-inform/offerbooked-ref actually triggers the booking and informs on the reference number
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remapped_acts.append((domain, "Book", "none", "none"))
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remapped_acts.append((domain, "Inform", slot, value))
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elif domain == "Train" and intent == "OfferBooked" and slot != "Ref":
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# this is actually an inform act
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remapped_acts.append((domain, "Inform", slot, value))
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else:
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remapped_acts.append(act)
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except Exception as e:
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print("Error detected:", e)
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error += 1
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return remapped_acts, error
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def ontology_check(domain_, slot_, init_ontology):
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domain = domain_.lower()
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slot = slot_.lower()
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if slot not in init_ontology['domains'][domain]['slots']:
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if slot in slot_name_map:
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slot = slot_name_map[slot]
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elif slot in slot_name_map[domain]:
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slot = slot_name_map[domain][slot]
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return slot in init_ontology['domains'][domain]['slots']
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