Upload preprocess.py

preprocess.py

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+import copy
+import re
+from zipfile import ZipFile, ZIP_DEFLATED
+from shutil import copy2, rmtree
+import json
+import os
+from tqdm import tqdm
+from collections import Counter
+from pprint import pprint
+from nltk.tokenize import TreebankWordTokenizer, PunktSentenceTokenizer
+from data.unified_datasets.multiwoz21.booking_remapper import BookingActRemapper
+
+ontology = {
+    "domains": {  # descriptions are adapted from multiwoz22, but is_categorical may be different
+        "attraction": {
+            "description": "find an attraction",
+            "slots": {
+                "area": {
+                    "description": "area to search for attractions",
+                    "is_categorical": True,
+                    "possible_values": [
+                        "centre",
+                        "east",
+                        "north",
+                        "south",
+                        "west"
+                    ]
+                },
+                "name": {
+                    "description": "name of the attraction",
+                    "is_categorical": False,
+                    "possible_values": []
+                },
+                "type": {
+                    "description": "type of the attraction",
+                    "is_categorical": True,
+                    "possible_values": [
+                        "architecture",
+                        "boat",
+                        "cinema",
+                        "college",
+                        "concerthall",
+                        "entertainment",
+                        "museum",
+                        "multiple sports",
+                        "nightclub",
+                        "park",
+                        "swimmingpool",
+                        "theatre"
+                    ]
+                },
+                "entrance fee": {
+                    "description": "how much is the entrance fee",
+                    "is_categorical": False,
+                    "possible_values": []
+                },
+                "open hours": {
+                    "description": "open hours of the attraction",
+                    "is_categorical": False,
+                    "possible_values": []
+                },
+                "address": {
+                    "description": "address of the attraction",
+                    "is_categorical": False,
+                    "possible_values": []
+                },
+                "phone": {
+                    "description": "phone number of the attraction",
+                    "is_categorical": False,
+                    "possible_values": []
+                },
+                "postcode": {
+                    "description": "postcode of the attraction",
+                    "is_categorical": False,
+                    "possible_values": []
+                },
+                "choice": {
+                    "description": "number of attractions that meet the requirement",
+                    "is_categorical": False,
+                    "possible_values": []
+                }
+            }
+        },
+        "hotel": {
+            "description": "find and book a hotel",
+            "slots": {
+                "internet": {
+                    "description": "whether the hotel has internet",
+                    "is_categorical": True,
+                    "possible_values": [
+                        "free",
+                        "no",
+                        "yes"
+                    ]
+                },
+                "parking": {
+                    "description": "whether the hotel has parking",
+                    "is_categorical": True,
+                    "possible_values": [
+                        "free",
+                        "no",
+                        "yes"
+                    ]
+                },
+                "area": {
+                    "description": "area or place of the hotel",
+                    "is_categorical": True,
+                    "possible_values": [
+                        "centre",
+                        "east",
+                        "north",
+                        "south",
+                        "west"
+                    ]
+                },
+                "stars": {
+                    "description": "star rating of the hotel",
+                    "is_categorical": True,
+                    "possible_values": [
+                        "0",
+                        "1",
+                        "2",
+                        "3",
+                        "4",
+                        "5"
+                    ]
+                },
+                "price range": {
+                    "description": "price budget of the hotel",
+                    "is_categorical": True,
+                    "possible_values": [
+                        "expensive",
+                        "cheap",
+                        "moderate"
+                    ]
+                },
+                "type": {
+                    "description": "what is the type of the hotel",
+                    "is_categorical": False,
+                    "possible_values": [
+                        "guesthouse",
+                        "hotel"
+                    ]
+                },
+                "name": {
+                    "description": "name of the hotel",
+                    "is_categorical": False,
+                    "possible_values": []
+                },
+                "book people": {
+                    "description": "number of people for the hotel booking",
+                    "is_categorical": False,
+                    "possible_values": []
+                },
+                "book stay": {
+                    "description": "length of stay at the hotel",
+                    "is_categorical": False,
+                    "possible_values": []
+                },
+                "book day": {
+                    "description": "day of the hotel booking",
+                    "is_categorical": True,
+                    "possible_values": [
+                        "monday",
+                        "tuesday",
+                        "wednesday",
+                        "thursday",
+                        "friday",
+                        "saturday",
+                        "sunday"
+                    ]
+                },
+                "phone": {
+                    "description": "phone number of the hotel",
+                    "is_categorical": False,
+                    "possible_values": []
+                },
+                "postcode": {
+                    "description": "postcode of the hotel",
+                    "is_categorical": False,
+                    "possible_values": []
+                },
+                "address": {
+                    "description": "address of the hotel",
+                    "is_categorical": False,
+                    "possible_values": []
+                },
+                "ref": {
+                    "description": "reference number of the hotel booking",
+                    "is_categorical": False,
+                    "possible_values": []
+                },
+                "choice": {
+                    "description": "number of hotels that meet the requirement",
+                    "is_categorical": False,
+                    "possible_values": []
+                }
+            }
+        },
+        "taxi": {
+            "description": "rent taxi to travel",
+            "slots": {
+                "destination": {
+                    "description": "destination of taxi",
+                    "is_categorical": False,
+                    "possible_values": []
+                },
+                "departure": {
+                    "description": "departure location of taxi",
+                    "is_categorical": False,
+                    "possible_values": []
+                },
+                "leave at": {
+                    "description": "leaving time of taxi",
+                    "is_categorical": False,
+                    "possible_values": []
+                },
+                "arrive by": {
+                    "description": "arrival time of taxi",
+                    "is_categorical": False,
+                    "possible_values": []
+                },
+                "phone": {
+                    "description": "phone number of the taxi",
+                    "is_categorical": False,
+                    "possible_values": []
+                },
+                "type": {
+                    "description": "car type of the taxi",
+                    "is_categorical": False,
+                    "possible_values": []
+                }
+            }
+        },
+        "restaurant": {
+            "description": "find and book a restaurant",
+            "slots": {
+                "price range": {
+                    "description": "price budget for the restaurant",
+                    "is_categorical": True,
+                    "possible_values": [
+                        "cheap",
+                        "expensive",
+                        "moderate"
+                    ]
+                },
+                "area": {
+                    "description": "area or place of the restaurant",
+                    "is_categorical": True,
+                    "possible_values": [
+                        "centre",
+                        "east",
+                        "north",
+                        "south",
+                        "west"
+                    ]
+                },
+                "food": {
+                    "description": "the cuisine of the restaurant",
+                    "is_categorical": False,
+                    "possible_values": []
+                },
+                "name": {
+                    "description": "name of the restaurant",
+                    "is_categorical": False,
+                    "possible_values": []
+                },
+                "address": {
+                    "description": "address of the restaurant",
+                    "is_categorical": False,
+                    "possible_values": []
+                },
+                "postcode": {
+                    "description": "postcode of the restaurant",
+                    "is_categorical": False,
+                    "possible_values": []
+                },
+                "phone": {
+                    "description": "phone number of the restaurant",
+                    "is_categorical": False,
+                    "possible_values": []
+                },
+                "book people": {
+                    "description": "number of people for the restaurant booking",
+                    "is_categorical": False,
+                    "possible_values": []
+                },
+                "book time": {
+                    "description": "time of the restaurant booking",
+                    "is_categorical": False,
+                    "possible_values": []
+                },
+                "book day": {
+                    "description": "day of the restaurant booking",
+                    "is_categorical": True,
+                    "possible_values": [
+                        "monday",
+                        "tuesday",
+                        "wednesday",
+                        "thursday",
+                        "friday",
+                        "saturday",
+                        "sunday"
+                    ]
+                },
+                "ref": {
+                    "description": "reference number of the restaurant booking",
+                    "is_categorical": False,
+                    "possible_values": []
+                },
+                "choice": {
+                    "description": "number of restaurants that meet the requirement",
+                    "is_categorical": False,
+                    "possible_values": []
+                }
+            }
+        },
+        "train": {
+            "description": "find a train to travel",
+            "slots": {
+                "destination": {
+                    "description": "destination of the train",
+                    "is_categorical": False,
+                    "possible_values": []
+                },
+                "arrive by": {
+                    "description": "arrival time of the train",
+                    "is_categorical": False,
+                    "possible_values": []
+                },
+                "departure": {
+                    "description": "departure location of the train",
+                    "is_categorical": False,
+                    "possible_values": []
+                },
+                "leave at": {
+                    "description": "leaving time for the train",
+                    "is_categorical": False,
+                    "possible_values": []
+                },
+                "duration": {
+                    "description": "duration of the travel",
+                    "is_categorical": False,
+                    "possible_values": []
+                },
+                "book people": {
+                    "description": "number of people booking for train",
+                    "is_categorical": False,
+                    "possible_values": []
+                },
+                "day": {
+                    "description": "day of the train",
+                    "is_categorical": True,
+                    "possible_values": [
+                        "monday",
+                        "tuesday",
+                        "wednesday",
+                        "thursday",
+                        "friday",
+                        "saturday",
+                        "sunday"
+                    ]
+                },
+                "ref": {
+                    "description": "reference number of the train booking",
+                    "is_categorical": False,
+                    "possible_values": []
+                },
+                "price": {
+                    "description": "price of the train ticket",
+                    "is_categorical": False,
+                    "possible_values": []
+                },
+                "train id": {
+                    "description": "id of the train",
+                    "is_categorical": False
+                },
+                "choice": {
+                    "description": "number of trains that meet the requirement",
+                    "is_categorical": False,
+                    "possible_values": []
+                }
+            }
+        },
+        "police": {
+            "description": "find a police station for help",
+            "slots": {
+                "name": {
+                    "description": "name of the police station",
+                    "is_categorical": False,
+                    "possible_values": []
+                },
+                "address": {
+                    "description": "address of the police station",
+                    "is_categorical": False,
+                    "possible_values": []
+                },
+                "postcode": {
+                    "description": "postcode of the police station",
+                    "is_categorical": False,
+                    "possible_values": []
+                },
+                "phone": {
+                    "description": "phone number of the police station",
+                    "is_categorical": False,
+                    "possible_values": []
+                }
+            }
+        },
+        "hospital": {
+            "description": "find a hospital for help",
+            "slots": {
+                "department": {
+                    "description": "specific department of the hospital",
+                    "is_categorical": False,
+                    "possible_values": []
+                },
+                "address": {
+                    "description": "address of the hospital",
+                    "is_categorical": False,
+                    "possible_values": []
+                },
+                "phone": {
+                    "description": "phone number of the hospital",
+                    "is_categorical": False,
+                    "possible_values": []
+                },
+                "postcode": {
+                    "description": "postcode of the hospital",
+                    "is_categorical": False,
+                    "possible_values": []
+                }
+            }
+        },
+        "general": {
+            "description": "general domain without slots",
+            "slots": {}
+        }
+    },
+    "intents": {
+        "inform": {
+            "description": "inform the value of a slot"
+        },
+        "request": {
+            "description": "ask for the value of a slot"
+        },
+        "nobook": {
+            "description": "inform the user that the booking is failed"
+        },
+        "reqmore": {
+            "description": "ask the user for more instructions"
+        },
+        "book": {
+            "description": "book something for the user"
+        },
+        "bye": {
+            "description": "say goodbye to the user and end the conversation"
+        },
+        "thank": {
+            "description": "thanks for the help"
+        },
+        "welcome": {
+            "description": "you're welcome"
+        },
+        "greet": {
+            "description": "express greeting"
+        },
+        "recommend": {
+            "description": "recommend a choice to the user"
+        },
+        "select": {
+            "description": "provide several choices for the user"
+        },
+        "offerbook": {
+            "description": "ask the user if he or she needs booking"
+        },
+        "offerbooked": {
+            "description": "provide information about the booking"
+        },
+        "nooffer": {
+            "description": "inform the user that there is no result satisfies user requirements"
+        }
+    },
+    "state": {
+        "attraction": {
+            "type": "",
+            "name": "",
+            "area": ""
+        },
+        "hotel": {
+            "name": "",
+            "area": "",
+            "parking": "",
+            "price range": "",
+            "stars": "",
+            "internet": "",
+            "type": "",
+            "book stay": "",
+            "book day": "",
+            "book people": ""
+        },
+        "restaurant": {
+            "food": "",
+            "price range": "",
+            "name": "",
+            "area": "",
+            "book time": "",
+            "book day": "",
+            "book people": ""
+        },
+        "taxi": {
+            "leave at": "",
+            "destination": "",
+            "departure": "",
+            "arrive by": ""
+        },
+        "train": {
+            "leave at": "",
+            "destination": "",
+            "day": "",
+            "arrive by": "",
+            "departure": "",
+            "book people": ""
+        },
+        "hospital": {
+            "department": ""
+        }
+    },
+    "dialogue_acts": {
+        "categorical": {},
+        "non-categorical": {},
+        "binary": {}
+    }
+}
+
+slot_name_map = {
+    'addr': "address",
+    'post': "postcode",
+    'pricerange': "price range",
+    'arrive': "arrive by",
+    'arriveby': "arrive by",
+    'leave': "leave at",
+    'leaveat': "leave at",
+    'depart': "departure",
+    'dest': "destination",
+    'fee': "entrance fee",
+    'open': 'open hours',
+    'car': "type",
+    'car type': "type",
+    'ticket': 'price',
+    'trainid': 'train id',
+    'id': 'train id',
+    'people': 'book people',
+    'stay': 'book stay',
+    'none': '',
+    'attraction': {
+        'price': 'entrance fee'
+    },
+    'hospital': {},
+    'hotel': {
+        'day': 'book day', 'price': "price range"
+    },
+    'restaurant': {
+        'day': 'book day', 'time': 'book time', 'price': "price range"
+    },
+    'taxi': {},
+    'train': {
+        'day': 'day', 'time': "duration"
+    },
+    'police': {}
+}
+
+reverse_da_slot_name_map = {
+    'address': 'Addr',
+    'postcode': 'Post',
+    'price range': 'Price',
+    'arrive by': 'Arrive',
+    'leave at': 'Leave',
+    'departure': 'Depart',
+    'destination': 'Dest',
+    'entrance fee': 'Fee',
+    'open hours': 'Open',
+    'price': 'Ticket',
+    'train id': 'Id',
+    'book people': 'People',
+    'book stay': 'Stay',
+    'book day': 'Day',
+    'book time': 'Time',
+    'duration': 'Time',
+    'taxi': {
+        'type': 'Car',
+        'phone': 'Phone'
+    }
+}
+
+digit2word = {
+    '0': 'zero', '1': 'one', '2': 'two', '3': 'three', '4': 'four', '5': 'five',
+    '6': 'six', '7': 'seven', '8': 'eight', '9': 'nine', '10': 'ten'
+}
+
+cnt_domain_slot = Counter()
+
+
+def reverse_da(dialogue_acts):
+    global reverse_da_slot_name_map
+    das = {}
+    for da_type in dialogue_acts:
+        for da in dialogue_acts[da_type]:
+            intent, domain, slot, value = da['intent'], da['domain'], da['slot'], da.get('value', '')
+            if domain == 'general':
+                Domain_Intent = '-'.join([domain, intent])
+            elif intent == 'nooffer':
+                Domain_Intent = '-'.join([domain.capitalize(), 'NoOffer'])
+            elif intent == 'nobook':
+                Domain_Intent = '-'.join([domain.capitalize(), 'NoBook'])
+            elif intent == 'offerbook':
+                Domain_Intent = '-'.join([domain.capitalize(), 'OfferBook'])
+            else:
+                Domain_Intent = '-'.join([domain.capitalize(), intent.capitalize()])
+            das.setdefault(Domain_Intent, [])
+            if slot in reverse_da_slot_name_map:
+                Slot = reverse_da_slot_name_map[slot]
+            elif domain in reverse_da_slot_name_map and slot in reverse_da_slot_name_map[domain]:
+                Slot = reverse_da_slot_name_map[domain][slot]
+            else:
+                Slot = slot.capitalize()
+            if value == '':
+                if intent == 'request':
+                    value = '?'
+                else:
+                    value = 'none'
+            if Slot == '':
+                Slot = 'none'
+            das[Domain_Intent].append([Slot, value])
+    return das
+
+
+def normalize_domain_slot_value(domain, slot, value):
+    global ontology, slot_name_map
+    domain = domain.lower()
+    slot = slot.lower()
+    value = value.strip()
+    if value in ['do nt care', "do n't care"]:
+        value = 'dontcare'
+    if value in ['?', 'none', 'not mentioned']:
+        value = ""
+    if domain not in ontology['domains']:
+        raise Exception(f'{domain} not in ontology')
+    if slot not in ontology['domains'][domain]['slots']:
+        if slot in slot_name_map:
+            slot = slot_name_map[slot]
+        elif slot in slot_name_map[domain]:
+            slot = slot_name_map[domain][slot]
+        else:
+            raise Exception(f'{domain}-{slot} not in ontology')
+    assert slot == '' or slot in ontology['domains'][domain]['slots'], f'{(domain, slot, value)} not in ontology'
+    return domain, slot, value
+
+
+def convert_da(da_dict, utt, sent_tokenizer, word_tokenizer):
+    '''
+    convert multiwoz dialogue acts to required format
+    :param da_dict: dict[(intent, domain, slot, value)] = [word_start, word_end]
+    :param utt: user or system utt
+    '''
+    global ontology, digit2word, cnt_domain_slot
+
+    converted_da = {
+        'categorical': [],
+        'non-categorical': [],
+        'binary': []
+    }
+    sentences = sent_tokenizer.tokenize(utt)
+    sent_spans = sent_tokenizer.span_tokenize(utt)
+    tokens = [token for sent in sentences for token in word_tokenizer.tokenize(sent)]
+    token_spans = [(sent_span[0] + token_span[0], sent_span[0] + token_span[1]) for sent, sent_span in
+                   zip(sentences, sent_spans) for token_span in word_tokenizer.span_tokenize(sent)]
+    # assert len(tokens) == len(token_spans)
+    # for token, span in zip(tokens, token_spans):
+    #     if utt[span[0]:span[1]] != '"':
+    #         assert utt[span[0]:span[1]] == token
+
+    for (intent, domain, slot, value), span in da_dict.items():
+        if intent == 'request' or slot == '' or value == '':
+            # binary dialog acts
+            assert value == ''
+            converted_da['binary'].append({
+                'intent': intent,
+                'domain': domain,
+                'slot': slot
+            })
+        elif ontology['domains'][domain]['slots'][slot]['is_categorical']:
+            # categorical dialog acts
+            converted_da['categorical'].append({
+                'intent': intent,
+                'domain': domain,
+                'slot': slot,
+                'value': value
+            })
+        else:
+            # non-categorical dialog acts
+            converted_da['non-categorical'].append({
+                'intent': intent,
+                'domain': domain,
+                'slot': slot,
+                'value': value
+            })
+            # correct some value and try to give char level span
+            match = False
+            value = value.lower()
+            if span and span[0] <= span[1]:
+                # use original span annotation, but tokenizations are different
+                start_word, end_word = span
+                if end_word >= len(tokens):
+                    # due to different tokenization, sometimes will out of index
+                    delta = end_word - len(tokens) + 1
+                    start_word -= delta
+                    end_word -= delta
+                start_char, end_char = token_spans[start_word][0], token_spans[end_word][1]
+                value_span = utt[start_char:end_char].lower()
+                match = True
+                if value_span == value:
+                    cnt_domain_slot['span match'] += 1
+                elif value.isdigit() and value in digit2word and digit2word[value] == value_span:
+                    # !!!CHANGE VALUE: value is digit but value span is word
+                    cnt_domain_slot['digit value match'] += 1
+                elif ''.join(value.split()) == ''.join(value_span.split()):
+                    # !!!CHANGE VALUE: equal when remove blank
+                    cnt_domain_slot['remove blank'] += 1
+                elif value in value_span:
+                    # value in value_span
+                    start_char += value_span.index(value)
+                    end_char = start_char + len(value)
+                    assert utt[start_char:end_char].lower() == value, f'{[value, utt[start_char:end_char], utt]}'
+                    cnt_domain_slot['value in span'] += 1
+                elif ':' in value and value == '0' + value_span:
+                    # !!!CHANGE VALUE: time x:xx == 0x:xx
+                    cnt_domain_slot['x:xx == 0x:xx'] += 1
+                else:
+                    # span mismatch, search near 1-2 words
+                    for window in range(1, 3):
+                        start = max(0, start_word - window)
+                        end = min(len(token_spans) - 1, end_word + window)
+                        large_span = utt[token_spans[start][0]:token_spans[end][1]].lower()
+                        if value in large_span:
+                            start_char = token_spans[start][0] + large_span.index(value)
+                            end_char = start_char + len(value)
+                            assert utt[
+                                   start_char:end_char].lower() == value, f'{[value, utt[start_char:end_char], utt]}'
+                            cnt_domain_slot[f'window={window}'] += 1
+                            break
+                    else:
+                        # still not found
+                        match = False
+
+            if match:
+                converted_da['non-categorical'][-1]['value'] = utt[start_char:end_char]
+                converted_da['non-categorical'][-1]['start'] = start_char
+                converted_da['non-categorical'][-1]['end'] = end_char
+                cnt_domain_slot['have span'] += 1
+            else:
+                cnt_domain_slot['no span'] += 1
+    return converted_da
+
+
+def preprocess():
+    original_data_dir = 'MultiWOZ_2.1'
+    new_data_dir = 'data'
+
+    if not os.path.exists(original_data_dir):
+        original_data_zip = 'MultiWOZ_2.1.zip'
+        if not os.path.exists(original_data_zip):
+            raise FileNotFoundError(
+                f'cannot find original data {original_data_zip} in multiwoz21/, should manually download MultiWOZ_2.1.zip from https://github.com/budzianowski/multiwoz/blob/master/data/MultiWOZ_2.1.zip')
+        else:
+            archive = ZipFile(original_data_zip)
+            archive.extractall()
+
+    os.makedirs(new_data_dir, exist_ok=True)
+    for filename in os.listdir(original_data_dir):
+        if 'db' in filename:
+            copy2(f'{original_data_dir}/{filename}', new_data_dir)
+
+    original_data = json.load(open(f'{original_data_dir}/data.json'))
+    global ontology, cnt_domain_slot
+
+    val_list = set(open(f'{original_data_dir}/valListFile.txt').read().split())
+    test_list = set(open(f'{original_data_dir}/testListFile.txt').read().split())
+    dataset = 'multiwoz21'
+    splits = ['train', 'validation', 'test']
+    dialogues_by_split = {split: [] for split in splits}
+    sent_tokenizer = PunktSentenceTokenizer()
+    word_tokenizer = TreebankWordTokenizer()
+    booking_remapper = BookingActRemapper(ontology)
+    for ori_dialog_id, ori_dialog in tqdm(original_data.items()):
+        if ori_dialog_id in val_list:
+            split = 'validation'
+        elif ori_dialog_id in test_list:
+            split = 'test'
+        else:
+            split = 'train'
+        dialogue_id = f'{dataset}-{split}-{len(dialogues_by_split[split])}'
+
+        # get user goal and involved domains
+        cur_domains = []
+        goal = {
+            'description': '. '.join(ori_dialog['goal']['message']),
+            'inform': {},
+            'request': {}
+        }
+        for k, v in ori_dialog['goal'].items():
+            if len(v) != 0 and k in ontology['domains']:
+                cur_domains.append(k)
+                goal['inform'][k] = {}
+                goal['request'][k] = {}
+                for attr in ['fail_info', 'info', 'fail_book', 'book']:
+                    if attr in v:
+                        for slot, value in v[attr].items():
+                            if 'invalid' in slot:
+                                continue
+                            domain, slot, value = normalize_domain_slot_value(k, slot, value)
+                            if slot in goal['inform'][domain]:
+                                goal['inform'][domain][slot] += '|' + value
+                            else:
+                                goal['inform'][domain][slot] = value
+                if 'reqt' in v:
+                    for slot in v['reqt']:
+                        domain, slot, _ = normalize_domain_slot_value(k, slot, '')
+                        goal['request'][domain][slot] = ''
+
+        dialogue = {
+            'dataset': dataset,
+            'data_split': split,
+            'dialogue_id': dialogue_id,
+            'original_id': ori_dialog_id,
+            'domains': cur_domains,  # will be updated by dialog_acts and state
+            'goal': goal,
+            'turns': []
+        }
+
+        booking_remapper.reset()
+        belief_domains = ['attraction', 'restaurant', 'train', 'hotel', 'taxi', 'hospital']
+        entity_booked_dict = dict((domain, False) for domain in belief_domains)
+        for turn_id, turn in enumerate(ori_dialog['log']):
+            # correct some grammar errors in the text, mainly following `tokenization.md` in MultiWOZ_2.1
+            text = turn['text']
+            text = re.sub(" Im ", " I'm ", text)
+            text = re.sub(" im ", " i'm ", text)
+            text = re.sub(r"^Im ", "I'm ", text)
+            text = re.sub(r"^im ", "i'm ", text)
+            text = re.sub("theres", "there's", text)
+            text = re.sub("dont", "don't", text)
+            text = re.sub("whats", "what's", text)
+            text = re.sub('thats', "that's", text)
+            utt = text
+            speaker = 'user' if turn_id % 2 == 0 else 'system'
+
+            das = turn.get('dialog_act', [])
+            spans = turn.get('span_info', [])
+
+            if speaker == 'system':
+                das, spans = booking_remapper.remap(turn_id, ori_dialog['log'])
+
+            da_dict = {}
+            # transform DA
+            for Domain_Intent in das:
+                domain, intent = Domain_Intent.lower().split('-')
+                assert intent in ontology['intents'], f'{ori_dialog_id}:{turn_id}:da\t{intent} not in ontology'
+                for Slot, value in das[Domain_Intent]:
+                    domain, slot, value = normalize_domain_slot_value(domain, Slot, value)
+                    if domain not in cur_domains:
+                        # update original cur_domains
+                        cur_domains.append(domain)
+                    da_dict[(intent, domain, slot, value,)] = []
+
+            for span in spans:
+                Domain_Intent, Slot, value, start_word, end_word = span
+                domain, intent = Domain_Intent.lower().split('-')
+                domain, slot, value = normalize_domain_slot_value(domain, Slot, value)
+                assert (intent, domain, slot, value,) in da_dict
+                da_dict[(intent, domain, slot, value,)] = [start_word, end_word]
+
+            dialogue_acts = convert_da(da_dict, utt, sent_tokenizer, word_tokenizer)
+
+            # reverse_das = reverse_da(dialogue_acts)
+            # das_list = sorted([(Domain_Intent, Slot, ''.join(value.split()).lower()) for Domain_Intent in das for Slot, value in das[Domain_Intent]])
+            # reverse_das_list = sorted([(Domain_Intent, Slot, ''.join(value.split()).lower()) for Domain_Intent in reverse_das for Slot, value in reverse_das[Domain_Intent]])
+            # if das_list != reverse_das_list:
+            #     print(das_list)
+            #     print(reverse_das_list)
+            #     print()
+            #     print()
+
+            dialogue['turns'].append({
+                'speaker': speaker,
+                'utterance': utt,
+                'utt_idx': turn_id,
+                'dialogue_acts': dialogue_acts,
+            })
+
+            # add to dialogue_acts dictionary in the ontology
+            for da_type in dialogue_acts:
+                das = dialogue_acts[da_type]
+                for da in das:
+                    ontology["dialogue_acts"][da_type].setdefault((da['intent'], da['domain'], da['slot']), {})
+                    ontology["dialogue_acts"][da_type][(da['intent'], da['domain'], da['slot'])][speaker] = True
+
+            if speaker == 'system':
+                # add state to last user turn
+                # add empty db_results
+                turn_state = turn['metadata']
+                cur_state = copy.deepcopy(ontology['state'])
+                booked = {}
+                for domain in turn_state:
+                    if domain not in cur_state:
+                        continue
+                    for subdomain in ['semi', 'book']:
+                        for slot, value in turn_state[domain][subdomain].items():
+                            if slot == 'ticket':
+                                continue
+                            elif slot == 'booked':
+                                assert domain in ontology['domains']
+                                booked[domain] = value
+                                continue
+                            _, slot, value = normalize_domain_slot_value(domain, slot, value)
+                            cur_state[domain][slot] = value
+                dialogue['turns'][-2]['state'] = cur_state
+                entity_booked_dict, booked = fix_entity_booked_info(entity_booked_dict, booked)
+                dialogue['turns'][-1]['booked'] = booked
+        dialogues_by_split[split].append(dialogue)
+    # pprint(cnt_domain_slot.most_common())
+    dialogues = []
+    for split in splits:
+        dialogues += dialogues_by_split[split]
+    for da_type in ontology['dialogue_acts']:
+        ontology["dialogue_acts"][da_type] = sorted([str(
+            {'user': speakers.get('user', False), 'system': speakers.get('system', False), 'intent': da[0],
+             'domain': da[1], 'slot': da[2]}) for da, speakers in ontology["dialogue_acts"][da_type].items()])
+    json.dump(dialogues[:10], open(f'dummy_data.json', 'w', encoding='utf-8'), indent=2, ensure_ascii=False)
+    json.dump(ontology, open(f'{new_data_dir}/ontology.json', 'w', encoding='utf-8'), indent=2, ensure_ascii=False)
+    json.dump(dialogues, open(f'{new_data_dir}/dialogues.json', 'w', encoding='utf-8'), indent=2, ensure_ascii=False)
+    with ZipFile('data.zip', 'w', ZIP_DEFLATED) as zf:
+        for filename in os.listdir(new_data_dir):
+            zf.write(f'{new_data_dir}/{filename}')
+    rmtree(original_data_dir)
+    rmtree(new_data_dir)
+    return dialogues, ontology
+
+
+def fix_entity_booked_info(entity_booked_dict, booked):
+    for domain in entity_booked_dict:
+        if not entity_booked_dict[domain] and booked[domain]:
+            entity_booked_dict[domain] = True
+            booked[domain] = []
+    return entity_booked_dict, booked
+
+
+if __name__ == '__main__':
+    preprocess()