diff --git a/convlab2/e2e/soloist/multiwoz/config.py b/convlab2/e2e/soloist/multiwoz/config.py
new file mode 100755
index 0000000000000000000000000000000000000000..849b4b5ca61862ee4efaf5821fddf369a99e9454
--- /dev/null
+++ b/convlab2/e2e/soloist/multiwoz/config.py
@@ -0,0 +1,97 @@
+import logging, time, os
+
+class _Config:
+ def __init__(self):
+ self._multiwoz_soloist_init()
+
+ def _multiwoz_soloist_init(self):
+ self.dbs = {
+ 'attraction': 'db/attraction_db_processed.json',
+ 'hospital': 'db/hospital_db_processed.json',
+ 'hotel': 'db/hotel_db_processed.json',
+ 'police': 'db/police_db_processed.json',
+ 'restaurant': 'db/restaurant_db_processed.json',
+ 'taxi': 'db/taxi_db_processed.json',
+ 'train': 'db/train_db_processed.json',
+ }
+
+
+ self.prefix = ""
+ self.max_length = 512
+ self.padding = "max_length"
+ self.surfix = '=>'
+ self.max_target_length = 196
+ self.model_name_or_path = 'soloist-model'
+ self.num_beams = 5
+ self.ignore_pad_token_for_loss = True
+
+ self.dataset = 'multiwoz_dataset.py'
+ self.dataset_name = 'multiwoz_dataset.py'
+ self.train_file = None
+ self.validation_file = None
+ self.max_source_length = None
+ self.source_prefix = ""
+ self.preprocessing_num_workers = 1
+ self.max_target_length = 192
+ self.val_max_target_length = 192
+ self.max_length = 512
+ self.num_beams = 5
+ self.config_name = None
+ self.tokenizer_name = None
+ self.use_slow_tokenizer = False
+ self.per_device_train_batch_size = 6
+ self.per_device_eval_batch_size = 6
+ self.learning_rate = 5e-5
+ self.weight_decay = 0
+ self.num_train_epochs = 10
+ self.max_train_steps = None
+ self.gradient_accumulation_steps = 1
+ self.lr_scheduler_type = "linear"
+ self.num_warmup_steps = 0
+ self.output_dir = './temp'
+ self.seed = 2021
+ self.model_type = None
+ self.overwrite_cache = False
+ self.pad_to_max_length = True
+ self.ignore_pad_token_for_loss = True
+ self.logging_steps = 1000
+ self.save_steps = 10000
+ self.save_every_checkpoint = True
+ self.max_grad_norm = 1.0
+ self.no_kb = False
+ self.use_special_token = False
+ self.format_version = 'e2e'
+ self.wandb_exp_name = 'mwoz'
+
+ self.top_p = 0.9
+
+ self.cuda = True
+
+
+ def __str__(self):
+ s = ''
+ for k,v in self.__dict__.items():
+ s += '{} : {}\n'.format(k,v)
+ return s
+
+
+ def _init_logging_handler(self, mode):
+ stderr_handler = logging.StreamHandler()
+ if not os.path.exists('./log'):
+ os.mkdir('./log')
+ if self.save_log and self.mode == 'train':
+ file_handler = logging.FileHandler('./log/log_{}_{}_{}_{}_sd{}.txt'.format(self.log_time, mode, '-'.join(self.exp_domains), self.exp_no, self.seed))
+ logging.basicConfig(handlers=[stderr_handler, file_handler])
+ elif self.mode == 'test':
+ eval_log_path = os.path.join(self.eval_load_path, 'eval_log.json')
+ # if os.path.exists(eval_log_path):
+ # os.remove(eval_log_path)
+ file_handler = logging.FileHandler(eval_log_path)
+ logging.basicConfig(handlers=[stderr_handler, file_handler])
+ else:
+ logging.basicConfig(handlers=[stderr_handler])
+ logger = logging.getLogger()
+ logger.setLevel(logging.INFO)
+
+global_config = _Config()
+
diff --git a/convlab2/e2e/soloist/multiwoz/db/attraction_db_processed.json b/convlab2/e2e/soloist/multiwoz/db/attraction_db_processed.json
new file mode 100644
index 0000000000000000000000000000000000000000..15308aef13b8094f3bcae0541d6fb95fd18a7144
--- /dev/null
+++ b/convlab2/e2e/soloist/multiwoz/db/attraction_db_processed.json
@@ -0,0 +1,1266 @@
+[
+ {
+ "location": [
+ 52.208789,
+ 0.154883
+ ],
+ "address": "pool way , whitehill road , off newmarket road",
+ "area": "east",
+ "price": "?",
+ "id": "1",
+ "name": "abbey pool and astroturf pitch",
+ "openhours": "?",
+ "phone": "01223902088",
+ "postcode": "cb58nt",
+ "pricerange": "?",
+ "type": "swimming pool"
+ },
+ {
+ "location": [
+ 52.208699,
+ 0.12006
+ ],
+ "address": "park street",
+ "area": "centre",
+ "price": "?",
+ "id": "2",
+ "name": "adc theatre",
+ "openhours": "?",
+ "phone": "01223300085",
+ "postcode": "cb58as",
+ "pricerange": "?",
+ "type": "theatre"
+ },
+ {
+ "location": [
+ 52.2078083333333,
+ 0.125616666666667
+ ],
+ "address": "jesus lane",
+ "area": "centre",
+ "price": "free",
+ "id": "3",
+ "name": "all saints church",
+ "openhours": "it opens normally daily from 9 . to 5p . m. , at other times the key can be borrowed from a nearby key holder .",
+ "phone": "01223452587",
+ "postcode": "cb58bs",
+ "pricerange": "free",
+ "type": "architecture"
+ },
+ {
+ "location": [
+ 52.20478,
+ 0.11975
+ ],
+ "address": "heidelberg gardens , lion yard",
+ "area": "centre",
+ "price": "5 pounds",
+ "id": "4",
+ "name": "ballare",
+ "openhours": "it opens from 10:30p . m . to 03:30 on thursday , from 11:00p . m . to 04:00 . on friday , from 10:00p . m . to 03:30 . on saturday , and from 10:00p . m . to 02:30 . on monday",
+ "phone": "01223364222",
+ "postcode": "cb23na",
+ "pricerange": "moderate",
+ "type": "nightclub"
+ },
+ {
+ "location": [
+ 52.207409,
+ 0.126738
+ ],
+ "address": "98 king street",
+ "area": "centre",
+ "price": "free",
+ "id": "5",
+ "name": "broughton house gallery",
+ "openhours": "?",
+ "phone": "01223314960",
+ "postcode": "cb11ln",
+ "pricerange": "free",
+ "type": "museum"
+ },
+ {
+ "location": [
+ 52.1725982,
+ 0.1112224
+ ],
+ "address": "14 king 's parade",
+ "area": "south",
+ "price": "free",
+ "id": "6",
+ "name": "byard art",
+ "openhours": "it opens from 09:30 . to 05:30p . m . from monday to saturday , and from 11:00 . to 04:00p . m . on sunday",
+ "phone": "01223464646",
+ "postcode": "cb21sj",
+ "pricerange": "free",
+ "type": "museum"
+ },
+ {
+ "location": [
+ 52.221949,
+ 0.094948
+ ],
+ "address": "cafe jello gallery , 13 magdalene street",
+ "area": "west",
+ "price": "free",
+ "id": "7",
+ "name": "cafe jello gallery",
+ "openhours": "it opens from 10:30 . to 05:30p . m . thursday to saturday",
+ "phone": "01223312112",
+ "postcode": "cb30af",
+ "pricerange": "free",
+ "type": "museum"
+ },
+ {
+ "location": [
+ 52.21247,
+ 0.15619
+ ],
+ "address": "the plough , green end , fen ditton ,",
+ "area": "east",
+ "price": "?",
+ "id": "8",
+ "name": "camboats",
+ "openhours": "?",
+ "phone": "01223902112",
+ "postcode": "cb58sx",
+ "pricerange": "?",
+ "type": "boat"
+ },
+ {
+ "location": [
+ 52.210766,
+ 0.114795
+ ],
+ "address": "2 - 3 castle street",
+ "area": "west",
+ "price": "3.50 pounds",
+ "id": "9",
+ "name": "cambridge and county folk museum",
+ "openhours": "it opens from monday to saturday , 10 . to 5p . m . while on sunday it opens from 2p . m . to 5p . m.",
+ "phone": "01223355159",
+ "postcode": "cb30aq",
+ "pricerange": "moderate",
+ "type": "museum"
+ },
+ {
+ "location": [
+ 52.2034781571435,
+ 0.119176917855308
+ ],
+ "address": "6 saint edward 's passage",
+ "area": "centre",
+ "price": "?",
+ "id": "10",
+ "name": "cambridge arts theatre",
+ "openhours": "?",
+ "phone": "01223503333",
+ "postcode": "cb23pj",
+ "pricerange": "?",
+ "type": "theatre"
+ },
+ {
+ "location": [
+ 52.202271,
+ 0.14702
+ ],
+ "address": "5 greens road",
+ "area": "east",
+ "price": "free",
+ "id": "11",
+ "name": "cambridge artworks",
+ "openhours": "?",
+ "phone": "01223902168",
+ "postcode": "cb13ef",
+ "pricerange": "free",
+ "type": "museum"
+ },
+ {
+ "location": [
+ 52.198744,
+ 0.113364
+ ],
+ "address": "49 newnham road",
+ "area": "west",
+ "price": "free",
+ "id": "12",
+ "name": "cambridge book and print gallery",
+ "openhours": "it opens from 10:00 . to 05:00p . m . from tuesday to saturday",
+ "phone": "01223694264",
+ "postcode": "cb39ey",
+ "pricerange": "free",
+ "type": "museum"
+ },
+ {
+ "location": [
+ 52.206084,
+ 0.118268
+ ],
+ "address": "6 trinity street",
+ "area": "centre",
+ "price": "free",
+ "id": "13",
+ "name": "cambridge contemporary art",
+ "openhours": "it opens from 11:00 . to 04:00p . m . on sunday , and from 09:00 . to 05:30p . m . from monday to saturday",
+ "phone": "01223324222",
+ "postcode": "cb21su",
+ "pricerange": "free",
+ "type": "museum"
+ },
+ {
+ "location": [
+ 52.21247,
+ 0.15619
+ ],
+ "address": "the old pumping station , cheddars lane",
+ "area": "east",
+ "price": "5 pounds",
+ "id": "14",
+ "name": "cambridge museum of technology",
+ "openhours": "it opens on sunday from 02:00p . m . to 05:00p . m.",
+ "phone": "01223368650",
+ "postcode": "cb58ld",
+ "pricerange": "expensive",
+ "type": "museum"
+ },
+ {
+ "location": [
+ 52.19525,
+ 0.126
+ ],
+ "address": "bateman street",
+ "area": "centre",
+ "price": "4 pounds",
+ "id": "15",
+ "name": "cambridge university botanic gardens",
+ "openhours": "it opens from 10:00 . to 06:00p . m . from april to september , from 10:00 . to 05:00p . m . in february march and october , and from 10:00 . to 04:00p . m . from november to january",
+ "phone": "01223336265",
+ "postcode": "cb21jf",
+ "pricerange": "moderate",
+ "type": "park"
+ },
+ {
+ "location": [
+ 52.204788,
+ 0.1214
+ ],
+ "address": "unit su43 , grande arcade , saint andrews street",
+ "area": "centre",
+ "price": "free",
+ "id": "16",
+ "name": "castle galleries",
+ "openhours": "it opens from 09:00 . to 06:00p . m . every day except wednesday when it opens from 09:00 . to 08:00p . m. , and sunday when it opens from 11:00 . to 05:00p . m.",
+ "phone": "01223307402",
+ "postcode": "cb23bj",
+ "pricerange": "free",
+ "type": "museum"
+ },
+ {
+ "location": [
+ 52.186045,
+ 0.157515
+ ],
+ "address": "cherry hinton road",
+ "area": "east",
+ "price": "?",
+ "id": "17",
+ "name": "cherry hinton hall and grounds",
+ "openhours": "?",
+ "phone": "01223446104",
+ "postcode": "cb18dw",
+ "pricerange": "?",
+ "type": "entertainment"
+ },
+ {
+ "location": [
+ 52.186045,
+ 0.157515
+ ],
+ "address": "cherry hinton hall , cherry hinton road",
+ "area": "east",
+ "price": "free",
+ "id": "18",
+ "name": "cherry hinton water play",
+ "openhours": "it opens from may to september",
+ "phone": "01223446100",
+ "postcode": "cb18dw",
+ "pricerange": "free",
+ "type": "park"
+ },
+ {
+ "location": [
+ 52.20635,
+ 0.121727777777778
+ ],
+ "address": "saint andrew 's street",
+ "area": "centre",
+ "price": "free",
+ "id": "19",
+ "name": "christ 's college",
+ "openhours": "it opens normally daily from 9 . to 5p . m . except easter term",
+ "phone": "01223334900",
+ "postcode": "cb23bu",
+ "pricerange": "free",
+ "type": "college"
+ },
+ {
+ "location": [
+ 52.2128888888889,
+ 0.103127777777778
+ ],
+ "address": "storey 's way",
+ "area": "west",
+ "price": "free",
+ "id": "20",
+ "name": "churchill college",
+ "openhours": "it opens normally daily from 9 . to 5p . m . except easter term",
+ "phone": "01223336233",
+ "postcode": "cb30ds",
+ "pricerange": "free",
+ "type": "college"
+ },
+ {
+ "location": [
+ 52.1901222222222,
+ 0.136991666666667
+ ],
+ "address": "cambridge leisure park , clifton way",
+ "area": "south",
+ "price": "?",
+ "id": "21",
+ "name": "cineworld cinema",
+ "openhours": "?",
+ "phone": "00872208000",
+ "postcode": "cb17dy",
+ "pricerange": "?",
+ "type": "cinema"
+ },
+ {
+ "location": [
+ 52.2048527777778,
+ 0.115422222222222
+ ],
+ "address": "trinity lane",
+ "area": "west",
+ "price": "2.50 pounds",
+ "id": "22",
+ "name": "clare college",
+ "openhours": "it opens normally daily from 9 . to 5p . m . except easter term",
+ "phone": "01223333200",
+ "postcode": "cb21tl",
+ "pricerange": "moderate",
+ "type": "college"
+ },
+ {
+ "location": [
+ 52.2040527777778,
+ 0.104480555555556
+ ],
+ "address": "herschel road",
+ "area": "west",
+ "price": "free",
+ "id": "23",
+ "name": "clare hall",
+ "openhours": "it opens normally daily from 9 . to 5p . m . except easter term",
+ "phone": "01223332360",
+ "postcode": "cb39al",
+ "pricerange": "free",
+ "type": "college"
+ },
+ {
+ "location": [
+ 52.195173,
+ 0.131644
+ ],
+ "address": "1 station road",
+ "area": "centre",
+ "price": "5 pounds",
+ "id": "24",
+ "name": "club salsa",
+ "openhours": "it opens at the university social club from 09:30p . m . to 11:30p . m . on wednesday , and from 10:00p . m . to 01:00 . on friday",
+ "phone": "07782218745",
+ "postcode": "cb12jb",
+ "pricerange": "moderate",
+ "type": "nightclub"
+ },
+ {
+ "location": [
+ 52.2028416666667,
+ 0.117844444444444
+ ],
+ "address": "king 's parade",
+ "area": "centre",
+ "price": "2 pounds",
+ "id": "25",
+ "name": "corpus christi",
+ "openhours": "it opens normally daily from 9 . to 5p . m . except easter term",
+ "phone": "01223338000",
+ "postcode": "cb21rh",
+ "pricerange": "cheap",
+ "type": "college"
+ },
+ {
+ "location": [
+ 52.2013777777778,
+ 0.125194444444444
+ ],
+ "address": "regent street",
+ "area": "centre",
+ "price": "free",
+ "id": "26",
+ "name": "downing college",
+ "openhours": "it opens daily from 9 . to 5p . m . except during easter term",
+ "phone": "01223334860",
+ "postcode": "cb21dq",
+ "pricerange": "free",
+ "type": "college"
+ },
+ {
+ "location": [
+ 52.203572,
+ 0.123778
+ ],
+ "address": "saint andrew 's street",
+ "area": "centre",
+ "price": "free",
+ "id": "27",
+ "name": "emmanuel college",
+ "openhours": "it opens normally daily from 9 . to 5p . m . except easter term",
+ "phone": "01223334200",
+ "postcode": "cb23ap",
+ "pricerange": "free",
+ "type": "college"
+ },
+ {
+ "location": [
+ 52.21401,
+ 0.14789
+ ],
+ "address": "8 mercers row , mercers row industrial estate",
+ "area": "east",
+ "price": "?",
+ "id": "28",
+ "name": "funky fun house",
+ "openhours": "?",
+ "phone": "01223304705",
+ "postcode": "cb58hy",
+ "pricerange": "?",
+ "type": "entertainment"
+ },
+ {
+ "location": [
+ 52.183498,
+ 0.22186
+ ],
+ "address": "fulbourn",
+ "area": "east",
+ "price": "free",
+ "id": "29",
+ "name": "gallery at 12 a high street",
+ "openhours": "?",
+ "phone": "01223295264",
+ "postcode": "cb15dh",
+ "pricerange": "free",
+ "type": "museum"
+ },
+ {
+ "location": [
+ 52.205861,
+ 0.117972
+ ],
+ "address": "trinity street",
+ "area": "centre",
+ "price": "free",
+ "id": "30",
+ "name": "gonville and caius college",
+ "openhours": "it opens normally daily from 9 . to 5p . m . except easter term",
+ "phone": "01223332400",
+ "postcode": "cb21ta",
+ "pricerange": "free",
+ "type": "college"
+ },
+ {
+ "location": [
+ 52.2049472222222,
+ 0.118222222222222
+ ],
+ "address": "market square",
+ "area": "centre",
+ "price": "2 pounds",
+ "id": "31",
+ "name": "great saint mary 's church",
+ "openhours": "it opens normally daily from 9 . to 5p . m.",
+ "phone": "01223350914",
+ "postcode": "cb23pq",
+ "pricerange": "cheap",
+ "type": "architecture"
+ },
+ {
+ "location": [
+ 52.2057694444444,
+ 0.120033333333333
+ ],
+ "address": "market street",
+ "area": "centre",
+ "price": "free",
+ "id": "32",
+ "name": "holy trinity church",
+ "openhours": "it opens normally daily from 9 . to 5p . m.",
+ "phone": "01223355397",
+ "postcode": "cb23nz",
+ "pricerange": "free",
+ "type": "architecture"
+ },
+ {
+ "location": [
+ 52.200692,
+ 0.133253
+ ],
+ "address": "wollaston road",
+ "area": "centre",
+ "price": "free",
+ "id": "33",
+ "name": "hughes hall",
+ "openhours": "it opens normally daily from 9 . to 5p . m . except easter term",
+ "phone": "01223334898",
+ "postcode": "cb12ew",
+ "pricerange": "free",
+ "type": "college"
+ },
+ {
+ "location": [
+ 52.209353,
+ 0.125342
+ ],
+ "address": "jesus lane",
+ "area": "centre",
+ "price": "free",
+ "id": "34",
+ "name": "jesus college",
+ "openhours": "it opens normally daily from 9 . to 5p . m . except easter term",
+ "phone": "01223339485",
+ "postcode": "cb58bl",
+ "pricerange": "free",
+ "type": "college"
+ },
+ {
+ "location": [
+ 52.220328,
+ 0.115149
+ ],
+ "address": "between victoria road and the river",
+ "area": "north",
+ "price": "?",
+ "id": "35",
+ "name": "jesus green outdoor pool",
+ "openhours": "?",
+ "phone": "01223302579",
+ "postcode": "cb43px",
+ "pricerange": "?",
+ "type": "swimming pool"
+ },
+ {
+ "location": [
+ 52.204192,
+ 0.119187
+ ],
+ "address": "1 wheeler street",
+ "area": "centre",
+ "price": "5 pounds",
+ "id": "36",
+ "name": "kambar",
+ "openhours": "it opens from 10:00p . m . to 04:00 . depending on whether there is an event on or not",
+ "phone": "01223842725",
+ "postcode": "cb23qb",
+ "pricerange": "moderate",
+ "type": "nightclub"
+ },
+ {
+ "location": [
+ 52.212405,
+ 0.113075
+ ],
+ "address": "castle street",
+ "area": "west",
+ "price": "free",
+ "id": "37",
+ "name": "kettle 's yard",
+ "openhours": "it opens from 11:30 . to 05:00p . m . tuesday to sunday",
+ "phone": "01223748100",
+ "postcode": "cb30aq",
+ "pricerange": "free",
+ "type": "museum"
+ },
+ {
+ "location": [
+ 52.204289,
+ 0.117269
+ ],
+ "address": "king 's parade",
+ "area": "centre",
+ "price": "free",
+ "id": "38",
+ "name": "king 's college",
+ "openhours": "it opens normally daily from 9 . to 5p . m . except easter term",
+ "phone": "01223331100",
+ "postcode": "cb21st",
+ "pricerange": "free",
+ "type": "college"
+ },
+ {
+ "location": [
+ 52.23171,
+ 0.122415
+ ],
+ "address": "jedburgh court , kings hedges",
+ "area": "north",
+ "price": "?",
+ "id": "39",
+ "name": "kings hedges learner pool",
+ "openhours": "?",
+ "phone": "01223353248",
+ "postcode": "cb42xh",
+ "pricerange": "?",
+ "type": "swimming pool"
+ },
+ {
+ "location": [
+ 52.2005111111111,
+ 0.119883333333333
+ ],
+ "address": "little saint mary 's lane",
+ "area": "centre",
+ "price": "free",
+ "id": "40",
+ "name": "little saint mary 's church",
+ "openhours": "it opens normally daily from 9 . to 5p . m.",
+ "phone": "01223366202",
+ "postcode": "cb21qy",
+ "pricerange": "free",
+ "type": "architecture"
+ },
+ {
+ "location": [
+ 52.222053,
+ 0.095086
+ ],
+ "address": "23 high street , fen ditton",
+ "area": "west",
+ "price": "free",
+ "id": "41",
+ "name": "lynne strover gallery",
+ "openhours": "it opens from 10:00 . to 05:00p . m . thursday to saturday",
+ "phone": "01223295264",
+ "postcode": "cb30aq",
+ "pricerange": "free",
+ "type": "museum"
+ },
+ {
+ "location": [
+ 52.210403,
+ 0.115803
+ ],
+ "address": "magdalene street",
+ "area": "west",
+ "price": "free",
+ "id": "42",
+ "name": "magdalene college",
+ "openhours": "it opens normally daily from 9 . to 5p . m . except easter term",
+ "phone": "01223332138",
+ "postcode": "cb30ag",
+ "pricerange": "free",
+ "type": "college"
+ },
+ {
+ "location": [
+ 52.247361,
+ 0.156627
+ ],
+ "address": "milton country park , milton",
+ "area": "north",
+ "price": "free",
+ "id": "43",
+ "name": "milton country park",
+ "openhours": "always",
+ "phone": "01223420060",
+ "postcode": "cb46az",
+ "pricerange": "free",
+ "type": "park"
+ },
+ {
+ "location": [
+ 52.20571,
+ 0.131061
+ ],
+ "address": "anglia ruskin enterprise , east road",
+ "area": "centre",
+ "price": "?",
+ "id": "44",
+ "name": "mumford theatre",
+ "openhours": "?",
+ "phone": "08451962320",
+ "postcode": "cb11pt",
+ "pricerange": "?",
+ "type": "theatre"
+ },
+ {
+ "location": [
+ 52.205261,
+ 0.11664
+ ],
+ "address": "university of cambridge , downing street",
+ "area": "centre",
+ "price": "free",
+ "id": "45",
+ "name": "museum of archaelogy and anthropology",
+ "openhours": "it opens from 10:30 . to 04:30p . m . tuesday to saturday",
+ "phone": "01223333516",
+ "postcode": "cb23dz",
+ "pricerange": "free",
+ "type": "museum"
+ },
+ {
+ "location": [
+ 52.20987,
+ 0.111565
+ ],
+ "address": "sidgwick avenue",
+ "area": "west",
+ "price": "free",
+ "id": "46",
+ "name": "museum of classical archaeology",
+ "openhours": "it opens from 10:00 . to 05:00p . m . monday to friday",
+ "phone": "01223335153",
+ "postcode": "cb39da",
+ "pricerange": "free",
+ "type": "museum"
+ },
+ {
+ "location": [
+ 52.1896573155949,
+ 0.137541476208324
+ ],
+ "address": "unit g6 , cambridge leisure park , clifton road",
+ "area": "south",
+ "price": "?",
+ "id": "47",
+ "name": "nusha",
+ "openhours": "it opens from 05:00p . m . to 01:30 . on tuesday , friday and saturday , and from 05:00p . m . to midnight on monday , wednesday , thursday and sunday .",
+ "phone": "01223902158",
+ "postcode": "cb17dy",
+ "pricerange": "?",
+ "type": "entertainment"
+ },
+ {
+ "location": [
+ 52.2052638888889,
+ 0.116641666666667
+ ],
+ "address": "trinity lane",
+ "area": "centre",
+ "price": "free",
+ "id": "48",
+ "name": "old schools",
+ "openhours": "it opens normally daily from 08:00 . to 05:45p . m.",
+ "phone": "01223332320",
+ "postcode": "cb21tt",
+ "pricerange": "free",
+ "type": "architecture"
+ },
+ {
+ "location": [
+ 52.201275,
+ 0.129935
+ ],
+ "address": "gonville place",
+ "area": "centre",
+ "price": "?",
+ "id": "49",
+ "name": "parkside pools",
+ "openhours": "?",
+ "phone": "01223446100",
+ "postcode": "cb11ly",
+ "pricerange": "?",
+ "type": "swimming pool"
+ },
+ {
+ "location": [
+ 52.202611,
+ 0.120658
+ ],
+ "address": "trumpington street",
+ "area": "centre",
+ "price": "free",
+ "id": "50",
+ "name": "pembroke college",
+ "openhours": "any time except may and june",
+ "phone": "01223338100",
+ "postcode": "cb21rf",
+ "pricerange": "free",
+ "type": "college"
+ },
+ {
+ "location": [
+ 52.228375,
+ 0.0837527777777778
+ ],
+ "address": "girton college , huntingdon road",
+ "area": "west",
+ "price": "free",
+ "id": "51",
+ "name": "people 's portraits exhibition at girton college",
+ "openhours": "it opens from 02:00p . m . to 04:00p . m . daily from february to july",
+ "phone": "01223338901",
+ "postcode": "cb3ojg",
+ "pricerange": "free",
+ "type": "museum"
+ },
+ {
+ "location": [
+ 52.2034781571435,
+ 0.119176917855308
+ ],
+ "address": "10 king s parade",
+ "area": "centre",
+ "price": "free",
+ "id": "52",
+ "name": "primavera",
+ "openhours": "it opens from 11:00 . to 04:30p . m . on sunday , from 10:00 . to 05:00p . m . from monday to friday , and from 10:00 . to 05:30p . m . on saturday",
+ "phone": "01223357708",
+ "postcode": "cb21sj",
+ "pricerange": "free",
+ "type": "museum"
+ },
+ {
+ "location": [
+ 52.2018,
+ 0.114239
+ ],
+ "address": "silver street",
+ "area": "west",
+ "price": "2.50 pounds",
+ "id": "53",
+ "name": "queens ' college",
+ "openhours": "monday to sunday 10 . to 04:30p . m.",
+ "phone": "01223335511",
+ "postcode": "cb39et",
+ "pricerange": "moderate",
+ "type": "college"
+ },
+ {
+ "location": [
+ 52.206823,
+ 0.131361
+ ],
+ "address": "39 fitzroy street",
+ "area": "centre",
+ "price": "free",
+ "id": "54",
+ "name": "regency gallery",
+ "openhours": "?",
+ "phone": "01223365454",
+ "postcode": "cb11er",
+ "pricerange": "free",
+ "type": "museum"
+ },
+ {
+ "location": [
+ 52.229515,
+ 0.111645
+ ],
+ "address": "cambridge passenger cruisers , jubilee house",
+ "area": "north",
+ "price": "?",
+ "id": "55",
+ "name": "riverboat georgina",
+ "openhours": "?",
+ "phone": "01223902091",
+ "postcode": "cb43ax",
+ "pricerange": "?",
+ "type": "boat"
+ },
+ {
+ "location": [
+ 52.20571,
+ 0.131061
+ ],
+ "address": "anglia ruskin university , east road",
+ "area": "centre",
+ "price": "free",
+ "id": "56",
+ "name": "ruskin gallery",
+ "openhours": "?",
+ "phone": "01245493131",
+ "postcode": "cb11pt",
+ "pricerange": "free",
+ "type": "museum"
+ },
+ {
+ "location": [
+ 52.20858,
+ 0.148702
+ ],
+ "address": "the belfast yard , coldham 's road",
+ "area": "east",
+ "price": "free",
+ "id": "57",
+ "name": "saint barnabas press gallery",
+ "openhours": "?",
+ "phone": "01223902116",
+ "postcode": "cb13ew",
+ "pricerange": "free",
+ "type": "museum"
+ },
+ {
+ "location": [
+ 52.202839,
+ 0.116394
+ ],
+ "address": "king 's parade",
+ "area": "centre",
+ "price": "free",
+ "id": "58",
+ "name": "saint catharine 's college",
+ "openhours": "it opens normally daily from 9 . to 5p . m . except easter term",
+ "phone": "01223338300",
+ "postcode": "cb21rl",
+ "pricerange": "free",
+ "type": "college"
+ },
+ {
+ "location": [
+ 52.208803,
+ 0.117411
+ ],
+ "address": "saint john 's street",
+ "area": "centre",
+ "price": "2.50 pounds",
+ "id": "59",
+ "name": "saint john 's college",
+ "openhours": "it opens normally daily from 9 . to 5p . m . except easter term",
+ "phone": "01223338600",
+ "postcode": "cb21tp",
+ "pricerange": "moderate",
+ "type": "college"
+ },
+ {
+ "location": [
+ 52.19806,
+ 0.123185
+ ],
+ "address": "lensfield road",
+ "area": "centre",
+ "price": "free",
+ "id": "60",
+ "name": "scott polar museum",
+ "openhours": "it opens from 10:00 . to 04:00p . m . from tuesday to saturday",
+ "phone": "01223336540",
+ "postcode": "cb21er",
+ "pricerange": "free",
+ "type": "museum"
+ },
+ {
+ "location": [
+ 52.200975,
+ 0.116298
+ ],
+ "address": "granta place , mill lane",
+ "area": "centre",
+ "price": "?",
+ "id": "61",
+ "name": "scudamores punting co",
+ "openhours": "?",
+ "phone": "01223359750",
+ "postcode": "cb21rs",
+ "pricerange": "?",
+ "type": "boat"
+ },
+ {
+ "location": [
+ 52.17674,
+ 0.14559
+ ],
+ "address": "fen causeway , newnham road ,",
+ "area": "south",
+ "price": "free",
+ "id": "62",
+ "name": "sheep 's green and lammas land park fen causeway",
+ "openhours": "it is open from may to sept",
+ "phone": "01223302580",
+ "postcode": "cb22ad",
+ "pricerange": "free",
+ "type": "park"
+ },
+ {
+ "location": [
+ 52.207464,
+ 0.121342
+ ],
+ "address": "sidney street",
+ "area": "centre",
+ "price": "free",
+ "id": "63",
+ "name": "sidney sussex college",
+ "openhours": "it opens daily from 9 . to 5p . m . except during easter term",
+ "phone": "01223338800",
+ "postcode": "cb23hu",
+ "pricerange": "free",
+ "type": "college"
+ },
+ {
+ "location": [
+ 52.203878,
+ 0.12044
+ ],
+ "address": "1 - 6 corn exchange street",
+ "area": "centre",
+ "price": "4 pounds",
+ "id": "64",
+ "name": "soul tree nightclub",
+ "openhours": "it opens from 09:30p . m . to 02:00 . from sunday to tuesday , from 09:00p . m . to 02:00 . on wednesday , and from 09:00p . m . to 02:30 . from thursday to saturday",
+ "phone": "01223477900",
+ "postcode": "cb23qf",
+ "pricerange": "cheap",
+ "type": "nightclub"
+ },
+ {
+ "location": [
+ 52.18568,
+ 0.144638
+ ],
+ "address": "cambridge leisure park , clifton way",
+ "area": "south",
+ "price": "?",
+ "id": "65",
+ "name": "tenpin",
+ "openhours": "?",
+ "phone": "08715501010",
+ "postcode": "cb17dy",
+ "pricerange": "?",
+ "type": "entertainment"
+ },
+ {
+ "location": [
+ 52.20431,
+ 0.119215
+ ],
+ "address": "wheeler street",
+ "area": "centre",
+ "price": "?",
+ "id": "66",
+ "name": "the cambridge corn exchange",
+ "openhours": "?",
+ "phone": "01223357851",
+ "postcode": "cb23qe",
+ "pricerange": "?",
+ "type": "theatre"
+ },
+ {
+ "location": [
+ 52.211939,
+ 0.118661
+ ],
+ "address": "251a chesterton road",
+ "area": "centre",
+ "price": "?",
+ "id": "67",
+ "name": "the cambridge punter",
+ "openhours": "?",
+ "phone": "07807718591",
+ "postcode": "cb41as",
+ "pricerange": "?",
+ "type": "boat"
+ },
+ {
+ "location": [
+ 52.186715,
+ 0.17882
+ ],
+ "address": "colville road , cherry hinton",
+ "area": "east",
+ "price": "?",
+ "id": "68",
+ "name": "the cherry hinton village centre",
+ "openhours": "it opens from 09:00 . to 08:00p . m . on sunday , and from 09:00 . to 10:00p . m . from monday to saturday",
+ "phone": "01223576412",
+ "postcode": "cb19ej",
+ "pricerange": "?",
+ "type": "multiple sports"
+ },
+ {
+ "location": [
+ 52.206144,
+ 0.120283
+ ],
+ "address": "8 market passage",
+ "area": "centre",
+ "price": "5 pounds",
+ "id": "69",
+ "name": "the fez club",
+ "openhours": "it opens on monday from 9p . m . to 2 . it is closed on tuesday . from wednesday to saturday it opens from 9p . m . to 2 . and it is closed on sunday",
+ "phone": "01223519224",
+ "postcode": "cb23hx",
+ "pricerange": "moderate",
+ "type": "nightclub"
+ },
+ {
+ "location": [
+ 52.19855,
+ 0.121785
+ ],
+ "address": "trumpington street",
+ "area": "centre",
+ "price": "free",
+ "id": "70",
+ "name": "the fitzwilliam museum",
+ "openhours": "from tuesday to saturday it opens from 10 . to 5p . m . while on sunday , monday and bank holidays it opens from 12 to 5p . m.",
+ "phone": "01223332900",
+ "postcode": "cb21rb",
+ "pricerange": "free",
+ "type": "museum"
+ },
+ {
+ "location": [
+ 52.190325,
+ 0.135755
+ ],
+ "address": "clifton way",
+ "area": "south",
+ "price": "?",
+ "id": "71",
+ "name": "the junction",
+ "openhours": "?",
+ "phone": "01223511511",
+ "postcode": "cb17gx",
+ "pricerange": "?",
+ "type": "theatre"
+ },
+ {
+ "location": [
+ 52.204746,
+ 0.136515
+ ],
+ "address": "2 norfolk street",
+ "area": "centre",
+ "price": "?",
+ "id": "72",
+ "name": "the man on the moon",
+ "openhours": "?",
+ "phone": "01223474144",
+ "postcode": "cb12lf",
+ "pricerange": "?",
+ "type": "concert hall"
+ },
+ {
+ "location": [
+ 52.1725982,
+ 0.1112224
+ ],
+ "address": "22 sidney street",
+ "area": "south",
+ "price": "?",
+ "id": "73",
+ "name": "the place",
+ "openhours": "it opens from 10:30p . m . to 03:30 . on tuesday , from 10:00p . m . to 02:30 . on thursday , from 10:00p . m . to 04:00 . on friday and saturday , and from 10:00p . m . to 02:00 . on sunday",
+ "phone": "01223324600",
+ "postcode": "cb23hg",
+ "pricerange": "moderate",
+ "type": "nightclub"
+ },
+ {
+ "location": [
+ 52.207081,
+ 0.117622
+ ],
+ "address": "trinity street",
+ "area": "centre",
+ "price": "1 pound",
+ "id": "74",
+ "name": "trinity college",
+ "openhours": "it opens normally daily from 9 . to 5p . m . except easter term",
+ "phone": "01223338400",
+ "postcode": "cb21tq",
+ "pricerange": "cheap",
+ "type": "college"
+ },
+ {
+ "location": [
+ 52.20571,
+ 0.131061
+ ],
+ "address": "the grafton centre , east road",
+ "area": "centre",
+ "price": "?",
+ "id": "75",
+ "name": "vue cinema",
+ "openhours": "?",
+ "phone": "08712240240",
+ "postcode": "cb11ps",
+ "pricerange": "?",
+ "type": "cinema"
+ },
+ {
+ "location": [
+ 52.119551,
+ 0.181018
+ ],
+ "address": "wandlebury ring , gog magog hills , babraham",
+ "area": "south",
+ "price": "free",
+ "id": "76",
+ "name": "wandlebury country park",
+ "openhours": "always",
+ "phone": "01223243830",
+ "postcode": "cb223ae",
+ "pricerange": "free",
+ "type": "park"
+ },
+ {
+ "location": [
+ 52.254,
+ 0.016478
+ ],
+ "address": "unit 8 , viking way , bar hill",
+ "area": "west",
+ "price": "?",
+ "id": "77",
+ "name": "whale of a time",
+ "openhours": "it opens from 09:30 . to 06:00p . m . daily",
+ "phone": "01954781018",
+ "postcode": "cb238el",
+ "pricerange": "?",
+ "type": "entertainment"
+ },
+ {
+ "location": [
+ 52.203117,
+ 0.118928
+ ],
+ "address": "free school lane",
+ "area": "centre",
+ "price": "free",
+ "id": "78",
+ "name": "whipple museum of the history of science",
+ "openhours": "it opens from 12:30p . m . to 04:30p . m . from monday to friday",
+ "phone": "01223330906",
+ "postcode": "cb23rh",
+ "pricerange": "free",
+ "type": "museum"
+ },
+ {
+ "location": [
+ 52.2002,
+ 0.1385
+ ],
+ "address": "gwydir street , no . 5 dale 's brewery",
+ "area": "centre",
+ "price": "free",
+ "id": "79",
+ "name": "williams art and antiques",
+ "openhours": "it opens from 11:00 . to 06:00p . m . from tuesday to friday , from 11:00 . to 05:00p . m . on saturday and sunday , and it is closed on monday",
+ "phone": "01223311687",
+ "postcode": "cb12lj",
+ "pricerange": "free",
+ "type": "museum"
+ }
+]
\ No newline at end of file
diff --git a/convlab2/e2e/soloist/multiwoz/db/hospital_db_processed.json b/convlab2/e2e/soloist/multiwoz/db/hospital_db_processed.json
new file mode 100644
index 0000000000000000000000000000000000000000..720ecebef59b530f032a8ab705886fb511c3bd51
--- /dev/null
+++ b/convlab2/e2e/soloist/multiwoz/db/hospital_db_processed.json
@@ -0,0 +1,332 @@
+[
+ {
+ "id": 0,
+ "department": "neurosciences critical care unit",
+ "phone": "01223216297"
+ },
+ {
+ "id": 1,
+ "department": "trauma high dependency unit",
+ "phone": "01223216305"
+ },
+ {
+ "id": 2,
+ "department": "neurology neurosurgery",
+ "phone": "01223217216"
+ },
+ {
+ "id": 3,
+ "department": "oncology neurosurgery",
+ "phone": "01223216314"
+ },
+ {
+ "id": 4,
+ "department": "children 's oncology and haematology",
+ "phone": "01223217231"
+ },
+ {
+ "id": 5,
+ "department": "children 's surgical and medicine",
+ "phone": "01223217450"
+ },
+ {
+ "id": 6,
+ "department": "acute medicine for the elderly",
+ "phone": "01223217261"
+ },
+ {
+ "id": 7,
+ "department": "general medicine and nephrology",
+ "phone": "01223217195"
+ },
+ {
+ "id": 8,
+ "department": "medicine for the elderly",
+ "phone": "01223216988"
+ },
+ {
+ "id": 9,
+ "department": "hepatobillary and gastrointestinal surgery regional referral centre",
+ "phone": "01223217300"
+ },
+ {
+ "id": 10,
+ "department": "trauma and orthopaedics",
+ "phone": "01223217279"
+ },
+ {
+ "id": 11,
+ "department": "teenage cancer trust unit",
+ "phone": "01223274222"
+ },
+ {
+ "id": 12,
+ "department": "haematology and haematological oncology",
+ "phone": "01223217312"
+ },
+ {
+ "id": 13,
+ "department": "children 's surgical and medicine",
+ "phone": "01223217250"
+ },
+ {
+ "id": 14,
+ "department": "intermediate dependancy area",
+ "phone": "01223348144"
+ },
+ {
+ "id": 15,
+ "department": "hepatology",
+ "phone": "01223217712"
+ },
+ {
+ "id": 16,
+ "department": "haematology",
+ "phone": "01223274679"
+ },
+ {
+ "id": 17,
+ "department": "neurology",
+ "phone": "01223274680"
+ },
+ {
+ "id": 18,
+ "department": "surgery",
+ "phone": "01223217303"
+ },
+ {
+ "id": 19,
+ "department": "trauma and orthopaedics",
+ "phone": "01223217282"
+ },
+ {
+ "id": 20,
+ "department": "oncology",
+ "phone": "01223217708"
+ },
+ {
+ "id": 21,
+ "department": "infectious diseases",
+ "phone": "01223217314"
+ },
+ {
+ "id": 22,
+ "department": "haematology day unit",
+ "phone": "01223348169"
+ },
+ {
+ "id": 23,
+ "department": "clinical decisions unit",
+ "phone": "01223596203"
+ },
+ {
+ "id": 24,
+ "department": "acute medical assessment unit",
+ "phone": "01223348314"
+ },
+ {
+ "id": 25,
+ "department": "medical short stay unit",
+ "phone": "01223348336"
+ },
+ {
+ "id": 26,
+ "department": "inpatient occupational therapy",
+ "phone": "01223216881"
+ },
+ {
+ "id": 27,
+ "department": "paediatric day unit",
+ "phone": "01223217567"
+ },
+ {
+ "id": 28,
+ "department": "paediatric clinic",
+ "phone": "01223348313"
+ },
+ {
+ "id": 29,
+ "department": "medicine for the elderly",
+ "phone": "01223274744"
+ },
+ {
+ "id": 30,
+ "department": "transplant high dependency unit",
+ "phone": "01223216811"
+ },
+ {
+ "id": 31,
+ "department": "diabetes and endocrinology",
+ "phone": "01223217323"
+ },
+ {
+ "id": 32,
+ "department": "infusion services",
+ "phone": "01223586967"
+ },
+ {
+ "id": 33,
+ "department": "medicine for the elderly",
+ "phone": "01223217484"
+ },
+ {
+ "id": 34,
+ "department": "medicine for the elderly",
+ "phone": "01223217498"
+ },
+ {
+ "id": 35,
+ "department": "transplant unit",
+ "phone": "01223217711"
+ },
+ {
+ "id": 36,
+ "department": "medicine for the elderly",
+ "phone": "01223217428"
+ },
+ {
+ "id": 37,
+ "department": "theatre admissions unit",
+ "phone": "01223256583"
+ },
+ {
+ "id": 38,
+ "department": "cardiology",
+ "phone": "01223256233"
+ },
+ {
+ "id": 39,
+ "department": "major trauma unit",
+ "phone": "01223349881"
+ },
+ {
+ "id": 40,
+ "department": "cardiology and coronary care unit",
+ "phone": "01223256459"
+ },
+ {
+ "id": 41,
+ "department": "colorectal surgery",
+ "phone": "01223348545"
+ },
+ {
+ "id": 42,
+ "department": "plastic and vascular surgery plastics",
+ "phone": "01223274280"
+ },
+ {
+ "id": 43,
+ "department": "gastroenterology",
+ "phone": "01223274284"
+ },
+ {
+ "id": 44,
+ "department": "oral and maxillofacial surgery and ent",
+ "phone": "01223348527"
+ },
+ {
+ "id": 45,
+ "department": "urology",
+ "phone": "01223256650"
+ },
+ {
+ "id": 46,
+ "department": "respiratory medicine",
+ "phone": "01223256645"
+ },
+ {
+ "id": 47,
+ "department": "lewin stroke and rehabilitation unit",
+ "phone": "01223274750"
+ },
+ {
+ "id": 48,
+ "department": "neurosciences",
+ "phone": "01223216348"
+ },
+ {
+ "id": 49,
+ "department": "psychiatry",
+ "phone": "01223596201"
+ },
+ {
+ "id": 50,
+ "department": "emergency department",
+ "phone": "01223217118"
+ },
+ {
+ "id": 51,
+ "department": "cambridge eye unit",
+ "phone": "01223257168"
+ },
+ {
+ "id": 52,
+ "department": "clinical investigation ward",
+ "phone": "01223586706"
+ },
+ {
+ "id": 53,
+ "department": "clinical research facility",
+ "phone": "01223596055"
+ },
+ {
+ "id": 54,
+ "department": "coronary care unit",
+ "phone": "01223217297"
+ },
+ {
+ "id": 55,
+ "department": "intermediate dependency area",
+ "phone": "01223217873"
+ },
+ {
+ "id": 56,
+ "department": "medical decisions unit",
+ "phone": "01223596066"
+ },
+ {
+ "id": 57,
+ "department": "paediatric intensive care unit",
+ "phone": "01223217715"
+ },
+ {
+ "id": 58,
+ "department": "paediatric day unit",
+ "phone": "01223257157"
+ },
+ {
+ "id": 59,
+ "department": "john farman intensive care unit",
+ "phone": "01223256166"
+ },
+ {
+ "id": 60,
+ "department": "delivery unit",
+ "phone": "01223217217"
+ },
+ {
+ "id": 61,
+ "department": "postnatal",
+ "phone": "01223217667"
+ },
+ {
+ "id": 62,
+ "department": "neonatal unit",
+ "phone": "01223217678"
+ },
+ {
+ "id": 63,
+ "department": "antenatal",
+ "phone": "01223217671"
+ },
+ {
+ "id": 64,
+ "department": "transitional care",
+ "phone": "01223254668"
+ },
+ {
+ "id": 65,
+ "department": "gynaecology",
+ "phone": "01223257206"
+ }
+]
\ No newline at end of file
diff --git a/convlab2/e2e/soloist/multiwoz/db/hotel_db_processed.json b/convlab2/e2e/soloist/multiwoz/db/hotel_db_processed.json
new file mode 100644
index 0000000000000000000000000000000000000000..e641a9187bcaf13490b97f13519ffa9eec27c5c9
--- /dev/null
+++ b/convlab2/e2e/soloist/multiwoz/db/hotel_db_processed.json
@@ -0,0 +1,749 @@
+[
+ {
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+ 0.1987426
+ ],
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+ "name": "cityroomz",
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+ "name": "express by holiday inn cambridge",
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+ "internet": "yes",
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+ "parking": "yes",
+ "id": "21",
+ "name": "home from home",
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+ "type": "guest house"
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+ "family": "145",
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+ "area": "west",
+ "internet": "yes",
+ "parking": "yes",
+ "id": "22",
+ "name": "huntingdon marriott hotel",
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+ "postcode": "pe296fl",
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+ "type": "hotel"
+ },
+ {
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+ "internet": "yes",
+ "parking": "yes",
+ "id": "23",
+ "name": "kirkwood house",
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+ "takesbookings": "yes",
+ "type": "guest house"
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+ {
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+ "price": {
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+ "family": "90",
+ "single": "40"
+ },
+ "address": "732 - 734 newmarket road",
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+ "internet": "yes",
+ "parking": "yes",
+ "id": "24",
+ "name": "leverton house",
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+ },
+ "address": "78 - 80 milton road",
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+ "internet": "yes",
+ "parking": "yes",
+ "id": "25",
+ "name": "limehouse",
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+ "postcode": "cb42je",
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+ "type": "guest house"
+ },
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+ ],
+ "price": {
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+ "family": "70",
+ "single": "50"
+ },
+ "address": "365 milton road",
+ "area": "north",
+ "internet": "yes",
+ "parking": "yes",
+ "id": "26",
+ "name": "lovell lodge",
+ "phone": "01223425478",
+ "postcode": "cb41sr",
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+ "stars": "2",
+ "takesbookings": "yes",
+ "type": "hotel"
+ },
+ {
+ "location": [
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+ 0.1112224
+ ],
+ "price": {
+ "single": "25"
+ },
+ "address": "53 roseford road",
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+ "internet": "yes",
+ "parking": "yes",
+ "id": "27",
+ "name": "rosa 's bed and breakfast",
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+ "postcode": "cb22 ha",
+ "pricerange": "cheap",
+ "stars": "4",
+ "takesbookings": "yes",
+ "type": "guest house"
+ },
+ {
+ "location": [
+ 52.2213805555556,
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+ ],
+ "price": {
+ "double": "60",
+ "single": "60"
+ },
+ "address": "back lane , cambourne",
+ "area": "west",
+ "internet": "yes",
+ "parking": "yes",
+ "id": "28",
+ "name": "the cambridge belfry",
+ "phone": "01954714600",
+ "postcode": "cb236bw",
+ "pricerange": "cheap",
+ "stars": "4",
+ "takesbookings": "yes",
+ "type": "hotel"
+ },
+ {
+ "location": [
+ 52.1725982,
+ 0.1112224
+ ],
+ "price": {
+ "double": "90",
+ "family": "125",
+ "single": "65"
+ },
+ "address": "53 - 57 lensfield road",
+ "area": "south",
+ "internet": "yes",
+ "parking": "yes",
+ "id": "29",
+ "name": "the lensfield hotel",
+ "phone": "01223355017",
+ "postcode": "cb21en",
+ "pricerange": "expensive",
+ "stars": "3",
+ "takesbookings": "yes",
+ "type": "hotel"
+ },
+ {
+ "location": [
+ 52.19942,
+ 0.12722
+ ],
+ "price": {
+ "double": "124",
+ "family": "144",
+ "single": "104"
+ },
+ "address": "regent street",
+ "area": "centre",
+ "internet": "yes",
+ "parking": "yes",
+ "id": "30",
+ "name": "university arms hotel",
+ "phone": "01223351241",
+ "postcode": "cb21ad",
+ "pricerange": "expensive",
+ "stars": "4",
+ "takesbookings": "yes",
+ "type": "hotel"
+ },
+ {
+ "location": [
+ 52.1963733,
+ 0.1987426
+ ],
+ "price": {
+ "double": "75",
+ "family": "95",
+ "single": "55"
+ },
+ "address": "warkworth terrace",
+ "area": "east",
+ "internet": "yes",
+ "parking": "yes",
+ "id": "31",
+ "name": "warkworth house",
+ "phone": "01223363682",
+ "postcode": "cb11ee",
+ "pricerange": "moderate",
+ "stars": "4",
+ "takesbookings": "yes",
+ "type": "guest house"
+ },
+ {
+ "location": [
+ 52.2309912,
+ 0.1295545
+ ],
+ "price": {
+ "double": "60",
+ "family": "85",
+ "single": "49"
+ },
+ "address": "152 chesterton road",
+ "area": "north",
+ "internet": "yes",
+ "parking": "yes",
+ "id": "32",
+ "name": "worth house",
+ "phone": "01223316074",
+ "postcode": "cb41da",
+ "pricerange": "cheap",
+ "stars": "4",
+ "takesbookings": "yes",
+ "type": "guest house"
+ }
+]
\ No newline at end of file
diff --git a/convlab2/e2e/soloist/multiwoz/db/ontology.json b/convlab2/e2e/soloist/multiwoz/db/ontology.json
new file mode 100644
index 0000000000000000000000000000000000000000..c8670cbc60e37e36a4b7a10034ff4634f13119f7
--- /dev/null
+++ b/convlab2/e2e/soloist/multiwoz/db/ontology.json
@@ -0,0 +1,1930 @@
+{
+ "hotel-price range": [
+ "cheap",
+ "do n't care",
+ "moderate",
+ "expensive"
+ ],
+ "hotel-type": [
+ "hotel",
+ "guest house"
+ ],
+ "hotel-parking": [
+ "yes",
+ "do n't care",
+ "no",
+ "free"
+ ],
+ "hotel-book stay": [
+ "2",
+ "1",
+ "4",
+ "5",
+ "3",
+ "8",
+ "7",
+ "6",
+ "six"
+ ],
+ "hotel-book day": [
+ "tuesday",
+ "friday",
+ "monday",
+ "wednesday",
+ "saturday",
+ "thursday",
+ "sunday"
+ ],
+ "hotel-book people": [
+ "6",
+ "1",
+ "3",
+ "5",
+ "4",
+ "2",
+ "8",
+ "7",
+ "six",
+ "3."
+ ],
+ "hotel-area": [
+ "east",
+ "north",
+ "centre",
+ "south",
+ "west",
+ "do n't care",
+ "southern aylesbray",
+ "cambridge",
+ "el shaddai",
+ "stevenage",
+ "place to be a guesthouse",
+ "peterborough",
+ "bishops stortford",
+ "cheap"
+ ],
+ "hotel-stars": [
+ "4",
+ "2",
+ "0",
+ "3",
+ "do n't care",
+ "1",
+ "5"
+ ],
+ "hotel-internet": [
+ "yes",
+ "do n't care",
+ "no"
+ ],
+ "train-destination": [
+ "bishops stortford",
+ "cambridge",
+ "ely",
+ "peterborough",
+ "norwich",
+ "london liverpool street",
+ "leicester",
+ "kings lynn",
+ "broxbourne",
+ "birmingham new street",
+ "london kings cross",
+ "stansted airport",
+ "stevenage",
+ "lecester",
+ "bishop stortford",
+ "north",
+ "willi",
+ "curry prince",
+ "bournemouth",
+ "centre",
+ "no",
+ "bishops storford",
+ "city centre north",
+ "taj tandoori",
+ "petersborough",
+ "huntington marriott",
+ "hol",
+ "gonv",
+ "liverpool",
+ "huntingdon marriott hotel",
+ "gourmet burger kitchen",
+ "the copper kettle"
+ ],
+ "train-day": [
+ "friday",
+ "wednesday",
+ "monday",
+ "saturday",
+ "thursday",
+ "tuesday",
+ "sunday",
+ "do n't care",
+ "fr",
+ "n",
+ "we",
+ "train"
+ ],
+ "train-departure": [
+ "cambridge",
+ "birmingham new street",
+ "ely",
+ "norwich",
+ "bishops stortford",
+ "peterborough",
+ "stevenage",
+ "broxbourne",
+ "london liverpool street",
+ "leicester",
+ "stansted airport",
+ "kings lynn",
+ "london kings cross",
+ "birmingham",
+ "do n't care",
+ "saint johns",
+ "wandlebury country park",
+ "liecester",
+ "panahar",
+ "cineworld",
+ "stansted",
+ "el shaddai",
+ "lon",
+ "cafe uno",
+ "leicaster",
+ "city hall",
+ "rosa's bed and breakfast",
+ "norwhich",
+ "cam",
+ "brookshite",
+ "bro",
+ "cambrid",
+ "arbu",
+ "aylesbray lodge guest",
+ "alpha-milton",
+ "a",
+ "london",
+ "hamilton lodge",
+ "duxford",
+ "camboats"
+ ],
+ "train-arrive by": [
+ "19:45",
+ "20:45",
+ "11:30",
+ "14:45",
+ "08:15",
+ "13:45",
+ "08:00",
+ "08:45",
+ "11:00",
+ "11:45",
+ "08:30",
+ "10:45",
+ "05:00",
+ "20:00",
+ "15:15",
+ "11:15",
+ "19:00",
+ "20:15",
+ "16:45",
+ "12:45",
+ "10:15",
+ "21:00",
+ "15:00",
+ "17:15",
+ "14:30",
+ "20:30",
+ "18:15",
+ "12:15",
+ "18:45",
+ "12:00",
+ "10:00",
+ "21:45",
+ "16:15",
+ "14:00",
+ "18:30",
+ "17:45",
+ "13:30",
+ "19:30",
+ "12:30",
+ "09:15",
+ "09:00",
+ "16:00",
+ "23:00",
+ "10:30",
+ "09:30",
+ "16:30",
+ "18:00",
+ "09:45",
+ "15:45",
+ "19:15",
+ "18:23",
+ "13:00",
+ "17:30",
+ "15:30",
+ "21:15",
+ "13:15",
+ "21:30",
+ "17:00",
+ "8:00",
+ "14:15",
+ "do n't care",
+ "thursday",
+ "05:30",
+ "16:06",
+ "11:52",
+ "6:55",
+ "18:07",
+ "09:06",
+ "07:15",
+ "06:01",
+ "13:52",
+ "22:07",
+ "19:57",
+ "08:44",
+ "06:30",
+ "10:08",
+ "08:07",
+ "07:30",
+ "19:58",
+ "10:43",
+ "9:30",
+ "13:38",
+ "15:06",
+ "07:35",
+ "01:00",
+ "13:56",
+ "12:07",
+ "15:07",
+ "11:24",
+ "22:00",
+ "14:43",
+ "19:27",
+ "10:32",
+ "1100",
+ "06:15",
+ "23:30",
+ "15:01",
+ "16:32",
+ "05:15",
+ "13:32",
+ "07:45",
+ "05:45",
+ "09;45",
+ "18:32",
+ "23:27",
+ "06:45",
+ "19:51",
+ "tuesday",
+ "21:06",
+ "15:24",
+ "17:23",
+ "09:32"
+ ],
+ "train-book people": [
+ "1",
+ "5",
+ "8",
+ "6",
+ "2",
+ "7",
+ "4",
+ "3",
+ "0",
+ "9",
+ "15",
+ "`1",
+ "10"
+ ],
+ "train-leave at": [
+ "21:15",
+ "12:45",
+ "19:45",
+ "14:00",
+ "15:15",
+ "10:00",
+ "09:29",
+ "10:15",
+ "09:15",
+ "19:15",
+ "11:15",
+ "17:45",
+ "14:30",
+ "20:00",
+ "after 9:15 am",
+ "09:30",
+ "08:15",
+ "20:15",
+ "10:45",
+ "14:45",
+ "17:00",
+ "21:00",
+ "17:30",
+ "11:30",
+ "13:45",
+ "12:15",
+ "08:45",
+ "11:45",
+ "09:00",
+ "18:45",
+ "05:15",
+ "18:00",
+ "16:00",
+ "11:00",
+ "05:00",
+ "08:00",
+ "18:30",
+ "21:45",
+ "16:30",
+ "14:15",
+ "16:15",
+ "10:32",
+ "12:30",
+ "13:00",
+ "15:32",
+ "13:30",
+ "02:00",
+ "08:30",
+ "15:00",
+ "10:30",
+ "15:45",
+ "09:45",
+ "21:30",
+ "05:59",
+ "06:00",
+ "18:15",
+ "bishops stortford",
+ "07:45",
+ "05:45",
+ "after 11:30",
+ "12:00",
+ "13:15",
+ "20:45",
+ "16:45",
+ "19:00",
+ "15:30",
+ "17:15",
+ "05:30",
+ "do n't care",
+ "18:40",
+ "21:50",
+ "19:30",
+ "06:45",
+ "06:30",
+ "18:06",
+ "22:00",
+ "0",
+ "14:21",
+ "13:11",
+ "21:07",
+ "11:35",
+ "20:30",
+ "monday",
+ "leicester",
+ "07:21",
+ "05:16",
+ "8:30",
+ "after 8:30",
+ "05:01",
+ "10:36",
+ "20:36",
+ "21:39",
+ "17:59",
+ "18:31",
+ "13:35",
+ "after 19:30",
+ "09:17",
+ "07:15",
+ "morning",
+ "09:59",
+ "07:00",
+ "saturday",
+ "07:54",
+ "09:54",
+ "08:16",
+ "15:24",
+ "15:17",
+ "9:30",
+ "13:39",
+ "15:11",
+ "13:01",
+ "05:17",
+ "10:34",
+ "10:16",
+ "11:39",
+ "12:06",
+ "11:50",
+ "13:54",
+ "8:45",
+ "13:29",
+ "19:11",
+ "14:48",
+ "11:21",
+ "12:32",
+ "after 16:30",
+ "15:16",
+ "11:48",
+ "18:11",
+ "18:46",
+ "02:30",
+ "22:01",
+ "19:21",
+ "thursday",
+ "08:01",
+ "15:29",
+ "08:11",
+ "20:40",
+ "13:17",
+ "15:01",
+ "14:34",
+ "08:32"
+ ],
+ "attraction-area": [
+ "centre",
+ "west",
+ "north",
+ "south",
+ "east",
+ "do n't care",
+ "cambridge"
+ ],
+ "restaurant-food": [
+ "turkish",
+ "indian",
+ "chinese",
+ "seafood",
+ "italian",
+ "british",
+ "australasian",
+ "australian",
+ "asian oriental",
+ "thai",
+ "vegetarian",
+ "modern european",
+ "gastropub",
+ "south indian",
+ "european",
+ "portuguese",
+ "swiss",
+ "crossover",
+ "catalan",
+ "french",
+ "do n't care",
+ "mexican",
+ "welsh",
+ "korean",
+ "tuscan",
+ "new zealand",
+ "molecular gastronomy",
+ "eritrean",
+ "british food",
+ "the americas",
+ "north american",
+ "spanish",
+ "barbeque",
+ "persian",
+ "greek",
+ "lebanese",
+ "vietnamese",
+ "belgian",
+ "creative",
+ "jamaican",
+ "scottish",
+ "cuban",
+ "japanese",
+ "sri lankan",
+ "light bites",
+ "moroccan",
+ "latin american",
+ "african",
+ "basque",
+ "modern global",
+ "halal",
+ "mediterranean",
+ "bistro",
+ "international",
+ "unusual",
+ "north indian",
+ "modern eclectic",
+ "danish",
+ "afghan",
+ "world",
+ "northern european",
+ "german",
+ "cantonese",
+ "irish",
+ "romanian",
+ "russian",
+ "english",
+ "corsica",
+ "steakhouse",
+ "hungarian",
+ "singaporean",
+ "austrian",
+ "venetian",
+ "ital",
+ "polynesian",
+ "kosher",
+ "swedish",
+ "scandinavian",
+ "modern american",
+ "christmas",
+ "malaysian",
+ "north african",
+ "brazilian",
+ "canapes",
+ "caribbean",
+ "south african",
+ "traditional",
+ "indonesian",
+ "middle eastern",
+ "fusion",
+ "polish",
+ "asian",
+ "not mentionedc",
+ "afternoon tea",
+ "eastern european",
+ "panasian",
+ "kor",
+ "gastro pub",
+ "american",
+ "pizza",
+ "modern european",
+ "modern english"
+ ],
+ "restaurant-price range": [
+ "expensive",
+ "cheap",
+ "moderate",
+ "do n't care"
+ ],
+ "restaurant-area": [
+ "centre",
+ "south",
+ "north",
+ "east",
+ "west"
+ ],
+ "attraction-name": [
+ "all saints church",
+ "funky fun house",
+ "christ's college",
+ "the man on the moon",
+ "milton country park",
+ "wandlebury country park",
+ "king's college",
+ "lynne strover gallery",
+ "saint john's college",
+ "broughton house gallery",
+ "old schools",
+ "museum of classical archaeology",
+ "adc theatre",
+ "emmanuel college",
+ "byard art",
+ "soul tree nightclub",
+ "club salsa",
+ "cherry hinton hall and grounds",
+ "museum of archaelogy and anthropology",
+ "castle galleries",
+ "nusha",
+ "regency gallery",
+ "whipple museum of the history of science",
+ "churchill college",
+ "holy trinity church",
+ "cambridge artworks",
+ "cambridge arts theatre",
+ "scott polar museum",
+ "do n't care",
+ "scudamores punting co",
+ "clare college",
+ "saint barnabas press gallery",
+ "cambridge and county folk museum",
+ "kettle's yard",
+ "no specific location",
+ "whale of a time",
+ "vue cinema",
+ "cambridge book and print gallery",
+ "ballare",
+ "cafe jello gallery",
+ "riverboat georgina",
+ "the fitzwilliam museum",
+ "sidney sussex college",
+ "saint catharine's college",
+ "great saint mary's church",
+ "cherry hinton water play",
+ "primavera",
+ "cineworld cinema",
+ "magdalene college",
+ "kambar",
+ "parkside pools",
+ "the fez club",
+ "cambridge university botanic gardens",
+ "cambridge museum of technology",
+ "downing college",
+ "clare hall",
+ "cafe jello",
+ "little saint mary's church",
+ "people's portraits exhibition at girton college",
+ "abbey pool and astroturf pitch",
+ "corpus christi",
+ "tenpin",
+ "the cambridge punter",
+ "queens' college",
+ "no",
+ "fez club",
+ "mumford theatre",
+ "the cherry hinton village centre",
+ "jesus green outdoor pool",
+ "trinity college",
+ "gonville and caius college",
+ "camboats",
+ "cambridge",
+ "williams art and antiques",
+ "kings hedges learner pool",
+ "cambridge contemporary art",
+ "the cambridge corn exchange",
+ "the place",
+ "ruskin gallery",
+ "sheep's green and lammas land park fen causeway",
+ "gallery at twelve a high street",
+ "carol",
+ "swimming pool",
+ "kirkwood",
+ "pembroke college",
+ "univ",
+ "the junction",
+ "jesus college",
+ "ay",
+ "fitzwilliam museum",
+ "college",
+ "pizz",
+ "worth house",
+ "fi",
+ "free",
+ "aut",
+ "man on the moon",
+ "bo",
+ "all saint's church",
+ "hughes hall",
+ "city",
+ "christ college",
+ "north",
+ "by",
+ "autu",
+ "garde",
+ "s",
+ "caffe uno",
+ "cambridge belf",
+ "old school",
+ "museum",
+ "love",
+ "cambridge corn exchange",
+ "college in the north",
+ "boating",
+ "older churches",
+ "c",
+ "cambridge punter",
+ "queen's college",
+ "architectural churches",
+ "saint john's college.",
+ "parkside",
+ "ac",
+ "thanh",
+ "the mumford theatre",
+ "fitzbillies",
+ "home from home",
+ "da v",
+ "cambridge temporary art",
+ "centre",
+ "k",
+ "fitzwilliam",
+ "pizza",
+ "scott polar",
+ "da vinci pizzeria",
+ "broughton",
+ "contemporary art museum",
+ "belf",
+ "school",
+ "corn cambridge exchange",
+ "bangkok city",
+ "bed",
+ "mi"
+ ],
+ "restaurant-name": [
+ "meze bar restaurant",
+ "indian",
+ "pizza hut city centre",
+ "the good luck chinese food takeaway",
+ "caffe uno",
+ "the gardenia",
+ "the oak bistro",
+ "do n't care",
+ "sala thong",
+ "thanh binh",
+ "riverside brasserie",
+ "cambri",
+ "pizza express",
+ "yippee noodle bar",
+ "curry prince",
+ "midsummer house restaurant",
+ "cote",
+ "restaurant alimentum",
+ "nandos city centre",
+ "chiquito restaurant bar",
+ "maharajah tandoori restaurant",
+ "yu garden",
+ "bangkok city",
+ "copper kettle",
+ "backstreet bistro",
+ "the golden curry",
+ "don pasquale pizzeria",
+ "sesame restaurant and bar",
+ "charlie",
+ "the cow pizza kitchen and bar",
+ "india house",
+ "loch fyne",
+ "eraina",
+ "royal spice",
+ "prezzo",
+ "curry king",
+ "the nirala",
+ "curry garden",
+ "zizzi cambridge",
+ "da vinci pizzeria",
+ "jinling noodle bar",
+ "la raza",
+ "cotto",
+ "efes restaurant",
+ "taj tandoori",
+ "golden wok",
+ "charlie chan",
+ "kohinoor",
+ "bedouin",
+ "the cambridge chop house",
+ "stazione restaurant and coffee bar",
+ "graffiti",
+ "pizza hut",
+ "la mimosa",
+ "city stop",
+ "grafton hotel restaurant",
+ "pizza hut fen ditton",
+ "ba",
+ "frankie and bennys",
+ "rajmahal",
+ "rice boat",
+ "the missing sock",
+ "the varsity restaurant",
+ "panahar",
+ "nandos",
+ "sitar tandoori",
+ "oak bistro",
+ "scudamores punt",
+ "lovel",
+ "anatolia",
+ "clowns cafe",
+ "gourmet burger kitchen",
+ "tandoori palace",
+ "ali baba",
+ "darrys cookhouse and wine shop",
+ "hakka",
+ "peking restaurant",
+ "de luca cucina and bar",
+ "the slug and lettuce",
+ "city stop restaurant",
+ "kymmoy",
+ "cambridge lodge restaurant",
+ "tandoori",
+ "bloomsbury restaurant",
+ "ugly duckling",
+ "hk fusion",
+ "pizza hut cherry hinton",
+ "fitzbillies restaurant",
+ "hotel du vin and bistro",
+ "no",
+ "restaurant two two",
+ "dojo noodle bar",
+ "fi",
+ "the copper kettle",
+ "michaelhouse cafe",
+ "restaurant one seven",
+ "the hotpot",
+ "royal standard",
+ "lev",
+ "the river bar steakhouse and grill",
+ "pipasha restaurant",
+ "golden curry",
+ "saigon city",
+ "pizza express fen ditton",
+ "little seoul",
+ "meghna",
+ "saffron brasserie",
+ "j restaurant",
+ "la margherita",
+ "the lucky star",
+ "lan hong house",
+ "hotpot",
+ "ask",
+ "the gandhi",
+ "cocum",
+ "golden house",
+ "la tasca",
+ "shanghai family restaurant",
+ "worth house",
+ "wagamama",
+ "galleria",
+ "lo",
+ "travellers rest",
+ "mahal of cambridge",
+ "archway",
+ "molecular gastonomy",
+ "european",
+ "saint johns chop house",
+ "anatolia and efes restaurant",
+ "shiraz restaurant",
+ "nirala",
+ "not metioned",
+ "cott",
+ "cambridge chop house",
+ "bridge",
+ "lucky star",
+ "clu",
+ "tang chinese",
+ "the",
+ "golden house golden house",
+ "rice house",
+ "limehouse",
+ "clowns",
+ "restaurant",
+ "parkside pools",
+ "the dojo noodle bar",
+ "nusha",
+ "hobson house",
+ "au",
+ "curry queen",
+ "el shaddai",
+ "old school",
+ "el",
+ "cam",
+ "yes",
+ "gardenia",
+ "fin",
+ "efes",
+ "slug and lettuce",
+ "camboats",
+ "missing sock",
+ "grafton",
+ "nus",
+ "cambridge lodge",
+ "fitzbillies",
+ "hamilton lodge",
+ "gastropub",
+ "funky",
+ "cow pizza",
+ "ashley",
+ "ros",
+ "hobso",
+ "kitchen and bar",
+ "d",
+ "cityr",
+ "pipasha",
+ "seasame restaurant and bar",
+ "the alex",
+ "hu",
+ "one seven",
+ "shanghi family restaurant",
+ "cambridge be",
+ "dif",
+ "margherita",
+ "ac",
+ "bri",
+ "india",
+ "adden",
+ "ian hong house"
+ ],
+ "attraction-type": [
+ "museum",
+ "entertainment",
+ "college",
+ "nightclub",
+ "swimming pool",
+ "multiple sports",
+ "architecture",
+ "cinema",
+ "boat",
+ "theatre",
+ "concert hall",
+ "park",
+ "do n't care",
+ "local site",
+ "hotspot",
+ "church",
+ "special"
+ ],
+ "hospital-department": [
+ "paediatric clinic",
+ "do n't care",
+ "transitional care",
+ "acute medical assessment unit",
+ "neurology",
+ "oral and maxillofacial surgery and ent",
+ "infectious diseases",
+ "intermediate dependancy area",
+ "plastic and vascular surgery plastics",
+ "cardiology and coronary care unit",
+ "transplant high dependency unit",
+ "emergency department",
+ "john farman intensive care unit",
+ "neurology neurosurgery",
+ "cambridge eye unit",
+ "cardiology",
+ "respiratory medicine",
+ "uro",
+ "urology",
+ "surgery",
+ "medical decisions unit",
+ "gener",
+ "hepatobillary and gastrointestinal surgery regional referral centre",
+ "gastroenterology",
+ "haematology and haematological oncology",
+ "acute medicine for the elderly",
+ "paediatric day unit",
+ "oncology",
+ "psychiatry",
+ "trauma high dependency unit",
+ "children's surgical and medicine",
+ "infusion services",
+ "trauma and orthopaedics",
+ "teenage cancer trust unit",
+ "diabetes and endocrinology",
+ "medicine for the elderly",
+ "clinical decisions unit",
+ "children's oncology and haematology",
+ "neurosciences critical care unit",
+ "coronary care unit",
+ "clinical research facility",
+ "antenatal",
+ "hepatology",
+ "gynaecology",
+ "neurosciences",
+ "paediatric intensive care unit",
+ "haematology day unit",
+ "neonatal unit",
+ "accident",
+ "haematology",
+ "inpatient occupational therapy"
+ ],
+ "hotel-name": [
+ "city centre north b and b",
+ "express by holiday inn cambridge",
+ "el shaddai",
+ "a and b guest house",
+ "arbury lodge guest house",
+ "university arms hotel",
+ "kirkwood house",
+ "autumn house",
+ "gonville hotel",
+ "leverton house",
+ "acorn guest house",
+ "the cambridge belfry",
+ "ashley hotel",
+ "the lensfield hotel",
+ "finches bed and breakfast",
+ "worth house",
+ "wandlebury coutn",
+ "allenbell",
+ "rosa's bed and breakfast",
+ "home from home",
+ "avalon",
+ "alpha-milton guest house",
+ "alexander bed and breakfast",
+ "cityroomz",
+ "limehouse",
+ "archway house",
+ "warkworth house",
+ "lovell lodge",
+ "do n't care",
+ "aylesbray lodge guest house",
+ "carolina bed and breakfast",
+ "huntingdon marriott hotel",
+ "hobsons house",
+ "hamilton lodge",
+ "whale",
+ "alp",
+ "cambridge belfry",
+ "bridge guest house",
+ "gonville",
+ "cambridge",
+ "acorn house",
+ "to",
+ "n",
+ "city center north",
+ "caffe",
+ "express by",
+ "clare",
+ "acorn",
+ "sou",
+ "north b and b",
+ "a",
+ "lensfield",
+ "city stop rest",
+ "kirkwood",
+ "levert",
+ "anatolia",
+ "huntingdon marriot hotel",
+ "cherr",
+ "huntingd",
+ "nusha",
+ "aylesbray lodge",
+ "royal spice",
+ "la margherit",
+ "hotel",
+ "gall",
+ "city roomz",
+ "alexander",
+ "caridge belfrey",
+ "yes",
+ "me",
+ "nus",
+ "alexander bed & breakfast",
+ "the allenbell.",
+ "the allenbell",
+ "gra",
+ "the",
+ "cambridg",
+ "lensfield hotel",
+ "tandoori palace",
+ "huntingdon hotel",
+ "autumn house.",
+ "doubletree by hilton cambridge",
+ "ca"
+ ],
+ "taxi-leave at": [
+ "02:45",
+ "24:45",
+ "08:45",
+ "16:15",
+ "04:45",
+ "24:00",
+ "12:30",
+ "12:00",
+ "02:30",
+ "19:00",
+ "19:45",
+ "13:00",
+ "22:15",
+ "13:45",
+ "15:15",
+ "01:30",
+ "16:45",
+ "07:15",
+ "20:00",
+ "12:15",
+ "21:00",
+ "17:15",
+ "08:00",
+ "10:30",
+ "21:15",
+ "15:00",
+ "05:30",
+ "13:15",
+ "01:15",
+ "06:15",
+ "01:00",
+ "18:30",
+ "06:45",
+ "06:00",
+ "07:45",
+ "06:30",
+ "17:45",
+ "18:15",
+ "19:30",
+ "24:30",
+ "21:30",
+ "03:45",
+ "21:25",
+ "14:30",
+ "17:00",
+ "14:00",
+ "04:30",
+ "23:30",
+ "03:30",
+ "20:15",
+ "24:15",
+ "02:00",
+ "07:00",
+ "23:00",
+ "08:15",
+ "22:00",
+ "10:15",
+ "16:30",
+ "02:15",
+ "18:00",
+ "14:15",
+ "10:00",
+ "17:30",
+ "15:45",
+ "05:45",
+ "19:15",
+ "20:45",
+ "23:45",
+ "15:30",
+ "13:30",
+ "11:45",
+ "05:00",
+ "03:15",
+ "03:20",
+ "07:30",
+ "23:15",
+ "16:00",
+ "09:30",
+ "after 2:30",
+ "11:30",
+ "09:45",
+ "09:15",
+ "09:00",
+ "15:25",
+ "08:30",
+ "14:45",
+ "04:00",
+ "11:00",
+ "22:45",
+ "11:15",
+ "03:00",
+ "04:15",
+ "1615",
+ "22:30",
+ "3:45",
+ "21:45",
+ "after 11:45",
+ "05:15",
+ "8:15",
+ "01:45",
+ "12:45",
+ "10:45",
+ "20:30",
+ "3:15",
+ "18:45",
+ "thursday",
+ "9:00",
+ "21:04",
+ "9:15",
+ "6:00",
+ "10:50",
+ "after 15:45",
+ "1:15",
+ "300",
+ "monday",
+ "friday",
+ "1"
+ ],
+ "taxi-destination": [
+ "express by holiday inn cambridge",
+ "dojo noodle bar",
+ "wandlebury country park",
+ "leverton house",
+ "the cambridge chop house",
+ "saint john's college",
+ "galleria",
+ "churchill college",
+ "royal spice",
+ "all saints church",
+ "nandos city centre",
+ "cote",
+ "chiquito restaurant bar",
+ "saint johns chop house",
+ "the nirala",
+ "tang chinese",
+ "the junction",
+ "bangkok city",
+ "cambridge university botanic gardens",
+ "the lucky star",
+ "london liverpool street train station",
+ "la raza",
+ "soul tree nightclub",
+ "the cow pizza kitchen and bar",
+ "yippee noodle bar",
+ "christ's college",
+ "el shaddai",
+ "castle galleries",
+ "saint catharine's college",
+ "riverside brasserie",
+ "fitzbillies restaurant",
+ "cambridge",
+ "camb",
+ "the golden curry",
+ "wagamama",
+ "jinling noodle bar",
+ "maharajah tandoori restaurant",
+ "little saint mary's church",
+ "camboats",
+ "cotto",
+ "nusha",
+ "acorn guest house",
+ "frankie and bennys",
+ "jesus green outdoor pool",
+ "aylesbray lodge guest house",
+ "golden wok",
+ "charlie chan",
+ "country folk museum",
+ "huntingdon marriott hotel",
+ "meze bar restaurant",
+ "vue cinema",
+ "adc theatre",
+ "rice house",
+ "graffiti",
+ "saigon city",
+ "city stop restaurant",
+ "carolina bed and breakfast",
+ "cafe jello gallery",
+ "little seoul",
+ "primavera",
+ "kohinoor",
+ "the place",
+ "loch fyne",
+ "rice boat",
+ "kings hedges learner pool",
+ "the cambridge belfry",
+ "cambridge artworks",
+ "pizza hut cherry hinton",
+ "cambridge train station",
+ "sitar tandoori",
+ "the gardenia",
+ "don pasquale pizzeria",
+ "milton country park",
+ "hamilton lodge",
+ "hobsons house",
+ "kirkwood house",
+ "archway house",
+ "the fitzwilliam museum",
+ "alexander bed and breakfast",
+ "cambridge museum of technology",
+ "midsummer house restaurant",
+ "allenbell",
+ "hakka",
+ "old schools",
+ "ashley hotel",
+ "de luca cucina and bar",
+ "cambridge lodge restaurant",
+ "efes restaurant",
+ "bedouin",
+ "club salsa",
+ "bloomsbury restaurant",
+ "hk fusion",
+ "rajmahal",
+ "lynne strover gallery",
+ "abbey pool and astroturf pitch",
+ "taj tandoori",
+ "royal standard",
+ "a and b guest house",
+ "parkside police station",
+ "curry garden",
+ "scudamores punting co",
+ "the lensfield hotel",
+ "the fez club",
+ "university arms hotel",
+ "la margherita",
+ "hotel du vin and bistro",
+ "pizza express fen ditton",
+ "hughes hall",
+ "gonville hotel",
+ "the gandhi",
+ "sidney sussex college",
+ "tenpin",
+ "ask",
+ "backstreet bistro",
+ "nandos",
+ "ballare",
+ "ali baba",
+ "india house",
+ "peking restaurant",
+ "meghna",
+ "the river bar steakhouse and grill",
+ "the cambridge punter",
+ "pipasha restaurant",
+ "prezzo",
+ "whale of a time",
+ "finches bed and breakfast",
+ "avalon",
+ "curry prince",
+ "da vinci pizzeria",
+ "corpus christi",
+ "holy trinity church",
+ "the varsity restaurant",
+ "saffron brasserie",
+ "downing college",
+ "sesame restaurant and bar",
+ "cambridge contemporary art",
+ "addenbrookes hospital",
+ "williams art and antiques",
+ "pembroke college",
+ "clare hall",
+ "cambridge arts theatre",
+ "shanghai family restaurant",
+ "king's college",
+ "the cherry hinton village centre",
+ "cambridge and county folk museum",
+ "the hotpot",
+ "bridge guest house",
+ "ugly duckling",
+ "cocum",
+ "stazione restaurant and coffee bar",
+ "gourmet burger kitchen",
+ "la tasca",
+ "shiraz restaurant",
+ "byard art",
+ "sheep's green and lammas land park fen causeway",
+ "caffe uno",
+ "broughton house gallery",
+ "the ghandi",
+ "kambar",
+ "the copper kettle",
+ "yu garden",
+ "trinity college",
+ "birmingham new street train station",
+ "funky fun house",
+ "eraina",
+ "man on the moon concert hall",
+ "tandoori palace",
+ "magdalene college",
+ "worth house",
+ "mumford theatre",
+ "pizza express",
+ "ely train station",
+ "lan hong house",
+ "mahal of cambridge",
+ "pizza hut city centre",
+ "golden house",
+ "alpha-milton guest house",
+ "regency gallery",
+ "darrys cookhouse and wine shop",
+ "cityroomz",
+ "ta",
+ "queen's college",
+ "restaurant one seven",
+ "arbury lodge guesthouse",
+ "the cambridge corn exchange",
+ "the oak bistro",
+ "cambridge county fair next to the city tourist museum",
+ "riverboat georgina",
+ "stansted airport train station",
+ "grafton hotel restaurant",
+ "thanh binh",
+ "autumn house",
+ "restaurant two two",
+ "jesus college",
+ "london kings cross train station",
+ "city centre north b and b",
+ "cherry hinton water play",
+ "travellers rest",
+ "the man on the moon",
+ "rosa's bed and breakfast",
+ "the good luck chinese food takeaway",
+ "curry king",
+ "cambridge book and print gallery",
+ "st johns chop house",
+ "cherry hinton hall and grounds",
+ "anatolia",
+ "saint barnabas press gallery",
+ "j restaurant",
+ "parkside pools",
+ "kymmoy",
+ "scott polar museum",
+ "cineworld cinema",
+ "michaelhouse cafe",
+ "cambr",
+ "restaurant alimentum",
+ "zizzi cambridge",
+ "not museum of archaeology and anthropologymentioned",
+ "gonville and caius college",
+ "lovell lodge",
+ "fitzwilliam museum",
+ "sleeperz hotel",
+ "the slug and lettuce",
+ "whipple museum of the history of science",
+ "broxbourne train station",
+ "home from home",
+ "museum of archaelogy and anthropology",
+ "tandori in cambridge",
+ "gastropub",
+ "the anatolia",
+ "kettle's yard",
+ "nirala",
+ "leicester train station",
+ "cambridge road church of christ",
+ "warkworth house",
+ "megna",
+ "grou",
+ "sala thong",
+ "gallery at twelve a high street",
+ "maharajah tandoori restaurant4",
+ "pizza hut fen ditton",
+ "museum of classical archaeology",
+ "the regent street city center",
+ "gandhi",
+ "emmanuel college",
+ "tranh binh",
+ "wankworth hotel",
+ "kambur",
+ "the missing sock",
+ "panahar",
+ "limehouse",
+ "finders corner newmarket road",
+ "people's portraits exhibition at girton college",
+ "station road",
+ "la mimosa",
+ "clowns cafe",
+ "bishops stortford train station",
+ "hotel",
+ "nil",
+ "kings college",
+ "restaurant",
+ "attraction",
+ "stevenage train station",
+ "the galleria",
+ "queens' college",
+ "great saint mary's church",
+ "theathre",
+ "ruskin gallery",
+ "saint barnabas",
+ "peterborough train station",
+ "cambridge artw2orks",
+ "acorn house",
+ "ca",
+ "clare college",
+ "shiraz.",
+ "riverboat georginawd",
+ "mic",
+ "the gallery at twelve",
+ "the soul tree",
+ "finches"
+ ],
+ "taxi-departure": [
+ "christ's college",
+ "kirkwood house",
+ "bridge guest house",
+ "cineworld cinema",
+ "gonville hotel",
+ "ashley hotel",
+ "arbury lodge guesthouse",
+ "worth house",
+ "city centre north b and b",
+ "the lensfield hotel",
+ "funky fun house",
+ "riverboat georgina",
+ "backstreet bistro",
+ "the junction",
+ "express by holiday inn cambridge",
+ "all saints church",
+ "sala thong",
+ "byard art",
+ "london kings cross train station",
+ "la raza",
+ "alexander bed and breakfast",
+ "cityroomz",
+ "hamilton lodge",
+ "alpha-milton guest house",
+ "el shaddai",
+ "restaurant alimentum",
+ "allenbell",
+ "churchill college",
+ "clare college",
+ "parkside pools",
+ "cambridge arts theatre",
+ "frankie and bennys",
+ "huntingdon marriott hotel",
+ "university arms hotel",
+ "acorn guest house",
+ "soul tree nightclub",
+ "ali baba",
+ "tandoori palace",
+ "saigon city",
+ "zizzi cambridge",
+ "wagamama",
+ "the cambridge belfry",
+ "milton country park",
+ "a and b guest house",
+ "city stop restaurant",
+ "grafton hotel restaurant",
+ "the man on the moon",
+ "king's college",
+ "great saint mary's church",
+ "the oak bistro",
+ "club salsa",
+ "loch fyne",
+ "the place",
+ "la mimosa",
+ "la margherita",
+ "restaurant two two",
+ "queens' college",
+ "wandlebury country park",
+ "kymmoy",
+ "magdalene college",
+ "royal standard",
+ "kings lynn train station",
+ "the fez club",
+ "jesus green outdoor pool",
+ "vue cinema",
+ "little saint mary's church",
+ "avalon",
+ "aylesbray lodge guest house",
+ "chinese city centre",
+ "thanh binh",
+ "yu garden",
+ "finches bed and breakfast",
+ "hakka",
+ "lovell lodge",
+ "kettle's yard",
+ "bloomsbury restaurant",
+ "museum of classical archaeology",
+ "cherry hinton water play",
+ "camboats",
+ "pizza hut cherry hinton",
+ "abbey pool and astroturf pitch",
+ "pizza hut",
+ "taj tandoori",
+ "kings hedges learner pool",
+ "nandos city centre",
+ "hobsons house",
+ "carolina bed and breakfast",
+ "the golden curry",
+ "rosa's bed and breakfast",
+ "the river bar steakhouse and grill",
+ "cafe jello gallery",
+ "the cambridge punter",
+ "the byard art museum",
+ "archway house",
+ "ugly duckling",
+ "cherry hinton hall and grounds",
+ "addenbrookes hospital",
+ "graffiti",
+ "cambridge artworks",
+ "broughton house gallery",
+ "the missing sock",
+ "autumn house",
+ "stazione restaurant and coffee bar",
+ "whale of a time",
+ "cambridge lodge restaurant",
+ "saint johns chop house",
+ "prezzo",
+ "rice boat",
+ "lan hong house",
+ "leverton house",
+ "kambar",
+ "hotel",
+ "museum of archaelogy and anthropology",
+ "saint catharine's college",
+ "la tasca",
+ "cambridge",
+ "downing college",
+ "cocum",
+ "mumford theatre",
+ "cote",
+ "golden wok",
+ "cambridge university botanic gardens",
+ "charlie chan",
+ "corpus christi",
+ "old schools",
+ "cambridge belfry",
+ "jinling noodle bar",
+ "birmingham new street train station",
+ "meze bar restaurant",
+ "warkworth house",
+ "pizza express",
+ "gonville and caius college",
+ "cambridge contemporary art",
+ "primavera",
+ "adc theatre",
+ "bedouin",
+ "w",
+ "trinity college",
+ "nusha",
+ "the good luck chinese food takeaway",
+ "travellers rest",
+ "restaurant one seven",
+ "pizza hut fen ditton",
+ "ask",
+ "cambridge and county folk museum",
+ "curry prince",
+ "the nirala",
+ "pembroke college",
+ "golden house",
+ "castle galleries",
+ "the fitzwilliam museum",
+ "galleria",
+ "jesus college",
+ "curry garden",
+ "anatolia",
+ "the gandhi",
+ "nandos",
+ "st. john's college",
+ "clowns cafe",
+ "dojo noodle bar",
+ "panahar",
+ "whipple museum of the history of science",
+ "royal spice",
+ "clare hall",
+ "gallery at twelve a high street",
+ "pizza hut city centre",
+ "bishops stortford train station",
+ "ruskin gallery",
+ "sheep's green and lammas land park fen causeway",
+ "home from home",
+ "parkside police station",
+ "scudamores punting co",
+ "the cherry hinton village centre",
+ "sesame restaurant and bar",
+ "broxbourne train station",
+ "sidney sussex college",
+ "chiquito restaurant bar",
+ "cambridge train station",
+ "saffron brasserie",
+ "pizza express fen ditton",
+ "tenpin",
+ "scott polar museum",
+ "rice house",
+ "caffee uno",
+ "cotto",
+ "corpus cristi",
+ "the varsity restaurant",
+ "limehouse",
+ "ely train station",
+ "hotel du vin and bistro",
+ "meghna",
+ "the gardenia",
+ "emmanuel college",
+ "saint barnabas press gallery",
+ "rajmahal",
+ "lynne strover gallery",
+ "cas",
+ "riverside brasserie",
+ "hughes hall",
+ "cherry hinton village center",
+ "the lucky star",
+ "bangkok city",
+ "kohinoor",
+ "don pasquale pizzeria",
+ "fitzbillies restaurant",
+ "acorn house",
+ "curry queen",
+ "ballare",
+ "the cambridge corn exchange",
+ "lens",
+ "cambridge museum of technology",
+ "the cambridge chop house",
+ "peterborough train station",
+ "london liverpool street",
+ "the copper kettle",
+ "holy trinity church",
+ "the slug and lettuce",
+ "williams art and antiques",
+ "the avalon",
+ "junction theatre",
+ "yippee noodle bar",
+ "da vinci pizzeria",
+ "maharajah tandoori restaurant",
+ "darrys cookhouse and wine shop",
+ "michaelhouse cafe",
+ "tang chinese",
+ "peking restaurant",
+ "saint john's college",
+ "aylesbray lodge",
+ "the alexander bed and breakfast",
+ "ely",
+ "cambridge belfy",
+ "kings college",
+ "eraina",
+ "people's portraits exhibition at girton college",
+ "gonville",
+ "caffe uno",
+ "the cow pizza kitchen and bar",
+ "mahal of cambridge",
+ "lovell ldoge",
+ "alyesbray lodge hotel",
+ "g",
+ "cambridge chop house",
+ "j restaurant",
+ "172 chestertown road",
+ "little seoul",
+ "stevenage train station",
+ "downing street",
+ "gourmet burger kitchen",
+ "cambridge towninfo centre",
+ "citiroomz",
+ "de luca cucina and bar",
+ "london liverpool street train station",
+ "cinema",
+ "museum",
+ "shiraz restaurant",
+ "clair hall",
+ "sitar tandoori",
+ "ca",
+ "cambridge book and print gallery",
+ "norwich train station",
+ "home",
+ "regency gallery",
+ "nstaot mentioned",
+ "new england",
+ "the hotpot",
+ "park",
+ "07:15",
+ "the allenbell"
+ ],
+ "restaurant-book time": [
+ "19:45",
+ "13:45",
+ "10:15",
+ "19:15",
+ "11:30",
+ "10:30",
+ "18:45",
+ "13:30",
+ "15:00",
+ "11:45",
+ "12:00",
+ "15:15",
+ "16:45",
+ "15:45",
+ "17:15",
+ "19:30",
+ "14:00",
+ "10:45",
+ "17:30",
+ "16:30",
+ "17:00",
+ "12:30",
+ "18:15",
+ "18:00",
+ "20:15",
+ "12:45",
+ "14:15",
+ "13:15",
+ "10:00",
+ "16:00",
+ "19:00",
+ "12:15",
+ "11:00",
+ "11:15",
+ "15:30",
+ "14:30",
+ "18:30",
+ "14:45",
+ "17:45",
+ "09:15",
+ "09:45",
+ "16:15",
+ "13:00",
+ "20:00",
+ "21:00",
+ "20:30",
+ "20:45",
+ "1545",
+ "1745",
+ "09:00",
+ "not given",
+ "do n't care",
+ "13:10",
+ "21:45",
+ "08:45",
+ "09:30"
+ ],
+ "restaurant-book day": [
+ "thursday",
+ "wednesday",
+ "friday",
+ "monday",
+ "sunday",
+ "saturday",
+ "tuesday",
+ "thur",
+ "not given",
+ "w"
+ ],
+ "restaurant-book people": [
+ "2",
+ "3",
+ "1",
+ "5",
+ "6",
+ "4",
+ "7",
+ "8"
+ ],
+ "taxi-arrive by": [
+ "19:15",
+ "15:45",
+ "17:15",
+ "17:30",
+ "17:00",
+ "12:30",
+ "19:30",
+ "12:45",
+ "18:00",
+ "13:30",
+ "13:15",
+ "17:45",
+ "11:15",
+ "14:30",
+ "14:45",
+ "11:45",
+ "09:15",
+ "16:45",
+ "16:15",
+ "01:30",
+ "12:15",
+ "06:45",
+ "01:00",
+ "09:30",
+ "12:00",
+ "11:30",
+ "18:30",
+ "15:30",
+ "18:45",
+ "14:00",
+ "21:00",
+ "15:00",
+ "08:15",
+ "10:15",
+ "19:00",
+ "20:15",
+ "11:00",
+ "15:15",
+ "05:15",
+ "16:30",
+ "21:30",
+ "08:00",
+ "20:00",
+ "20:30",
+ "20:45",
+ "10:45",
+ "13:00",
+ "09:00",
+ "21:45",
+ "16:00",
+ "19:45",
+ "16;15",
+ "6:00",
+ "10:30",
+ "23:15",
+ "13:45",
+ "14:15",
+ "18:15",
+ "04:00",
+ "24:45",
+ "07:00",
+ "04:15",
+ "23:00",
+ "3:00",
+ "02:45",
+ "10:00",
+ "07:15",
+ "24:15",
+ "04:45",
+ "01:15",
+ "06:30",
+ "23:30",
+ "06:15",
+ "21:15",
+ "07:30",
+ "02:00",
+ "22:30",
+ "24:00",
+ "02:15",
+ "1:00",
+ "03:15",
+ "5:30",
+ "05:00",
+ "1145",
+ "03:30",
+ "01:45",
+ "22:15",
+ "03:45",
+ "09:45",
+ "03:00",
+ "06:00",
+ "05:30",
+ "17:05",
+ "1730",
+ "02:30",
+ "22:00",
+ "04:30",
+ "1700",
+ "24:30",
+ "15:23",
+ "08:30"
+ ],
+ "bus-departure": [
+ "cambridge"
+ ],
+ "bus-destination": [
+ "london kings cross",
+ "bishops stortford",
+ "cambridge",
+ "kohinoor"
+ ],
+ "bus-leaveAt": [
+ "21:45"
+ ],
+ "bus-day": [
+ "wednesday"
+ ]
+}
\ No newline at end of file
diff --git a/convlab2/e2e/soloist/multiwoz/db/police_db_processed.json b/convlab2/e2e/soloist/multiwoz/db/police_db_processed.json
new file mode 100644
index 0000000000000000000000000000000000000000..56fce803c1d8768bfd4099248d85961881458aa3
--- /dev/null
+++ b/convlab2/e2e/soloist/multiwoz/db/police_db_processed.json
@@ -0,0 +1,8 @@
+[
+ {
+ "id": 0,
+ "name": "parkside police station",
+ "address": "parkside , cambridge",
+ "phone": "01223358966"
+ }
+]
\ No newline at end of file
diff --git a/convlab2/e2e/soloist/multiwoz/db/restaurant_db_processed.json b/convlab2/e2e/soloist/multiwoz/db/restaurant_db_processed.json
new file mode 100644
index 0000000000000000000000000000000000000000..53c209f1c9b58a2b2cc4af89603841b4be2368d2
--- /dev/null
+++ b/convlab2/e2e/soloist/multiwoz/db/restaurant_db_processed.json
@@ -0,0 +1,1761 @@
+[
+ {
+ "location": [
+ 52.20103,
+ 0.126023
+ ],
+ "address": "regent street city centre",
+ "area": "centre",
+ "food": "italian",
+ "id": "19210",
+ "introduction": "pizza hut is a large chain with restaurant -s nationwide offering convenience pizzas pasta and salads to eat in or take away",
+ "name": "pizza hut city centre",
+ "phone": "01223323737",
+ "postcode": "cb21ab",
+ "pricerange": "cheap",
+ "type": "restaurant"
+ },
+ {
+ "location": [
+ 52.21768,
+ 0.224907
+ ],
+ "address": "finders corner newmarket road",
+ "area": "east",
+ "food": "international",
+ "id": "30650",
+ "introduction": "",
+ "name": "the missing sock",
+ "phone": "01223812660",
+ "postcode": "cb259aq",
+ "pricerange": "cheap",
+ "signature": "african babooti",
+ "type": "restaurant"
+ },
+ {
+ "location": [
+ 52.200187,
+ 0.126407
+ ],
+ "address": "106 regent street city centre",
+ "area": "centre",
+ "food": "indian",
+ "id": "19214",
+ "introduction": "curry garden serves traditional indian and bangladeshi cuisine cooked with fresh produce delivered every day",
+ "name": "curry garden",
+ "phone": "01223302330",
+ "postcode": "cb21dp",
+ "pricerange": "expensive",
+ "type": "restaurant"
+ },
+ {
+ "location": [
+ 52.188528,
+ 0.140627
+ ],
+ "address": "82 cherry hinton road cherry hinton",
+ "area": "south",
+ "food": "chinese",
+ "id": "19192",
+ "name": "the good luck chinese food takeaway",
+ "phone": "01223244149",
+ "postcode": "cb17ag",
+ "pricerange": "expensive",
+ "type": "restaurant"
+ },
+ {
+ "location": [
+ 52.190176,
+ 0.13699
+ ],
+ "address": "g4 cambridge leisure park clifton way cherry hinton",
+ "area": "south",
+ "food": "italian",
+ "id": "19196",
+ "introduction": "pizza hut is a large chain with restaurant -s nationwide offering convenience pizzas pasta and salads to eat in or take away",
+ "name": "pizza hut cherry hinton",
+ "phone": "01223323737",
+ "postcode": "cb17dy",
+ "pricerange": "moderate",
+ "type": "restaurant"
+ },
+ {
+ "location": [
+ 52.188747,
+ 0.138941
+ ],
+ "address": "64 cherry hinton road cherry hinton",
+ "area": "south",
+ "food": "indian",
+ "id": "19191",
+ "introduction": "taj tandoori serves a variety of indian dishes to eat in or take away catering for private parties of up to 50 guests is available upon request",
+ "name": "taj tandoori",
+ "phone": "01223412299",
+ "postcode": "cb17aa",
+ "pricerange": "expensive",
+ "type": "restaurant"
+ },
+ {
+ "location": [
+ 52.18889,
+ 0.13589
+ ],
+ "address": "152 - 154 hills road",
+ "area": "south",
+ "food": "modern european",
+ "id": "14731",
+ "introduction": "",
+ "name": "restaurant alimentum",
+ "phone": "01223413000",
+ "postcode": "cb28pb",
+ "pricerange": "moderate",
+ "signature": "slowroast sirloin of beef red onion celeriac and garlic",
+ "type": "restaurant"
+ },
+ {
+ "location": [
+ 52.212992,
+ 0.157569
+ ],
+ "address": "529 newmarket road fen ditton",
+ "area": "east",
+ "food": "chinese",
+ "id": "19273",
+ "introduction": "yu garden serves authentic chinese cuisine",
+ "name": "yu garden",
+ "phone": "01223248882",
+ "postcode": "cb58pa",
+ "pricerange": "expensive",
+ "type": "restaurant"
+ },
+ {
+ "location": [
+ 52.205442,
+ 0.119706
+ ],
+ "address": "market hill city centre",
+ "area": "centre",
+ "food": "italian",
+ "id": "19240",
+ "name": "stazione restaurant and coffee bar",
+ "phone": "01223352607",
+ "postcode": "cb23nj",
+ "pricerange": "expensive",
+ "type": "restaurant"
+ },
+ {
+ "location": [
+ 52.213072,
+ 0.149771
+ ],
+ "address": "451 newmarket road fen ditton",
+ "area": "east",
+ "food": "indian",
+ "id": "19270",
+ "introduction": "curry prince is a neighbourhood indian restaurant serving authentic cuisine",
+ "name": "curry prince",
+ "phone": "01223566388",
+ "postcode": "cb58jj",
+ "pricerange": "moderate",
+ "type": "restaurant"
+ },
+ {
+ "location": [
+ 52.201743,
+ 0.124843
+ ],
+ "address": "regent street city centre",
+ "area": "centre",
+ "food": "chinese",
+ "id": "19212",
+ "introduction": "charlie chan serves a variety of popular chinese dishes at their restaurant",
+ "name": "charlie chan",
+ "phone": "01223361763",
+ "postcode": "cb21db",
+ "pricerange": "cheap",
+ "type": "restaurant"
+ },
+ {
+ "location": [
+ 52.203708,
+ 0.119082
+ ],
+ "address": "free school lane city centre",
+ "area": "centre",
+ "food": "european",
+ "id": "19245",
+ "introduction": "eraina serves a variety of drinks and european dishes with influences from france spain italy and greece catering for vegetarians is also provided",
+ "name": "eraina",
+ "phone": "01223368786",
+ "postcode": "cb23rh",
+ "pricerange": "expensive",
+ "type": "restaurant"
+ },
+ {
+ "location": [
+ 52.201743,
+ 0.124843
+ ],
+ "address": "regent street city centre",
+ "area": "centre",
+ "food": "italian",
+ "id": "19213",
+ "introduction": "the simple menu and kitchen concept at pizza express has retained its freshly made ideal and you can still watch your pizza being prepared for you",
+ "name": "pizza express",
+ "phone": "01223324033",
+ "postcode": "cb21db",
+ "pricerange": "moderate",
+ "type": "restaurant"
+ },
+ {
+ "location": [
+ 52.20103,
+ 0.126023
+ ],
+ "address": "de vere university arms regent street city centre",
+ "area": "centre",
+ "food": "british",
+ "id": "19211",
+ "introduction": "adjoining the de vere university arms restaurant 1 7 is located at the forefront of regent street , and provides a birds eye view to take in the hustle and bustle of the busy city . enjoy beautifully created food which is always complemented by a fine selection of wines in a truly relaxing and contemporary atmosphere",
+ "name": "restaurant 1 7",
+ "phone": "01223337766",
+ "postcode": "cb21ab",
+ "pricerange": "moderate",
+ "type": "restaurant"
+ },
+ {
+ "location": [
+ 52.209028,
+ 0.118296
+ ],
+ "address": "12 bridge street city centre",
+ "area": "centre",
+ "food": "italian",
+ "id": "19229",
+ "introduction": "ask is a leading name in the uk casual dining market with over 100 restaurant -s across the uk . ask is the perfect place to relax and enjoy mouthwatering risottos an extended range of hearty al forno dishes and all your favourite pastas pizzas and salads",
+ "name": "ask restaurant",
+ "phone": "01223364917",
+ "postcode": "cb21uf",
+ "pricerange": "cheap",
+ "type": "restaurant"
+ },
+ {
+ "location": [
+ 52.204453,
+ 0.118693
+ ],
+ "address": "11 peas hill city centre",
+ "area": "centre",
+ "food": "chinese",
+ "id": "19242",
+ "introduction": "jinling noodle bar serves a wide range of chinese and shanghai dishes reflecting many different flavours and ingredients",
+ "name": "jinling noodle bar",
+ "phone": "01223566188",
+ "postcode": "cb23pp",
+ "pricerange": "moderate",
+ "type": "restaurant"
+ },
+ {
+ "location": [
+ 52.2002,
+ 0.1268
+ ],
+ "address": "83 regent street",
+ "area": "centre",
+ "food": "modern european",
+ "id": "3697",
+ "introduction": "de luca cucina bar in the heart of cambridge is a stylish spot to enjoy food , wine , cocktails and coffee all in a vibrant atmosphere . the cocktail bar at the front is perfect for coffee and light meal -s in the day and cocktails in the evening . an open kitchen provides real excitement with head chef darren kiegher and his team preparing simply delicious italian food using locally sourced ingredients .",
+ "name": "de luca cucina and bar",
+ "phone": "01223356666",
+ "postcode": "cb21aw",
+ "pricerange": "moderate",
+ "signature": "roasted barbary duck breast served with sweet potato wedges and mange tout with a red wine sauce",
+ "type": "restaurant"
+ },
+ {
+ "location": [
+ 52.202449,
+ 0.141062
+ ],
+ "address": "2 sturton street city centre",
+ "area": "centre",
+ "food": "gastropub",
+ "id": "19188",
+ "introduction": "the backstreet bistro is a gastropub with a separate bar area serving a couple of good real ales and a dining room serving modern european food . there is a decked area to sit out in during the summer months",
+ "name": "backstreet bistro",
+ "phone": "01223306306",
+ "postcode": "cb12qa",
+ "pricerange": "expensive",
+ "type": "restaurant"
+ },
+ {
+ "location": [
+ 52.215486,
+ 0.111167
+ ],
+ "address": "68 histon road chesterton",
+ "area": "west",
+ "food": "indian",
+ "id": "19266",
+ "introduction": "tandoori palace serve a variety of indian and bangladeshi dishes and can cater for private parties of up to 110 guests upon request",
+ "name": "tandoori palace",
+ "phone": "01223506055",
+ "postcode": "cb43le",
+ "pricerange": "expensive",
+ "type": "restaurant"
+ },
+ {
+ "location": [
+ 52.20025,
+ 0.11659
+ ],
+ "address": "doubletree by hilton cambridge granta place mill lane",
+ "area": "centre",
+ "food": "modern european",
+ "id": "10347",
+ "introduction": "",
+ "name": "riverside brasserie",
+ "phone": "01223259988",
+ "postcode": "cb21rt",
+ "pricerange": "moderate",
+ "type": "restaurant"
+ },
+ {
+ "location": [
+ 52.200422,
+ 0.135784
+ ],
+ "address": "74 mill road city centre",
+ "area": "centre",
+ "food": "indian",
+ "id": "19180",
+ "introduction": "kohinoor serves a variety of indian and vegetarian dishes at their restaurant a takeaway and delivery service is also available",
+ "name": "kohinoor",
+ "phone": "01223323639",
+ "postcode": "cb12as",
+ "pricerange": "cheap",
+ "type": "restaurant"
+ },
+ {
+ "location": [
+ 52.190176,
+ 0.13699
+ ],
+ "address": "2 g cambridge leisure park cherry hinton road cherry hinton",
+ "area": "south",
+ "food": "mexican",
+ "id": "19194",
+ "introduction": "chiquito is a chain of inexpensive tex mex restaurant -s predominantly aimed at tourists . they serve a variety of mexican and north of the border food as well as a range of cocktails",
+ "name": "chiquito restaurant bar",
+ "phone": "01223400170",
+ "postcode": "cb17dy",
+ "pricerange": "expensive",
+ "type": "restaurant"
+ },
+ {
+ "location": [
+ 52.21032,
+ 0.11367
+ ],
+ "address": "21 - 24 northampton road",
+ "area": "west",
+ "food": "italian",
+ "id": "12700",
+ "introduction": "",
+ "name": "prezzo",
+ "phone": "01799521260",
+ "postcode": "cb30ad",
+ "pricerange": "moderate",
+ "type": "restaurant"
+ },
+ {
+ "location": [
+ 52.199332,
+ 0.138395
+ ],
+ "address": "88 mill road city centre",
+ "area": "centre",
+ "food": "chinese",
+ "id": "19185",
+ "introduction": "rice house serve a variety of popular chinese dishes at their restaurant",
+ "name": "rice house",
+ "phone": "01223367755",
+ "postcode": "cb12bd",
+ "pricerange": "cheap",
+ "type": "restaurant"
+ },
+ {
+ "location": [
+ 52.195416,
+ 0.13114
+ ],
+ "address": "59 hills road city centre",
+ "area": "centre",
+ "food": "lebanese",
+ "id": "19221",
+ "name": "ali baba",
+ "phone": "01462432565",
+ "postcode": "cb21nt",
+ "pricerange": "moderate",
+ "type": "restaurant"
+ },
+ {
+ "location": [
+ 52.202793,
+ 0.123488
+ ],
+ "address": "35 saint andrews street city centre",
+ "area": "centre",
+ "food": "international",
+ "id": "19235",
+ "introduction": "the varsity restaurant serves a variety of international and vegetarian dishes and can cater for private parties of up to 40 guests upon request",
+ "name": "the varsity restaurant",
+ "phone": "01223356060",
+ "postcode": "cb23ar",
+ "pricerange": "moderate",
+ "type": "restaurant"
+ },
+ {
+ "location": [
+ 52.207312,
+ 0.124201
+ ],
+ "address": "40270 king street city centre",
+ "area": "centre",
+ "food": "modern european",
+ "id": "19177",
+ "introduction": "darrys cookhouse and wine shop is an award winning drinking and dining restaurant and bar in the centre of cambridge",
+ "name": "darrys cookhouse and wine shop",
+ "phone": "01223505015",
+ "postcode": "cb11ln",
+ "pricerange": "expensive",
+ "type": "restaurant"
+ },
+ {
+ "location": [
+ 52.199289,
+ 0.13974
+ ],
+ "address": "mill road city centre",
+ "area": "centre",
+ "food": "indian",
+ "id": "19182",
+ "introduction": "the golden curry serves a variety of authentic indian dishes at their fully licensed restaurant",
+ "name": "the golden curry",
+ "phone": "01223329432",
+ "postcode": "cb12az",
+ "pricerange": "expensive",
+ "type": "restaurant"
+ },
+ {
+ "location": [
+ 52.212444,
+ 0.112823
+ ],
+ "address": "71 castle street city centre",
+ "area": "west",
+ "food": "indian",
+ "id": "19249",
+ "introduction": "cocum specialises in south indian cuisine using spices meat and vegetables from the kerala region there is also a take away option",
+ "name": "cocum",
+ "phone": "01223366668",
+ "postcode": "cb30ah",
+ "pricerange": "expensive",
+ "type": "restaurant"
+ },
+ {
+ "location": [
+ 52.20608,
+ 0.118215
+ ],
+ "address": "st . michael 's church trinity street city centre",
+ "area": "centre",
+ "food": "european",
+ "id": "19227",
+ "introduction": "digby trout is a chain of restaurant -s that are located in many of london 's premier tourist attractions . they serve modern european cuisine and are open for lunch and dinner . situated in st michaels church , michaelhouse cafe serves coffee sandwiches and lunch from a regularly changing menu",
+ "name": "michaelhouse cafe",
+ "phone": "01223309147",
+ "postcode": "cb21su",
+ "pricerange": "expensive",
+ "type": "restaurant"
+ },
+ {
+ "location": [
+ 52.199012,
+ 0.113196
+ ],
+ "address": "37 newnham road newnham",
+ "area": "west",
+ "food": "indian",
+ "id": "19255",
+ "introduction": "the rice boat serves an authentic kind of indian cuisine that originates from the villages of kerala where the spice trade originated",
+ "name": "rice boat",
+ "phone": "01223302800",
+ "postcode": "cb39ey",
+ "pricerange": "expensive",
+ "type": "restaurant"
+ },
+ {
+ "location": [
+ 52.19934,
+ 0.12146
+ ],
+ "address": "15 - 19 trumpington street",
+ "area": "centre",
+ "food": "european",
+ "id": "4607",
+ "introduction": "",
+ "name": "hotel du vin and bistro",
+ "phone": "01223227330",
+ "postcode": "cb21qa",
+ "pricerange": "moderate",
+ "signature": "",
+ "type": "restaurant"
+ },
+ {
+ "location": [
+ 52.212444,
+ 0.112823
+ ],
+ "address": "41518 castle street city centre",
+ "area": "west",
+ "food": "indian",
+ "id": "19250",
+ "introduction": "maharajah tandoori restaurant serve a variety of indian and tandoori dishes at their restaurant catering for private parties of up to 40 guests is available upon request",
+ "name": "maharajah tandoori restaurant",
+ "phone": "01223358399",
+ "postcode": "cb30ah",
+ "pricerange": "expensive",
+ "type": "restaurant"
+ },
+ {
+ "location": [
+ 52.20342,
+ 0.12171
+ ],
+ "address": "crowne plaza hotel 20 downing street",
+ "area": "centre",
+ "food": "international",
+ "id": "14742",
+ "introduction": "",
+ "name": "bloomsbury restaurant",
+ "phone": "08719429180",
+ "postcode": "cb23dt",
+ "pricerange": "moderate",
+ "signature": "coconut and red chilli monkfish",
+ "type": "restaurant"
+ },
+ {
+ "location": [
+ 52.210226,
+ 0.115646
+ ],
+ "address": "17 magdalene street city centre",
+ "area": "west",
+ "food": "vietnamese",
+ "id": "19248",
+ "introduction": "thanh binh serve a variety of vietnamese dishes as well as selling an assortment of tea and coffees",
+ "name": "thanh binh",
+ "phone": "01223362456",
+ "postcode": "cb30af",
+ "pricerange": "cheap",
+ "type": "restaurant"
+ },
+ {
+ "location": [
+ 52.20903,
+ 0.1183
+ ],
+ "address": "14 -16 bridge street",
+ "area": "centre",
+ "food": "spanish",
+ "id": "12566",
+ "introduction": "la tasca is a spanish tapas restaurant and bar offering over 30 tapas dishes",
+ "name": "la tasca",
+ "phone": "01223464630",
+ "postcode": "cb21uf",
+ "pricerange": "moderate",
+ "type": "restaurant"
+ },
+ {
+ "location": [
+ 52.215311,
+ 0.12593
+ ],
+ "address": "20 milton road chesterton",
+ "area": "north",
+ "food": "italian",
+ "id": "19259",
+ "introduction": "da vinci pizzeria serve an extensive range of pizza and italian dishes as well as some vegetarian options a takeaway and delivery service is also available",
+ "name": "da vinci pizzeria",
+ "phone": "01223351707",
+ "postcode": "cb41jy",
+ "pricerange": "cheap",
+ "type": "restaurant"
+ },
+ {
+ "location": [
+ 52.213742,
+ 0.1242
+ ],
+ "address": "22 chesterton road chesterton",
+ "area": "north",
+ "food": "french",
+ "id": "19264",
+ "name": "restaurant 2 two",
+ "phone": "01223351880",
+ "postcode": "cb43ax",
+ "pricerange": "expensive",
+ "type": "restaurant"
+ },
+ {
+ "location": [
+ 52.208055,
+ 0.118397
+ ],
+ "address": "12 st . johns street city centre",
+ "area": "centre",
+ "food": "chinese",
+ "id": "19228",
+ "introduction": "ugly duckling serves a variety of chinese dishes to eat in or take away they also offer 10 percent discount on takeaway orders",
+ "name": "ugly duckling",
+ "postcode": "cb21tw",
+ "pricerange": "expensive",
+ "type": "restaurant"
+ },
+ {
+ "location": [
+ 52.203,
+ 0.12375
+ ],
+ "address": "36 saint andrews street",
+ "area": "centre",
+ "food": "japanese",
+ "id": "12638",
+ "introduction": "",
+ "name": "wagamama",
+ "phone": "01223462354",
+ "postcode": "cb23ar",
+ "pricerange": "expensive",
+ "type": "restaurant"
+ },
+ {
+ "location": [
+ 52.204609,
+ 0.137976
+ ],
+ "address": "12 norfolk street city centre",
+ "area": "centre",
+ "food": "chinese",
+ "id": "19186",
+ "introduction": "lan hong house serves great value home cooked authentic chinese food with over 2 5 dishes available from the buffet",
+ "name": "lan hong house",
+ "phone": "01223350420",
+ "postcode": "cb12lf",
+ "pricerange": "moderate",
+ "type": "restaurant"
+ },
+ {
+ "location": [
+ 52.19017,
+ 0.13699
+ ],
+ "address": "cambridge leisure park clifton way",
+ "area": "south",
+ "food": "portuguese",
+ "id": "12238",
+ "introduction": "it 's nandos",
+ "name": "nandos",
+ "phone": "01223327908",
+ "postcode": "cb17dy",
+ "pricerange": "cheap",
+ "type": "restaurant"
+ },
+ {
+ "location": [
+ 52.1987,
+ 0.12578
+ ],
+ "address": "6 lensfield road",
+ "area": "centre",
+ "food": "british",
+ "id": "13071",
+ "introduction": "",
+ "name": "the oak bistro",
+ "phone": "01223323361",
+ "postcode": "cb21eg",
+ "pricerange": "moderate",
+ "signature": "chargrilled rib eye steak with truffle butter mixed salad and fries",
+ "type": "restaurant"
+ },
+ {
+ "location": [
+ 52.204387,
+ 0.117841
+ ],
+ "address": "4 kings parade city centre",
+ "area": "centre",
+ "food": "british",
+ "id": "19226",
+ "introduction": "the copper kettle serve a variety of english dishes at their restaurant including full english breakfast -s lunches , roast dinner -s and baked potatoes . a takeaway menu is also provided",
+ "name": "the copper kettle",
+ "phone": "01223365068",
+ "postcode": "cb21sj",
+ "pricerange": "moderate",
+ "type": "restaurant"
+ },
+ {
+ "location": [
+ 52.190176,
+ 0.13699
+ ],
+ "address": "cambridge leisure park clifton way cherry hinton",
+ "area": "south",
+ "food": "chinese",
+ "id": "19197",
+ "name": "the lucky star",
+ "phone": "01223244277",
+ "postcode": "cb17dy",
+ "pricerange": "cheap",
+ "type": "restaurant"
+ },
+ {
+ "location": [
+ 52.202598,
+ 0.118342
+ ],
+ "address": "51 trumpington street city centre",
+ "area": "centre",
+ "food": "british",
+ "id": "19224",
+ "introduction": "fitzbillies restaurant serves a variety of bistro style lunches , anglo - european a la carte evening meals , as well as teas coffees and cakes throughout the day . catering for private parties is available upon request",
+ "name": "fitzbillies restaurant",
+ "phone": "01223352500",
+ "postcode": "cb21rg",
+ "pricerange": "expensive",
+ "type": "restaurant"
+ },
+ {
+ "location": [
+ 52.200187,
+ 0.126407
+ ],
+ "address": "108 regent street city centre",
+ "area": "centre",
+ "food": "korean",
+ "id": "19216",
+ "introduction": "little seoul offer a variety of korean cuisine for lunch and dinner",
+ "name": "little seoul",
+ "phone": "01223308681",
+ "postcode": "cb21dp",
+ "pricerange": "expensive",
+ "type": "restaurant"
+ },
+ {
+ "location": [
+ 52.197349,
+ 0.145075
+ ],
+ "address": "196 mill road city centre",
+ "area": "centre",
+ "food": "turkish",
+ "id": "19189",
+ "introduction": "meze is a restaurant and bar that serves tasty and fresh turkish cuisine set in an informal relaxed atmosphere the bar area also serves a wide range of beers wines and spirits",
+ "name": "meze bar",
+ "postcode": "cb13nf",
+ "pricerange": "expensive",
+ "type": "restaurant"
+ },
+ {
+ "location": [
+ 52.201423,
+ 0.116661
+ ],
+ "address": "40210 millers yard city centre",
+ "area": "centre",
+ "food": "asian oriental",
+ "id": "19225",
+ "introduction": "dojo noodle bar serves a variety of japanese chinese vietnamese korean and malaysian dishes to eat in or take away sister restaurant to touzai",
+ "name": "dojo noodle bar",
+ "phone": "01223363471",
+ "postcode": "cb21rq",
+ "pricerange": "cheap",
+ "type": "restaurant"
+ },
+ {
+ "location": [
+ 52.210226,
+ 0.115646
+ ],
+ "address": "15 magdalene street city centre",
+ "area": "west",
+ "food": "italian",
+ "id": "19247",
+ "introduction": "la margherita serve a variety of italian and vegetarian dishes at their restaurant",
+ "name": "la margherita",
+ "phone": "01223315232",
+ "postcode": "cb30af",
+ "pricerange": "cheap",
+ "type": "restaurant"
+ },
+ {
+ "location": [
+ 52.207446,
+ 0.122788
+ ],
+ "address": "40428 king street city centre",
+ "area": "centre",
+ "food": "asian oriental",
+ "id": "19175",
+ "introduction": "yippee noodle bar serves a variety of oriental and vegetarian dishes at their restaurant they also have a bar area and offer a take away service",
+ "name": "yippee noodle bar",
+ "phone": "01223518111",
+ "postcode": "cb11lh",
+ "pricerange": "moderate",
+ "type": "restaurant"
+ },
+ {
+ "location": [
+ 52.215157,
+ 0.125015
+ ],
+ "address": "7 milton road chesterton",
+ "area": "north",
+ "food": "indian",
+ "id": "19263",
+ "name": "the nirala",
+ "phone": "01223360966",
+ "postcode": "cb41uy",
+ "pricerange": "moderate",
+ "type": "restaurant"
+ },
+ {
+ "location": [
+ 52.204703,
+ 0.133238
+ ],
+ "address": "183 east road city centre",
+ "area": "centre",
+ "food": "british",
+ "id": "19171",
+ "introduction": "cotto is a restaurant cafe and bakery all rolled in to 1 . the restaurant upstairs is open for dinner from wednesday to saturday consisting of 1 menu of between 3 to 5 dishes tailored to the day the cafe and bakery offer cakes and other delicacies",
+ "name": "cotto",
+ "phone": "01223302010",
+ "postcode": "cb11bg",
+ "pricerange": "moderate",
+ "type": "restaurant"
+ },
+ {
+ "location": [
+ 52.21031,
+ 0.11381
+ ],
+ "address": "21 - 24 northampton street",
+ "area": "west",
+ "food": "british",
+ "id": "14810",
+ "introduction": "",
+ "name": "saint johns chop house",
+ "phone": "01223353110",
+ "postcode": "cb30ad",
+ "pricerange": "moderate",
+ "signature": "barnsley chop braised potatoes roast celeriac red cabbage and port sauce",
+ "type": "restaurant"
+ },
+ {
+ "location": [
+ 52.209742,
+ 0.146975
+ ],
+ "address": "cambridge retail park newmarket road fen ditton",
+ "area": "east",
+ "food": "italian",
+ "id": "19275",
+ "introduction": "pizza hut is a large chain with restaurant -s nationwide offering convenience pizzas pasta and salads to eat in or take away",
+ "name": "pizza hut fen ditton",
+ "phone": "01223323737",
+ "postcode": "cb58wr",
+ "pricerange": "moderate",
+ "type": "restaurant"
+ },
+ {
+ "location": [
+ 52.198696,
+ 0.12578
+ ],
+ "address": "12 lensfield road city centre",
+ "area": "centre",
+ "food": "chinese",
+ "id": "19219",
+ "name": "golden house",
+ "phone": "01842753771",
+ "postcode": "cb21eg",
+ "pricerange": "cheap",
+ "type": "restaurant"
+ },
+ {
+ "location": [
+ 52.200187,
+ 0.126407
+ ],
+ "address": "86 regent street city centre",
+ "area": "centre",
+ "food": "asian oriental",
+ "id": "19215",
+ "introduction": "j restaurant offers a wide variety of sushi noodles and dim sum to eat in or takeaway a home delivery service is also available",
+ "name": "j restaurant",
+ "phone": "01223307581",
+ "postcode": "cb21dp",
+ "pricerange": "cheap",
+ "type": "restaurant"
+ },
+ {
+ "location": [
+ 52.20951,
+ 0.11669
+ ],
+ "address": "33 bridge street",
+ "area": "centre",
+ "food": "european",
+ "id": "6780",
+ "introduction": "",
+ "name": "galleria",
+ "phone": "01223362054",
+ "postcode": "cb21uw",
+ "pricerange": "moderate",
+ "signature": "poached fillets of monkfish in lemongrass with sweet red chilli cream sauce and tiger prawns with leeks and mushrooms served with rice",
+ "type": "restaurant"
+ },
+ {
+ "location": [
+ 52.204424,
+ 0.12046
+ ],
+ "address": "corn exchange street",
+ "area": "centre",
+ "food": "gastropub",
+ "id": "31390",
+ "introduction": "",
+ "name": "the cow pizza kitchen and bar",
+ "phone": "01223308871",
+ "postcode": "cb23qf",
+ "pricerange": "moderate",
+ "signature": "wasabi spiked hamburger",
+ "type": "restaurant"
+ },
+ {
+ "location": [
+ 52.199332,
+ 0.138395
+ ],
+ "address": "100 mill road city centre",
+ "area": "centre",
+ "food": "african",
+ "id": "19183",
+ "introduction": "bedouin serves algerian cuisine",
+ "name": "bedouin",
+ "phone": "01223367660",
+ "postcode": "cb12bd",
+ "pricerange": "expensive",
+ "type": "restaurant"
+ },
+ {
+ "location": [
+ 52.206098,
+ 0.118713
+ ],
+ "address": "2 rose crescent city centre",
+ "area": "centre",
+ "food": "mediterranean",
+ "id": "19238",
+ "introduction": "the gardenia serves a variety of authentic greek and mediterranean dishes at their restaurant catering for private parties of up to 2 5 guests is available upon request",
+ "name": "the gardenia",
+ "phone": "01223356354",
+ "postcode": "cb23ll",
+ "pricerange": "cheap",
+ "type": "restaurant"
+ },
+ {
+ "location": [
+ 52.201116,
+ 0.125712
+ ],
+ "address": "47 - 53 regent street",
+ "area": "centre",
+ "food": "italian",
+ "id": "29652",
+ "introduction": "",
+ "name": "zizzi cambridge",
+ "phone": "01223365599",
+ "postcode": "cb21ab",
+ "pricerange": "cheap",
+ "signature": "piccante rustica pizza , a spicy sausage salami mascarpone and roquito chilli",
+ "type": "restaurant"
+ },
+ {
+ "location": [
+ 52.212992,
+ 0.157569
+ ],
+ "address": "newmarket road fen ditton",
+ "area": "east",
+ "food": "indian",
+ "id": "19272",
+ "introduction": "pipasha restaurant serves a variety of indian dishes to eat in or take away a delivery service is also available",
+ "name": "pipasha restaurant",
+ "phone": "01223577786",
+ "postcode": "cb58pa",
+ "pricerange": "expensive",
+ "type": "restaurant"
+ },
+ {
+ "location": [
+ 52.203,
+ 0.12375
+ ],
+ "address": "33 - 34 saint andrews street",
+ "area": "centre",
+ "food": "portuguese",
+ "id": "12237",
+ "introduction": "",
+ "name": "nandos city centre",
+ "phone": "01223327908",
+ "postcode": "cb23ar",
+ "pricerange": "cheap",
+ "type": "restaurant"
+ },
+ {
+ "location": [
+ 52.213853,
+ 0.125509
+ ],
+ "address": "victoria avenue chesterton",
+ "area": "north",
+ "food": "indian",
+ "id": "19257",
+ "name": "royal spice",
+ "phone": "01733553355",
+ "postcode": "cb41eh",
+ "pricerange": "cheap",
+ "type": "restaurant"
+ },
+ {
+ "location": [
+ 52.215311,
+ 0.12593
+ ],
+ "address": "milton road chesterton",
+ "area": "north",
+ "food": "chinese",
+ "id": "19260",
+ "introduction": "a unique treat for all lovers of chinese cuisine . from the spice islands to the food streets of beijing and the finest ocean catch .",
+ "name": "hakka",
+ "phone": "01223568988",
+ "postcode": "cb41jy",
+ "pricerange": "expensive",
+ "type": "restaurant"
+ },
+ {
+ "location": [
+ 52.206098,
+ 0.118713
+ ],
+ "address": "4 - 6 rose crescent",
+ "area": "centre",
+ "food": "spanish",
+ "id": "19237",
+ "introduction": "",
+ "name": "la raza",
+ "phone": "01223464550",
+ "postcode": "cb23ll",
+ "pricerange": "cheap",
+ "signature": "seafood paella",
+ "type": "restaurant"
+ },
+ {
+ "location": [
+ 52.200187,
+ 0.126407
+ ],
+ "address": "72 regent street city centre",
+ "area": "centre",
+ "food": "indian",
+ "id": "19218",
+ "introduction": "the gandhi serves a variety of indian and bangladeshi dishes at their restaurant to eat in or take away . catering for private parties of up to 140 guests is available upon request",
+ "name": "the gandhi",
+ "phone": "01223353942",
+ "postcode": "cb21dp",
+ "pricerange": "cheap",
+ "type": "restaurant"
+ },
+ {
+ "location": [
+ 52.220757,
+ 0.111564
+ ],
+ "address": "191 histon road chesterton",
+ "area": "north",
+ "food": "chinese",
+ "id": "19265",
+ "introduction": "the golden wok serves a variety of traditional chinese meal -s including sweet and sour dishes as well as rice and noodles",
+ "name": "golden wok",
+ "phone": "01223350688",
+ "postcode": "cb43hl",
+ "pricerange": "moderate",
+ "type": "restaurant"
+ },
+ {
+ "location": [
+ 52.215077,
+ 0.112421
+ ],
+ "address": "205 victoria road chesterton",
+ "area": "west",
+ "food": "indian",
+ "id": "19267",
+ "name": "meghna",
+ "phone": "01223727410",
+ "postcode": "cb43lf",
+ "pricerange": "moderate",
+ "type": "restaurant"
+ },
+ {
+ "location": [
+ 52.196862,
+ 0.129248
+ ],
+ "address": "hills road city centre",
+ "area": "centre",
+ "food": "indian",
+ "id": "19220",
+ "introduction": "the saffron brasserie serve a variety of dishes from their contemporary indian and bangladeshi menu . catering for private parties of up to 100 guests is available upon request",
+ "name": "saffron brasserie",
+ "phone": "01223354679",
+ "postcode": "cb21la",
+ "pricerange": "expensive",
+ "type": "restaurant"
+ },
+ {
+ "location": [
+ 52.210013,
+ 0.118007
+ ],
+ "address": "thompsons lane fen ditton",
+ "area": "centre",
+ "food": "mediterranean",
+ "id": "19268",
+ "name": "la mimosa",
+ "phone": "01223362525",
+ "postcode": "cb58aq",
+ "pricerange": "expensive",
+ "type": "restaurant"
+ },
+ {
+ "location": [
+ 52.206111,
+ 0.132969
+ ],
+ "address": "39 burleigh street city centre",
+ "area": "centre",
+ "food": "chinese",
+ "id": "19173",
+ "introduction": "shanghai family restaurant comprises a french cafe on the lower level and a chinese restaurant upstairs",
+ "name": "shanghai family restaurant",
+ "phone": "01223301761",
+ "postcode": "cb11dg",
+ "pricerange": "moderate",
+ "type": "restaurant"
+ },
+ {
+ "location": [
+ 52.200693,
+ 0.119744
+ ],
+ "address": "the little rose 37 trumpington street",
+ "area": "centre",
+ "food": "seafood",
+ "id": "19223",
+ "introduction": "using the freshest seafood from the loch of the same name , loch fyne restaurant -s serve a variety of shellfish and smoked fish all of which are complimented by an extensive wine list . non - seafood dishes are also available",
+ "name": "loch fyne",
+ "phone": "01223362433",
+ "postcode": "cb21qy",
+ "pricerange": "expensive",
+ "type": "restaurant"
+ },
+ {
+ "location": [
+ 52.20143,
+ 0.11664
+ ],
+ "address": "3 - 5 millers yard mill lane",
+ "area": "centre",
+ "food": "indian",
+ "id": "15275",
+ "introduction": "",
+ "name": "mahal of cambridge",
+ "phone": "01223360409",
+ "postcode": "cb21rq",
+ "pricerange": "cheap",
+ "signature": "chicken tikka masala",
+ "type": "restaurant"
+ },
+ {
+ "location": [
+ 52.208252,
+ 0.119957
+ ],
+ "address": "jesus lane fen ditton",
+ "area": "centre",
+ "food": "italian",
+ "id": "19269",
+ "introduction": "the simple menu and kitchen concept at pizza express has retained its freshly made ideal , and you can still watch your pizza being prepared for you . this branch has live jazz music",
+ "name": "pizza express fen ditton",
+ "phone": "01223324033",
+ "postcode": "cb58ba",
+ "pricerange": "moderate",
+ "type": "restaurant"
+ },
+ {
+ "location": [
+ 52.199012,
+ 0.113196
+ ],
+ "address": "35 newnham road newnham",
+ "area": "west",
+ "food": "thai",
+ "id": "19256",
+ "introduction": "sala thong serves a variety of thai dishes at their restaurant catering for private parties of up to 40 guests is available upon request",
+ "name": "sala thong",
+ "phone": "01223323178",
+ "postcode": "cb39ey",
+ "pricerange": "expensive",
+ "type": "restaurant"
+ },
+ {
+ "location": [
+ 52.215157,
+ 0.125015
+ ],
+ "address": "cambridge city football club milton road chesterton",
+ "area": "north",
+ "id": "19262",
+ "introduction": "located in cambridge city football club , city stop restaurant serve a variety of english and italian dishes as well as offering a selection of vegetarian options catering for corporate events and private parties of up to 100 guests is available upon request .",
+ "name": "city stop restaurant",
+ "phone": "01223363270",
+ "postcode": "cb41uy",
+ "pricerange": "expensive",
+ "food": "european",
+ "type": "restaurant"
+ },
+ {
+ "location": [
+ 52.218164,
+ 0.143209
+ ],
+ "address": "169 high street chesterton chesterton",
+ "area": "north",
+ "food": "asian oriental",
+ "id": "19261",
+ "introduction": "saigon city serve vietnamese chinese and thai cuisine to eat in or take away",
+ "name": "saigon city",
+ "phone": "01223356555",
+ "postcode": "cb41nl",
+ "pricerange": "expensive",
+ "type": "restaurant"
+ },
+ {
+ "location": [
+ 52.189484,
+ 0.135465
+ ],
+ "address": "10 homerton street city centre",
+ "area": "south",
+ "food": "chinese",
+ "id": "19246",
+ "introduction": "peking resturant cook from fresh ingredients . they specialise in sichuan and hunan dishes",
+ "name": "peking restaurant",
+ "phone": "01223354755",
+ "postcode": "cb28nx",
+ "pricerange": "expensive",
+ "type": "restaurant"
+ },
+ {
+ "location": [
+ 52.190176,
+ 0.13699
+ ],
+ "address": "cambridge leisure park clifton way cherry hinton",
+ "area": "south",
+ "food": "italian",
+ "id": "19195",
+ "introduction": "frankie and bennys has a traditional 1950s new york feel to it with its original family photographs , traditional wooden furniture and period music . they serve a wide range of authentic american and italian dishes .",
+ "name": "frankie and bennys",
+ "phone": "01223412430",
+ "postcode": "cb17dy",
+ "pricerange": "expensive",
+ "type": "restaurant"
+ },
+ {
+ "location": [
+ 52.22414,
+ 0.09194
+ ],
+ "address": "hotel felix whitehouse lane huntingdon road",
+ "area": "west",
+ "food": "british",
+ "id": "7492",
+ "introduction": "critically acclaimed food in luxurious and stylish surroundings , overlooking the hotel -s lush gardens .",
+ "name": "graffiti",
+ "phone": "01223277977",
+ "postcode": "cb30lx",
+ "pricerange": "expensive",
+ "signature": "panfried fillet of brill tempura of langoustine crushed garden peas shellfish basil nage",
+ "type": "restaurant"
+ },
+ {
+ "location": [
+ 52.199012,
+ 0.113196
+ ],
+ "address": "31 newnham road newnham",
+ "area": "west",
+ "food": "indian",
+ "id": "19254",
+ "introduction": "indian house serve a variety of indian dishes to eat in or take away they also have a selection of english dishes on their menu",
+ "name": "india house",
+ "phone": "01223461661",
+ "postcode": "cb39ey",
+ "pricerange": "expensive",
+ "type": "restaurant"
+ },
+ {
+ "location": [
+ 52.217736,
+ 0.102505
+ ],
+ "address": "cambridge lodge hotel 139 huntingdon road city centre",
+ "area": "west",
+ "food": "european",
+ "id": "19252",
+ "introduction": "located in the cambridge lodge hotel , this restaurant serves a variety of european and vegetarian dishes and can cater for private parties of up to 20 guests upon request .",
+ "name": "cambridge lodge restaurant",
+ "phone": "01223355166",
+ "postcode": "cb30dq",
+ "pricerange": "expensive",
+ "type": "restaurant"
+ },
+ {
+ "location": [
+ 52.212992,
+ 0.157569
+ ],
+ "address": "grafton hotel 619 newmarket road fen ditton",
+ "area": "east",
+ "food": "british",
+ "id": "19271",
+ "introduction": "located in the grafton hotel this restaurant serves a variety of english and vegetarian dishes from their a la carte and carvery menu . they also have a bar area",
+ "name": "grafton hotel restaurant",
+ "phone": "01223241387",
+ "postcode": "cb58pa",
+ "pricerange": "expensive",
+ "type": "restaurant"
+ },
+ {
+ "location": [
+ 52.214531,
+ 0.127298
+ ],
+ "address": "66 chesterton road chesterton",
+ "area": "north",
+ "food": "chinese",
+ "id": "19258",
+ "introduction": "the hotpot serves a variety of chinese dishes at their restaurant and can cater for private parties of up to 5 five guests upon request",
+ "name": "the hotpot",
+ "phone": "01223366552",
+ "postcode": "cb41ep",
+ "pricerange": "expensive",
+ "type": "restaurant"
+ },
+ {
+ "location": [
+ 52.20984,
+ 0.11793
+ ],
+ "address": "quayside off bridge street",
+ "area": "centre",
+ "food": "modern european",
+ "id": "7236",
+ "introduction": "",
+ "name": "the river bar steakhouse and grill",
+ "phone": "01223307030",
+ "postcode": "cb58aq",
+ "pricerange": "cheap",
+ "signature": "lobster mac and cheese",
+ "type": "restaurant"
+ },
+ {
+ "location": [
+ 52.207312,
+ 0.124201
+ ],
+ "address": "54 king street city centre",
+ "area": "centre",
+ "food": "italian",
+ "id": "19176",
+ "introduction": "clowns cafe serve a variety of drinks as well as italian dishes such as pasta ciabatta and salads",
+ "name": "clowns cafe",
+ "phone": "01223355711",
+ "postcode": "cb11ln",
+ "pricerange": "expensive",
+ "type": "restaurant"
+ },
+ {
+ "location": [
+ 52.209632,
+ 0.117213
+ ],
+ "address": "30 bridge street city centre",
+ "area": "centre",
+ "food": "turkish",
+ "id": "19232",
+ "introduction": "anatolia is a basement restaurant that serves a variety of turkish and vegetarian dishes and cater for private parties of up to 80 guests upon request",
+ "name": "anatolia",
+ "phone": "01223362372",
+ "postcode": "cb21uj",
+ "pricerange": "moderate",
+ "type": "restaurant"
+ },
+ {
+ "location": [
+ 52.204609,
+ 0.137976
+ ],
+ "address": "8 norfolk street city centre",
+ "area": "centre",
+ "food": "indian",
+ "id": "19187",
+ "name": "panahar",
+ "phone": "01223355012",
+ "postcode": "cb12lf",
+ "pricerange": "expensive",
+ "type": "restaurant"
+ },
+ {
+ "location": [
+ 52.207702,
+ 0.133982
+ ],
+ "address": "napier street city centre",
+ "area": "centre",
+ "food": "chinese",
+ "id": "19174",
+ "introduction": "tang chinese is a buffet restaurant and bar serving a variety of dishes for lunch and dinner there is also a takeaway menu available",
+ "name": "tang chinese",
+ "phone": "01223357187",
+ "postcode": "cb11hr",
+ "pricerange": "expensive",
+ "type": "restaurant"
+ },
+ {
+ "location": [
+ 52.20683,
+ 0.1192
+ ],
+ "address": "34 - 35 green street",
+ "area": "centre",
+ "food": "gastropub",
+ "id": "12482",
+ "introduction": "slug lettuce is a premium high street bar that serves a wide range of restaurant quality food to suit all occasions and appetites .",
+ "name": "the slug and lettuce",
+ "postcode": "cb23ju",
+ "pricerange": "expensive",
+ "type": "restaurant"
+ },
+ {
+ "location": [
+ 52.209003,
+ 0.118661
+ ],
+ "address": "5 jordans yard bridge street city centre",
+ "area": "centre",
+ "food": "indian",
+ "id": "19231",
+ "introduction": "curry king serve a variety of indian dishes to eat in or take away catering for private parties of up to 40 guests is available upon request",
+ "name": "curry king",
+ "phone": "01223324351",
+ "postcode": "cb21ug",
+ "pricerange": "expensive",
+ "type": "restaurant"
+ },
+ {
+ "location": [
+ 52.214201,
+ 0.108588
+ ],
+ "address": "huntingdon road city centre",
+ "area": "west",
+ "food": "british",
+ "id": "19251",
+ "introduction": "",
+ "name": "travellers rest",
+ "phone": "01223276182",
+ "postcode": "cb30df",
+ "pricerange": "expensive",
+ "type": "restaurant"
+ },
+ {
+ "location": [
+ 52.199332,
+ 0.138395
+ ],
+ "address": "106 mill road city centre",
+ "area": "centre",
+ "food": "indian",
+ "id": "19184",
+ "introduction": "curry queen is the most popular indian restaurant in cambridge serving good indian cuisine including all the usual dishes",
+ "name": "curry queen",
+ "phone": "01223351027",
+ "postcode": "cb12bd",
+ "pricerange": "expensive",
+ "type": "restaurant"
+ },
+ {
+ "location": [
+ 52.196967,
+ 0.149286
+ ],
+ "address": "290 mill road city centre",
+ "area": "east",
+ "food": "gastropub",
+ "id": "19190",
+ "name": "royal standard",
+ "phone": "01223247877",
+ "postcode": "cb13nl",
+ "pricerange": "expensive",
+ "type": "restaurant"
+ },
+ {
+ "location": [
+ 52.211144,
+ 0.163247
+ ],
+ "address": "7 barnwell road fen ditton",
+ "area": "east",
+ "food": "indian",
+ "id": "19274",
+ "introduction": "rajmahal serves traditional indian cuisine accomapnied by a broad wine list with beers and spirits also available",
+ "name": "rajmahal",
+ "phone": "01223244955",
+ "postcode": "cb58rg",
+ "pricerange": "moderate",
+ "type": "restaurant"
+ },
+ {
+ "location": [
+ 52.206111,
+ 0.132969
+ ],
+ "address": "21 burleigh street city centre",
+ "area": "centre",
+ "food": "chinese",
+ "id": "19172",
+ "name": "hk fusion",
+ "phone": "01223355909",
+ "postcode": "cb11dg",
+ "pricerange": "expensive",
+ "type": "restaurant"
+ },
+ {
+ "location": [
+ 52.207312,
+ 0.124201
+ ],
+ "address": "king street city centre",
+ "area": "centre",
+ "food": "turkish",
+ "id": "19178",
+ "introduction": "efes restaurant serve a variety of turkish dishes including kebabs in truly authentic surroundings .",
+ "name": "efes restaurant",
+ "phone": "01223500005",
+ "postcode": "cb11ln",
+ "pricerange": "moderate",
+ "type": "restaurant"
+ },
+ {
+ "location": [
+ 52.20103,
+ 0.126023
+ ],
+ "address": "regent street city centre",
+ "area": "centre",
+ "food": "north american",
+ "id": "19209",
+ "introduction": "gourmet burger kitchen has a trendy interior and , although a bit more expensive than the average high street burger joint , the delicious burgers and other dishes are huge and freshly prepared with large side orders to match . catering for vegetarians is provided",
+ "name": "gourmet burger kitchen",
+ "phone": "01223312598",
+ "postcode": "cb21ab",
+ "pricerange": "expensive",
+ "type": "restaurant"
+ },
+ {
+ "location": [
+ 52.205442,
+ 0.119706
+ ],
+ "address": "12 market hill city centre",
+ "area": "centre",
+ "food": "italian",
+ "id": "19239",
+ "introduction": "don pasquale pizzeria serves an extensive range of pizzas and italian dishes including pasta as well as a selection of beverages . catering for private parties of up to 80 guests is available upon request",
+ "name": "don pasquale pizzeria",
+ "phone": "01223350106",
+ "postcode": "cb23nj",
+ "pricerange": "expensive",
+ "type": "restaurant"
+ },
+ {
+ "location": [
+ 52.20439,
+ 0.11784
+ ],
+ "address": "1 kings parade",
+ "area": "centre",
+ "food": "british",
+ "id": "6941",
+ "introduction": "",
+ "name": "the cambridge chop house",
+ "phone": "01223359506",
+ "postcode": "cb21sj",
+ "pricerange": "expensive",
+ "signature": "lamb barnsley chop potato and garlic bake greens and gravy",
+ "type": "restaurant"
+ },
+ {
+ "location": [
+ 52.200422,
+ 0.135784
+ ],
+ "address": "52 mill road city centre",
+ "area": "centre",
+ "food": "asian oriental",
+ "id": "19181",
+ "introduction": "kymmoy is a noodle bar serving a wide variety of chinese thai cuisine for lunch and dinner",
+ "name": "kymmoy",
+ "phone": "01223311911",
+ "postcode": "cb12as",
+ "pricerange": "expensive",
+ "type": "restaurant"
+ },
+ {
+ "location": [
+ 52.186739,
+ 0.173048
+ ],
+ "address": "43 high street cherry hinton cherry hinton",
+ "area": "east",
+ "food": "indian",
+ "id": "19198",
+ "name": "sitar tandoori",
+ "phone": "01223249955",
+ "postcode": "cb19hx",
+ "pricerange": "expensive",
+ "type": "restaurant"
+ },
+ {
+ "location": [
+ 52.200187,
+ 0.126407
+ ],
+ "address": "84 regent street city centre",
+ "area": "centre",
+ "food": "mediterranean",
+ "id": "19217",
+ "introduction": "shiraz serves traditional mediterranean cuisine accompanied by an extensive wine list with beers and spirits also available",
+ "name": "shiraz restaurant",
+ "phone": "01223307581",
+ "postcode": "cb21dp",
+ "pricerange": "expensive",
+ "type": "restaurant"
+ },
+ {
+ "location": [
+ 52.21251,
+ 0.12774
+ ],
+ "address": "midsummer common",
+ "area": "centre",
+ "food": "british",
+ "id": "508",
+ "introduction": "",
+ "name": "midsummer house restaurant",
+ "phone": "01223369299",
+ "postcode": "cb41 ha",
+ "pricerange": "expensive",
+ "signature": "seared scallops with truffle apple and celeriac",
+ "type": "restaurant"
+ },
+ {
+ "location": [
+ 52.209028,
+ 0.118296
+ ],
+ "address": "bridge street city centre",
+ "area": "centre",
+ "food": "french",
+ "id": "19230",
+ "introduction": "cote is a modern french bistro offering some of the classic and simple favourites of french cuisine",
+ "name": "cote",
+ "phone": "01223311053",
+ "postcode": "cb21uf",
+ "pricerange": "expensive",
+ "type": "restaurant"
+ },
+ {
+ "location": [
+ 52.209632,
+ 0.117213
+ ],
+ "address": "32 bridge street city centre",
+ "area": "centre",
+ "food": "italian",
+ "id": "19234",
+ "introduction": "caffe uno is a chain of cafe style restaurant -s that offer a wide selection of meal -s and snacks to suit any time of the day including an extensive breakfast menu and choice of hot or cold drinks",
+ "name": "caffe uno",
+ "phone": "01223448620",
+ "postcode": "cb21uj",
+ "pricerange": "expensive",
+ "type": "restaurant"
+ },
+ {
+ "location": [
+ 52.197154,
+ 0.129511
+ ],
+ "address": "17 hills road city centre",
+ "area": "centre",
+ "food": "chinese",
+ "id": "19222",
+ "introduction": "sesame restaurant and bar offers a wide variety of traditional chinese cuisine for lunch or dinner with wifi access and a television screen in the basement",
+ "name": "sesame restaurant and bar",
+ "phone": "01223358899",
+ "postcode": "cb21nw",
+ "pricerange": "expensive",
+ "type": "restaurant"
+ },
+ {
+ "location": [
+ 52.206504,
+ 0.119157
+ ],
+ "address": "24 green street city centre",
+ "area": "centre",
+ "food": "thai",
+ "id": "19236",
+ "introduction": "bangkok city serve a variety of authentic dishes to eat in or take away",
+ "name": "bangkok city",
+ "phone": "01223354382",
+ "postcode": "cb23jx",
+ "pricerange": "expensive",
+ "type": "restaurant"
+ }
+]
\ No newline at end of file
diff --git a/convlab2/e2e/soloist/multiwoz/db/taxi_db_processed.json b/convlab2/e2e/soloist/multiwoz/db/taxi_db_processed.json
new file mode 100644
index 0000000000000000000000000000000000000000..19715256e700c63549475d7e34f46d60846f8308
--- /dev/null
+++ b/convlab2/e2e/soloist/multiwoz/db/taxi_db_processed.json
@@ -0,0 +1,27 @@
+[
+ {
+ "taxi_colors": [
+ "black",
+ "white",
+ "red",
+ "yellow",
+ "blue",
+ "grey"
+ ],
+ "taxi_types": [
+ "toyota",
+ "skoda",
+ "bmw",
+ "honda",
+ "ford",
+ "audi",
+ "lexus",
+ "volvo",
+ "volkswagen",
+ "tesla"
+ ],
+ "taxi_phone": [
+ "^[0-9]{10}$"
+ ]
+ }
+]
\ No newline at end of file
diff --git a/convlab2/e2e/soloist/multiwoz/db/train_db_processed.json b/convlab2/e2e/soloist/multiwoz/db/train_db_processed.json
new file mode 100644
index 0000000000000000000000000000000000000000..23c23160937563f6c69eff6ef8a4cd73ab10d061
--- /dev/null
+++ b/convlab2/e2e/soloist/multiwoz/db/train_db_processed.json
@@ -0,0 +1,28282 @@
+[
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+ "day": "monday",
+ "departure": "cambridge",
+ "destination": "london kings cross",
+ "time": "51 minutes",
+ "leave": "05:00",
+ "price": "23.60 pounds",
+ "id": "tr7075"
+ },
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+ "leave": "07:00",
+ "price": "23.60 pounds",
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+ },
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+ "leave": "09:00",
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+ },
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+ "destination": "london kings cross",
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+ "leave": "11:00",
+ "price": "23.60 pounds",
+ "id": "tr1111"
+ },
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+ "departure": "cambridge",
+ "destination": "london kings cross",
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+ "leave": "13:00",
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+ },
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+ "leave": "15:00",
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+ },
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+ "leave": "17:00",
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+ },
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+ "leave": "19:00",
+ "price": "23.60 pounds",
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+ },
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+ "destination": "london kings cross",
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+ "leave": "21:00",
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+ "leave": "23:00",
+ "price": "23.60 pounds",
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+ "departure": "cambridge",
+ "destination": "london kings cross",
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+ "leave": "05:00",
+ "price": "23.60 pounds",
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+ },
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+ "leave": "07:00",
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+ "leave": "09:00",
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+ "leave": "05:00",
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+ "leave": "09:00",
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+ "leave": "23:00",
+ "price": "23.60 pounds",
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+ "leave": "05:00",
+ "price": "23.60 pounds",
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+ "leave": "07:00",
+ "price": "23.60 pounds",
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+ "leave": "09:00",
+ "price": "23.60 pounds",
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+ "leave": "11:00",
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+ "leave": "13:00",
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+ "leave": "15:00",
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+ "leave": "17:00",
+ "price": "23.60 pounds",
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+ "leave": "19:00",
+ "price": "23.60 pounds",
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+ "leave": "21:00",
+ "price": "23.60 pounds",
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+ "leave": "23:00",
+ "price": "23.60 pounds",
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+ "departure": "cambridge",
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+ "leave": "05:00",
+ "price": "18.88 pounds",
+ "id": "tr0899"
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+ "leave": "07:00",
+ "price": "18.88 pounds",
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+ },
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+ "leave": "09:00",
+ "price": "18.88 pounds",
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+ "leave": "11:00",
+ "price": "18.88 pounds",
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+ "destination": "london kings cross",
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+ "leave": "13:00",
+ "price": "18.88 pounds",
+ "id": "tr4003"
+ },
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+ "destination": "london kings cross",
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+ "leave": "15:00",
+ "price": "18.88 pounds",
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+ },
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+ "departure": "cambridge",
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+ "time": "51 minutes",
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\ No newline at end of file
diff --git a/convlab2/e2e/soloist/multiwoz/db/value_set_processed.json b/convlab2/e2e/soloist/multiwoz/db/value_set_processed.json
new file mode 100644
index 0000000000000000000000000000000000000000..778aa83b616aa858ef9ee454828a282f01f2ad9b
--- /dev/null
+++ b/convlab2/e2e/soloist/multiwoz/db/value_set_processed.json
@@ -0,0 +1,2505 @@
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+ "taxi": {
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+ "21:15",
+ "15:00",
+ "05:30",
+ "13:15",
+ "01:15",
+ "06:15",
+ "01:00",
+ "18:30",
+ "06:45",
+ "06:00",
+ "07:45",
+ "06:30",
+ "17:45",
+ "18:15",
+ "19:30",
+ "24:30",
+ "21:30",
+ "03:45",
+ "21:25",
+ "14:30",
+ "17:00",
+ "14:00",
+ "04:30",
+ "23:30",
+ "03:30",
+ "20:15",
+ "24:15",
+ "02:00",
+ "07:00",
+ "23:00",
+ "08:15",
+ "22:00",
+ "10:15",
+ "16:30",
+ "02:15",
+ "18:00",
+ "14:15",
+ "10:00",
+ "17:30",
+ "15:45",
+ "05:45",
+ "19:15",
+ "20:45",
+ "23:45",
+ "15:30",
+ "13:30",
+ "11:45",
+ "05:00",
+ "03:15",
+ "03:20",
+ "07:30",
+ "23:15",
+ "16:00",
+ "09:30",
+ "after 02:30",
+ "11:30",
+ "09:45",
+ "09:15",
+ "09:00",
+ "15:25",
+ "08:30",
+ "14:45",
+ "04:00",
+ "11:00",
+ "22:45",
+ "11:15",
+ "03:00",
+ "04:15",
+ "1615",
+ "22:30",
+ "21:45",
+ "after 11:45",
+ "05:15",
+ "01:45",
+ "12:45",
+ "10:45",
+ "20:30",
+ "18:45",
+ "thursday",
+ "21:04",
+ "10:50",
+ "after 15:45",
+ "300",
+ "monday",
+ "friday",
+ "1"
+ ],
+ "destination": [
+ "express by holiday inn cambridge",
+ "dojo noodle bar",
+ "wandlebury country park",
+ "leverton house",
+ "the cambridge chop house",
+ "saint john 's college",
+ "galleria",
+ "churchill college",
+ "royal spice",
+ "all saints church",
+ "nandos city centre",
+ "cote",
+ "chiquito restaurant bar",
+ "saint johns chop house",
+ "the nirala",
+ "tang chinese",
+ "the junction",
+ "bangkok city",
+ "cambridge university botanic gardens",
+ "the lucky star",
+ "london liverpool street train station",
+ "la raza",
+ "soul tree nightclub",
+ "the cow pizza kitchen and bar",
+ "yippee noodle bar",
+ "christ 's college",
+ "el shaddai",
+ "castle galleries",
+ "saint catharine 's college",
+ "riverside brasserie",
+ "fitzbillies restaurant",
+ "cambridge",
+ "camb",
+ "the golden curry",
+ "wagamama",
+ "jinling noodle bar",
+ "maharajah tandoori restaurant",
+ "little saint mary 's church",
+ "camboats",
+ "cotto",
+ "nusha",
+ "acorn guest house",
+ "frankie and bennys",
+ "jesus green outdoor pool",
+ "aylesbray lodge guest house",
+ "golden wok",
+ "charlie chan",
+ "country folk museum",
+ "huntingdon marriott hotel",
+ "meze bar restaurant",
+ "vue cinema",
+ "adc theatre",
+ "rice house",
+ "graffiti",
+ "saigon city",
+ "city stop restaurant",
+ "carolina bed and breakfast",
+ "cafe jello gallery",
+ "little seoul",
+ "primavera",
+ "kohinoor",
+ "the place",
+ "loch fyne",
+ "rice boat",
+ "kings hedges learner pool",
+ "the cambridge belfry",
+ "cambridge artworks",
+ "pizza hut cherry hinton",
+ "cambridge train station",
+ "sitar tandoori",
+ "the gardenia",
+ "don pasquale pizzeria",
+ "milton country park",
+ "hamilton lodge",
+ "hobsons house",
+ "kirkwood house",
+ "archway house",
+ "the fitzwilliam museum",
+ "alexander bed and breakfast",
+ "cambridge museum of technology",
+ "midsummer house restaurant",
+ "allenbell",
+ "hakka",
+ "old schools",
+ "ashley hotel",
+ "de luca cucina and bar",
+ "cambridge lodge restaurant",
+ "efes restaurant",
+ "bedouin",
+ "club salsa",
+ "bloomsbury restaurant",
+ "hk fusion",
+ "rajmahal",
+ "lynne strover gallery",
+ "abbey pool and astroturf pitch",
+ "taj tandoori",
+ "royal standard",
+ "a and b guest house",
+ "parkside police station",
+ "curry garden",
+ "scudamores punting co",
+ "the lensfield hotel",
+ "the fez club",
+ "university arms hotel",
+ "la margherita",
+ "hotel du vin and bistro",
+ "pizza express fen ditton",
+ "hughes hall",
+ "gonville hotel",
+ "the gandhi",
+ "sidney sussex college",
+ "tenpin",
+ "ask",
+ "backstreet bistro",
+ "nandos",
+ "ballare",
+ "ali baba",
+ "india house",
+ "peking restaurant",
+ "meghna",
+ "the river bar steakhouse and grill",
+ "the cambridge punter",
+ "pipasha restaurant",
+ "prezzo",
+ "whale of a time",
+ "finches bed and breakfast",
+ "avalon",
+ "curry prince",
+ "da vinci pizzeria",
+ "corpus christi",
+ "holy trinity church",
+ "the varsity restaurant",
+ "saffron brasserie",
+ "downing college",
+ "sesame restaurant and bar",
+ "cambridge contemporary art",
+ "addenbrookes hospital",
+ "williams art and antiques",
+ "pembroke college",
+ "clare hall",
+ "cambridge arts theatre",
+ "shanghai family restaurant",
+ "king 's college",
+ "the cherry hinton village centre",
+ "cambridge and county folk museum",
+ "the hotpot",
+ "bridge guest house",
+ "ugly duckling",
+ "cocum",
+ "stazione restaurant and coffee bar",
+ "gourmet burger kitchen",
+ "la tasca",
+ "shiraz restaurant",
+ "byard art",
+ "sheep 's green and lammas land park fen causeway",
+ "caffe uno",
+ "broughton house gallery",
+ "the ghandi",
+ "kambar",
+ "the copper kettle",
+ "yu garden",
+ "trinity college",
+ "birmingham new street train station",
+ "funky fun house",
+ "eraina",
+ "man on the moon concert hall",
+ "tandoori palace",
+ "magdalene college",
+ "worth house",
+ "mumford theatre",
+ "pizza express",
+ "ely train station",
+ "lan hong house",
+ "mahal of cambridge",
+ "pizza hut city centre",
+ "golden house",
+ "alpha - milton guest house",
+ "regency gallery",
+ "darrys cookhouse and wine shop",
+ "cityroomz",
+ "ta",
+ "queen 's college",
+ "restaurant 1 7",
+ "arbury lodge guest house",
+ "the cambridge corn exchange",
+ "the oak bistro",
+ "cambridge county fair next to the city tourist museum",
+ "riverboat georgina",
+ "stansted airport train station",
+ "grafton hotel restaurant",
+ "thanh binh",
+ "autumn house",
+ "restaurant 2 two",
+ "jesus college",
+ "london kings cross train station",
+ "city centre north bed and breakfast",
+ "cherry hinton water play",
+ "travellers rest",
+ "the man on the moon",
+ "rosa 's bed and breakfast",
+ "the good luck chinese food takeaway",
+ "curry king",
+ "cambridge book and print gallery",
+ "st johns chop house",
+ "cherry hinton hall and grounds",
+ "anatolia",
+ "saint barnabas press gallery",
+ "j restaurant",
+ "parkside pools",
+ "kymmoy",
+ "scott polar museum",
+ "cineworld cinema",
+ "michaelhouse cafe",
+ "cambr",
+ "restaurant alimentum",
+ "zizzi cambridge",
+ "not museum of archaeology and anthropologymentioned",
+ "gonville and caius college",
+ "lovell lodge",
+ "fitzwilliam museum",
+ "sleeperz hotel",
+ "the slug and lettuce",
+ "whipple museum of the history of science",
+ "broxbourne train station",
+ "home from home",
+ "museum of archaelogy and anthropology",
+ "tandori in cambridge",
+ "gastropub",
+ "the anatolia",
+ "kettle 's yard",
+ "nirala",
+ "leicester train station",
+ "cambridge road church of christ",
+ "warkworth house",
+ "megna",
+ "grou",
+ "sala thong",
+ "gallery at 12 a high street",
+ "maharajah tandoori restaurant4",
+ "pizza hut fen ditton",
+ "museum of classical archaeology",
+ "the regent street city center",
+ "gandhi",
+ "emmanuel college",
+ "tranh binh",
+ "wankworth hotel",
+ "kambur",
+ "the missing sock",
+ "panahar",
+ "limehouse",
+ "finders corner newmarket road",
+ "people 's portraits exhibition at girton college",
+ "station road",
+ "la mimosa",
+ "clowns cafe",
+ "bishops stortford train station",
+ "hotel",
+ "nil",
+ "kings college",
+ "restaurant",
+ "attraction",
+ "stevenage train station",
+ "the galleria",
+ "queens ' college",
+ "great saint mary 's church",
+ "theathre",
+ "ruskin gallery",
+ "saint barnabas",
+ "peterborough train station",
+ "cambridge artw2orks",
+ "acorn house",
+ "ca",
+ "clare college",
+ "shiraz .",
+ "riverboat georginawd",
+ "mic",
+ "the gallery at 12",
+ "the soul tree",
+ "finches",
+ "london kings cross",
+ "bishops stortford"
+ ],
+ "departure": [
+ "christ 's college",
+ "kirkwood house",
+ "bridge guest house",
+ "cineworld cinema",
+ "gonville hotel",
+ "ashley hotel",
+ "arbury lodge guest house",
+ "worth house",
+ "city centre north bed and breakfast",
+ "the lensfield hotel",
+ "funky fun house",
+ "riverboat georgina",
+ "backstreet bistro",
+ "the junction",
+ "express by holiday inn cambridge",
+ "all saints church",
+ "sala thong",
+ "byard art",
+ "london kings cross train station",
+ "la raza",
+ "alexander bed and breakfast",
+ "cityroomz",
+ "hamilton lodge",
+ "alpha - milton guest house",
+ "el shaddai",
+ "restaurant alimentum",
+ "allenbell",
+ "churchill college",
+ "clare college",
+ "parkside pools",
+ "cambridge arts theatre",
+ "frankie and bennys",
+ "huntingdon marriott hotel",
+ "university arms hotel",
+ "acorn guest house",
+ "soul tree nightclub",
+ "ali baba",
+ "tandoori palace",
+ "saigon city",
+ "zizzi cambridge",
+ "wagamama",
+ "the cambridge belfry",
+ "milton country park",
+ "a and b guest house",
+ "city stop restaurant",
+ "grafton hotel restaurant",
+ "the man on the moon",
+ "king 's college",
+ "great saint mary 's church",
+ "the oak bistro",
+ "club salsa",
+ "loch fyne",
+ "the place",
+ "la mimosa",
+ "la margherita",
+ "restaurant 2 two",
+ "queens ' college",
+ "wandlebury country park",
+ "kymmoy",
+ "magdalene college",
+ "royal standard",
+ "kings lynn train station",
+ "the fez club",
+ "jesus green outdoor pool",
+ "vue cinema",
+ "little saint mary 's church",
+ "avalon",
+ "aylesbray lodge guest house",
+ "chinese city centre",
+ "thanh binh",
+ "yu garden",
+ "finches bed and breakfast",
+ "hakka",
+ "lovell lodge",
+ "kettle 's yard",
+ "bloomsbury restaurant",
+ "museum of classical archaeology",
+ "cherry hinton water play",
+ "camboats",
+ "pizza hut cherry hinton",
+ "abbey pool and astroturf pitch",
+ "pizza hut",
+ "taj tandoori",
+ "kings hedges learner pool",
+ "nandos city centre",
+ "hobsons house",
+ "carolina bed and breakfast",
+ "the golden curry",
+ "rosa 's bed and breakfast",
+ "the river bar steakhouse and grill",
+ "cafe jello gallery",
+ "the cambridge punter",
+ "the byard art museum",
+ "archway house",
+ "ugly duckling",
+ "cherry hinton hall and grounds",
+ "addenbrookes hospital",
+ "graffiti",
+ "cambridge artworks",
+ "broughton house gallery",
+ "the missing sock",
+ "autumn house",
+ "stazione restaurant and coffee bar",
+ "whale of a time",
+ "cambridge lodge restaurant",
+ "saint johns chop house",
+ "prezzo",
+ "rice boat",
+ "lan hong house",
+ "leverton house",
+ "kambar",
+ "hotel",
+ "museum of archaelogy and anthropology",
+ "saint catharine 's college",
+ "la tasca",
+ "cambridge",
+ "downing college",
+ "cocum",
+ "mumford theatre",
+ "cote",
+ "golden wok",
+ "cambridge university botanic gardens",
+ "charlie chan",
+ "corpus christi",
+ "old schools",
+ "cambridge belfry",
+ "jinling noodle bar",
+ "birmingham new street train station",
+ "meze bar restaurant",
+ "warkworth house",
+ "pizza express",
+ "gonville and caius college",
+ "cambridge contemporary art",
+ "primavera",
+ "adc theatre",
+ "bedouin",
+ "w",
+ "trinity college",
+ "nusha",
+ "the good luck chinese food takeaway",
+ "travellers rest",
+ "restaurant 1 7",
+ "pizza hut fen ditton",
+ "ask",
+ "cambridge and county folk museum",
+ "curry prince",
+ "the nirala",
+ "pembroke college",
+ "golden house",
+ "castle galleries",
+ "the fitzwilliam museum",
+ "galleria",
+ "jesus college",
+ "curry garden",
+ "anatolia",
+ "the gandhi",
+ "nandos",
+ "st . john 's college",
+ "clowns cafe",
+ "dojo noodle bar",
+ "panahar",
+ "whipple museum of the history of science",
+ "royal spice",
+ "clare hall",
+ "gallery at 12 a high street",
+ "pizza hut city centre",
+ "bishops stortford train station",
+ "ruskin gallery",
+ "sheep 's green and lammas land park fen causeway",
+ "home from home",
+ "parkside police station",
+ "scudamores punting co",
+ "the cherry hinton village centre",
+ "sesame restaurant and bar",
+ "broxbourne train station",
+ "sidney sussex college",
+ "chiquito restaurant bar",
+ "cambridge train station",
+ "saffron brasserie",
+ "pizza express fen ditton",
+ "tenpin",
+ "scott polar museum",
+ "rice house",
+ "caffee uno",
+ "cotto",
+ "corpus cristi",
+ "the varsity restaurant",
+ "limehouse",
+ "ely train station",
+ "hotel du vin and bistro",
+ "meghna",
+ "the gardenia",
+ "emmanuel college",
+ "saint barnabas press gallery",
+ "rajmahal",
+ "lynne strover gallery",
+ "cas",
+ "riverside brasserie",
+ "hughes hall",
+ "cherry hinton village center",
+ "the lucky star",
+ "bangkok city",
+ "kohinoor",
+ "don pasquale pizzeria",
+ "fitzbillies restaurant",
+ "acorn house",
+ "curry queen",
+ "ballare",
+ "the cambridge corn exchange",
+ "lens",
+ "cambridge museum of technology",
+ "the cambridge chop house",
+ "peterborough train station",
+ "london liverpool street",
+ "the copper kettle",
+ "holy trinity church",
+ "the slug and lettuce",
+ "williams art and antiques",
+ "the avalon",
+ "junction theatre",
+ "yippee noodle bar",
+ "da vinci pizzeria",
+ "maharajah tandoori restaurant",
+ "darrys cookhouse and wine shop",
+ "michaelhouse cafe",
+ "tang chinese",
+ "peking restaurant",
+ "saint john 's college",
+ "aylesbray lodge",
+ "the alexander bed and breakfast",
+ "ely",
+ "cambridge belfy",
+ "kings college",
+ "eraina",
+ "people 's portraits exhibition at girton college",
+ "gonville",
+ "caffe uno",
+ "the cow pizza kitchen and bar",
+ "mahal of cambridge",
+ "lovell ldoge",
+ "alyesbray lodge hotel",
+ "g",
+ "cambridge chop house",
+ "j restaurant",
+ "172 chestertown road",
+ "little seoul",
+ "stevenage train station",
+ "downing street",
+ "gourmet burger kitchen",
+ "cambridge towninfo centre",
+ "citiroomz",
+ "de luca cucina and bar",
+ "london liverpool street train station",
+ "cinema",
+ "museum",
+ "shiraz restaurant",
+ "clair hall",
+ "sitar tandoori",
+ "ca",
+ "cambridge book and print gallery",
+ "norwich train station",
+ "home",
+ "regency gallery",
+ "nstaot mentioned",
+ "new england",
+ "the hotpot",
+ "park",
+ "07:15",
+ "the allenbell"
+ ],
+ "arrive": [
+ "19:15",
+ "15:45",
+ "17:15",
+ "17:30",
+ "17:00",
+ "12:30",
+ "19:30",
+ "12:45",
+ "18:00",
+ "13:30",
+ "13:15",
+ "17:45",
+ "11:15",
+ "14:30",
+ "14:45",
+ "11:45",
+ "09:15",
+ "16:45",
+ "16:15",
+ "01:30",
+ "12:15",
+ "06:45",
+ "01:00",
+ "09:30",
+ "12:00",
+ "11:30",
+ "18:30",
+ "15:30",
+ "18:45",
+ "14:00",
+ "21:00",
+ "15:00",
+ "08:15",
+ "10:15",
+ "19:00",
+ "20:15",
+ "11:00",
+ "15:15",
+ "05:15",
+ "16:30",
+ "21:30",
+ "08:00",
+ "20:00",
+ "20:30",
+ "20:45",
+ "10:45",
+ "13:00",
+ "09:00",
+ "21:45",
+ "16:00",
+ "19:45",
+ "16,15",
+ "06:00",
+ "10:30",
+ "23:15",
+ "13:45",
+ "14:15",
+ "18:15",
+ "04:00",
+ "24:45",
+ "07:00",
+ "04:15",
+ "23:00",
+ "03:00",
+ "02:45",
+ "10:00",
+ "07:15",
+ "24:15",
+ "04:45",
+ "01:15",
+ "06:30",
+ "23:30",
+ "06:15",
+ "21:15",
+ "07:30",
+ "02:00",
+ "22:30",
+ "24:00",
+ "02:15",
+ "03:15",
+ "05:30",
+ "05:00",
+ "1145",
+ "03:30",
+ "01:45",
+ "22:15",
+ "03:45",
+ "09:45",
+ "17:05",
+ "1730",
+ "02:30",
+ "22:00",
+ "04:30",
+ "1700",
+ "24:30",
+ "15:23",
+ "08:30"
+ ],
+ "day": [
+ "wednesday"
+ ]
+ },
+ "restaurant": {
+ "name": [
+ "ugly duckling",
+ "prezzo",
+ "caffe uno",
+ "the golden curry",
+ "the gandhi",
+ "backstreet bistro",
+ "galleria",
+ "nandos",
+ "charlie chan",
+ "tandoori palace",
+ "the river bar steakhouse and grill",
+ "hotel du vin and bistro",
+ "fitzbillies restaurant",
+ "ali baba",
+ "clowns cafe",
+ "de luca cucina and bar",
+ "cambridge lodge restaurant",
+ "curry garden",
+ "dojo noodle bar",
+ "shanghai family restaurant",
+ "the lucky star",
+ "hakka",
+ "sesame restaurant and bar",
+ "golden house",
+ "the gardenia",
+ "efes restaurant",
+ "jinling noodle bar",
+ "saigon city",
+ "cocum",
+ "wagamama",
+ "bloomsbury restaurant",
+ "saffron brasserie",
+ "chiquito restaurant bar",
+ "travellers rest",
+ "yu garden",
+ "stazione restaurant and coffee bar",
+ "tang chinese",
+ "meze bar",
+ "the slug and lettuce",
+ "pizza express",
+ "da vinci pizzeria",
+ "restaurant 2 two",
+ "darrys cookhouse and wine shop",
+ "hk fusion",
+ "nandos city centre",
+ "la mimosa",
+ "the copper kettle",
+ "frankie and bennys",
+ "rice house",
+ "shiraz restaurant",
+ "the missing sock",
+ "kohinoor",
+ "rajmahal",
+ "restaurant 1 7",
+ "the good luck chinese food takeaway",
+ "midsummer house restaurant",
+ "rice boat",
+ "thanh binh",
+ "j restaurant",
+ "the hotpot",
+ "taj tandoori",
+ "zizzi cambridge",
+ "curry prince",
+ "the cambridge chop house",
+ "curry king",
+ "curry queen",
+ "the cow pizza kitchen and bar",
+ "loch fyne",
+ "golden wok",
+ "kymmoy",
+ "pizza hut cherry hinton",
+ "city stop restaurant",
+ "la margherita",
+ "ask restaurant",
+ "saint johns chop house",
+ "panahar",
+ "pipasha restaurant",
+ "grafton hotel restaurant",
+ "royal spice",
+ "yippee noodle bar",
+ "lan hong house",
+ "maharajah tandoori restaurant",
+ "michaelhouse cafe",
+ "anatolia",
+ "peking restaurant",
+ "cote",
+ "riverside brasserie",
+ "don pasquale pizzeria",
+ "meghna",
+ "india house",
+ "sala thong",
+ "the oak bistro",
+ "gourmet burger kitchen",
+ "the varsity restaurant",
+ "la raza",
+ "eraina",
+ "restaurant alimentum",
+ "graffiti",
+ "sitar tandoori",
+ "bedouin",
+ "cotto",
+ "the nirala",
+ "royal standard",
+ "pizza hut fen ditton",
+ "pizza hut city centre",
+ "mahal of cambridge",
+ "bangkok city",
+ "little seoul",
+ "la tasca",
+ "pizza express fen ditton",
+ "meze bar restaurant",
+ "indian",
+ "do n't care",
+ "cambri",
+ "copper kettle",
+ "charlie",
+ "pizza hut",
+ "city stop",
+ "ba",
+ "oak bistro",
+ "scudamores punt",
+ "lovel",
+ "tandoori",
+ "no",
+ "fi",
+ "lev",
+ "golden curry",
+ "hotpot",
+ "ask",
+ "worth house",
+ "lo",
+ "archway",
+ "molecular gastonomy",
+ "european",
+ "anatolia and efes restaurant",
+ "nirala",
+ "not metioned",
+ "cott",
+ "cambridge chop house",
+ "bridge",
+ "lucky star",
+ "clu",
+ "the",
+ "golden house golden house",
+ "limehouse",
+ "clowns",
+ "restaurant",
+ "parkside pools",
+ "the dojo noodle bar",
+ "nusha",
+ "hobson house",
+ "au",
+ "el shaddai",
+ "old school",
+ "el",
+ "cam",
+ "yes",
+ "gardenia",
+ "fin",
+ "efes",
+ "slug and lettuce",
+ "camboats",
+ "missing sock",
+ "grafton",
+ "nus",
+ "cambridge lodge",
+ "fitzbillies",
+ "hamilton lodge",
+ "gastropub",
+ "funky",
+ "cow pizza",
+ "ashley",
+ "ros",
+ "hobso",
+ "kitchen and bar",
+ "d",
+ "cityr",
+ "pipasha",
+ "seasame restaurant and bar",
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+ "08:30",
+ "10:45",
+ "05:00",
+ "20:00",
+ "15:15",
+ "11:15",
+ "19:00",
+ "20:15",
+ "16:45",
+ "12:45",
+ "10:15",
+ "21:00",
+ "15:00",
+ "17:15",
+ "14:30",
+ "20:30",
+ "18:15",
+ "12:15",
+ "18:45",
+ "12:00",
+ "10:00",
+ "21:45",
+ "16:15",
+ "14:00",
+ "18:30",
+ "17:45",
+ "13:30",
+ "19:30",
+ "12:30",
+ "09:15",
+ "09:00",
+ "16:00",
+ "23:00",
+ "10:30",
+ "09:30",
+ "16:30",
+ "18:00",
+ "09:45",
+ "15:45",
+ "19:15",
+ "13:00",
+ "17:30",
+ "15:30",
+ "21:15",
+ "13:15",
+ "21:30",
+ "17:00",
+ "14:15",
+ "do n't care",
+ "thursday",
+ "05:30",
+ "07:15",
+ "19:57",
+ "06:30",
+ "07:30",
+ "01:00",
+ "22:00",
+ "1100",
+ "06:15",
+ "23:30",
+ "05:15",
+ "07:45",
+ "05:45",
+ "09,45",
+ "06:45",
+ "tuesday"
+ ],
+ "destination": [
+ "leicester",
+ "kings lynn",
+ "cambridge",
+ "bishops stortford",
+ "stevenage",
+ "stansted airport",
+ "birmingham new street",
+ "peterborough",
+ "ely",
+ "broxbourne",
+ "london liverpool street",
+ "london kings cross",
+ "norwich",
+ "lecester",
+ "bishop stortford",
+ "north",
+ "willi",
+ "curry prince",
+ "bournemouth",
+ "centre",
+ "no",
+ "bishops storford",
+ "city centre north",
+ "taj tandoori",
+ "petersborough",
+ "huntington marriott",
+ "hol",
+ "gonv",
+ "liverpool",
+ "huntingdon marriott hotel",
+ "gourmet burger kitchen",
+ "the copper kettle"
+ ],
+ "leave": [
+ "08:40",
+ "08:24",
+ "15:32",
+ "09:16",
+ "05:54",
+ "10:06",
+ "05:00",
+ "05:34",
+ "15:34",
+ "06:16",
+ "08:21",
+ "23:48",
+ "17:29",
+ "13:00",
+ "22:24",
+ "23:50",
+ "10:11",
+ "10:09",
+ "15:48",
+ "16:36",
+ "21:29",
+ "05:16",
+ "10:19",
+ "13:32",
+ "17:19",
+ "15:11",
+ "16:40",
+ "19:32",
+ "14:01",
+ "15:39",
+ "22:19",
+ "21:19",
+ "09:09",
+ "07:16",
+ "19:35",
+ "09:32",
+ "11:35",
+ "09:21",
+ "22:06",
+ "18:11",
+ "18:21",
+ "05:48",
+ "11:39",
+ "16:48",
+ "20:19",
+ "15:16",
+ "07:09",
+ "07:36",
+ "06:34",
+ "13:11",
+ "13:35",
+ "06:36",
+ "19:09",
+ "21:34",
+ "19:48",
+ "21:36",
+ "15:54",
+ "08:19",
+ "21:40",
+ "23:01",
+ "23:36",
+ "23:29",
+ "13:16",
+ "21:35",
+ "10:36",
+ "16:24",
+ "06:48",
+ "09:35",
+ "06:32",
+ "15:50",
+ "07:40",
+ "07:06",
+ "23:32",
+ "21:16",
+ "13:34",
+ "22:34",
+ "19:29",
+ "13:40",
+ "19:21",
+ "14:32",
+ "19:40",
+ "07:35",
+ "08:16",
+ "10:40",
+ "11:24",
+ "07:19",
+ "06:21",
+ "08:06",
+ "12:21",
+ "05:09",
+ "05:24",
+ "07:00",
+ "10:21",
+ "17:59",
+ "15:17",
+ "09:11",
+ "23:11",
+ "16:19",
+ "23:40",
+ "13:21",
+ "17:09",
+ "21:39",
+ "05:40",
+ "23:35",
+ "11:17",
+ "06:01",
+ "19:00",
+ "05:39",
+ "16:32",
+ "14:09",
+ "18:34",
+ "07:24",
+ "13:09",
+ "08:48",
+ "22:11",
+ "21:01",
+ "05:59",
+ "10:01",
+ "17:17",
+ "20:32",
+ "20:09",
+ "23:39",
+ "17:50",
+ "10:24",
+ "05:17",
+ "07:50",
+ "23:16",
+ "19:24",
+ "15:40",
+ "11:54",
+ "06:40",
+ "13:29",
+ "13:59",
+ "16:06",
+ "15:59",
+ "08:11",
+ "21:11",
+ "15:36",
+ "14:19",
+ "12:09",
+ "06:06",
+ "11:29",
+ "14:06",
+ "22:09",
+ "21:21",
+ "12:01",
+ "21:32",
+ "07:29",
+ "08:36",
+ "18:48",
+ "18:40",
+ "11:50",
+ "14:40",
+ "20:11",
+ "06:24",
+ "20:16",
+ "08:34",
+ "05:50",
+ "09:00",
+ "16:09",
+ "12:06",
+ "11:19",
+ "09:50",
+ "17:24",
+ "11:21",
+ "09:17",
+ "13:39",
+ "20:34",
+ "20:01",
+ "21:59",
+ "11:06",
+ "05:32",
+ "18:16",
+ "22:40",
+ "14:16",
+ "10:16",
+ "11:00",
+ "13:06",
+ "06:11",
+ "23:24",
+ "11:32",
+ "23:54",
+ "22:36",
+ "17:36",
+ "14:34",
+ "05:29",
+ "09:54",
+ "19:59",
+ "09:40",
+ "23:19",
+ "07:11",
+ "19:39",
+ "13:19",
+ "17:32",
+ "21:24",
+ "19:19",
+ "15:19",
+ "13:50",
+ "21:00",
+ "09:36",
+ "05:06",
+ "21:48",
+ "20:40",
+ "20:21",
+ "11:40",
+ "11:01",
+ "21:50",
+ "19:16",
+ "18:06",
+ "05:19",
+ "13:24",
+ "18:09",
+ "13:17",
+ "17:54",
+ "15:00",
+ "09:29",
+ "15:29",
+ "08:32",
+ "11:16",
+ "06:09",
+ "19:54",
+ "05:36",
+ "17:16",
+ "07:34",
+ "17:00",
+ "14:48",
+ "19:50",
+ "05:21",
+ "15:01",
+ "07:54",
+ "09:01",
+ "07:21",
+ "12:11",
+ "22:21",
+ "05:35",
+ "13:01",
+ "12:16",
+ "21:06",
+ "11:48",
+ "14:21",
+ "14:11",
+ "17:40",
+ "21:17",
+ "09:59",
+ "16:21",
+ "15:24",
+ "05:01",
+ "21:54",
+ "19:36",
+ "17:39",
+ "07:32",
+ "07:48",
+ "11:59",
+ "09:34",
+ "15:09",
+ "18:24",
+ "07:01",
+ "07:59",
+ "20:36",
+ "07:39",
+ "23:06",
+ "12:19",
+ "17:01",
+ "09:24",
+ "14:36",
+ "10:48",
+ "11:34",
+ "15:21",
+ "12:24",
+ "19:17",
+ "23:21",
+ "17:11",
+ "07:17",
+ "12:36",
+ "19:34",
+ "08:09",
+ "22:32",
+ "17:35",
+ "20:24",
+ "05:11",
+ "15:06",
+ "20:48",
+ "11:36",
+ "10:34",
+ "17:48",
+ "11:09",
+ "23:09",
+ "13:36",
+ "22:48",
+ "10:32",
+ "09:48",
+ "11:11",
+ "19:11",
+ "16:11",
+ "09:06",
+ "17:06",
+ "12:40",
+ "21:09",
+ "22:16",
+ "12:34",
+ "20:06",
+ "16:01",
+ "18:36",
+ "08:01",
+ "22:01",
+ "16:16",
+ "12:48",
+ "17:21",
+ "23:00",
+ "13:48",
+ "18:32",
+ "14:24",
+ "09:19",
+ "15:35",
+ "19:06",
+ "19:01",
+ "12:32",
+ "13:54",
+ "18:19",
+ "06:19",
+ "17:34",
+ "18:01",
+ "23:17",
+ "16:34",
+ "23:59",
+ "23:34",
+ "09:39",
+ "21:15",
+ "12:45",
+ "19:45",
+ "14:00",
+ "15:15",
+ "10:00",
+ "10:15",
+ "09:15",
+ "19:15",
+ "11:15",
+ "17:45",
+ "14:30",
+ "20:00",
+ "after 09:15",
+ "09:30",
+ "08:15",
+ "20:15",
+ "10:45",
+ "14:45",
+ "17:30",
+ "11:30",
+ "13:45",
+ "12:15",
+ "08:45",
+ "11:45",
+ "18:45",
+ "05:15",
+ "18:00",
+ "16:00",
+ "08:00",
+ "18:30",
+ "21:45",
+ "16:30",
+ "14:15",
+ "16:15",
+ "12:30",
+ "13:30",
+ "02:00",
+ "08:30",
+ "10:30",
+ "15:45",
+ "09:45",
+ "21:30",
+ "06:00",
+ "18:15",
+ "bishops stortford",
+ "07:45",
+ "05:45",
+ "after 11:30",
+ "12:00",
+ "13:15",
+ "20:45",
+ "16:45",
+ "15:30",
+ "17:15",
+ "05:30",
+ "do n't care",
+ "19:30",
+ "06:45",
+ "06:30",
+ "22:00",
+ "0",
+ "21:07",
+ "20:30",
+ "monday",
+ "leicester",
+ "after 08:30",
+ "18:31",
+ "after 19:30",
+ "07:15",
+ "morning",
+ "saturday",
+ "after 16:30",
+ "18:46",
+ "02:30",
+ "thursday"
+ ],
+ "people": [
+ "1",
+ "5",
+ "8",
+ "6",
+ "2",
+ "7",
+ "4",
+ "3",
+ "0",
+ "9",
+ "15",
+ "` 1",
+ "10"
+ ]
+ }
+}
\ No newline at end of file
diff --git a/convlab2/e2e/soloist/multiwoz/db_ops.py b/convlab2/e2e/soloist/multiwoz/db_ops.py
new file mode 100755
index 0000000000000000000000000000000000000000..cc2409e443a0c60c77e58a546f2172b2773f3fc0
--- /dev/null
+++ b/convlab2/e2e/soloist/multiwoz/db_ops.py
@@ -0,0 +1,260 @@
+import json, random, os
+from convlab2.e2e.damd.multiwoz.ontology import all_domains, db_domains, booking_slots
+
+class MultiWozDB(object):
+ def __init__(self, dir, db_paths):
+ self.dbs = {}
+ self.sql_dbs = {}
+ for domain in all_domains:
+ with open(os.path.join(dir, db_paths[domain]), 'r') as f:
+ self.dbs[domain] = json.loads(f.read().lower())
+
+
+ def oneHotVector(self, domain, num):
+ """Return number of available entities for particular domain."""
+ vector = [0,0,0,0]
+ if num == '':
+ return vector
+ if domain != 'train':
+ if num == 0:
+ vector = [1, 0, 0, 0]
+ elif num == 1:
+ vector = [0, 1, 0, 0]
+ elif num <=3:
+ vector = [0, 0, 1, 0]
+ else:
+ vector = [0, 0, 0, 1]
+ else:
+ if num == 0:
+ vector = [1, 0, 0, 0]
+ elif num <= 5:
+ vector = [0, 1, 0, 0]
+ elif num <=10:
+ vector = [0, 0, 1, 0]
+ else:
+ vector = [0, 0, 0, 1]
+ return vector
+
+
+ def addBookingPointer(self, constraint, domain, book_state):
+ """Add information about availability of the booking option."""
+ # Booking pointer
+ # Do not consider booking two things in a single turn.
+
+ if domain not in booking_slots:
+ return [0, 0]
+
+ if book_state[domain]:
+ return [0, 0]
+
+ booking_requirement = booking_slots[domain]
+ success = True
+ for slot in booking_requirement:
+ if slot not in constraint:
+ success = False
+
+ if success:
+ return [0, 1]
+ # TODO: when is booking not available?
+ else:
+ return [0, 0]
+
+
+ def addDBPointer(self, domain, match_num, return_num=False):
+ """Create database pointer for all related domains."""
+ # if turn_domains is None:
+ # turn_domains = db_domains
+ if domain in db_domains:
+ vector = self.oneHotVector(domain, match_num)
+ else:
+ vector = [0, 0, 0 ,0]
+ return vector
+
+ def get_match_num(self, constraints, return_entry=False):
+ """Create database pointer for all related domains."""
+ match = {'general': ''}
+ entry = {}
+ # if turn_domains is None:
+ # turn_domains = db_domains
+ for domain in all_domains:
+ match[domain] = ''
+ if domain in db_domains and constraints.get(domain):
+ matched_ents = self.queryJsons(domain, constraints[domain])
+ match[domain] = len(matched_ents)
+ if return_entry :
+ entry[domain] = matched_ents
+ if return_entry:
+ return entry
+ return match
+
+
+ def pointerBack(self, vector, domain):
+ # multi domain implementation
+ # domnum = cfg.domain_num
+ if domain.endswith(']'):
+ domain = domain[1:-1]
+ if domain != 'train':
+ nummap = {
+ 0: '0',
+ 1: '1',
+ 2: '2-3',
+ 3: '>3'
+ }
+ else:
+ nummap = {
+ 0: '0',
+ 1: '1-5',
+ 2: '6-10',
+ 3: '>10'
+ }
+ if vector[:4] == [0,0,0,0]:
+ report = ''
+ else:
+ num = vector.index(1)
+ report = domain+': '+nummap[num] + '; '
+
+ if vector[-2] == 0 and vector[-1] == 1:
+ report += 'booking: ok'
+ if vector[-2] == 1 and vector[-1] == 0:
+ report += 'booking: unable'
+
+ return report
+
+
+ def queryJsons(self, domain, constraints, exactly_match=True, return_name=False):
+ """Returns the list of entities for a given domain
+ based on the annotation of the belief state
+ constraints: dict e.g. {'pricerange': 'cheap', 'area': 'west'}
+ """
+ # query the db
+ if domain == 'taxi':
+ return [{'taxi_colors': random.choice(self.dbs[domain]['taxi_colors']),
+ 'taxi_types': random.choice(self.dbs[domain]['taxi_types']),
+ 'taxi_phone': [random.randint(1, 9) for _ in range(10)]}]
+ if domain == 'police':
+ return self.dbs['police']
+ if domain == 'hospital':
+ if constraints.get('department'):
+ for entry in self.dbs['hospital']:
+ if entry.get('department') == constraints.get('department'):
+ return [entry]
+ else:
+ return []
+
+ valid_cons = False
+ for v in constraints.values():
+ if v not in ["not mentioned", ""]:
+ valid_cons = True
+ if not valid_cons:
+ return []
+
+ match_result = []
+
+
+ if 'name' in constraints:
+ for db_ent in self.dbs[domain]:
+ if 'name' in db_ent:
+ cons = constraints['name']
+ dbn = db_ent['name']
+ if cons == dbn:
+ db_ent = db_ent if not return_name else db_ent['name']
+ match_result.append(db_ent)
+ return match_result
+
+ for index, db_ent in enumerate(self.dbs[domain]):
+ match = True
+ for s, v in constraints.items():
+ if s == 'name':
+ continue
+ if s in ['people', 'stay'] or(domain == 'hotel' and s == 'day') or \
+ (domain == 'restaurant' and s in ['day', 'time']):
+ continue
+
+ skip_case = {"don't care":1, "do n't care":1, "dont care":1, "not mentioned":1, "dontcare":1, "":1}
+ if skip_case.get(v):
+ continue
+
+ if s not in db_ent:
+ # logging.warning('Searching warning: slot %s not in %s db'%(s, domain))
+ match = False
+ break
+
+ # v = 'guesthouse' if v == 'guest house' else v
+ # v = 'swimmingpool' if v == 'swimming pool' else v
+ v = 'yes' if v == 'free' else v
+
+ if s in ['arrive', 'leave']:
+ try:
+ h,m = v.split(':') # raise error if time value is not xx:xx format
+ v = int(h)*60+int(m)
+ except:
+ match = False
+ break
+ time = int(db_ent[s].split(':')[0])*60+int(db_ent[s].split(':')[1])
+ if s == 'arrive' and v>time:
+ match = False
+ if s == 'leave' and v<time:
+ match = False
+ else:
+ if exactly_match and v != db_ent[s]:
+ match = False
+ break
+ elif v not in db_ent[s]:
+ match = False
+ break
+
+ if match:
+ db_ent['reference'] = f'{index:08d}'
+ match_result.append(db_ent)
+
+ if not return_name:
+ if 'arrive' in constraints:
+ match_result = match_result[::-1]
+ return match_result
+ else:
+ if domain == 'train':
+ match_result = [e['id'] for e in match_result]
+ else:
+ match_result = [e['name'] for e in match_result]
+ return match_result
+
+
+if __name__ == '__main__':
+ dbPATHs = {
+ 'attraction': 'db/attraction_db_processed.json',
+ 'hospital': 'db/hospital_db_processed.json',
+ 'hotel': 'db/hotel_db_processed.json',
+ 'police': 'db/police_db_processed.json',
+ 'restaurant': 'db/restaurant_db_processed.json',
+ 'taxi': 'db/taxi_db_processed.json',
+ 'train': 'db/train_db_processed.json',
+ }
+ db = MultiWozDB('./',dbPATHs)
+ while True:
+ constraints = {}
+ inp = input('input belief state in fomat: domain-slot1=value1;slot2=value2...\n')
+ domain, cons = inp.split('-')
+ for sv in cons.split(';'):
+ s, v = sv.split('=')
+ constraints[s] = v
+ # res = db.querySQL(domain, constraints)
+ res = db.queryJsons(domain, constraints)
+ report = []
+ reidx = {
+ 'hotel': 8,
+ 'restaurant': 6,
+ 'attraction':5,
+ 'train': 1,
+ }
+ # for ent in res:
+ # if reidx.get(domain):
+ # report.append(ent[reidx[domain]])
+ # for ent in res:
+ # if 'name' in ent:
+ # report.append(ent['name'])
+ # if 'trainid' in ent:
+ # report.append(ent['trainid'])
+ print(constraints)
+ print(res)
+ print('count:', len(res), '\nnames:', report)
+
diff --git a/convlab2/e2e/soloist/multiwoz/multiwoz_dataset.py b/convlab2/e2e/soloist/multiwoz/multiwoz_dataset.py
new file mode 100644
index 0000000000000000000000000000000000000000..94a281efac153a054ba38c3a8a8e266d690ab06d
--- /dev/null
+++ b/convlab2/e2e/soloist/multiwoz/multiwoz_dataset.py
@@ -0,0 +1,75 @@
+import datasets
+import jsonlines
+
+
+# coding=utf-8
+# Copyright 2020 HuggingFace Datasets Authors.
+#
+# Licensed under the Apache License, Version 2.0 (the "License");
+# you may not use this file except in compliance with the License.
+# You may obtain a copy of the License at
+#
+# http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
+
+# Lint as: python3
+"""Corpus for MultiWOZ"""
+
+
+import csv
+
+import datasets
+
+
+_DESCRIPTION = """\
+MultiWOZ
+"""
+
+_CITATION = """\
+MultiWOZ
+"""
+
+_DOWNLOAD_URL = ""
+_WEBPAGE = ""
+
+
+class MultiWOZ(datasets.GeneratorBasedBuilder):
+ """MultiWOZ"""
+
+ def _info(self):
+ return datasets.DatasetInfo(
+ description=_DESCRIPTION,
+ features=datasets.Features(
+ {
+ "Context": datasets.Value("string"),
+ "Response": datasets.Value("string"),
+ "Belief": datasets.Value("string"),
+ }
+ ),
+ homepage=_WEBPAGE,
+ citation=_CITATION,
+ )
+
+ def _split_generators(self, dl_manager):
+
+ train_path = 'data/multiwoz_train_e2e.jsonl'
+ validation_path = 'data/multiwoz_dev_e2e.jsonl'
+ test_path = 'data/multiwoz_test_e2e.jsonl'
+ return [
+ datasets.SplitGenerator(name=datasets.Split.TRAIN, gen_kwargs={"filepath": train_path}),
+ datasets.SplitGenerator(name=datasets.Split.VALIDATION, gen_kwargs={"filepath": validation_path}),
+ datasets.SplitGenerator(name=datasets.Split.TEST, gen_kwargs={"filepath": test_path}),
+ ]
+ def _generate_examples(self, filepath):
+
+ key = 0
+ with open(filepath, "r", encoding="utf-8") as reader:
+
+ for item in jsonlines.Reader(reader):
+ yield key, item
+ key += 1
\ No newline at end of file
diff --git a/convlab2/e2e/soloist/multiwoz/script/create_mwoz_e2e_json.py b/convlab2/e2e/soloist/multiwoz/script/create_mwoz_e2e_json.py
new file mode 100644
index 0000000000000000000000000000000000000000..5953c19f50e410c8c37002309904de264ae01602
--- /dev/null
+++ b/convlab2/e2e/soloist/multiwoz/script/create_mwoz_e2e_json.py
@@ -0,0 +1,136 @@
+import jsonlines
+import json,copy
+fidx = open('test.idx.txt','w')
+
+data = json.load(open('data/test.json'))
+examples = []
+for i in data:
+ name = i['file'].lower()
+ history = []
+ for turn in i['info']:
+ history.append(turn['user_orig'])
+
+ bs = turn['BS']
+ bs_str = []
+ for domain, states in bs.items():
+ domain_str = []
+ for state in states:
+ domain_str.append(f'{state[0]} = {state[1]}')
+ domain_str = ' ; '.join(domain_str)
+ bs_str.append(domain + ' ' + domain_str)
+ bs_str = ' | '.join(bs_str)
+
+ db_str = 'kb '
+ db = turn['KB']
+ if db == 0:
+ db_str += 'zero'
+ elif db_str == 1:
+ db_str += 'one'
+ elif db_str == 2:
+ db_str += 'two'
+ else:
+ db_str += 'more than two'
+
+ act_seq = ' '.join(turn['act'].keys())
+ example = {}
+ example['Context'] = ' EOS '.join(history[:])
+ example['Knowledge'] = ''
+ example['Response'] = 'belief : ' + bs_str + ' EOS ' + turn['sys'].strip()
+
+ history.append(turn['sys'].strip())
+ examples.append(copy.copy(example))
+ fidx.write(name + '\n')
+
+writer = jsonlines.open('multiwoz_test_e2e.jsonl', mode='w')
+for i in examples:
+ writer.write(i)
+
+
+data = json.load(open('data/val.json'))
+examples = []
+for i in data:
+ name = i['file'].lower()
+ history = []
+ for turn in i['info']:
+ history.append(turn['user_orig'])
+
+
+ bs = turn['BS']
+ bs_str = []
+ for domain, states in bs.items():
+ domain_str = []
+ for state in states:
+ domain_str.append(f'{state[0]} = {state[1]}')
+ domain_str = ' ; '.join(domain_str)
+ bs_str.append(domain + ' ' + domain_str)
+ bs_str = ' | '.join(bs_str)
+
+ db_str = 'kb '
+ db = turn['KB']
+ if db == 0:
+ db_str += 'zero'
+ elif db_str == 1:
+ db_str += 'one'
+ elif db_str == 2:
+ db_str += 'two'
+ else:
+ db_str += 'more than two'
+
+ act_seq = ' '.join(turn['act'].keys())
+ example = {}
+ example['Context'] = ' EOS '.join(history[:])
+ example['Knowledge'] = ''
+ example['Response'] = 'belief : ' + bs_str + ' EOS ' + turn['sys'].strip()
+
+ history.append(turn['sys'].strip())
+ examples.append(copy.copy(example))
+ # fidx.write(name + '\n')
+
+writer = jsonlines.open('multiwoz_valid_e2e.jsonl', mode='w')
+for i in examples:
+ writer.write(i)
+
+
+data = json.load(open('data/train.json'))
+examples = []
+for i in data:
+ name = i['file'].lower()
+ history = []
+ for turn in i['info']:
+ history.append(turn['user_orig'])
+
+
+ bs = turn['BS']
+ bs_str = []
+ for domain, states in bs.items():
+ domain_str = []
+ for state in states:
+ domain_str.append(f'{state[0]} = {state[1]}')
+ domain_str = ' ; '.join(domain_str)
+ bs_str.append(domain + ' ' + domain_str)
+ bs_str = ' | '.join(bs_str)
+
+ db_str = 'kb '
+ db = turn['KB']
+ if db == 0:
+ db_str += 'zero'
+ elif db_str == 1:
+ db_str += 'one'
+ elif db_str == 2:
+ db_str += 'two'
+ else:
+ db_str += 'more than two'
+
+ act_seq = ' '.join(turn['act'].keys())
+ example = {}
+ example['Context'] = ' EOS '.join(history[:])
+ example['Knowledge'] = ''
+ example['Response'] = 'belief : ' + bs_str + ' EOS ' + turn['sys'].strip()
+
+ history.append(turn['sys'].strip())
+ examples.append(copy.copy(example))
+ # fidx.write(name + '\n')
+
+writer = jsonlines.open('multiwoz_train_e2e.jsonl', mode='w')
+for i in examples:
+ writer.write(i)
diff --git a/convlab2/e2e/soloist/multiwoz/soloist.py b/convlab2/e2e/soloist/multiwoz/soloist.py
new file mode 100644
index 0000000000000000000000000000000000000000..cbff011e1b84b6272f6c7734947a32adb1bf1a06
--- /dev/null
+++ b/convlab2/e2e/soloist/multiwoz/soloist.py
@@ -0,0 +1,168 @@
+# -*- coding: utf-8 -*-
+"""
+Created on
+
+@author:
+"""
+import os
+import zipfile
+from nltk.tokenize import word_tokenize
+
+from convlab2.util.file_util import cached_path
+from convlab2.e2e.soloist.multiwoz.config import global_config as cfg
+from convlab2.e2e.soloist.multiwoz.soloist_net import SOLOIST, cuda_
+from convlab2.dialog_agent import Agent
+from utils import MultiWozReader
+
+DEFAULT_DIRECTORY = os.path.dirname(os.path.abspath(__file__))
+DEFAULT_ARCHIVE_FILE_URL = "https://bapengstorage.blob.core.windows.net/fileshare/soloist_multiwoz_data.zip"
+DEFAULT_MODEL_URL = "https://bapengstorage.blob.core.windows.net/fileshare/soloist-model.zip"
+
+
+class SOLOISTAgent(Agent):
+ def __init__(self,
+ model_file=DEFAULT_MODEL_URL,
+ name='soloist'):
+ """
+ soloist agent initialization
+ Args:
+ model_file (str):
+ trained model path or url.
+ Example:
+ model = SOLOISTAgent()
+ """
+ super(SOLOISTAgent, self).__init__(name=name)
+ print(DEFAULT_DIRECTORY)
+ if not os.path.exists(os.path.join(DEFAULT_DIRECTORY,'./data')):
+ print('Down load data from', DEFAULT_ARCHIVE_FILE_URL)
+ archive_file = cached_path(DEFAULT_ARCHIVE_FILE_URL)
+ archive = zipfile.ZipFile(archive_file, 'r')
+ print('unzip to', os.path.join(DEFAULT_DIRECTORY,'./'))
+ archive.extractall(os.path.join(DEFAULT_DIRECTORY,'./'))
+ archive.close()
+ model_path = os.path.join(DEFAULT_DIRECTORY,'soloist-model')
+ if not os.path.exists(model_path):
+ model_dir = os.path.dirname(model_path)
+ if not os.path.exists(model_dir):
+ os.makedirs(model_dir)
+ print('Load from model_file param')
+ print('down load data from', model_file)
+ archive_file = cached_path(model_file)
+ archive = zipfile.ZipFile(archive_file, 'r')
+ print('unzip to', model_dir)
+ archive.extractall(model_dir)
+ archive.close()
+
+
+ self.model = SOLOIST()
+ self.init_session()
+ self.reader = MultiWozReader()
+ self.active_domains = []
+
+
+ def init_session(self):
+ """Reset the class variables to prepare for a new session."""
+ self.hidden_states = {}
+ self.state = {}
+ self.history = []
+
+ def update_dialog_state(self):
+ self.state = {}
+
+ def prepare_input(self, usr):
+
+ self.history.append(usr)
+ context = ' EOS '.join(self.history)
+ context = '[e2e] ' + context
+
+ return context
+
+ def parse_belief_state_and_response(self, response):
+
+ try:
+ belief, response = response.split('EOS')
+ response=' '.join(response.split())
+ except Exception:
+ belief,response = '',' '.join(response.split())
+
+ states_str = ' '.join(belief.split()[2:])
+
+ state_per_domains = []
+ start_idx = 0
+ idx = -1
+ for idx,word in enumerate(states_str.split()):
+ if '[' in word:
+ if idx == 0:
+ continue
+ else:
+ state_per_domains.append(' '.join(states_str.split()[start_idx:idx]))
+ start_idx = idx
+ state_per_domains.append(' '.join(states_str.split()[start_idx:idx+1]))
+ states = {}
+
+ for state_per_domain in state_per_domains:
+ if len(state_per_domain.split()) == 0:
+ continue
+ domain = state_per_domain.split()[0]
+ domain = domain[1:-1]
+ svs = ' '.join(state_per_domain.split()[1:]).split(',')
+ for sv in svs:
+ try:
+ s,v = sv.strip().split(' is ')
+ except:
+ continue
+ if not domain in states.keys():
+ states[domain] = {}
+ states[domain][s.strip()] = v.strip()
+
+ response = ' '.join(word_tokenize(response))
+ response = response.replace('[ ','[').replace(' ]',']')
+
+ return states, response
+
+ def response(self, usr):
+ """
+ Generate agent response given user input.
+
+ Args:
+ observation (str):
+ The input to the agent.
+ Returns:
+ response (str):
+ The response generated by the agent.
+ """
+ usr = ' '.join(word_tokenize(usr))
+ inputs = self.prepare_input(usr)
+ belief_and_response = self.model.generate(inputs)
+ belief_state, response = self.parse_belief_state_and_response(belief_and_response)
+
+ self.history.append(response)
+ self.active_domains.extend(list(belief_state.keys()))
+ self.active_domains = list(set(self.active_domains))
+
+ lexicalized_response = self.reader.restore(response, self.active_domains, belief_state)
+
+ return lexicalized_response
+
+if __name__ == '__main__':
+ s = SOLOISTAgent()
+
+ user = "I want to find a cheap restaurant in the center"
+ system = s.response(user)
+ print(user)
+ print(system)
+ "There are 15 cheap restaurants in the centre . What type of food do you want ?"
+
+ user = "I would like to have chinese food"
+ system = s.response(user)
+ "There are 3 cheap chinese restaurants in the centre . Would you like me to make a reservation for you at 1 of them ?"
+ print(user)
+ print(system)
+
+ user = "Yes, please reserve for two people at 6 pm on monday"
+ system = s.response(user)
+ print(user)
+ print(system)
+ "I have booked you at Charlie Chan . The reference number is 00000010 . Is there anything else i can help you with ?"
+
+
\ No newline at end of file
diff --git a/convlab2/e2e/soloist/multiwoz/soloist_net.py b/convlab2/e2e/soloist/multiwoz/soloist_net.py
new file mode 100644
index 0000000000000000000000000000000000000000..6aa9e2f3ae84555c90904dd41395959a23a3627f
--- /dev/null
+++ b/convlab2/e2e/soloist/multiwoz/soloist_net.py
@@ -0,0 +1,277 @@
+import argparse
+import logging
+import math
+import os
+import random
+
+import datasets
+import nltk
+import numpy as np
+import torch
+from datasets import load_dataset, load_metric
+from torch.utils.data.dataloader import DataLoader
+from tqdm.auto import tqdm
+
+import transformers
+from accelerate import Accelerator
+from filelock import FileLock
+from transformers import (
+ CONFIG_MAPPING,
+ MODEL_MAPPING,
+ AdamW,
+ AutoConfig,
+ AutoModelForSeq2SeqLM,
+ AutoTokenizer,
+ DataCollatorForSeq2Seq,
+ SchedulerType,
+ get_scheduler,
+ set_seed,
+)
+from transformers.file_utils import is_offline_mode
+from transformers.utils.versions import require_version
+
+import copy, operator
+from queue import PriorityQueue
+import numpy as np
+import torch
+import torch.nn.functional as F
+from torch import nn
+from torch.autograd import Variable
+from torch.distributions import Categorical
+from convlab2.e2e.soloist.multiwoz.config import global_config as cfg
+
+logger = logging.getLogger(__name__)
+logging.basicConfig(
+ format="%(asctime)s - %(levelname)s - %(name)s - %(message)s",
+ datefmt="%m/%d/%Y %H:%M:%S",
+ level=logging.INFO,
+ )
+
+def cuda_(var):
+ return var.cuda() if cfg.cuda and torch.cuda.is_available() else var
+
+
+def tensor(var):
+ return cuda_(torch.tensor(var))
+
+class SOLOIST:
+
+ def __init__(self) -> None:
+
+ self.config = AutoConfig.from_pretrained(cfg.model_name_or_path)
+ self.model = AutoModelForSeq2SeqLM.from_pretrained(cfg.model_name_or_path,config=self.config)
+ self.tokenizer = AutoTokenizer.from_pretrained('t5-base')
+ print('model loaded!')
+
+ self.model = self.model.cuda() if torch.cuda.is_available() else self.model
+
+ def generate(self, inputs):
+
+ self.model.eval()
+ inputs = self.tokenizer([inputs])
+ input_ids = tensor(inputs['input_ids'])
+ # generated_tokens = self.model.generate(input_ids = input_ids, max_length = cfg.max_length, num_beams = cfg.num_beams)
+ generated_tokens = self.model.generate(input_ids = input_ids, max_length = cfg.max_length, top_p=cfg.top_p)
+ decoded_preds = self.tokenizer.batch_decode(generated_tokens, skip_special_tokens=True)
+
+ return decoded_preds[0]
+
+
+ def train_loop(self):
+
+ def preprocess_function(examples):
+ contextes = examples['Context']
+ responses = examples['Response']
+ belief = examples['Belief']
+ responses_labels = []
+ inputs = []
+
+ for context, response, kb in zip(contextes, responses, belief):
+ if cfg.no_kb:
+ inputs.append(context + ' => ')
+ else:
+
+ if cfg.format_version == 'e2e':
+ context = ' EOS '.join(context.split(' EOS ')[-10:])
+ _input = context
+
+ if cfg.format_version == 'e2e+lm':
+ context = ' EOS '.join(context.split(' EOS ')[-10:])
+ inputs.append('[E2E] ' + context)
+ responses_labels.append(response)
+ inputs.append('[LM] ' + context )
+ responses_labels.append(response.split(' EOS ')[1])
+ continue
+
+ if cfg.format_version == 'v2':
+ _input = kb + context
+
+ if cfg.format_version == 'v3':
+ _input = ''
+ context = context.split(' EOS ')
+ for idx, turn in enumerate(context):
+ if idx % 2 == 0:
+ _input += 'user : ' + turn.strip()
+ else:
+ _input += ' system : ' + turn.strip()
+ _input = _input + ' <|Knowledge|> ' + kb
+
+ if cfg.format_version == 'v4':
+ _input = ''
+ context = context.split(' EOS ')
+ for idx, turn in enumerate(context):
+ if idx % 2 == 0:
+ _input += 'user : ' + turn.strip()
+ else:
+ _input += ' system : ' + turn.strip()
+ _input = kb + _input
+
+ inputs.append(_input)
+ responses_labels.append(response)
+ model_inputs = self.tokenizer(inputs, max_length=cfg.max_length, padding="max_length", truncation=True)
+
+
+ with self.tokenizer.as_target_tokenizer():
+ labels = self.tokenizer(responses_labels, max_length=cfg.max_target_length, padding="max_length", truncation=True)
+
+
+ if cfg.ignore_pad_token_for_loss:
+ labels["labels"] = [
+ [(l if l != self.tokenizer.pad_token_id else -100) for l in label] for label in labels["input_ids"]
+ ]
+
+ model_inputs["labels"] = labels["labels"]
+ return model_inputs
+
+ raw_datasets = load_dataset(cfg.dataset_name)
+ column_names = ['Context','Response','Belief']
+ lm_datasets = raw_datasets.map(
+ preprocess_function,
+ batched=True,
+ remove_columns=column_names,
+ num_proc=cfg.preprocessing_num_workers,
+ load_from_cache_file=False,
+ desc=f"Processing dataset",
+ )
+
+ train_dataset = lm_datasets["test"]
+ # train_dataset = lm_datasets["validation"]
+ eval_dataset = lm_datasets["test"]
+ test_dataset = lm_datasets["test"]
+ for index in random.sample(range(len(train_dataset)), 1):
+ logger.info(f"Sample {index} of the training set: {train_dataset[index]}.")
+
+ label_pad_token_id = -100 if cfg.ignore_pad_token_for_loss else self.tokenizer.pad_token_id
+
+ accelerator = Accelerator()
+ logger.info(accelerator.state)
+ data_collator = DataCollatorForSeq2Seq(
+ self.tokenizer,
+ model=self.model,
+ label_pad_token_id=label_pad_token_id,
+ pad_to_multiple_of=8 if accelerator.use_fp16 else None,
+ )
+
+
+ train_dataloader = DataLoader(
+ train_dataset, shuffle=True, collate_fn=data_collator, batch_size=cfg.per_device_train_batch_size
+ )
+ eval_dataloader = DataLoader(eval_dataset, collate_fn=data_collator, batch_size=cfg.per_device_eval_batch_size)
+ test_dataloader = DataLoader(test_dataset, collate_fn=data_collator, batch_size=cfg.per_device_eval_batch_size)
+
+ # Optimizer
+ # Split weights in two groups, one with weight decay and the other not.
+ no_decay = ["bias", "LayerNorm.weight"]
+ optimizer_grouped_parameters = [
+ {
+ "params": [p for n, p in self.model.named_parameters() if not any(nd in n for nd in no_decay)],
+ "weight_decay": cfg.weight_decay,
+ },
+ {
+ "params": [p for n, p in self.model.named_parameters() if any(nd in n for nd in no_decay)],
+ "weight_decay": 0.0,
+ },
+ ]
+ optimizer = AdamW(optimizer_grouped_parameters, lr=cfg.learning_rate)
+
+ # Prepare everything with our `accelerator`.
+ self.model, optimizer, train_dataloader, eval_dataloader, test_dataloader = accelerator.prepare(
+ self.model, optimizer, train_dataloader, eval_dataloader, test_dataloader
+ )
+
+ # Note -> the training dataloader needs to be prepared before we grab his length below (cause its length will be
+ # shorter in multiprocess)
+
+ # Scheduler and math around the number of training steps.
+ num_update_steps_per_epoch = math.ceil(len(train_dataloader) / cfg.gradient_accumulation_steps)
+ if cfg.max_train_steps is None:
+ cfg.max_train_steps = cfg.num_train_epochs * num_update_steps_per_epoch
+ else:
+ cfg.num_train_epochs = math.ceil(cfg.max_train_steps / num_update_steps_per_epoch)
+
+ lr_scheduler = get_scheduler(
+ name=cfg.lr_scheduler_type,
+ optimizer=optimizer,
+ num_warmup_steps=cfg.num_warmup_steps,
+ num_training_steps=cfg.max_train_steps,
+ )
+
+ # Metric
+
+ # Train!
+ total_batch_size = cfg.per_device_train_batch_size * accelerator.num_processes * cfg.gradient_accumulation_steps
+
+ logger.info("***** Running training *****")
+ logger.info(f" Num examples = {len(train_dataset)}")
+ logger.info(f" Num Epochs = {cfg.num_train_epochs}")
+ logger.info(f" Instantaneous batch size per device = {cfg.per_device_train_batch_size}")
+ logger.info(f" Total train batch size (w. parallel, distributed & accumulation) = {total_batch_size}")
+ logger.info(f" Gradient Accumulation steps = {cfg.gradient_accumulation_steps}")
+ logger.info(f" Total optimization steps = {cfg.max_train_steps}")
+ # Only show the progress bar once on each machine.
+ progress_bar = tqdm(range(cfg.max_train_steps), disable=not accelerator.is_local_main_process)
+ completed_steps = 0
+ global_steps = 0
+ tr_loss, logging_loss = 0.0, 0.0
+ for epoch in range(cfg.num_train_epochs):
+ self.model.train()
+ # for step, batch in enumerate(train_dataloader):
+ for step, batch in enumerate(train_dataloader):
+ global_steps += 1
+ outputs = self.model(**batch)
+ loss = outputs.loss
+ loss = loss / cfg.gradient_accumulation_steps
+ tr_loss += loss.item()
+ accelerator.backward(loss)
+
+ if step % cfg.gradient_accumulation_steps == 0 or step == len(train_dataloader) - 1:
+ optimizer.step()
+ lr_scheduler.step()
+ optimizer.zero_grad()
+ completed_steps += 1
+
+ if completed_steps >= cfg.max_train_steps:
+ break
+
+ if step % cfg.logging_steps == 0:
+ logger.info(f" EVALERR: {(tr_loss - logging_loss)/float(cfg.logging_steps)}")
+ logging_loss = tr_loss
+ progress_bar.update(cfg.logging_steps)
+
+ if cfg.output_dir is not None and global_steps % cfg.save_steps == 0 and global_steps > 0:
+
+ accelerator.wait_for_everyone()
+ if accelerator.is_local_main_process:
+ checkpoint_prefix = 'checkpoint'
+ output_dir = os.path.join(cfg.output_dir, '{}-{}'.format(checkpoint_prefix, global_steps))
+ if not os.path.exists(output_dir):
+ os.makedirs(output_dir)
+ unwrapped_model = accelerator.unwrap_model(self.model)
+ unwrapped_model.save_pretrained(output_dir, save_function=accelerator.save)
+
+ self.tokenizer.save_pretrained(output_dir)
+ torch.save(cfg, os.path.join(output_dir, 'training_args.bin'))
+ logger.info("Saving model checkpoint to %s", output_dir)
+
+
+
\ No newline at end of file
diff --git a/convlab2/e2e/soloist/multiwoz/utils.py b/convlab2/e2e/soloist/multiwoz/utils.py
new file mode 100644
index 0000000000000000000000000000000000000000..eecaf2ac3ca7130b254a09b7cd845e30827e319b
--- /dev/null
+++ b/convlab2/e2e/soloist/multiwoz/utils.py
@@ -0,0 +1,160 @@
+
+def normalize_slot_name(slot_name):
+ """ Map a slot name to the new unified ontology. """
+
+ slot_name = slot_name.lower()
+ slot_name_mapping = {
+ 'ADDRESS' : ['address', 'attraction_address', 'hospital_address', 'hotel_address', 'police_address', 'restaurant_address', 'value_address'],
+ 'AREA' : ['area', 'value_area', 'attraction_area', 'restaurant_area', 'hotel_area'],
+ 'TIME' : ['booktime', 'value_time', 'time', 'duration', 'value_duration', 'train_duration', 'arriveby', 'taxi_arriveby', 'value_arrive', 'arrive by', 'train_arriveby', 'leaveat', 'value_leave', 'leave at', 'train_leaveat', 'train_leave', 'train_arrive', 'taxi_leaveat'],
+ 'DAY' : ['day', 'value_day', 'bookday', 'train_day'],
+ 'PLACE' : ['destination', 'value_destination', 'departure', 'value_departure', 'value_place', 'train_departure', 'train_destination', 'taxi_destination', 'taxi_departure'],
+ 'FOOD' : ['food', 'value_food', 'restaurant_food'],
+ 'NAME' : ['name', 'attraction_name', 'hospital_name', 'hotel_name', 'police_name', 'restaurant_name', 'value_name'],
+ 'PHONE' : ['phone', 'attraction_phone', 'hospital_phone', 'hotel_phone', 'police_phone', 'restaurant_phone', 'taxi_phone', 'value_phone'],
+ 'POST' : ['postcode', 'attraction_postcode', 'hospital_postcode', 'hotel_postcode', 'restaurant_postcode', 'value_postcode', 'police_postcode'],
+ 'PRICE' : ['price', 'value_price', 'entrancefee', 'entrance fee', 'train_price', 'attraction_entrancefee', 'pricerange', 'value_pricerange', 'price range', 'restaurant_pricerange', 'hotel_pricerange', 'attraction_pricerange', 'attraction_price'],
+ 'REFERENCE' : ['ref', 'attraction_reference', 'hotel_reference', 'restaurant_reference', 'train_reference', 'value_reference', 'reference'],
+ 'COUNT' : ['stars', 'value_stars', 'hotel_stars', 'bookstay', 'value_stay', 'stay', 'bookpeople', 'value_people', 'people', 'choice', 'value_choice', 'value_count', 'attraction_choice', 'hotel_choice', 'restaurant_choice', 'train_choice'],
+ 'TYPE' : ['type', 'taxi_type', 'taxi_car', 'value_type', 'value_car', 'car', 'restaurant_type', 'hotel_type', 'attraction_type'],
+ 'TRAINID' : ['trainid', 'train_id', 'value_id', 'id', 'train', 'train_trainid'],
+ 'INTERNET' : ['internet', 'hotel_internet'],
+ 'PARKING' : ['parking', 'hotel_parking'],
+ 'ID' : ['hospital_id', 'attraction_id', 'restaurant_id'],
+ 'DEPARTMENT': ['value_department', 'department', 'hospital_department'],
+ 'OPEN' : ['openhours']
+ }
+ reverse_slot_name_mapping = {s : k for k, v in slot_name_mapping.items() for s in v}
+ if slot_name not in reverse_slot_name_mapping:
+ # print(f"Unknown slot name: {slot_name}. Please use another slot names or customize the slot mapping!")
+ return ''
+ return reverse_slot_name_mapping[slot_name]
+
+# import re
+# from functools import partial
+# from utils import normalize_slot_name
+# slot_name_re = re.compile(r'\[([\w\s\d]+)\](es|s|-s|-es|)')
+# slot_name_normalizer = partial(slot_name_re.sub, lambda x: normalize_slot_name(x.group(1)))
+
+import numpy as np
+import os, random, json, re
+import spacy
+from copy import deepcopy
+from collections import Counter
+
+from convlab2.e2e.soloist.multiwoz.db_ops import MultiWozDB
+from convlab2.e2e.soloist.multiwoz.config import global_config as cfg
+
+DEFAULT_DIRECTORY = os.path.dirname(os.path.abspath(__file__))
+
+stopwords = ['and','are','as','at','be','been','but','by', 'for','however','if', 'not','of','on','or','so','the','there','was','were','whatever','whether','would']
+
+class MultiWozReader(object):
+ def __init__(self):
+ super().__init__()
+ self.nlp = spacy.load('en_core_web_sm')
+ self.db = MultiWozDB(DEFAULT_DIRECTORY, cfg.dbs)
+
+ def restore(self, resp, domain, constraint_dict):
+ restored = resp
+ restored = restored.capitalize()
+ restored = restored.replace(' -s', 's')
+ restored = restored.replace(' -ly', 'ly')
+ restored = restored.replace(' -er', 'er')
+
+
+ mat_ents = self.db.get_match_num(constraint_dict, True)
+
+ restored = restored.replace('[value_car]', 'BMW')
+
+ # restored.replace('[value_phone]', '830-430-6666')
+ for d in domain:
+ constraint = constraint_dict.get(d,None)
+ if constraint:
+ if 'stay' in constraint:
+ restored = restored.replace('[value_stay]', constraint['stay'])
+ if 'day' in constraint:
+ restored = restored.replace('[value_day]', constraint['day'])
+ if 'people' in constraint:
+ restored = restored.replace('[value_people]', constraint['people'])
+ if 'time' in constraint:
+ restored = restored.replace('[value_time]', constraint['time'])
+ if 'type' in constraint:
+ restored = restored.replace('[value_type]', constraint['type'])
+ if d in mat_ents and len(mat_ents[d])==0:
+ for s in constraint:
+ if s == 'pricerange' and d in ['hotel', 'restaurant'] and 'price]' in restored:
+ restored = restored.replace('[value_price]', constraint['pricerange'])
+ if s+']' in restored:
+ restored = restored.replace('[value_%s]'%s, constraint[s])
+
+ if '[value_choice' in restored and mat_ents.get(d):
+ restored = restored.replace('[value_choice]', str(len(mat_ents[d])))
+ if '[value_choice' in restored:
+ restored = restored.replace('[value_choice]', str(random.choice([1,2,3,4,5])))
+
+
+ # restored.replace('[value_car]', 'BMW')
+
+
+ ent = mat_ents.get(domain[-1], [])
+ if ent:
+ # handle multiple [value_xxx] tokens first
+ restored_split = restored.split()
+ token_count = Counter(restored_split)
+ for idx, t in enumerate(restored_split):
+ if '[value' in t and token_count[t]>1 and token_count[t]<=len(ent):
+ slot = t[7:-1]
+ pattern = r'\['+t[1:-1]+r'\]'
+ for e in ent:
+ if e.get(slot):
+ if domain[-1] == 'hotel' and slot == 'price':
+ slot = 'pricerange'
+ if slot in ['name', 'address']:
+ rep = ' '.join([i.capitalize() if i not in stopwords else i for i in e[slot].split()])
+ elif slot in ['id','postcode']:
+ rep = e[slot].upper()
+ else:
+ rep = e[slot]
+ restored = re.sub(pattern, rep, restored, 1)
+ elif slot == 'price' and e.get('pricerange'):
+ restored = re.sub(pattern, e['pricerange'], restored, 1)
+
+ # handle normal 1 entity case
+ ent = ent[0]
+ for t in restored.split():
+ if '[value' in t:
+ slot = t[7:-1]
+ if ent.get(slot):
+ if domain[-1] == 'hotel' and slot == 'price':
+ slot = 'pricerange'
+ if slot in ['name', 'address']:
+ rep = ' '.join([i.capitalize() if i not in stopwords else i for i in ent[slot].split()])
+ elif slot in ['id','postcode']:
+ rep = ent[slot].upper()
+ else:
+ rep = ent[slot]
+ # rep = ent[slot]
+ restored = restored.replace(t, rep)
+ # restored = restored.replace(t, ent[slot])
+ elif slot == 'price' and ent.get('pricerange'):
+ restored = restored.replace(t, ent['pricerange'])
+ # else:
+ # print(restored, domain)
+
+
+ restored = restored.replace('[value_phone]', '01223462354')
+ restored = restored.replace('[value_postcode]', 'CB12DP')
+ restored = restored.replace('[value_address]', 'Parkside, Cambridge')
+
+ for t in restored.split():
+ if '[value' in t:
+ restored = restored.replace(t, 'UNKNOWN')
+
+ restored = restored.split()
+ for idx, w in enumerate(restored):
+ if idx>0 and restored[idx-1] in ['.', '?', '!']:
+ restored[idx]= restored[idx].capitalize()
+ restored = ' '.join(restored)
+
+ return restored