Initial commit

.gitignore

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+
+# Created by https://www.gitignore.io/api/python,visualstudiocode
+# Edit at https://www.gitignore.io/?templates=python,visualstudiocode
+
+### Python ###
+# Byte-compiled / optimized / DLL files
+__pycache__/
+*.py[cod]
+*$py.class
+
+# C extensions
+*.so
+
+# Distribution / packaging
+.Python
+build/
+develop-eggs/
+dist/
+downloads/
+eggs/
+.eggs/
+lib/
+lib64/
+parts/
+sdist/
+var/
+wheels/
+pip-wheel-metadata/
+share/python-wheels/
+*.egg-info/
+.installed.cfg
+*.egg
+MANIFEST
+
+# PyInstaller
+#  Usually these files are written by a python script from a template
+#  before PyInstaller builds the exe, so as to inject date/other infos into it.
+*.manifest
+*.spec
+
+# Installer logs
+pip-log.txt
+pip-delete-this-directory.txt
+
+# Unit test / coverage reports
+htmlcov/
+.tox/
+.nox/
+.coverage
+.coverage.*
+.cache
+nosetests.xml
+coverage.xml
+*.cover
+.hypothesis/
+.pytest_cache/
+
+# Translations
+*.mo
+*.pot
+
+# Scrapy stuff:
+.scrapy
+
+# Sphinx documentation
+docs/_build/
+
+# PyBuilder
+target/
+
+# pyenv
+.python-version
+
+# pipenv
+#   According to pypa/pipenv#598, it is recommended to include Pipfile.lock in version control.
+#   However, in case of collaboration, if having platform-specific dependencies or dependencies
+#   having no cross-platform support, pipenv may install dependencies that don't work, or not
+#   install all needed dependencies.
+#Pipfile.lock
+
+# celery beat schedule file
+celerybeat-schedule
+
+# SageMath parsed files
+*.sage.py
+
+# Spyder project settings
+.spyderproject
+.spyproject
+
+# Rope project settings
+.ropeproject
+
+# Mr Developer
+.mr.developer.cfg
+.project
+.pydevproject
+
+# mkdocs documentation
+/site
+
+# mypy
+.mypy_cache/
+.dmypy.json
+dmypy.json
+
+# Pyre type checker
+.pyre/
+
+### VisualStudioCode ###
+.vscode/*
+!.vscode/settings.json
+!.vscode/tasks.json
+!.vscode/launch.json
+!.vscode/extensions.json
+
+### VisualStudioCode Patch ###
+# Ignore all local history of files
+.history
+
+# End of https://www.gitignore.io/api/python,visualstudiocode
+
+glove/
+venv/

README.md

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+# pruned-nlu
+
+## Requirements
+- \>= Python 3.7
+- \>= PyTorch 1.4.0
+- [seqeval](https://github.com/chakki-works/seqeval)
+
+## Setup
+Download GloVe embeddings:
+
+```
+wget http://nlp.stanford.edu/data/glove.6B.zip
+unzip glove.6B.zip -d glove
+```
+
+## Train & test
+
+## Prune
+
+## Distill

dataset.py

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+import collections
+
+import torch
+from torch.utils.data import Dataset, DataLoader
+import numpy as np
+
+PAD = "<pad>"
+BOS = "<bos>"
+EOS = "<eos>"
+
+def build_glove(word2idx, idx2word, dim=100):
+    word2vecs = {}
+
+    with open(f'glove/glove.6B.{dim}d.txt') as glove_file:
+        for i, line in enumerate(glove_file):
+            splat = line.split()
+            word = str(splat.pop(0))
+            if word in word2idx:
+                word2vecs[word] = np.array(splat).astype(float)
+
+    vectors = []
+    for word in [idx2word[i] for i in range(len(idx2word))]:
+        if word in word2vecs:
+            vectors.append(torch.from_numpy(word2vecs[word]).float())
+        else:
+            vectors.append(torch.from_numpy(np.random.normal(0, 0.5, size=(dim,))).float())
+
+    return torch.stack(vectors)
+
+class Corpus(Dataset):
+    def __init__(self, dataset, split_name, seq_len: int):
+        self.seq_len = seq_len
+        self.queries = []
+        self.intents = []
+        self.slots = []
+
+        self.word2idx = {}
+        self.idx2word = {}
+        self.intent2idx = {}
+        self.slot2idx = {}
+
+        self._register(PAD)
+        self._register(BOS)
+        self._register(EOS)
+
+        for split in ['train', 'valid', 'test']:
+            with open(f'datasets/{dataset}/{split}/label') as intent_file:
+                for line in intent_file:
+                    intent = line.rstrip()
+                    if intent not in self.intent2idx:
+                        self.intent2idx[intent] = len(self.intent2idx)
+                
+            with open(f'datasets/{dataset}/{split}/seq.in') as queries_file:
+                for line in queries_file:
+                    query = line.rstrip().split()
+                    for word in query:
+                        if word not in self.word2idx:
+                            idx = len(self.word2idx)
+                            self.word2idx[word] = idx
+                            self.idx2word[idx] = word
+
+            with open(f'datasets/{dataset}/{split}/seq.out') as slotses_file:
+                for line in slotses_file:
+                    slots = line.rstrip().split()
+                    for slot in slots:
+                        if slot not in self.slot2idx:
+                            self.slot2idx[slot] = len(self.slot2idx)
+        
+        with open(f'datasets/{dataset}/{split_name}/label') as intent_file:
+            for line in intent_file:
+                intent = line.rstrip()
+                self.intents.append(intent)
+            
+        with open(f'datasets/{dataset}/{split_name}/seq.in') as queries_file:
+            for line in queries_file:
+                query = line.rstrip().split()                
+                self.queries.append(query)
+
+        with open(f'datasets/{dataset}/{split_name}/seq.out') as slotses_file:
+            for line in slotses_file:
+                slots = line.rstrip().split()  
+                self.slots.append(slots)
+
+        self.idx2intent = {v: k for k, v in self.intent2idx.items()}
+        self.idx2slot = {v : k for k, v in self.slot2idx.items()}
+
+
+    def _register(self, word):
+        if word in self.word2idx:
+            return
+
+        assert(len(self.idx2word) == len(self.word2idx))
+        idx = len(self.idx2word)
+        self.idx2word[idx] = word
+        self.word2idx[word] = idx
+
+    def pad_query(self, sequence):
+        sequence = [self.word2idx[BOS]] + sequence + [self.word2idx[EOS]]
+        sequence = sequence[:self.seq_len]
+        sequence = np.pad(sequence, (0, self.seq_len - len(sequence)), mode='constant', constant_values=(self.word2idx[PAD],))
+        return sequence
+
+    def pad_slots(self, sequence):
+        sequence = [-1] + sequence + [-1]
+        sequence = sequence[:self.seq_len]
+        sequence = np.pad(sequence, (0, self.seq_len - len(sequence)), mode='constant', constant_values=(-1,))
+        return sequence
+
+    def __getitem__(self, i):
+        query = torch.from_numpy(self.pad_query([self.word2idx[word] for word in self.queries[i]]))
+        intent = torch.tensor(self.intent2idx[self.intents[i]])
+        slots = torch.from_numpy(self.pad_slots([self.slot2idx[slot] for slot in self.slots[i]]))
+        true_length = torch.tensor(min(len(self.queries[i]), self.seq_len))
+        return query, intent, slots, true_length, (self.queries[i], self.intents[i], self.slots[i]), (self.idx2word, self.idx2intent, self.idx2slot)
+
+    def __len__(self):
+        assert(len(self.queries) == len(self.intents))
+        return len(self.queries)
+
+def load(dataset, batch_size, seq_len):
+    train_corpus, valid_corpus, test_corpus = Corpus(dataset, 'train', seq_len), Corpus(dataset, 'valid', seq_len), Corpus(dataset, 'test', seq_len)
+
+    # sanity checks
+    assert(len(train_corpus.word2idx) == len(valid_corpus.word2idx) == len(test_corpus.word2idx))
+    assert(len(train_corpus.intent2idx) == len(valid_corpus.intent2idx) == len(test_corpus.intent2idx))
+    assert(len(train_corpus.slot2idx) == len(valid_corpus.slot2idx) == len(test_corpus.slot2idx))
+
+    num_words, num_intents, num_slots = len(train_corpus.word2idx), len(train_corpus.intent2idx), len(train_corpus.slot2idx)
+    wordvecs = build_glove(train_corpus.word2idx, train_corpus.idx2word)
+    return (DataLoader(train_corpus, batch_size, shuffle=True), 
+            DataLoader(valid_corpus, batch_size, shuffle=False),
+            DataLoader(test_corpus, batch_size), 
+            num_words, num_intents, num_slots, wordvecs)

datasets/#count.py#

@@ -0,0 +1,10 @@
+filename = 'atis/train/seq.out'
+
+blah = set()
+with open(filename) as f:
+    for line in f:
+        line = line.rstrip().split()
+        for word in line:
+            blah.add(word)
+
+print(len(blah))

datasets/atis/test/label

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+atis_flight
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datasets/atis/test/seq.in

@@ -0,0 +1,893 @@
+i would like to find a flight from charlotte to las vegas that makes a stop in st. louis
+on april first i need a ticket from tacoma to san jose departing before 7 am
+on april first i need a flight going from phoenix to san diego
+i would like a flight traveling one way from phoenix to san diego on april first
+i would like a flight from orlando to salt lake city for april first on delta airlines
+i need a flight from toronto to newark one way leaving wednesday evening or thursday morning
+monday morning i would like to fly from columbus to indianapolis
+on wednesday april sixth i would like to fly from long beach to columbus after 3 pm
+after 12 pm on wednesday april sixth i would like to fly from long beach to columbus
+are there any flights from long beach to columbus on wednesday april sixth
+find a flight from memphis to tacoma dinner
+on next wednesday flight from kansas city to chicago should arrive in chicago around 7 pm return flight on thursday
+show flight and prices kansas city to chicago on next wednesday arriving in chicago by 7 pm
+flight on american from miami to chicago arrive in chicago about 5 pm
+find flights arriving new york city next saturday
+find nonstop flights from salt lake city to new york on saturday april ninth
+show flights from burbank to milwaukee for today
+show flights tomorrow evening from milwaukee to st. louis
+show flights saturday evening from st. louis to burbank
+show flights from burbank to st. louis on monday
+show flights from burbank to milwaukee on monday
+show flights tuesday evening from milwaukee to st. louis
+show flights wednesday evening from st. louis to burbank
+which flights travel from kansas city to los angeles
+what flights travel from las vegas to los angeles
+which flights travel from kansas city to los angeles on april ninth
+which flights travel from las vegas to los angeles california and arrive on april ninth between 4 and 5 pm
+which flights on us air go from orlando to cleveland
+which flights travel from cleveland to indianapolis on april fifth
+which flights travel from indianapolis to san diego on april fifth
+which flights go from cleveland to indianapolis on april fifth
+which flights travel from nashville to tacoma
+does tacoma airport offer transportation from the airport to the downtown area
+which flights travel from tacoma to san jose
+what day of the week do flights from nashville to tacoma fly on
+what are the flights from tacoma to san jose
+what days of the week do flights from san jose to nashville fly on
+what are the flights from tacoma to san jose
+i need a flight that goes from boston to orlando
+are there any flights from boston to orlando connecting in new york
+are there any flights from boston to orlando connecting in columbus
+does this flight serve dinner
+i need a flight from charlotte to miami
+i need a nonstop flight from miami to toronto
+i need a nonstop flight from toronto to st. louis
+i need a flight from toronto to st. louis
+i need a flight from st. louis to charlotte
+i need a flight on united airlines from la guardia to san jose
+i need a flight from tampa to milwaukee
+i need a flight from milwaukee to seattle
+what meals are served on american flight 811 from tampa to milwaukee
+what meals are served on american flight 665 673 from milwaukee to seattle
+i need a flight from memphis to las vegas
+i need a flight from las vegas to ontario
+i need a flight from ontario to memphis
+which flights go from milwaukee to tampa and stop in nashville
+which flights leave newark after noon next saturday and arrive in los angeles
+which flights leave detroit and arrive at st. petersburg around 9 am
+which flights on northwest airline leave detroit and arrive at st. petersburg
+which flights leave chicago next tuesday and arrive in detroit around 6 pm
+show me round trip flights from chicago to detroit leaving next tuesday and returning the day after
+which round trip flights leave chicago next tuesday around 6 pm and arrive in detroit
+which round trip flights leave chicago next tuesday and arrive in detroit around 6 pm
+which flights leave on monday from montreal and arrive in chicago in the morning
+which flights leave chicago on april twelfth and arrive in indianapolis in the morning
+which flights leave on wednesday april thirteenth from indianapolis and arrive in montreal in the morning
+which flights leave april twelfth from indianapolis and arrive in montreal around 10 pm
+i'd like to go from long beach to st. louis and i'd like to stop in dallas i'd also like to have lunch during my flight
+next wednesday i would like to leave kansas city on a trip to chicago which arrives in chicago around 7 pm
+i would like to return from chicago around 7 pm to kansas city
+i would like to leave this afternoon on an american flight from cincinnati to burbank
+on sunday evening i would like to leave montreal quebec on a flight to san diego california
+what are the flights on sunday from montreal quebec to san diego california
+on tuesday are the flights from san diego california to indianapolis indiana i would like the flight to be in the afternoon
+on thursday morning i would like a nonstop flight from indianapolis to toronto
+on friday morning i would like to fly from toronto to montreal
+i would like an early morning flight today from los angeles to charlotte
+on wednesday night i would like a flight from charlotte to newark
+on friday night i would like a flight from newark to los angeles
+find a flight from tampa to montreal by way of new york
+please find a flight from miami florida to las vegas nevada arriving before 4 o'clock pm
+please find a flight from las vegas to michigan
+please find a flight from detroit michigan to st. petersburg arriving before 10 pm
+please find a flight from st. petersburg to miami on thursday
+please find a flight from san diego to toronto on alaska airlines
+please find the flights from columbus to houston with a layover in nashville tomorrow
+please give me the flights from nashville to houston nonstop with dinner served
+please find flights available from kansas city to newark
+please find a flight that goes from kansas city to newark to orlando back to kansas city
+please find a flight from kansas city to newark
+please find a flight from newark to orlando
+please find a flight from orlando to kansas city
+i would like to fly from columbus to phoenix through cincinnati in the afternoon
+i would like to know what airports are in los angeles
+does the airport at burbank have a flight that comes in from kansas city
+which flights arrive in burbank from kansas city on saturdays in the afternoon
+which flights arrive in burbank from las vegas on saturday april twenty third in the afternoon
+which flights are available from orlando to cleveland that arrive around 10 pm
+what flights are available from indianapolis to san diego on april twenty first in the late afternoon
+what flights leave cleveland going to indianapolis on april twenty first in the morning
+which flights are available on april twenty first in the morning from nashville to tacoma
+which flights are available from tacoma to san jose in the morning on april twenty second
+which flights are available from san jose to nashville leaving in the morning on april twenty three
+what is the most expensive one way fare between detroit and westchester county
+what airlines fly between detroit and westchester county
+what are the departure times from detroit to westchester county
+what is the latest flight from baltimore to oakland that serves dinner
+what is the earliest flight between baltimore and oakland that serves breakfast
+to what cities from boston does america west fly first class
+what airline flies from boston to san diego
+what is the latest breakfast flight from dallas to tampa
+show me all lufthansa flights from seattle to boston with stopovers in minneapolis
+show me all flights from seattle to boston with stopovers in minneapolis
+list philadelphia to san francisco flights with stopovers in dallas
+show me the connecting flights between boston and denver and the types of aircraft used
+show me all the morning flights from philadelphia to fort worth
+show me all the flights from kansas city to st. paul
+show me northwest flight 608 from kansas city to st. paul
+show me all the flights from indianapolis to charlotte on monday
+what is the ground transportation between the charlotte airport charlotte airport and downtown charlotte
+show me all the flights from charlotte to minneapolis that leave at 2 pm or later on monday
+show me all the flights from charlotte to minneapolis on tuesday morning
+show me the direct flights from charlotte to minneapolis on tuesday morning
+show me flight us 1500 on monday from charlotte to minneapolis please
+show me all the flights from minneapolis to indianapolis on tuesday that leave after 2 pm
+show me the flights from minneapolis to indiana
+show me the flights in from minneapolis to indianapolis on tuesday afternoon
+show me flight us 1207 from indianapolis to charlotte on monday and flight us 1500 from charlotte to minneapolis on monday and flight twa 639 from minneapolis to indianapolis
+show me all the flights from las vegas to new york city
+which different airlines go from las vegas to new york city
+show me all the flights on america west and twa from las vegas to jfk on a friday
+what are the flights from tacoma to miami that leave after 6 pm tomorrow
+i'd like to fly from san diego to houston on june tenth
+is there an american airlines flight from houston to newark on june tenth after 6 pm
+is there an american airlines flight from houston to newark on june tenth after 3 pm
+i need to get from cincinnati to denver on june sixth by 6 pm
+what's the ground transportation in denver
+what's the fare for a taxi to denver
+what are the fares for ground transportation in denver
+i need to fly from denver to westchester county on june seventh after 3 pm
+what's the ground transportation in westchester county
+i need to take a united airlines flight on june eighth from westchester county to cincinnati after 3 pm
+what united airlines flights on june eighth go from westchester county to cincinnati
+on june eighth what flights go from westchester county to cincinnati
+does us air fly from cincinnati to denver on june sixth
+list the flights from cincinnati to denver on june sixth
+list the flights from denver to westchester county on june seventh
+list the flights from westchester county to cincinnati on june eighth
+list the flights from cincinnati to westchester county on june sixth
+list the flights from westchester county to denver on june seventh
+list the flights from denver to cincinnati on june eighth
+list the flights from denver to cincinnati on june sixth after 4 pm
+list the flights from cincinnati to westchester county on june seventh
+list the flights from westchester county to cincinnati on june seventh leaving after 5 pm
+what airlines off from love field between 6 and 10 am on june sixth
+what flights arrive at love field on june sixth
+list the flights from montreal to philly before 9 am
+list the flights from cleveland to memphis
+list the flights from memphis to cleveland
+list the flights from denver to baltimore arriving on july first
+list the flights from dallas to baltimore arriving july first
+list the flights from pittsburgh to baltimore arriving on july first
+list the flights on canadian airlines international
+how many canadian airlines international flights use j31
+how many canadian airlines international flights use aircraft 320
+how many canadian airlines flights use aircraft dh8
+show me the flights on american airlines which fly from st. petersburg to ontario canada with a stopover in st. louis
+show me the flights on american airlines which go from st. petersburg to ontario california by way of st. louis
+which airport is closest to ontario california
+show me the flights from houston to orlando
+show me the flights from orlando to houston
+show me the flights from detroit to las vegas
+show me the cheapest round trip coach fare from las vegas to detroit
+show me the cheapest round trip coach fare on twa from las vegas to detroit
+show me the delta flights which serve a snack to coach passengers
+what is meal code sb
+what meals are available on dl 468 which al arrives in san francisco at 950 am
+show me the delta flights from tampa to san francisco
+show me delta flight 486
+list the tower air flights on mondays
+list all tower air flights with meals
+what flights depart from baltimore
+what flights depart from baltimore and arrive at san francisco on a friday
+what flights leave from cincinnati in the morning and arrive in tampa
+which flights depart from tampa and arrive in cincinnati in the evening
+which flights depart from tampa in the early evening and arrive in cincinnati
+which flights depart from philadelphia and arrive in atlanta
+which flights depart from a atlanta and arrive in toronto
+which flights depart from toronto and arrive in washington dc
+which flights depart from new york and arrive in los angeles after 10 am
+how far is new york's la guardia from downtown
+how far is toronto international from downtown
+how far is los angeles international from downtown
+how far is san francisco international from downtown
+how much is the limousine service in boston
+how much is a limousine service in la guardia
+how much is a limousine service in toronto international
+how much is limousine service in los angeles
+what airlines fly between washington dc and columbus ohio
+what flights are there between washington dc and columbus ohio
+what are the flights between washington dc and columbus ohio
+what are the fares for all flights between washington and columbus
+at the charlotte airport how many different types of aircraft are there for us air
+list all us air flights arriving in charlotte on saturday at 1 pm
+what is the first class round trip airfare from india indianapolis to memphis
+list all flights from memphis to miami
+list all flights and their fares from indianapolis to memphis on a monday morning
+list all flights and their fares from memphis to miami on a wednesday evening
+list all flights and their fares for all flights between miami and indianapolis
+list all flights from cleveland to kansas city on monday
+list all flights from kansas city to cleveland
+list all flights from cleveland to nashville
+list all flights from nashville to cleveland on sunday
+list all sunday flights from cleveland to nashville and their fares
+what airlines are departing from baltimore
+which airlines fly from baltimore to san francisco
+how long does a flight from baltimore to san francisco take
+which flights are leaving from kansas city to atlanta early monday morning
+which flights are leaving atlanta and arriving in st. louis close to 230 pm on tuesday
+please list flights from st. louis to st. paul which depart after 10 am thursday morning
+list flights from st. paul to kansas city friday in the evening with a meal included
+list early morning flights from cincinnati to tampa
+list early evening flights from tampa to cincinnati
+list evening flights from tampa to cincinnati
+list flights from philadelphia to atlanta friday am
+list flights from atlanta to toronto friday afternoon
+list flights from toronto to washington dc saturday am
+list flights from washington dc to philadelphia saturday pm
+list direct flights from new york city to los angeles after 10 am
+list the airfare for american airlines flight 19 from jfk to lax
+what is fare code m
+list the distance in miles from boston airport to downtown boston
+list the distance in miles from new york's la guardia airport to downtown new york city
+list the distance in miles from toronto international airport to downtown toronto
+list the distance in miles from san francisco international airport to san francisco downtown
+list limousine rates for the city of boston
+list american airlines flights from houston to milwaukee departing friday pm
+list flights from houston to milwaukee friday pm
+list american airlines flights from milwaukee to san jose wednesday
+list american airlines flights from san jose to dallas friday afternoon
+list flights from dallas to houston arriving sunday afternoon
+list airlines flying from seattle to salt lake city
+what is the seating capacity for aircraft l10
+what is the seating capacity for delta be1
+list flights from seattle to salt lake city on delta l10
+list flights from seattle to salt lake city on delta be1
+list flights from boston to pittsburgh daily
+list flights from pittsburgh to newark daily
+list flights from newark to boston daily
+list us air flights leaving saturday from charlotte airport at 1 pm
+list us air flights leaving saturday from charlotte airport around 1 pm
+list first class airfare round trip from indianapolis to memphis
+what is fare code f
+list flights from memphis to miami wednesday evening
+list flights from miami to indianapolis sunday
+list flights from ontario california to orlando florida
+list flights from ontario california to salt lake city utah
+list flights from ontario california to salt lake city utah monday
+list flights from salt lake city utah to phoenix arizona monday
+list flights from salt lake city to phoenix arizona tuesday
+list flights from phoenix arizona to ontario california wednesday
+what airlines fly from baltimore to san francisco
+what is the fare for a first class round trip ticket from detroit to st. petersburg
+what is the airfare for a round trip first class ticket from detroit to st. petersburg
+kansas city to atlanta monday morning flights
+monday morning flights from atlanta to kansas city
+kansas city to atlanta monday morning flights
+atlanta to st. louis tuesday before 230 pm flights
+st. louis to st. paul thursday after 10 am
+st. paul to kansas city friday night
+cleveland to kansas city arrive monday before 3 pm
+kansas city to cleveland flight arrive wednesday before 5 pm
+cleveland to nashville flight friday morning
+nashville to cleveland sunday before 9
+first class flights pittsburgh to newark monday morning
+flights newark to los angeles wednesday morning
+los angeles to minneapolis thursday afternoon
+minneapolis to pittsburgh flight
+minneapolis to pittsburgh first class flight
+i would like flights leaving from milwaukee to orlando
+what does hp stand for
+i would like flights from ontario to tacoma
+i would like flights from minneapolis to san diego
+i would like flights from salt lake city to cincinnati
+i would like to see flights from cincinnati to salt lake city
+i'd like flights from new york to miami
+i would like flights from miami to new york
+i would like a flight leaving san francisco for san diego
+i would like flights from san diego to las vegas
+i would like a flight from san diego to las vegas
+i would like flights from las vegas to san francisco
+what does fare code bn mean
+i would like to have the airline that flies toronto detroit and st. louis
+i would like a flight from toronto to detroit
+i would like a flight from detroit to st. louis
+i would like a flight from toronto to st. louis
+i would like flights from san francisco to long beach
+i would like flights leaving san francisco to san diego
+i would like a flight from san francisco to st. petersburg
+show me a one way flight from milwaukee to orlando leaving wednesday afternoon after 6 pm
+show me one way flights from milwaukee to orlando on wednesday
+show me flights from columbus to chicago first class that leave before 10 am
+show me the cheapest round trip between st. petersburg and detroit that arrives before 7 pm
+show me nonstop flights from kansas city to phoenix
+what is airline wn
+show me the cheapest first class round trip from new york to miami
+now show me all the round trips from new york to miami
+show me the cheapest one way flight from san francisco to houston
+now show me the cheapest one way flight from houston to boston
+show me the cheapest round trip fares from houston to boston
+show me the cheapest round trip fares from san francisco to houston
+show me the cheapest round trip fare from san francisco to houston on february twenty eighth 1994
+show me the cheapest one way fare from san francisco to houston on february twenty eighth 1994
+now show me ground transportation in houston on monday afternoon
+now show me one way flights from houston to boston
+and now show me ground transportation that i could get in boston late night
+show me airlines that have flights between toronto and detroit between detroit and st. louis and between st. louis and toronto
+show me round trip fares from toronto to detroit on delta northwest us air and united airlines
+show me flights between detroit and st. louis on delta northwest us air and united airlines
+show me flights from montreal to orlando and long beach
+show me flights from montreal to orlando
+i need a flight on friday afternoon in june from new york to cleveland
+i need a flight from new york to los angeles on saturday evening on us air
+i'd like a red eye flight from new york to los angeles on saturday evening on us air
+i'd like a flight from new york to los angeles on saturday morning on us air
+i need a flight from san francisco to milwaukee on monday morning
+what does ua mean
+i need a flight from milwaukee to washington dc on monday night
+how about flights from milwaukee to washington dc on tuesday mornings
+what meals are there on flight 382 from milwaukee to washington dc on tuesday morning
+i'll need to rent a car in washington dc
+can i get a flight on tuesday night from washington dc to oakland
+how about from dc to oakland on wednesday morning
+how much does it cost to fly on twa from columbus to milwaukee
+what does q mean
+how much does it cost to fly from columbus to st. louis round trip on twa
+what's the cheapest flight from columbus to st. louis round trip on twa
+what's the cheapest round trip flight on twa from columbus to st. paul
+i want to fly from milwaukee to los angeles
+can i get the shortest flight from milwaukee to orlando
+what is the shortest flight from milwaukee to long beach
+what does m mean
+what does ap 57 mean
+what is the shortest flight from milwaukee to st. petersburg
+what is the shortest flight from milwaukee to long beach
+what is the shortest flight from milwaukee to san diego
+what does ap 20 mean
+can i get a flight today from san francisco to detroit michigan
+what's the cheapest flight from san francisco to detroit today
+i want to fly from san francisco to milwaukee and from milwaukee to denver
+what's the cheapest flight from san francisco to milwaukee
+i need to rent a car in milwaukee
+what's the cheapest flight tomorrow from milwaukee to denver
+what ground transportation is available at denver
+what's the cheapest flight from san francisco to denver
+what flights leave from cleveland and go to dallas
+show me all nonstop flights from st. petersburg to charlotte
+what airline is us
+show me flights between toronto and san diego
+what is phl
+what is mci
+show me the flights between oakland and salt lake city
+what does not sa mean
+what is the earliest daily flight between oakland and salt lake city
+what airline is dl
+what is the latest daily flight between oakland and salt lake city
+show me the flights between los angeles and dallas
+what ground transportation is available from dallas fort worth airport to downtown dallas
+how many passengers can an l1011 aircraft hold
+what is the seating capacity of a dc9
+what are the flights between dallas and phoenix
+what ground transportation is available between phoenix airport and downtown phoenix
+what is the seating capacity for the aircraft m80
+are there any flights between dallas and phoenix using a dc10 aircraft
+what airline is aa
+show me the flights between milwaukee and indiana
+what are the flights between milwaukee and pittsburgh
+what ground transportation is available between pittsburgh airport and downtown pittsburgh
+show me the flights between pittsburgh and washington dc
+what ground transportation is available between dca and downtown washington
+what are the flights between dca and milwaukee
+what ground transportation is available between milwaukee airport and downtown milwaukee
+determine the type of aircraft used on a flight from cleveland to dallas that leaves before noon
+find a flight between st. petersburg and charlotte the flight should leave in the afternoon and arrive as soon after 5 pm as possible it should be a nonstop flight
+list a flight on delta airlines from toronto to san diego
+list a flight on american airlines from toronto to san diego
+list a flight from toronto to san diego
+list flights from oakland to salt lake city leaving after 1700 wednesday
+list flights from oakland to salt lake city leaving after midnight thursday
+list flights between phoenix and las vegas
+list flights from las vegas to denver
+list flights from milwaukee to washington dc before 1200
+list flights from washington dc to pittsburgh leaving after 1800
+list flights from washington dc to pittsburgh
+list flights between pittsburgh and milwaukee
+i'd like a flight to san diego from washington dc
+i'd like to fly from cleveland to dallas
+i want to fly from washington dc to phoenix arizona
+i need a flight from phoenix to atlanta
+i would like to fly from atlanta to san diego
+i would like to fly from san diego to seattle
+i would like to fly from orlando to kansas city
+i need a flight from kansas city to minneapolis
+i need a flight from san diego to washington dc
+i need a flight from washington dc to san diego
+i need a round trip flight from san diego to washington dc and the fares
+i need a round trip from atlanta to washington dc and the fares leaving in the morning
+i need a round trip from phoenix to washington dc and the fare leaving in the morning
+what is the lowest fare for a flight from washington dc to boston
+what is the lowest fare from washington dc to montreal
+what is the lowest fare from toronto to washington dc
+i want a flight from montreal to washington dc
+i want a flight from nashville to seattle that arrives no later than 3 pm
+i want a flight from memphis to seattle that arrives no later than 3 pm
+i need a flight from indianapolis to seattle arriving in seattle at 1205 pm
+i want a flight round trip from memphis to seattle
+i want to fly from nashville to seattle and i want the cheapest fare round trip
+i want to fly from memphis to seattle round trip with the cheapest fare
+i want to fly from indianapolis to seattle round trip with the cheapest fare
+please list flights from orlando to philadelphia
+please list flights from san francisco to charlotte
+please list flights from milwaukee to philadelphia
+please list flights from philadelphia to san francisco
+please show ground transportation to milwaukee
+please list flights from san francisco to milwaukee
+list flights from houston to denver
+list flights from houston to phoenix
+list flights from phoenix to houston
+list flights from newark to houston
+show flights from denver to houston
+show flights from st. petersburg to charlotte
+show flights from orlando to kansas city
+show flights from kansas city to minneapolis
+show flights from kansas city to orlando
+show flights from minneapolis to kansas city
+show flights from kansas city to orlando
+list flights from washington dc to boston
+list fares from washington dc to montreal
+list flights from washington dc to montreal
+list fares from washington dc to toronto that should be good
+list fares from washington dc to boston
+list flights from washington dc to montreal
+list flights from washington dc to toronto
+list flights from toronto to washington dc
+list flights from oakland to salt lake city
+what flights go from dallas to phoenix
+what flights go from phoenix to salt lake city
+i need an early flight from milwaukee to denver
+what types of ground transportation are available in denver
+what flights go from denver to st. louis on tuesday morning
+is ground transportation available in st. louis
+i need to fly from st. louis to milwaukee on wednesday afternoon
+flights from washington to seattle
+flights from atlanta to seattle
+flights from san diego to seattle
+i would like flight information from phoenix to denver
+could i have flight information on flights from salt lake city to phoenix please
+could i have flight information on flights from pittsburgh to phoenix please
+i would like information on flights leaving from washington dc to denver
+i need information on flights from washington to boston that leave on a saturday
+i need the flights from washington to montreal on a saturday
+i need the fares on flights from washington to toronto on a saturday
+i want to go from boston to washington on a saturday
+i need a flight from cleveland to dallas that leaves before noon see if too much information
+get fares from washington to boston
+get saturday fares from washington to boston
+get fares from washington to montreal
+get saturday fares from washington to montreal
+get saturday fares from washington to toronto
+get the saturday fare from washington to toronto
+list saturday flights from washington to boston
+list saturday flights from boston to washington
+get flights from milwaukee to dtw
+list flights from milwaukee to detroit
+get flights from detroit to toronto
+get flights from toronto to milwaukee
+get last flight from oakland to salt lake city on wednesday or first flight from oakland to salt lake city on thursday
+get first flight from oakland to salt lake city on thursday
+get last flight from oakland to salt lake city on wednesday
+list last wednesday flight from oakland to salt lake city
+get flight from toronto to san diego stopping at dtw
+get flights between st. petersburg and charlotte
+i need a flight from milwaukee to indianapolis leaving monday before 9 am
+i need a flight departing from milwaukee to indianapolis leaving monday before 8 am
+is there ground transportation available at the indianapolis airport
+i need flight information for a flight departing from indianapolis to cleveland departing tuesday at noon
+i need flight information for a flight departing from cleveland to milwaukee wednesday after 6 pm
+i need flight information for flights departing from cleveland going back to milwaukee wednesday after 5 pm
+i need flight information for flights departing from cleveland to milwaukee on wednesday after 5 pm
+i need flight information for flights departing from cleveland to milwaukee on wednesday after 5 pm
+i need a flight from denver to salt lake city on monday
+is there ground transportation available at the denver airport
+i need flight and airline information for a flight from denver to salt lake city on monday departing after 5 pm
+is there ground transportation available at the salt lake city airport
+i need a flight from salt lake city to phoenix departing wednesday after 5 pm
+is there ground transportation available at the phoenix airport
+i need a flight from oakland to salt lake city on wednesday departing after 6 pm
+i need flight and fare information for thursday departing prior to 9 am from oakland going to salt lake city
+i need flight and fare information departing from oakland to salt lake city on thursday before 8 am
+i need flight numbers and airlines for flights departing from oakland to salt lake city on thursday departing before 8 am
+i need flight numbers for those flights departing on thursday before 8 am from oakland going to salt lake city
+list airports in arizona nevada and california please
+list california nevada arizona airports
+list the arizona airport
+list california airports
+list flights from las vegas to phoenix
+list california airports
+list airports
+list wednesday night flights from oakland to salt lake city
+list flights from oakland to salt lake city before 6 am thursday morning
+which airlines fly between toronto and san diego
+please list afternoon flights between st. petersburg and charlotte
+what is tpa
+what are the flights from cleveland to dallas
+please list only the flights from cleveland to dallas that leave before noon
+what type of aircraft are flying from cleveland to dallas before noon
+i need information on flights from indianapolis to seattle
+i need a flight from memphis to seattle
+i need a ticket from nashville to seattle
+i need a ticket from nashville tennessee to seattle
+i need flight information from milwaukee to tampa
+i need to rent a car at tampa
+i need a daily flight from st. louis to milwaukee
+i need flights departing from oakland and arriving salt lake city
+i need information on flights from toronto to san diego
+i need information on flights from toronto to san diego
+i want a flight from toronto to san diego
+i need information on flights between st. petersburg and charlotte
+i need the flight numbers of flights leaving from cleveland and arriving at dallas
+which flights go from new york to miami and back
+what does fare code qo mean
+show me flights from milwaukee to orlando one way
+what the abbreviation us stand for
+i'd like a one way ticket from milwaukee to orlando either wednesday evening or thursday morning
+show me flights from milwaukee to orlando
+what does fare code f mean
+what does fare code h mean
+what does fare code y mean
+what are restrictions ap 57
+please show me first class flights from indianapolis to memphis one way leaving before 10 am
+now show me all round trip flights from burbank to seattle that arrive before 7 pm in seattle
+round trip flights from orlando to montreal please
+what airline is dl
+show me all delta airlines flights from montreal to orlando
+show me all flights from orlando to montreal please
+which airline is kw
+please list all flights from new york to miami any any type of class
+what does fare code bh mean
+show me a return flight from miami to jfk please
+what does fare code bh mean
+what does fare code bh mean
+what does fare code bh mean
+what does fare code bh mean
+show me one way flights from milwaukee to orlando after 6 pm on wednesday
+show me the flights from indianapolis to memphis
+show me round trip flights from burbank to seattle
+show me round trip flights from orlando to montreal
+show me nonstop flights from montreal to orlando
+show me round trips between montreal and orlando
+show me round trip flights from montreal to orlando
+show me the cheapest one way flights from montreal to orlando
+show me the cheapest one way flights from orlando to montreal
+show me the cheapest economy flights from miami to new york
+kansas city to las vegas economy
+kansas city to las vegas economy
+what airline is hp
+ground transportation in las vegas
+ground transportation for las vegas
+las vegas to baltimore economy
+las vegas to baltimore economy
+baltimore to kansas city economy
+what airline is us
+which airline is us
+which airline is us
+which airline is us
+which airline is us
+columbus to chicago one way before 10 am
+what airline is hp
+st. petersburg to detroit
+from milwaukee to orlando one way after 5 pm wednesday
+and from milwaukee to atlanta before 10 am daily
+what airline is yx
+show me all flights from san jose to phoenix
+show me all flights from san jose to phoenix
+what airline is hp
+show me ground transportation in phoenix
+show me flights from phoenix to fort worth
+show me ground transportation in fort worth
+show me flights from fort worth to san jose
+show me first class flights from new york to miami round trip
+show me first class flights from new york to miami round trip
+show me all round trip flights from new york to miami nonstop
+show me all round trip flights from miami to new york nonstop
+show me one way flights from indianapolis to memphis before 10 am on any day
+what does fare code f mean
+show me round trip flights from burbank to tacoma
+what does the restriction ap58 mean
+what does fare code h mean
+what airline is as
+what airline is as
+what airline is as
+what airline is as as in sam
+show me nonstop flights from st. petersburg to toronto
+show me nonstop flights from toronto to st. petersburg
+show me the nonstop flights and fares from toronto to st. petersburg
+show me the nonstop flights from toronto to st. petersburg
+show me weekday flights from milwaukee to orlando one way
+show me weekday flights from milwaukee to orlando one way
+what airline is hp
+list flights from chicago to san diego
+list flights from chicago to san diego
+list flights from kansas city to denver
+list flights from denver to phoenix
+list flights from phoenix to las vegas
+list flights from las vegas to san diego
+list flights from chicago to kansas city in the morning
+list flights from houston to san jose
+list flights from houston to milwaukee
+list flights from milwaukee to san jose on wednesday
+list flights from san jose to dallas on friday
+list flights from dallas to houston
+list distance from airports to downtown in new york
+list airports in new york
+list airports in new york
+list airports in la
+list airports
+list airports in la
+list airports in la
+list the airports in la
+list la
+list la
+list flights from new york to la
+list flights from la guardia to burbank
+list flights from la to orlando
+list flights from ontario california to orlando
+list flights from ontario california to orlando
+list flights from indianapolis to memphis with fares on monday
+list flights from indianapolis to memphis on monday
+list flights from memphis to miami on wednesday
+list flights from miami to indianapolis on sunday
+list flights from charlotte on saturday afternoon
+list type of aircraft for all flights from charlotte
+list flights and fares from tacoma to orlando round trip leaving saturday returning next saturday
+what class is fare code q
+list flights from orlando to tacoma on saturday of fare basis code of q
+list airfares for first class round trip from detroit to st. petersburg
+list coach round trip airfare from detroit to st. petersburg
+list flights from pittsburgh to newark on monday morning
+list flights from minneapolis to pittsburgh on friday
+list flights before 9 am from cincinnati to tampa
+list flights from cincinnati to tampa before noon
+list flights from tampa to cincinnati after 3 pm
+list airlines that fly from seattle to salt lake city
+list delta flights from seattle to salt lake city
+list seating capacities of delta flights from seattle to salt lake city
+list delta flights from seattle to salt lake city with aircraft type
+what ground transportation is there in baltimore
+list ground transportation in baltimore
+list flights from baltimore to san francisco on friday
+give me the flights from los angeles to pittsburgh on tuesday
+give me the flights from pittsburgh to los angeles thursday evening
+give me the round trip flights from cleveland to miami next wednesday
+give me the fares for round trip flights from cleveland to miami next wednesday
+give me the flights and fares for a trip to cleveland from miami on wednesday
+give me the fares from miami to cleveland next sunday
+give me the flights from milwaukee to phoenix on saturday or sunday on american airlines
+give me the flights from phoenix to milwaukee on wednesday evening
+give me the flights from phoenix to milwaukee on wednesday on american airlines
+give me the flights from phoenix to milwaukee on american airlines
+give me the flights from phoenix to milwaukee
+give me the meal flights departing early saturday morning from chicago to seattle nonstop
+give me the flights from chicago to seattle saturday morning that have meals
+give me flights from seattle to chicago that have meals on continental
+give me the flights from seattle to chicago that have meals on continental saturday morning
+give me the flights from chicago to seattle on continental that have meals early saturday morning
+give me a combination of continental flights from chicago to seattle that have meals early saturday morning
+give me the saturday morning flights with meals from chicago to minneapolis
+give me the saturday morning flights on continental that have meals from chicago to minneapolis
+give me the saturday morning flights from chicago to st. paul on continental that have meals
+give me the flights from new york to las vegas nonstop
+give me the flights from memphis to las vegas nonstop
+give me the cheapest round trip flights from indianapolis to orlando around december twenty fifth
+i need a friday flight from newark to tampa
+i need a sunday flight from tampa to charlotte
+give me a flight from charlotte to baltimore on tuesday morning
+can i have a morning flight from baltimore to newark please
+cheapest round trip fare from or indianapolis to orlando on december twenty fifth
+cheapest one way fare from indianapolis to orlando on december twenty seventh
+flight number from dallas to houston
+flight number from houston to dallas
+saturday flight on american airlines from milwaukee to phoenix
+flight numbers on american airlines from phoenix to milwaukee
+flight numbers from chicago to seattle
+flight numbers from chicago to seattle on continental
+flight numbers from seattle to chicago on continental
+is there a fare from pittsburgh to cleveland under 200 dollars
+how much is coach flight from pittsburgh to atlanta
+newark to tampa on friday
+tampa to charlotte sunday morning
+charlotte to baltimore on tuesday
+baltimore to newark wednesday morning
+dallas to houston after 1201 am
+houston to dallas before midnight
+indianapolis to orlando december twenty seventh
+cheapest fare from indianapolis to orlando on the twenty seventh of december
+cheapest fare round trip from indianapolis to orlando on december twenty seventh
+cleveland to miami on wednesday arriving before 4 pm
+miami to cleveland sunday afternoon
+new york city to las vegas and memphis to las vegas on sunday
+new york city to las vegas and memphis to las vegas on sunday
+new york to las vegas sunday afternoon
+memphis to las vegas sunday afternoon
+new york to las vegas on sunday afternoon
+chicago to seattle saturday morning
+chicago to las vegas saturday morning
+los angeles to pittsburgh afternoon tuesday
+los angeles to pittsburgh afternoon on monday
+pittsburgh to los angeles thursday evening
+milwaukee to phoenix on saturday
+phoenix to milwaukee on sunday
+phoenix to milwaukee on wednesday
+a flight from baltimore to san francisco arriving between 5 and 8 pm
+how many northwest flights leave st. paul
+how many northwest flights leave washington dc
+how many flights does northwest have leaving dulles
+what cities does northwest fly out of
+list the cities from which northwest flies
+what cities does northwest fly to
+i would like a connecting flight from dallas to san francisco leaving after 4 o'clock
+please list all the flights from dallas to san francisco
+tell me again the morning flights on american airlines from philadelphia to dallas
+tell me the flights that leave philadelphia and go to dallas
+what is a d9s
+what type of plane is a d9s
+what is a d9s
+show me the airports serviced by tower air
+show me the first class and coach flights between jfk and orlando
+show me the first class and coach flights from kennedy airport to miami
+show me the first class and coach flights from jfk to miami
+are meals ever served on tower air
+are snacks served on tower air
+show delta airlines flights from jfk to miami
+show delta airlines from boston to salt lake
+show delta airlines flights from boston to salt lake
+show delta airlines flights from boston to salt lake city
+what are the fares for flights between boston and washington dc
+what is the least expensive fare from boston to salt lake city
+what are the lowest fares from washington dc to salt lake city
+what is the lowest fare from bwi to salt lake city
+show me the cost of a first class ticket from detroit to las vegas and back
+what is the earliest arriving flight from boston to washington dc
+what is the earliest arriving flight between boston and washington dc
+what's the earliest arriving flight between boston and washington dc
+what is the earliest arriving flight from houston to orlando
+what is the earliest arriving flight from houston to orlando
+show me the flights between houston and orlando
+show me the flights between houston and orlando
+show me the flights from houston to orlando
+list all flights leaving denver between 8 pm and 9 pm
+what is the seating capacity on the aircraft 733
+what is the seating capacity of a 72s
+what is the seating capacity of the aircraft 72s
+what is the seating capacity of the aircraft m80
+what is the seating capacity of the type of aircraft m80
+what is the seating capacity of an m80
+what airlines serve denver
+list the airlines with flights to or from denver
+what airlines fly into denver
+list all flights arriving in denver between 8 and 9 pm
+what is the capacity of the 73s
+what is 73s
+what is seating capacity on the aircraft 73s
+what is the seating capacity of a 757
+how many people will a 757 hold
+how many passengers can fly on a 757
+list all of the daily flights arriving in denver between 8 and 9 pm
+list all of the daily flights arriving in denver from 8 to 9 pm
+show me all of the daily flights arriving in denver between 8 pm and 9 pm
+what is the seating capacity of the 757
+tell me about the m80 aircraft
+tell me about the m80 aircraft
+tell me about the type of aircraft called an m80
+what is the seating capacity of the 733
+what is the seating capacity of the m80
+what is the seating capacity on the aircraft m80
+list all flights arriving or leaving denver between 8 and 9 pm
+list all flights arriving in denver between 8 and 9 pm
+list all flights on all types of aircraft arriving in denver between 8 and 9 pm
+please list all flights from nashville to memphis on monday morning
+please list the flights from nashville to memphis on monday morning
+is there ground transportation from the memphis airport into town when if i arrive at 842 in the morning
+please list the flights from memphis to new york city on a monday night
+what is cvg
+what ground transportation is available from la guardia airport into new york city
+is there ground transportation from lga into new york city
+please list the ground transportation from lga into new york city
+please list ground transportation from ewr into new york city
+show me the morning flights from memphis to new york city
+give me the flights from new york city to nashville leaving after 5 pm on wednesday
+tell me about the ground transportation from nashville airport
+what are the nonstop flights from cincinnati to charlotte leaving after noon and arriving before 7 pm
+how many flights does alaska airlines have to burbank
+list the alaska airline flights from burbank to anywhere
+list the alaska airline flights from burbank
+which airline is as
+list the alaska airlines flights arriving in burbank
+list the alaska airlines flights a departing from burbank
+list all alaska airlines flights
+list all flights departing from seattle
+list the flights from indianapolis to memphis that leave before noon
+list the cheapest fare from charlotte to las vegas
+i want a flight from los angeles to charlotte early in the morning
+i would like a morning flight from charlotte to newark
+i'd like a morning flight from newark to los angeles
+i'd like an evening flight from newark to los angeles
+i would like a flight that leaves on sunday from montreal quebec to san diego california
+i would like a flight on tuesday which leaves from san diego to indianapolis indiana and that leaves in the afternoon
+i would like to leave thursday morning from indianapolis to toronto
+i would like a flight on friday morning from toronto to montreal
+i would like a flight from cincinnati to burbank on american
+what type of aircraft is used for the american flight leaving at 419 pm
+i need a flight leaving kansas city to chicago leaving next wednesday and returning the following day
+what flights go from long beach to st. louis
+what are the flights from memphis to las vegas
+what are the flights from las vegas to ontario
+what are the flights from ontario to memphis
+what type of ground transportation is there at the las vegas airport
+is there taxi service at the ontario airport
+what are the flights from tampa to milwaukee
+what are the flights from milwaukee to seattle
+what are the flights from la guardia to san jose on united
+what are the flights on mondays that travel from charlotte north carolina to phoenix arizona
+what are the flights from phoenix arizona to st. paul minnesota on tuesday
+what are the flights on thursday leaving from st. paul minnesota to st. louis
+what are the flights from st. louis to charlotte north carolina leaving on friday
+what are the flights from boston to orlando that stop in new york
+i need a morning flight from burbank to milwaukee on next monday
+how about a flight from milwaukee to st. louis that leaves monday night
+and a flight from st. louis to burbank that leaves tuesday afternoon
+how about a flight leaving tuesday night from st. louis to burbank
+i need a flight from salt lake to newark airport that arrives on saturday before 6 pm
+i'd like a flight from cincinnati to newark airport that arrives on saturday before 6 pm
+i need a flight on american airlines from miami to chicago that arrives around 5 pm
+i need a flight from memphis to tacoma that goes through los angeles
+what are the flights between cincinnati and san jose california which leave after 6 pm
+what are the nonstop flights between san jose and houston texas
+what are the nonstop flights between houston and memphis
+what are the flights between memphis and cincinnati on wednesday
+what are the american flights from newark to nashville
+the flights from ontario to westchester that stop in chicago
+please list the flights from los angeles to charlotte
+please list the flights from charlotte to newark
+please list the flights from newark to los angeles
+please list the flights from cincinnati to burbank on american airlines
+please give me the flights from kansas city to chicago on june sixteenth
+please give me the flights from chicago to kansas city on june seventeenth
+please list all the flights from kansas city to chicago on june sixteenth
+please list all the flights from chicago to kansas city on june seventeenth
+i'd like to travel from burbank to milwaukee
+can you find me a flight from salt lake city to new york city next saturday before arriving before 6 pm
+can you find me another flight from cincinnati to new york on saturday before 6 pm
+can you list all of the delta flights from salt lake city to new york next saturday arriving before 6 pm
+i'd like to fly from miami to chicago on on american airlines arriving around 5 pm
+i'd like to travel from kansas city to chicago next wednesday
+i'd like a round trip flight from kansas city to chicago on wednesday may twenty sixth arriving at 7 pm
+yes i'd like to find a flight from memphis to tacoma stopping in los angeles
+find flight from san diego to phoenix on monday am
+find flight from phoenix to detroit on monday
+find flight from detroit to san diego on tuesday
+find flight from cincinnati to san jose on monday
+find flight from san jose to houston on wednesday
+find flight from houston to memphis on friday
+find flight from memphis to cincinnati on sunday
+find american flight from newark to nashville around 630 pm
+please find a flight round trip from los angeles to tacoma washington with a stopover in san francisco not exceeding the price of 300 dollars for june tenth 1993
+are there any flights on june tenth from burbank to tacoma
+please find a flight from ontario to westchester that makes a stop in chicago on may seventeenth one way with dinner
+like to book a flight from burbank to milwaukee
+show me all the flights from burbank to milwaukee
+find me all the flights from milwaukee to st. louis
+now show me all the flights from st. louis to burbank
+is there one airline that flies from burbank to milwaukee milwaukee to st. louis and from st. louis to burbank
+find me all the round trip flights from burbank to milwaukee stopping in st. louis
+i'd like to book two flights to westchester county
+i want to book a flight from salt lake city to westchester county
+tell me all the airports near westchester county
+i'd like to book a flight from cincinnati to new york city on united airlines for next saturday
+tell me all the airports in the new york city area
+please find all the flights from cincinnati to any airport in the new york city area that arrive next saturday before 6 pm
+find me a flight from cincinnati to any airport in the new york city area
+i'd like to fly from miami to chicago on american airlines
+i would like to book a round trip flight from kansas city to chicago
+find me a flight that flies from memphis to tacoma

datasets/atis/test/seq.out

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+O O O O O O O B-airport_name I-airport_name
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+O O O O B-airline_name I-airline_name O O B-toloc.city_name
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datasets/atis/valid/label

@@ -0,0 +1,500 @@
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datasets/atis/valid/seq.in

@@ -0,0 +1,500 @@
+i want to fly from boston at 838 am and arrive in denver at 1110 in the morning
+show me all round trip flights between houston and las vegas
+i would like some information on a flight from denver to san francisco on united airlines
+what are the coach flights between dallas and baltimore leaving august tenth and returning august twelve
+i'm flying from boston to the bay area
+okay can you tell me the flight cost between denver and atlanta
+from montreal to las vegas
+what is the earliest breakfast flight from philadelphia to fort worth
+flights from pittsburgh to baltimore between 10 am and 2 pm
+what is the latest flight departing from boston to san francisco
+flights from ontario to florida
+i would like to know the first class fare on a flight from baltimore to denver
+okay that sounds great let's go from atlanta on april twenty one in the morning to dallas least expensive fare one way
+show me the prices of all flights from atlanta to washington dc
+flights from cincinnati to o'hare departing after 718 am american
+i'm interested in a flight from pittsburgh to atlanta
+i am interested in booking an early morning flight from dallas into houston on february twenty second and returning late in the evening of february twenty second
+i'm looking for a flight from oakland to denver with a stopover in dallas fort worth
+what's restriction ap68
+what types of ground transportation are available in philadelphia
+what does the abbreviation co mean
+a first class flight on american to san francisco on the coming tuesday
+please list the flights from baltimore to san francisco on fridays
+what flights return from denver to philadelphia on a saturday
+on united airlines flying from denver to san francisco before 10 am what type of aircraft is used
+i need a flight from atlanta to baltimore nonstop arriving at 7 pm please
+what are the cheapest round trip flights from denver to atlanta
+does continental fly from denver to san francisco
+i would like a nonstop flight from st. petersburg to charlotte leaving in the afternoon
+on continental airlines any class service from san francisco to pittsburgh
+find me the cheapest flight from boston to washington
+well i'll try last time tell me the kind of aircraft united airlines flies from denver to san francisco before 10 o'clock in the morning
+show me the northwest flights from detroit to st. petersburg
+morning flights from pittsburgh to atlanta on wednesday
+show me flights first class from san francisco to pittsburgh leaving on tuesday after 8 o'clock in the morning and before 12 noon
+what's the most expensive way i can fly to washington
+show me the cheapest one way fare from baltimore to dallas
+flights from boston flights from philadelphia to boston on monday
+list nonstop flights from houston to dallas which arrive before midnight
+i need a flight to seattle leaving from baltimore making a stop in minneapolis
+philadelphia to san francisco please
+airline that stands for dl
+i'd like a cheap flight from dallas to baltimore on january first
+what flights are available friday from san francisco to boston
+show me saturday and sunday's flights from milwaukee to phoenix on american airlines
+what flights from st. paul to kansas city on friday with lunch served
+what flights from toronto to philadelphia
+what flights leave from atlanta to boston on june twenty ninth in the afternoon
+what flights leave la guardia for san jose and arrive 10 pm
+list the total number of flights to all airports by delta
+can you tell me the time a flight would leave from atlanta to boston in the afternoon
+show me the united airlines flights from denver to baltimore leaving on june fourteenth
+please list all flights from dallas to philadelphia on monday
+show me the flights from cleveland to memphis
+please give me flights from atlanta to boston on wednesday and thursday
+show me ground transportation in philadelphia on monday morning
+what delta leaves boston for atlanta
+find me the earliest boston departure and the latest atlanta return trip so that i can be on the ground the maximum amount of time in atlanta and return to boston on the same day
+show me flights from boston to washington leaving july fifteen
+i would like the time of your earliest flight in the morning from philadelphia to washington on american airlines
+show me the flights from baltimore to boston
+please list the flight schedule from baltimore to san francisco on friday nights
+how long is a trip from philadelphia airport to downtown philadelphia
+sure i'd like to determine what aircraft are use on july seventh leaving from boston and arriving in atlanta on july seventh
+baltimore to philadelphia
+what are the flights and fares from atlanta to philadelphia
+united airlines flights stopping in denver
+what flights are available wednesday afternoon from denver to san francisco
+round trip fares from denver to philadelphia less than 1000 dollars
+list the first class flights from baltimore to denver
+what are the fares from newark to la monday and wednesday
+what flights from chicago to kansas city
+please show me flights from dallas to atlanta on monday
+flights to baltimore
+show me the latest flight to love field
+how many of delta's night flights are first class
+on united airlines give me the flight times from boston to dallas
+show me the ground transportation schedule in philadelphia in the morning on wednesday
+what is the last flight from boston to atlanta
+what flights fly from denver to san francisco on monday tuesday wednesday thursday and friday
+show me the flights from boston to philadelphia
+i also need to go to san francisco on wednesday evening from dallas
+from kansas city to salt lake city on delta arrive around 8 pm tomorrow
+in new york i'll need to rent a car
+show me flights from denver to boston on thursday
+i would like to book a flight from charlotte to baltimore on april eighth
+flights from oakland to san francisco on january twenty first 1992
+how much is a limousine between dallas fort worth international airport and dallas
+is there a flight from boston to san francisco making a stopover in dallas fort worth
+what time are the flights from baltimore to san francisco
+from las vegas to phoenix departing in the morning
+how many passengers can a boeing 737 hold
+i would like a flight that leaves on friday from philadelphia to dallas that makes a stop in atlanta
+thank you for that information now i would like information on a flight on april sixteen from atlanta to philadelphia early in the morning
+what time is the last flight from washington to san francisco
+show me the least expensive flight leaving miami on sunday after 12 o'clock noon and arriving cleveland
+what do you have tomorrow morning from pittsburgh to atlanta
+how much is the cheapest flight from denver to pittsburgh
+what is the cheapest one way fare from pittsburgh to atlanta traveling on tuesday august twentieth
+show me the flights from denver to san diego leaving after 5 pm
+what is the latest first class flight of the day leaving dallas for san francisco
+show me a list of flights from pittsburgh to baltimore on august third
+show morning flights from san francisco to pittsburgh
+what are the flights from memphis to tacoma
+can you list all nonstop flights between st. petersburg and charlotte that leave in the afternoon and arrive soon after 5 pm
+show me all united flights from denver to san francisco for september first 1991
+are there wednesday morning flights between pittsburgh and boston
+list all american airlines from milwaukee to phoenix on saturday
+give me the flights on december twenty seventh with the fares from indianapolis to orlando
+okay all right do you have a flight on united airlines from atlanta to washington
+show flights from denver to oakland arriving between 12 and 1 o'clock
+list all nonstop flights on sunday from tampa to charlotte
+i would like to make a one way flight from boston to atlanta
+is there a flight in the afternoon from philadelphia that arrives in the evening in denver
+what is the first flight from atlanta to baltimore that serves lunch
+list list flights between oakland and denver
+please give me a flight from boston to atlanta before 10 am in the morning
+list the nonstop flights early tuesday morning from dallas to atlanta
+what's the lowest round trip fare from denver to pittsburgh
+please arrange a flight for me from denver to san francisco on us air
+i would like to see information for flights from san francisco leaving after 12 pm to pittsburgh on monday
+show me the cheapest flight from pittsburgh to atlanta on wednesday which leaves before noon and serves breakfast
+what is the earliest flight from washington to san francisco
+list flights from pittsburgh to los angeles which leave on thursday after 5 pm
+list the flights from new york to miami on a tuesday which are nonstop and cost less than 466 dollars
+list flights from denver to san francisco no denver to philadelphia
+i need to find a plane from boston to san francisco on friday
+what does lax stand for
+show prices for all flights from baltimore to dallas on july twenty ninth
+what flights are available from boston to washington late monday evening or early tuesday morning
+what flights from washington dc to toronto
+all flights from boston to washington dc on november eleventh before 10 am
+list all flights from denver to philadelphia
+i need a list of late afternoon flights from st. louis to chicago
+show me the airlines for flights to or from love field
+do you have any flights from chicago to indianapolis
+what does yn stand for
+shortest flights from nashville to st. petersburg
+what are the fares for flights between atlanta and dfw
+list the fares of midway airlines flights from boston to philadelphia
+round trip fares from denver to philadelphia less than 1000 dollars
+is there a continental flight leaving from las vegas to new york nonstop
+i need the cost of a ticket going from denver to baltimore a first class ticket on united airlines
+show me fares from philadelphia to san francisco on thursday morning
+show me the round trip flights between phoenix and salt lake city
+show me all the flights from denver to baltimore arriving may tenth
+find the cheapest one way fare from boston to san francisco
+show me the flights from boston to san francisco
+please show me the flights from boston to san francisco
+show me the airlines from love field
+show business class fares on us air from boston to toronto
+what is the latest flight leaving las vegas for ontario
+flights from las vegas to phoenix
+does flight ua 270 from denver to philadelphia have a meal
+what nonstop flights are available from oakland to philadelphia arriving between 5 and 6 pm
+give me the flights for american airline from philadelphia to dallas
+show me the evening flights from atlanta to washington on wednesdays
+i would like a coach class seat on a flight leaving denver arriving atlanta
+can you list all the flights between phoenix and las vegas
+show me the qx fare flights between atlanta and oakland on delta airlines
+what afternoon flights are available between denver and dallas fort worth
+fares and flights from pittsburgh to philadelphia
+can you tell me what airline flies between denver and san francisco
+how many flights does each airline have with booking class k
+great now what i want to find out is on april twentieth from washington to denver do you have a flight least expensive fare around 5 o'clock in the morning
+show me all direct flights from san francisco to boston departing before noon
+i need a flight on thursday before 8 am from oakland to salt lake city
+show me all the types of aircraft
+i want a flight on continental from boston to san francisco
+show flights from pittsburgh into san francisco
+what city is mco
+how many cities are served by american airline with first class flights
+could you please show me all flights from charlotte to milwaukee
+what flights depart san francisco after 4 pm and fly to washington via indianapolis
+i would like to see the flights from denver to philadelphia
+show me the flights that go from san diego to newark new jersey by way of houston
+i would like information on flights from denver to san francisco after noon on wednesday
+show me the flights from boston to pittsburgh
+show me all flights from san diego to new york nonstop
+show me the round trip tickets from baltimore to atlanta
+show me the cheapest one way fares from san diego to miami
+could you show me all weekday flights from phoenix to denver
+i would like to fly from boston to philadelphia next thursday
+i'm planning a trip to pittsburgh and i live in denver can you help me
+i would like to find the least expensive flight from boston to denver
+i would like to go from atlanta to denver on tuesday
+atlanta to pittsburgh july twenty third
+show me the flights from boston to atlanta
+what airlines fly from burbank to denver
+okay we're going from washington to denver first class ticket i'd like to know the cost of a first class ticket
+i wish to book a flight from pittsburgh to atlanta coach discount fare
+is it possible for me to fly from baltimore to san francisco
+i want to fly from denver to san francisco with at least one stop
+how many us air flights leave from washington
+please list any flight available leaving oakland california tuesday arriving philadelphia wednesday
+i'd like to find a flight from las vegas to detroit michigan that leaves in the afternoon on monday
+are there any flights from denver to pittsburgh with stops in atlanta
+i'd like to know the information from boston to philadelphia nonstop
+show me all flights from denver to philadelphia on saturday after sunday which leave after noon
+what are the flights from dallas to baltimore
+do you have a flight from san francisco to atlanta around 8 am
+what flights from seattle to salt lake city
+what is the cheapest flight from boston to bwi
+are there any flights from new york to los angeles which stop over in milwaukee
+what is the earliest flight from oakland to washington dc on sunday
+are there any turboprop flights from pittsburgh to baltimore on december seventeenth
+show me the morning flights from boston to philadelphia
+newark to cleveland daily
+evening flights from philadelphia to oakland
+show me prices and times for first class travel from baltimore to dallas next summer
+what kind of plane flies from boston to pittsburgh after noon
+i'd like to know what flights united airline has from dallas to san francisco
+show me morning flights from toronto
+what ground transportation is available at the boston airport
+where do the flights from boston to oakland stop
+show me the earliest flight from boston to san francisco
+flights from la guardia or jfk to cleveland
+find the cheapest one way fare from boston to san francisco
+what are the flights from washington dc to denver
+give me information on flights from atlanta to washington dc on wednesday after 4 pm and thursday before 9 am
+flights between baltimore and washington dc
+what fare codes cover flights from philadelphia to san francisco
+are there any flights from boston to oakland that stop
+list departure times from denver to philadelphia which are later than 10 o'clock and earlier than 2 pm
+are there any airlines that have flights from boston to philadelphia that leave before 630 am
+how many first class flights does united have today
+please show me the flights available from san francisco to pittsburgh on tuesday
+i'm in miami and i'd like to travel to las vegas on sunday
+show me flights from denver to philadelphia
+i would like to fly from pittsburgh to atlanta on us air at the latest time possible in the evening
+show me all flights from dallas to pittsburgh which leave on monday after 8 o'clock am
+are there any nonstop flights leaving from denver arriving in baltimore on july seventh
+list round trip flights between boston and oakland using twa
+what are the sunday flights from oakland to washington dc
+what flights are there on sunday from seattle to minneapolis
+what flights from las vegas to montreal on saturday
+what is the fare on continental 271 from dallas to san francisco
+show me flights denver to washington dc on thursday
+what type of ground transportation is available at philadelphia airport
+flights from phoenix to milwaukee on wednesday evening
+show me the last flight from love field
+can you list all flights that depart from orlando to kansas city
+i want to fly from kansas city to chicago next wednesday arriving in the evening and returning the next day
+what is the ground transportation available in the city of fort worth
+i need a flight from baltimore to seattle that stops in minneapolis
+what is the latest flight you have departing dallas to philadelphia
+show me the flights from atlanta to philadelphia
+show me the flights arriving at love field from other airports
+what does ewr stand for
+what flights from denver to salt lake city
+please give me the flight times the morning on united airlines for september twentieth from philadelphia to san francisco
+what is the earliest arrival in salt lake city of a flight from toronto
+i'd like to see all the flights from boston to philadelphia
+what is fare code c
+what kind of aircraft does delta fly before 8 am on august second from boston to denver
+flight from denver to san francisco in the afternoon
+what is the first flight from boston to stapleton airport for tomorrow
+i need to know what flights leave atlanta on sunday evening and arrive in baltimore
+what are the flights from milwaukee to orlando on wednesday
+what is the cheapest fare between denver and boston
+what airlines have business class
+i need a flight from san francisco to pittsburgh and then pittsburgh to new york and new york to san francisco
+what flights are there between washington dc and san francisco leaving washington after 6 pm on wednesday
+what type of aircraft does eastern fly from atlanta to denver before 6 pm
+i would like the flights available from boston to denver arriving in denver on 9 o'clock wednesday morning on or by 9 o'clock wednesday morning
+what ground transportation is available at the baltimore airport
+show me flights from atlanta to baltimore denver and dallas
+what flights are there from minneapolis to chicago
+flights from denver to pittsburgh on thursday
+may i have a list of flights going from boston to denver on the twenty ninth of july
+what flights are there between nashville and st. louis which are nonstop and arrive after noon and before 8 pm
+please list the flight times for boston to pittsburgh
+flight leaving from oakland to salt lake city
+what are the different classes that an airline offers
+could you tell me if there is ground transportation between the boston airport and boston downtown
+ground transportation denver
+what are the prices of the flights from atlanta to dallas in the morning
+how long does it take to fly from boston to atlanta
+please list the friday afternoon flights from san jose to dallas on american airlines
+is there an american airlines flight in the evening from dallas to san francisco
+what ground transportation is available in denver
+show me the fares from dallas to san francisco
+in pittsburgh i'd like to rent a car
+i would like to find a flight that goes from tampa to montreal making a stop in new york and a flight that serves lunch
+please give me flights from atlanta to boston on wednesday afternoon and thursday morning
+can you list all flights leaving from st. louis and arriving in milwaukee
+flights from montreal to las vegas
+give me the flights from chicago to seattle on saturday morning
+what is airline nw
+i need a flight tonight from charlotte to las vegas with a stop in st. louis and i want dinner
+what's the latest flight out of denver that arrives in pittsburgh next monday
+please list the flights taking off and landing on general mitchell international airport
+what limousine service is in boston
+what is fare code y mean
+are there delta flights leaving denver
+on thursday i'd like a flight from st. petersburg to miami
+when do planes leave boston for
+what flights are there wednesday morning from atlanta to philadelphia
+show me all flights from san francisco to boston philadelphia or baltimore
+what type of aircraft is used on the first flight from philadelphia to dallas in the morning
+what are the flights from pittsburgh to oakland
+list the morning flights at a 124 dollars from atlanta to boston
+all flights from miami to new york
+show flights from denver to oakland
+show flights from philadelphia to san francisco
+i'd like a flight tomorrow late from nashville to houston with dinner please
+show me all prices of economy from baltimore to dallas
+i need a flight from montreal quebec to san diego california leaving this sunday
+show me the cheapest one way flight from san francisco to boston leaving san francisco after 9 pm
+does united airlines have flights between boston and denver
+i would like to fly us air from orlando to cleveland in the late evening what do you have available
+what are the flights from milwaukee to orlando on wednesday night
+show me the flights from newark to los angeles
+can you give me the evening flight on wednesday from washington to atlanta again
+what are the flights and prices from la to charlotte for monday morning
+what first class flights are available on july twenty fifth 1991 from denver to baltimore
+show me all flights from pittsburgh to baltimore tomorrow which serve a meal
+show me all the flights between philadelphia and denver
+flights from phoenix to newark
+all flights from pittsburgh to dallas round trip after 12 pm less than 100
+thanks and what's the last flight back from washington to boston
+show me the flights from boston to baltimore
+what does fare code q mean
+show me the flights arriving in baltimore from philadelphia at about 4 o'clock
+what is the cheapest fare from baltimore to dallas in any class
+give me all nonstops from new york to vegas that arrive on a sunday
+what is sa
+show me the flights from boston to san francisco
+what does fare code qo mean
+i need information on flights leaving dallas arriving in boston leaving dallas early in the morning
+what is the earliest flight on thursday from atlanta to washington dc
+what flights are available saturday to san francisco from dallas
+i'd like to fly from boston to san francisco
+how many flights does american airlines have from boston to atlanta
+does midwest express have any flights from montreal to nashville
+show me all economy prices from dallas to baltimore
+and how much does it cost to travel from boston airport to downtown
+all flights before 10 am boston denver
+show me the flights that go from san diego to newark with one stop in houston
+show me the earliest flight on wednesday from baltimore to newark
+i'd like to book the cheapest one way flight from pittsburgh to atlanta on july twentieth
+what does mco mean
+show me all the flights from charlotte to cleveland
+do you have a flight from salt lake city to st. petersburg
+what is the earliest flight from boston to atlanta
+i'd like a flight tomorrow from kansas city to newark in the morning
+show me all flights from boston to detroit
+show me the flights arriving in baltimore on june fifteenth leaving either from denver or dallas
+show me the flights from love field to other airports
+what is the earliest flight i can get from baltimore to boston
+what is the round trip thrift fare on us air from boston to san francisco
+show me flights from los angeles to pittsburgh on monday evening
+i would like a flight from atlanta to denver
+give me all the flights from memphis to charlotte
+from philadelphia to toronto
+newark to cleveland
+list all american airline flights which leave phoenix on wednesday and stop at milwaukee
+show me all flights from pittsburgh to baltimore tomorrow
+is there a direct flight from denver to pittsburgh in the morning of august thirty first that is nonstop
+which airline offers the cheapest rate going from dallas to baltimore on july fourth
+does midwest express serve charlotte
+show me all the flights from philadelphia to san francisco
+ground transportation in denver
+show me all flights from boston to dallas fort worth both direct and connecting that arrive before noon
+show flights from philadelphia to dallas on saturday
+and flights leaving from atlanta to oakland leaving after 5 pm
+okay and on may four i would like to go from atlanta to denver leaving early in the morning around 8
+all flights from boston to washington dc on november eleventh
+what are the early morning flights from boston to denver
+what is the cheapest flight from denver to pittsburgh leaving on september twenty eighth
+flight from dallas to oakland california on monday
+i would like to fly from dallas to san francisco on saturday and arrive in san francisco before 4 pm
+morning flights out of san francisco arriving boston afternoon
+i'd like to see flights from baltimore to atlanta that arrive before noon
+find me the earliest boston departure for atlanta and the lastest return trip from atlanta so that i can be in atlanta the longest amount of time but return to boston the same day
+please give me the cheapest round trip airfare from atlanta to philadelphia on august the first
+i would like information on flights from philadelphia to oakland california on friday afternoon
+what afternoon flights are available from pittsburgh to atlanta on a weekday
+show ground transportation in denver
+please show me airlines with flights from denver to boston with stop in philadelphia
+dallas to baltimore
+rental cars in washington dc
+does american airlines fly to san francisco from atlanta
+kindly give me the type of aircraft used to fly from atlanta to denver
+give me flights from denver to baltimore
+what is fare class h
+what is the earliest flight from washington to san francisco on friday that serves breakfast
+what flights are there from atlanta to washington early on thursday mornings
+what kind of ground transportation is there in dallas
+could i have a list of flights in first class on monday from san francisco to pittsburgh starting at noon and afterwards
+how much is a us air boston to pittsburgh daily nonstop flight
+i'd like to go from boston to atlanta sometime after 5 pm can you tell me the flights that could do that for me
+what's fare code yn
+airports in new york
+i'd like to arrange for two friends to fly into los angeles next saturday evening one of the people is coming from kansas city and the other is coming from las vegas
+show me all overnight flights from washington dc to san francisco and list their fares
+what ground transportation is there in atlanta
+flights from pittsburgh to baltimore arriving between 4 and 5 pm
+what does fare code qw mean
+show flights from new york city to las vegas
+i need information for ground transportation denver colorado
+list the flight from philadelphia to san francisco on american airlines
+show me the airlines for flights to or from love field
+list nonstop flights from san francisco to oakland that depart in the afternoon
+which airline serves denver pittsburgh and atlanta
+how many first class flights does delta airlines have
+please show flights arriving in philadelphia from denver
+now show me the flights from pittsburgh to baltimore
+show me flights from milwaukee to orlando on wednesday night or thursday morning
+i would like to fly delta airlines from atlanta to pittsburgh
+what is fare code f
+what are the flights for united airlines on september twentieth in the morning
+show all airlines with flights between denver and dallas
+cheapest fare from nashville to seattle
+how many flights does american airlines have with a class of service code f
+find a nonstop flight between boston and washington arriving in washington around 5 pm
+pittsburgh to baltimore please on january one
+show me the costs and times for flights from san francisco to atlanta
+what airlines fly from boston to denver
+what ground transportation is there in atlanta
+how far from the airport in the dallas fort worth airport is dallas
+list all flights from tampa florida to miami that are the cheapest one way
+show me the flights from philadelphia to baltimore
+ground transportation in denver
+please list all flights from atlanta to baltimore on wednesday and thursday
+does flight dl 1083 from philadelphia to denver fly on saturdays
+i would like to book a flight going from tampa to seattle on may twenty sixth i would like to stop in milwaukee on the way
+i want to fly from boston to atlanta i would like the cheapest fare please
+show me the flights from montreal to philly
+what flights are available sunday afternoon from oakland to dallas
+explain the restriction ap 80
+i want to go from baltimore to san francisco with a stopover in denver
+information on a flight from san francisco to philadelphia
+shortest morning flights from cincinnati to tampa
+what are the flights from boston to washington on october fifteenth 1991
+what flights are there on wednesday evening from denver to sfo
+show me a list of flights on american airlines from boston to dc on july twenty second
+us air 269 leaving boston at 428 what is the arrival time in baltimore
+i would like information on flights leaving early monday morning from atlanta to baltimore
+now show me the flights from memphis to cleveland
+what flights leave from nashville to phoenix
+show me the air fare for the flights from baltimore to dallas
+what are the flights from denver to san francisco
+which airlines go from san francisco to washington by way of indianapolis
+all flights from washington dc to san francisco on november twelfth
+round trip fares from pittsburgh to philadelphia under 1000 dollars
+show nonstop flights from new york to miami on a tuesday which cost less than 466 dollars one way
+i'd like flights on american airlines from philadelphia to dallas arriving before 1145 am
+show business class fares from san francisco to denver on united airlines
+what is the earliest flight between logan and bwi
+describe pittsburgh airport
+show flights on us air from pittsburgh to oakland connecting through denver
+list all nonstop flights on tuesday before noon from charlotte to baltimore
+minneapolis to phoenix on monday
+please list me the flights and their cost of all airlines flying from denver to baltimore
+what airline uses the code hp
+find a flight from san francisco to boston on wednesday
+could you tell me about ground transportation arrangements from the dallas airport to downtown dallas
+display all flights from pittsburgh to san francisco on august second
+give me morning flights from charlotte to baltimore
+anything from baltimore or washington with a stopover in denver going to san francisco
+show me flights from boston to denver
+show me the flights from columbus to charlotte
+i need a flight from new york city to montreal thursday may six
+philadelphia to san francisco
+what is the earliest flight from boston to san francisco
+is there a limousine service available from the pittsburgh airport
+boston ground transportation
+the earliest flight from boston to san francisco please that will be serving a meal
+what does code qw mean
+what airline is hp
+what are the costs of car rental in dallas
+show me the flights leaving saturday or sunday from milwaukee to phoenix
+i'm interested in a flight from pittsburgh to atlanta
+flights from kansas city to cleveland on wednesday
+is there a nonstop flight from denver to san francisco
+display all flights from san francisco to boston on august eighth
+which airlines have flights between philadelphia and pittsburgh
+i want to go from boston to atlanta on monday
+what is the next flight from pittsburgh to san francisco after delta flight 1059
+show me the least expensive flight from miami to cleveland on sunday after noon
+what type of aircraft is used flying from atlanta to denver before 12 noon
+show me all flights from boston to atlanta which leave atlanta after noon tomorrow
+how much does it cost to rent a car in tacoma
+what kind of airplane is flight ua 270 from denver to philadelphia
+list all flights from boston to atlanta before 5 o'clock am on thursday
+i'd like the earliest flight from dallas to boston
+show me the flights on delta from atlanta in the morning
+what flights from salt lake city to las vegas
+show me the list of flights between philadelphia and denver that leave in the afternoon
+what is the fare from atlanta to boston on coach one way
+how many fares are there one way from tacoma to montreal
+i would like to know some information on flights leaving philadelphia arriving in pittsburgh in the afternoon
+what flights are available from pittsburgh to boston on wednesday of next week
+is there a flight on continental airlines from boston to denver
+pm flights dallas to atlanta
+information on flights from baltimore to philadelphia
+what flights from atlanta to st. louis on tuesday arriving around 230 pm
+show me ground transportation in san francisco
+what flights do you have from newark new jersey to ontario california that connect in phoenix

datasets/atis/valid/seq.out

@@ -0,0 +1,500 @@
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+O O O O B-depart_date.today_relative O B-fromloc.city_name I-fromloc.city_name O B-toloc.city_name O O B-depart_time.period_of_day
+O O O O O B-fromloc.city_name O B-toloc.city_name
+O O O O O O B-toloc.city_name O B-arrive_date.month_name B-arrive_date.day_number O O O B-fromloc.city_name B-or B-fromloc.city_name
+O O O O O B-fromloc.airport_name I-fromloc.airport_name O O O
+O O O B-flight_mod O O O O O B-fromloc.city_name O B-toloc.city_name
+O O O B-round_trip I-round_trip B-class_type O O B-airline_name I-airline_name O B-fromloc.city_name O B-toloc.city_name I-toloc.city_name
+O O O O B-fromloc.city_name I-fromloc.city_name O B-toloc.city_name O B-depart_date.day_name B-depart_time.period_of_day
+O O O O O O B-fromloc.city_name O B-toloc.city_name
+O O O O O O B-fromloc.city_name O B-toloc.city_name
+O B-fromloc.city_name O B-toloc.city_name
+B-fromloc.city_name O B-toloc.city_name
+O O B-airline_name I-airline_name O O O B-fromloc.city_name O B-depart_date.day_name O O O B-stoploc.city_name
+O O O O O B-fromloc.city_name O B-toloc.city_name B-depart_date.today_relative
+O O O B-connect O O B-fromloc.city_name O B-toloc.city_name O O B-depart_time.period_of_day O B-depart_date.month_name B-depart_date.day_number I-depart_date.day_number O O B-flight_stop
+O O O O B-cost_relative O O O B-fromloc.city_name O B-toloc.city_name O B-depart_date.month_name B-depart_date.day_number
+O B-airline_name O O B-city_name
+O O O O O O B-fromloc.city_name O B-toloc.city_name I-toloc.city_name
+O O O B-city_name
+O O O O O B-fromloc.city_name O B-toloc.city_name I-toloc.city_name I-toloc.city_name O O O O O O B-arrive_time.time_relative B-arrive_time.time
+O O O B-fromloc.city_name O B-toloc.city_name O B-depart_date.day_name
+O O O O B-fromloc.city_name O B-toloc.city_name O B-depart_time.time_relative B-depart_time.time I-depart_time.time
+O O O B-depart_date.month_name B-depart_date.day_number O O O O O O B-fromloc.city_name O B-toloc.city_name O B-depart_time.period_mod O O B-depart_time.period_of_day B-depart_time.time_relative B-depart_time.time
+O O O B-fromloc.city_name O B-toloc.city_name B-toloc.state_code O B-depart_date.month_name B-depart_date.day_number
+O O O B-depart_time.period_of_day B-depart_time.period_of_day O O B-fromloc.city_name O B-toloc.city_name
+O O O B-cost_relative O O B-fromloc.city_name O B-toloc.city_name O O B-depart_date.month_name B-depart_date.day_number I-depart_date.day_number
+O O B-fromloc.city_name O B-toloc.city_name B-toloc.state_name O B-depart_date.day_name
+O O O O O O B-fromloc.city_name O B-toloc.city_name I-toloc.city_name O B-depart_date.day_name O O O B-toloc.city_name I-toloc.city_name B-arrive_time.time_relative B-arrive_time.time I-arrive_time.time
+B-depart_time.period_of_day O O O B-fromloc.city_name I-fromloc.city_name O B-toloc.city_name B-arrive_time.period_of_day
+O O O O O O B-fromloc.city_name O B-toloc.city_name O O B-arrive_time.time_relative B-arrive_time.time
+O O O B-flight_mod B-fromloc.city_name O O B-toloc.city_name O O B-flight_mod O O O B-fromloc.city_name O O O O O O B-toloc.city_name O O O O O O O O B-toloc.city_name O O B-return_date.date_relative
+O O O O B-cost_relative B-round_trip I-round_trip O O B-fromloc.city_name O B-toloc.city_name O B-depart_date.month_name O B-depart_date.day_number
+O O O O O O O B-fromloc.city_name O B-toloc.city_name B-toloc.state_name O B-depart_date.day_name B-depart_time.period_of_day
+O B-depart_time.period_of_day O O O O B-fromloc.city_name O B-toloc.city_name O O B-flight_mod
+O O O O B-city_name
+O O O O O O O B-fromloc.city_name O B-toloc.city_name O O O B-stoploc.city_name
+B-fromloc.city_name O B-toloc.city_name
+B-transport_type I-transport_type O B-city_name B-state_code
+O B-airline_name I-airline_name O O B-toloc.city_name I-toloc.city_name O B-fromloc.city_name
+O O O O O O O O O O O B-fromloc.city_name O B-toloc.city_name
+O O O O B-fromloc.city_name O B-toloc.city_name
+O O O O B-fare_basis_code
+O O O B-flight_mod O O B-fromloc.city_name O B-toloc.city_name I-toloc.city_name O B-depart_date.day_name O O B-meal_description
+O O O O O B-fromloc.city_name O B-toloc.city_name B-depart_time.period_mod O B-depart_date.day_name B-depart_time.period_of_day
+O O O O O O O O B-city_name
+O O O O O O O O B-class_type I-class_type O B-depart_date.day_name O B-fromloc.city_name I-fromloc.city_name O B-toloc.city_name O O B-depart_time.time O B-depart_time.time_relative
+O O O O B-airline_name I-airline_name B-fromloc.city_name O B-toloc.city_name B-flight_days B-flight_stop O
+O O O O O B-fromloc.city_name O B-toloc.city_name O B-depart_time.time_relative B-depart_time.time I-depart_time.time O O O O O O O O O O O O
+O O O B-fare_basis_code
+O O B-city_name I-city_name
+O O O O O O O O O O B-toloc.city_name I-toloc.city_name B-arrive_date.date_relative B-arrive_date.day_name B-arrive_time.period_of_day O O O O O O O B-fromloc.city_name I-fromloc.city_name O O O O O O B-fromloc.city_name I-fromloc.city_name
+O O O B-flight_mod O O B-fromloc.city_name B-fromloc.state_code O B-toloc.city_name I-toloc.city_name O O O O
+O O O O O O B-city_name
+O O B-fromloc.city_name O B-toloc.city_name O O B-arrive_time.start_time O B-arrive_time.end_time I-arrive_time.end_time
+O O O O B-fare_basis_code O
+O O O B-fromloc.city_name I-fromloc.city_name I-fromloc.city_name O B-toloc.city_name I-toloc.city_name
+O O O O O O B-city_name B-state_name
+O O O O B-fromloc.city_name O B-toloc.city_name I-toloc.city_name O B-airline_name I-airline_name
+O O O O O O O O O B-fromloc.airport_name I-fromloc.airport_name
+O B-flight_stop O O B-fromloc.city_name I-fromloc.city_name O B-toloc.city_name O O O O B-arrive_time.period_of_day
+O O O B-fromloc.city_name B-fromloc.city_name O B-fromloc.city_name
+O O B-class_type I-class_type O O B-airline_name I-airline_name O
+O O O O O B-toloc.city_name O B-fromloc.city_name
+O O O O O O B-fromloc.city_name O B-toloc.city_name
+O O O O B-fromloc.city_name O B-toloc.city_name O B-depart_date.day_name B-depart_time.period_of_day B-or B-depart_date.day_name B-depart_time.period_of_day
+O O O O O B-airline_name I-airline_name O B-fromloc.city_name O B-toloc.city_name
+O O O O B-fare_basis_code
+O O O O O B-airline_name I-airline_name O B-depart_date.month_name B-depart_date.day_number O O B-depart_time.period_of_day
+O O O O O O B-fromloc.city_name O B-toloc.city_name
+B-cost_relative O O B-fromloc.city_name O B-toloc.city_name
+O O O O B-airline_name I-airline_name O O O O O O O B-fare_basis_code
+O O B-flight_stop O O B-fromloc.city_name O B-toloc.city_name O O B-toloc.city_name B-arrive_time.time_relative B-arrive_time.time I-arrive_time.time
+B-fromloc.city_name O B-toloc.city_name O O B-depart_date.month_name B-depart_date.day_number
+O O O O O B-flight_time O O O B-fromloc.city_name I-fromloc.city_name O B-toloc.city_name
+O O O O B-fromloc.city_name O B-toloc.city_name
+O O O O O O B-city_name
+O O O O O O O B-fromloc.airport_name I-fromloc.airport_name I-fromloc.airport_name I-fromloc.airport_name O B-fromloc.city_name
+O O O O B-fromloc.city_name B-fromloc.state_name O B-toloc.city_name O O O B-cost_relative B-round_trip I-round_trip
+O O O O O B-fromloc.city_name O B-toloc.city_name
+O O O B-city_name
+O O O O O B-fromloc.city_name O B-toloc.city_name O B-depart_date.day_name O B-depart_date.day_name
+O O B-airline_code B-flight_number O B-fromloc.city_name O B-toloc.city_name O O B-depart_date.day_name
+O O O O O O O O O B-fromloc.city_name O B-toloc.city_name O B-depart_date.month_name B-depart_date.day_number I-depart_date.day_number O O O O O O B-stoploc.city_name O O O
+O O O O O B-fromloc.city_name O B-toloc.city_name O O O O B-cost_relative O O
+O O O O O B-fromloc.city_name O B-toloc.city_name
+O O O O B-depart_date.day_name B-depart_time.period_of_day O B-fromloc.city_name O B-toloc.city_name
+O O O B-restriction_code I-restriction_code
+O O O O O B-fromloc.city_name O B-toloc.city_name I-toloc.city_name O O O O B-stoploc.city_name
+O O O O O B-fromloc.city_name I-fromloc.city_name O B-toloc.city_name
+B-flight_mod B-depart_time.period_of_day O O B-fromloc.city_name O B-toloc.city_name
+O O O O O B-fromloc.city_name O B-toloc.city_name O B-depart_date.month_name B-depart_date.day_number B-depart_date.year
+O O O O O B-depart_date.day_name B-depart_time.period_of_day O B-fromloc.city_name O B-toloc.airport_code
+O O O O O O O B-airline_name I-airline_name O B-fromloc.city_name O B-toloc.state_code O B-depart_date.month_name B-depart_date.day_number I-depart_date.day_number
+B-airline_name I-airline_name B-flight_number O B-fromloc.city_name O B-depart_time.time O O O B-flight_time I-flight_time O B-toloc.city_name
+O O O O O O O B-depart_time.period_mod B-depart_date.day_name B-depart_time.period_of_day O B-fromloc.city_name O B-toloc.city_name
+O O O O O O B-fromloc.city_name O B-toloc.city_name
+O O O O B-fromloc.city_name O B-toloc.city_name
+O O O O O O O O O B-fromloc.city_name O B-toloc.city_name
+O O O O O B-fromloc.city_name O B-toloc.city_name I-toloc.city_name
+O O O O B-fromloc.city_name I-fromloc.city_name O B-toloc.city_name O O O B-stoploc.city_name
+O O O B-fromloc.city_name B-fromloc.state_code O B-toloc.city_name I-toloc.city_name O B-depart_date.month_name B-depart_date.day_number
+B-round_trip I-round_trip O O B-fromloc.city_name O B-toloc.city_name B-cost_relative B-fare_amount I-fare_amount
+O B-flight_stop O O B-fromloc.city_name I-fromloc.city_name O B-toloc.city_name O O B-arrive_date.day_name O O B-cost_relative O B-fare_amount I-fare_amount B-round_trip I-round_trip
+O O O O B-airline_name I-airline_name O B-fromloc.city_name O B-toloc.city_name O B-arrive_time.time_relative B-arrive_time.time I-arrive_time.time
+O B-class_type I-class_type O O B-fromloc.city_name I-fromloc.city_name O B-toloc.city_name O B-airline_name I-airline_name
+O O O B-flight_mod O O B-fromloc.airport_name O B-toloc.airport_code
+O B-airport_name I-airport_name
+O O O B-airline_name I-airline_name O B-fromloc.city_name O B-toloc.city_name B-connect O B-stoploc.city_name
+O O B-flight_stop O O B-arrive_date.day_name B-arrive_time.time_relative B-arrive_time.time O B-fromloc.city_name O B-toloc.city_name
+B-fromloc.city_name O B-toloc.city_name O B-depart_date.day_name
+O O O O O O O O O O O O O B-fromloc.city_name O B-toloc.city_name
+O O O O O B-airline_code
+O O O O B-fromloc.city_name I-fromloc.city_name O B-toloc.city_name O B-depart_date.day_name
+O O O O O O O O O O B-fromloc.airport_name I-fromloc.airport_name O O B-toloc.city_name
+O O O O B-fromloc.city_name O B-toloc.city_name I-toloc.city_name O B-depart_date.month_name B-depart_date.day_number
+O O B-depart_time.period_of_day O O B-fromloc.city_name O B-toloc.city_name
+O O B-fromloc.city_name B-or B-fromloc.city_name O O O O B-stoploc.city_name O O B-toloc.city_name I-toloc.city_name
+O O O O B-fromloc.city_name O B-toloc.city_name
+O O O O O B-fromloc.city_name O B-toloc.city_name
+O O O O O B-fromloc.city_name I-fromloc.city_name I-fromloc.city_name O B-toloc.city_name B-depart_date.day_name B-depart_date.month_name B-depart_date.day_number
+B-fromloc.city_name O B-toloc.city_name I-toloc.city_name
+O O O B-flight_mod O O B-fromloc.city_name O B-toloc.city_name I-toloc.city_name
+O O O B-transport_type O O O O B-fromloc.airport_name I-fromloc.airport_name
+B-city_name O O
+O B-flight_mod O O B-fromloc.city_name O B-toloc.city_name I-toloc.city_name O O O O O O B-meal
+O O O B-fare_basis_code O
+O O O B-airline_code
+O O O O O B-transport_type I-transport_type O B-city_name
+O O O O O B-depart_date.day_name B-or B-depart_date.day_name O B-fromloc.city_name O B-toloc.city_name
+O O O O O O B-fromloc.city_name O B-toloc.city_name
+O O B-fromloc.city_name I-fromloc.city_name O B-toloc.city_name O B-depart_date.day_name
+O O O B-flight_stop O O B-fromloc.city_name O B-toloc.city_name I-toloc.city_name
+O O O O B-fromloc.city_name I-fromloc.city_name O B-toloc.city_name O B-depart_date.month_name B-depart_date.day_number
+O O O O O B-fromloc.city_name O B-toloc.city_name
+O O O O O B-fromloc.city_name O B-toloc.city_name O B-depart_date.day_name
+O O O B-flight_mod O O B-fromloc.city_name O B-toloc.city_name I-toloc.city_name B-mod B-airline_name O B-flight_number
+O O O B-cost_relative I-cost_relative O O B-fromloc.city_name O B-toloc.city_name O B-depart_date.day_name B-depart_time.time_relative B-depart_time.time
+O O O O O O O O B-fromloc.city_name O B-toloc.city_name B-depart_time.time_relative B-depart_time.time I-depart_time.time
+O O O O O B-fromloc.city_name O B-toloc.city_name O O B-fromloc.city_name B-depart_time.time_relative B-depart_time.time B-depart_date.today_relative
+O O O O O O O O B-transport_type O B-city_name
+O O O O O O B-airline_code B-flight_number O B-fromloc.city_name O B-toloc.city_name
+O O O O B-fromloc.city_name O B-toloc.city_name B-depart_time.time_relative B-depart_time.time I-depart_time.time I-depart_time.time O B-depart_date.day_name
+O O O B-flight_mod O O B-fromloc.city_name O B-toloc.city_name
+O O O O O B-airline_name O B-fromloc.city_name O O B-depart_time.period_of_day
+O O O B-fromloc.city_name I-fromloc.city_name I-fromloc.city_name O B-toloc.city_name I-toloc.city_name
+O O O O O O O B-fromloc.city_name O B-toloc.city_name O O O O B-depart_time.period_of_day
+O O O O O B-fromloc.city_name O B-toloc.city_name O B-class_type B-round_trip I-round_trip
+O O O O O B-round_trip I-round_trip O B-fromloc.city_name O B-toloc.city_name
+O O O O O O O O O O B-fromloc.city_name O O B-toloc.city_name O O B-arrive_time.period_of_day
+O O O O O B-fromloc.city_name O B-toloc.city_name O B-depart_date.day_name O B-depart_date.date_relative O
+O O O O O B-airline_name I-airline_name O B-fromloc.city_name O B-toloc.city_name
+B-depart_time.period_of_day O B-fromloc.city_name O B-toloc.city_name
+O O O O B-fromloc.city_name O B-toloc.city_name
+O O O B-fromloc.city_name O B-toloc.city_name I-toloc.city_name O B-depart_date.day_name O B-arrive_time.time_relative B-arrive_time.time I-arrive_time.time
+O O O O O B-city_name I-city_name
+O O O O O O B-fromloc.city_name B-fromloc.state_name I-fromloc.state_name O B-toloc.city_name B-toloc.state_name O B-connect O B-stoploc.city_name

datasets/count.py

@@ -0,0 +1,11 @@
+filename = 'snips/train/seq.in'
+
+
+m = 0
+with open(filename) as f:
+    for line in f:
+        line = line.rstrip().split()
+        m = max(len(line), m)
+
+
+print(m)

datasets/snips/test/label

@@ -0,0 +1,700 @@
+AddToPlaylist
+BookRestaurant
+AddToPlaylist
+GetWeather
+PlayMusic
+SearchScreeningEvent
+BookRestaurant
+GetWeather
+SearchScreeningEvent
+BookRestaurant
+SearchScreeningEvent
+SearchCreativeWork
+SearchScreeningEvent
+BookRestaurant
+SearchCreativeWork
+GetWeather
+SearchCreativeWork
+BookRestaurant
+SearchScreeningEvent
+BookRestaurant
+RateBook
+AddToPlaylist
+AddToPlaylist
+SearchScreeningEvent
+GetWeather
+GetWeather
+SearchScreeningEvent
+BookRestaurant
+PlayMusic
+AddToPlaylist
+AddToPlaylist
+RateBook
+PlayMusic
+SearchScreeningEvent
+AddToPlaylist
+SearchCreativeWork
+RateBook
+SearchScreeningEvent
+GetWeather
+GetWeather
+PlayMusic
+RateBook
+PlayMusic
+GetWeather
+PlayMusic
+GetWeather
+PlayMusic
+RateBook
+BookRestaurant
+BookRestaurant
+SearchCreativeWork
+BookRestaurant
+SearchCreativeWork
+BookRestaurant
+RateBook
+BookRestaurant
+RateBook
+RateBook
+SearchScreeningEvent
+SearchCreativeWork
+GetWeather
+GetWeather
+AddToPlaylist
+SearchCreativeWork
+AddToPlaylist
+SearchScreeningEvent
+BookRestaurant
+PlayMusic
+AddToPlaylist
+BookRestaurant
+AddToPlaylist
+PlayMusic
+RateBook
+SearchScreeningEvent
+PlayMusic
+AddToPlaylist
+AddToPlaylist
+RateBook
+PlayMusic
+PlayMusic
+SearchCreativeWork
+RateBook
+AddToPlaylist
+GetWeather
+AddToPlaylist
+SearchCreativeWork
+GetWeather
+AddToPlaylist
+AddToPlaylist
+SearchScreeningEvent
+AddToPlaylist
+PlayMusic
+RateBook
+AddToPlaylist
+AddToPlaylist
+SearchScreeningEvent
+RateBook
+AddToPlaylist
+AddToPlaylist
+SearchCreativeWork
+PlayMusic
+PlayMusic
+SearchScreeningEvent
+AddToPlaylist
+SearchScreeningEvent
+RateBook
+AddToPlaylist
+PlayMusic
+AddToPlaylist
+SearchScreeningEvent
+PlayMusic
+AddToPlaylist
+GetWeather
+SearchCreativeWork
+GetWeather
+GetWeather
+SearchCreativeWork
+SearchCreativeWork
+PlayMusic
+AddToPlaylist
+BookRestaurant
+GetWeather
+SearchCreativeWork
+RateBook
+RateBook
+AddToPlaylist
+BookRestaurant
+GetWeather
+BookRestaurant
+SearchScreeningEvent
+GetWeather
+SearchScreeningEvent
+RateBook
+GetWeather
+PlayMusic
+SearchCreativeWork
+RateBook
+SearchScreeningEvent
+AddToPlaylist
+PlayMusic
+GetWeather
+BookRestaurant
+PlayMusic
+AddToPlaylist
+SearchCreativeWork
+AddToPlaylist
+GetWeather
+GetWeather
+SearchScreeningEvent
+GetWeather
+SearchScreeningEvent
+GetWeather
+PlayMusic
+PlayMusic
+AddToPlaylist
+GetWeather
+SearchCreativeWork
+AddToPlaylist
+PlayMusic
+BookRestaurant
+SearchScreeningEvent
+GetWeather
+RateBook
+BookRestaurant
+BookRestaurant
+SearchScreeningEvent
+AddToPlaylist
+SearchCreativeWork
+BookRestaurant
+SearchScreeningEvent
+BookRestaurant
+SearchScreeningEvent
+BookRestaurant
+SearchScreeningEvent
+SearchCreativeWork
+PlayMusic
+AddToPlaylist
+GetWeather
+RateBook
+GetWeather
+PlayMusic
+PlayMusic
+GetWeather
+AddToPlaylist
+SearchCreativeWork
+SearchCreativeWork
+AddToPlaylist
+AddToPlaylist
+BookRestaurant
+AddToPlaylist
+RateBook
+RateBook
+RateBook
+BookRestaurant
+SearchCreativeWork
+PlayMusic
+SearchScreeningEvent
+BookRestaurant
+PlayMusic
+SearchCreativeWork
+AddToPlaylist
+GetWeather
+SearchCreativeWork
+BookRestaurant
+GetWeather
+AddToPlaylist
+RateBook
+SearchCreativeWork
+SearchScreeningEvent
+GetWeather
+GetWeather
+PlayMusic
+PlayMusic
+SearchCreativeWork
+GetWeather
+AddToPlaylist
+SearchCreativeWork
+AddToPlaylist
+SearchCreativeWork
+GetWeather
+PlayMusic
+SearchCreativeWork
+PlayMusic
+SearchScreeningEvent
+AddToPlaylist
+PlayMusic
+SearchCreativeWork
+BookRestaurant
+SearchCreativeWork
+AddToPlaylist
+SearchScreeningEvent
+SearchCreativeWork
+SearchScreeningEvent
+BookRestaurant
+PlayMusic
+SearchScreeningEvent
+GetWeather
+SearchCreativeWork
+AddToPlaylist
+BookRestaurant
+SearchScreeningEvent
+BookRestaurant
+SearchCreativeWork
+SearchScreeningEvent
+SearchScreeningEvent
+PlayMusic
+GetWeather
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+i d like to see movie schedules for kerasotes theatres
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+what is the tv series in app store
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+what time is holiday heart showing at the movie house
+play the movie white christmas
+is it forecast to be warm in doi inthanon national park
+add this tune to cristina s endorphin rush playlist
+play a song by nash the slash
+i rate doom 3: worlds on fire a 1 of 6
+what time is phil ochs: there but for fortune playing at the movie house
+add andreas johnson to my rock save the queen playlist
+i d like to watch take this waltz
+what are the mann theatres showtimes for secret sunshine
+will there be snowfall in kitlope heritage conservancy
+play geddy lee music on spotify sort by top
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+look up the tv series operace silver a
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+play the song memories are my only witness
+i give the phishing manual four stars out of 6
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+what time is the clutching hand playing at amco entertainment
+add circus to my post garage wave revival list
+the chronicle charlie peace earns 4 stars from me
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+show me the nearest movie house showing the luckiest girl in the world
+play track music from peter finestone on netflix sort by newest
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+book a popular restaurant of thai cuisine
+which animated movies are playing in the neighbourhood and when
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+i want to book a restaurant for four around zapata
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+i d like to eat at a popular brasserie in chile with a party of 5
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+add dwele to marguerite s eurovision 2016 playlist
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+find tv series titled a life in the death of joe meek
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+add ian stuart donaldson to canadian country
+show me movie time for i am sorry at my movie house
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+add patti page album to i love my neo soul
+add an album by twink to my classic country playlist
+will it be a snowy day in dalcour
+rate this essay a two out of 6
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+i m looking for a churrascaria place with wifi that can serve a party of five
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+book the city tavern in holiday ks
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+rate the key word and other mysteries 4 of 6
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+what is the weather forecast for close-by burkina
+i want to watch supernatural: the unseen powers of animals
+listen to dragon ball: music collection
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+add born free to fresh r&b
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+can you get me the trailer of the multiversity
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+i want to add hind etin to my la mejor música dance 2017 playlist
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+put four rating on the raging quiet
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+which movies are playing at the closest cinema
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+add this candi staton artist to my dancefloor hits
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+put a xiang xiang track onto women of the blues
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+find your personal touch
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+book me a table for 3 at tkk fried chicken in sri lanka
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+i give this book dictionary of the english language a 4 rating
+play some symphonic rock
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+find politicsnation with al sharpton
+rate this album 0 points out of 6
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+O O B-object_type O B-movie_type O B-timeRange O B-location_name I-location_name I-location_name 
+O O B-condition_description O O B-state I-state I-state 
+O O B-object_type I-object_type 
+O B-object_name I-object_name I-object_name I-object_name B-rating_value O O B-best_rating 
+O O O O O B-city 
+O O O B-music_item O B-year 
+O O B-object_name I-object_name I-object_name I-object_name 
+O O B-object_select B-object_type B-rating_value B-rating_unit O O B-best_rating 
+O O B-movie_name I-movie_name I-movie_name O 
+O O B-music_item O B-playlist I-playlist I-playlist I-playlist I-playlist 
+O B-artist I-artist 
+O O O O O B-timeRange I-timeRange I-timeRange O B-city I-city O B-condition_temperature O 
+O O O O O B-restaurant_type I-restaurant_type O O O O O B-party_size_number O B-state 
+O O O B-service O B-artist I-artist 
+O B-entity_name I-entity_name O B-playlist_owner B-playlist O 
+O O B-object_type I-object_type B-object_name I-object_name I-object_name 
+O B-artist I-artist O B-playlist_owner I-playlist_owner B-playlist I-playlist 
+O O O O O O O O O B-city 
+O O O O O B-city B-state 
+O O B-movie_name I-movie_name I-movie_name B-location_name I-location_name 
+O O O O O O B-country I-country I-country I-country O B-timeRange I-timeRange I-timeRange 
+O B-movie_type I-movie_type O O B-spatial_relation I-spatial_relation I-spatial_relation 
+O O O O O O B-timeRange I-timeRange I-timeRange B-current_location 
+O O B-music_item B-track I-track I-track I-track 
+O B-artist I-artist B-music_item O 
+O O O O B-music_item O B-playlist_owner B-playlist I-playlist I-playlist O 
+O B-timeRange O O O O B-current_location O O O B-condition_temperature 
+O O O O O B-object_name I-object_name B-object_type 
+O B-entity_name I-entity_name I-entity_name I-entity_name I-entity_name O O B-playlist I-playlist O 
+O O B-artist I-artist O O B-year 
+O O O B-spatial_relation B-poi I-poi I-poi I-poi O O B-sort I-sort O O B-cuisine I-cuisine B-restaurant_type 
+O O B-movie_name I-movie_name I-movie_name I-movie_name I-movie_name I-movie_name O 
+O O B-condition_description O B-geographic_poi I-geographic_poi I-geographic_poi I-geographic_poi I-geographic_poi 
+O B-object_select B-object_type O B-rating_value 
+O O O O O O B-restaurant_type B-spatial_relation B-city O B-party_size_number O O O B-served_dish O B-timeRange 
+O O B-sort I-sort O O B-state B-timeRange I-timeRange I-timeRange O O B-restaurant_type 
+O O O B-location_name I-location_name O B-movie_name I-movie_name I-movie_name I-movie_name I-movie_name 
+O O B-music_item O B-artist I-artist O B-playlist_owner B-playlist I-playlist I-playlist I-playlist I-playlist I-playlist I-playlist O 
+O O B-object_type O B-object_name I-object_name 
+O O O O B-party_size_number O B-timeRange O B-state 
+O O O O B-object_type I-object_type 
+O O B-restaurant_type O B-party_size_number O B-timeRange I-timeRange 
+O O O O O O B-movie_type O O O B-object_type I-object_type B-spatial_relation 
+O O O O O O B-party_size_number O O B-city B-state 
+O O B-object_type I-object_type O B-location_name I-location_name 
+O O B-object_type B-object_name I-object_name I-object_name I-object_name I-object_name 
+O O B-sort B-music_item O O B-year 
+O B-artist I-artist O B-playlist_owner B-playlist I-playlist I-playlist O 
+O O B-condition_temperature O B-state 
+B-object_name I-object_name I-object_name O O O O B-rating_value O O B-best_rating B-rating_unit O O 
+O O O B-condition_description O B-state 
+O B-playlist I-playlist I-playlist 
+O O B-music_item O O B-year 
+O O O O O O B-state O B-timeRange I-timeRange I-timeRange 
+O O O B-entity_name O B-playlist I-playlist I-playlist 
+O O O O O B-object_name I-object_name I-object_name I-object_name I-object_name I-object_name I-object_name B-object_type 
+O O O O B-object_name 
+O B-entity_name I-entity_name I-entity_name I-entity_name I-entity_name O B-playlist_owner B-playlist I-playlist O 
+O O B-music_item O B-playlist I-playlist I-playlist 
+O O O O O O O B-restaurant_type B-spatial_relation B-country O O O O B-party_size_number O O O B-cuisine 
+B-playlist I-playlist I-playlist I-playlist O O O B-artist I-artist I-artist O O 
+O O B-object_select B-object_part_of_series_type B-rating_value B-rating_unit 
+O B-object_select B-object_type B-rating_value O B-best_rating 
+O O O B-object_name I-object_name I-object_name I-object_name I-object_name I-object_name O B-rating_value O O B-best_rating B-rating_unit 
+O O O O O O B-timeRange O B-restaurant_name I-restaurant_name I-restaurant_name 
+O O O O O B-object_type B-object_name I-object_name I-object_name I-object_name I-object_name I-object_name I-object_name I-object_name 
+O O B-service O B-artist I-artist B-music_item 
+O O O B-object_type I-object_type 
+O O O O O B-party_size_description I-party_size_description I-party_size_description I-party_size_description O B-country O O B-spatial_relation B-restaurant_type 
+O O B-sort I-sort B-music_item O B-artist I-artist O B-service I-service 
+O O O B-object_name B-object_type 
+O O B-artist I-artist B-music_item O O B-playlist I-playlist O 
+O O O B-condition_temperature O B-timeRange I-timeRange I-timeRange O B-state O B-spatial_relation 
+O O O O O B-object_type I-object_type O B-object_name I-object_name I-object_name 
+O O O O O O O O O B-restaurant_type O O B-served_dish B-spatial_relation I-spatial_relation I-spatial_relation I-spatial_relation O B-country I-country 
+O O O O O O B-city 
+O O B-music_item O B-playlist_owner B-playlist I-playlist O 
+O B-object_select B-object_type B-rating_value O O B-best_rating 
+O O O B-object_name 
+O O B-object_type O B-movie_name I-movie_name I-movie_name I-movie_name I-movie_name O O B-spatial_relation B-object_location_type I-object_location_type 
+O O O O O O B-city I-city B-country O B-timeRange I-timeRange I-timeRange 
+O O O O O O B-state 
+O O B-sort B-music_item O B-year 
+O B-artist I-artist O O O B-service 
+O O O O B-object_type B-object_name I-object_name I-object_name I-object_name 
+O O O O O B-country O B-timeRange O 
+O B-artist I-artist B-music_item O B-playlist I-playlist I-playlist I-playlist O 
+O B-object_name I-object_name I-object_name I-object_name 
+O B-music_item B-artist I-artist I-artist O B-playlist_owner B-playlist I-playlist I-playlist O 
+O O O O O O B-object_name 
+O O O O O B-city I-city 
+O O B-year O 
+O O B-object_type I-object_type O B-object_name I-object_name 
+O B-service O O B-artist I-artist B-track I-track I-track I-track I-track 
+O O O O O B-object_type I-object_type O B-location_name I-location_name 
+O O B-entity_name I-entity_name I-entity_name I-entity_name O O B-playlist_owner B-playlist I-playlist I-playlist O 
+O O B-sort B-music_item O B-artist I-artist O B-service I-service 
+O O O B-object_type I-object_type O B-object_name I-object_name 
+O O B-restaurant_name I-restaurant_name I-restaurant_name I-restaurant_name I-restaurant_name O B-city B-state O B-timeRange I-timeRange I-timeRange 
+O O B-object_type O B-object_name I-object_name I-object_name I-object_name 
+O B-artist I-artist I-artist O B-music_item O O O B-playlist_owner B-playlist I-playlist O 
+O B-movie_type I-movie_type O B-spatial_relation B-object_location_type I-object_location_type 
+O O B-object_type B-object_name I-object_name I-object_name 
+O O O O B-movie_name I-movie_name I-movie_name O O O B-timeRange I-timeRange I-timeRange I-timeRange 
+O O O O B-timeRange O B-country I-country I-country I-country I-country O O B-restaurant_type 
+O O O O B-artist I-artist O B-sort I-sort 
+O B-movie_type O O O B-spatial_relation B-object_location_type 
+O O O O O O B-city I-city I-city O B-country 
+O O O O O B-object_name O O B-object_type O 
+O O B-playlist_owner B-playlist I-playlist I-playlist O O B-artist I-artist 
+B-restaurant_type I-restaurant_type O B-country O B-party_size_number 
+O O O B-object_type I-object_type 
+O O O O B-party_size_description I-party_size_description I-party_size_description I-party_size_description O B-restaurant_name I-restaurant_name I-restaurant_name O B-country I-country 
+O B-object_name I-object_name I-object_name I-object_name 
+O O B-object_type I-object_type O B-movie_type B-spatial_relation I-spatial_relation I-spatial_relation 
+O O O O O O B-movie_name O B-object_location_type I-object_location_type O B-timeRange I-timeRange 
+O B-album I-album I-album I-album O B-artist I-artist 
+O O O O O O B-city B-state 
+O O B-genre O 
+O O B-object_select B-object_type B-rating_value O O B-best_rating 
+O B-object_select B-object_type B-rating_value B-rating_unit 
+O O O O O B-timeRange O O B-current_location I-current_location 
+O B-year O O B-artist I-artist I-artist 
+O O O O O B-spatial_relation I-spatial_relation B-geographic_poi I-geographic_poi I-geographic_poi I-geographic_poi O B-timeRange O 
+O O O B-artist I-artist B-music_item O 
+O B-track I-track O B-artist I-artist 
+O O B-object_type O B-movie_name I-movie_name I-movie_name I-movie_name I-movie_name O O B-spatial_relation B-object_location_type B-timeRange I-timeRange I-timeRange 
+O O B-object_name I-object_name I-object_name I-object_name I-object_name B-object_type 
+O O O O O B-object_select B-object_type B-rating_value O O B-best_rating B-rating_unit 
+O O B-object_type I-object_type O B-movie_type I-movie_type O B-timeRange I-timeRange I-timeRange I-timeRange B-spatial_relation I-spatial_relation I-spatial_relation 
+O O B-object_type B-object_name I-object_name I-object_name I-object_name 
+O O B-music_item O O B-playlist I-playlist O 
+O O O B-spatial_relation B-object_location_type I-object_location_type O B-movie_name I-movie_name I-movie_name O B-timeRange I-timeRange 
+O O O O O B-country O B-timeRange 
+O O O B-entity_name I-entity_name I-entity_name I-entity_name O O O O B-playlist I-playlist 
+O B-timeRange I-timeRange I-timeRange O O O O O O B-state O O O B-spatial_relation I-spatial_relation O O 
+O O O O O B-country B-timeRange I-timeRange I-timeRange O O O B-condition_temperature 
+O O B-music_item O B-artist I-artist O B-playlist I-playlist 
+O O B-music_item O B-artist I-artist 
+O B-music_item O B-playlist 
+O O O O O O O O B-country 
+O O O B-service 
+O B-entity_name I-entity_name I-entity_name O B-playlist_owner B-playlist I-playlist I-playlist O 
+O O O O O B-timeRange I-timeRange I-timeRange I-timeRange O O B-restaurant_type O B-party_size_number B-spatial_relation B-state O O O B-served_dish I-served_dish I-served_dish 
+O O O O O B-restaurant_type I-restaurant_type O B-state 
+B-timeRange I-timeRange I-timeRange I-timeRange B-party_size_description I-party_size_description I-party_size_description I-party_size_description I-party_size_description O O O B-cuisine O O O B-restaurant_type O B-spatial_relation B-state 
+O O B-object_type I-object_type O B-object_name 
+O B-movie_type I-movie_type B-spatial_relation I-spatial_relation O O B-object_type I-object_type 
+O O O O B-party_size_number O O B-facility B-restaurant_type I-restaurant_type O B-country 
+O O O B-object_name I-object_name I-object_name I-object_name B-rating_value B-rating_unit O O O O O B-best_rating 
+O O O O O B-timeRange I-timeRange I-timeRange O O B-restaurant_type O O B-served_dish 
+O B-object_name I-object_name I-object_name I-object_name I-object_name 
+O O O O O B-party_size_number O O B-restaurant_type O B-state I-state 
+O O O B-movie_name I-movie_name I-movie_name O 
+O O O O B-condition_description O B-city I-city B-country 
+O O B-sort B-music_item O O B-artist 
+O O B-movie_type I-movie_type O O B-location_name I-location_name I-location_name 
+O O B-object_select B-object_type O B-rating_value 
+O O O O B-entity_name I-entity_name O B-playlist_owner O O B-playlist 
+O B-object_select B-object_type O B-rating_value B-rating_unit 
+O O O O O O B-city I-city B-state O B-timeRange I-timeRange 
+O O O O O B-object_type O B-object_name I-object_name 
+O O O B-artist I-artist O B-playlist_owner B-playlist I-playlist O 
+O B-music_item O B-playlist_owner O B-playlist I-playlist 
+O B-movie_type O O O B-spatial_relation I-spatial_relation I-spatial_relation 
+O O O B-movie_type O O O B-location_name I-location_name 
+O B-entity_name I-entity_name I-entity_name I-entity_name I-entity_name I-entity_name O O B-playlist I-playlist O 
+O B-object_type I-object_type 
+O O B-object_type B-object_name I-object_name I-object_name I-object_name O B-rating_value 
+O B-artist I-artist O B-album I-album I-album I-album 
+O O B-music_item O O B-playlist I-playlist I-playlist O 
+O O O O B-music_item O B-artist I-artist O B-playlist_owner O O B-playlist I-playlist I-playlist 
+O B-object_type I-object_type 
+O O B-object_type I-object_type O O 
+O B-artist I-artist O B-playlist_owner B-playlist I-playlist I-playlist I-playlist O 
+O O O B-condition_temperature B-current_location B-timeRange I-timeRange I-timeRange 
+O O B-country 
+O O O O B-object_name I-object_name I-object_name O B-rating_value 
+O O O O O B-object_type B-object_name I-object_name 
+O B-state O O O B-condition_temperature O B-timeRange I-timeRange 
+O B-object_name I-object_name I-object_name B-rating_value B-rating_unit 
+O O B-object_select B-object_type B-rating_value O B-best_rating B-rating_unit 
+O O O O O B-party_size_number O O B-restaurant_type O B-cuisine O O B-state O B-timeRange I-timeRange I-timeRange I-timeRange 
+O B-object_name I-object_name I-object_name I-object_name I-object_name O B-object_type 
+O O O O B-sort B-music_item O B-year 
+O O B-cuisine B-restaurant_type O B-party_size_description I-party_size_description I-party_size_description I-party_size_description 
+O O O O O O B-timeRange I-timeRange I-timeRange I-timeRange O B-city 
+O O B-object_name I-object_name I-object_name I-object_name I-object_name I-object_name I-object_name I-object_name I-object_name B-object_type 
+O B-playlist I-playlist 
+O O O B-city O O B-state 
+O B-movie_name I-movie_name 
+O O O B-spatial_relation B-object_location_type I-object_location_type O B-movie_name I-movie_name I-movie_name I-movie_name I-movie_name 
+O O O O B-object_type I-object_type O B-location_name I-location_name 
+O O O O O B-party_size_number O O B-sort B-restaurant_type B-timeRange I-timeRange I-timeRange I-timeRange O B-city 
+O B-artist I-artist O B-service 
+O B-object_name I-object_name I-object_name I-object_name O B-object_type 
+O O B-object_name I-object_name I-object_name I-object_name I-object_name B-object_type 
+O O B-party_size_number O O B-sort B-restaurant_type I-restaurant_type 
+O O O O O B-party_size_number O O O B-spatial_relation B-state B-restaurant_type B-timeRange I-timeRange I-timeRange I-timeRange 
+O O B-condition_description B-timeRange O B-state 
+O O O B-object_type B-object_name I-object_name I-object_name I-object_name I-object_name I-object_name I-object_name 
+O B-object_type I-object_type 
+O B-object_type I-object_type O B-location_name I-location_name I-location_name 
+O O O O O B-state O B-timeRange 
+O O O B-music_item O B-playlist_owner B-playlist I-playlist O 
+O O O B-restaurant_type O 
+O B-object_name I-object_name I-object_name I-object_name O B-object_type 
+O B-album I-album I-album I-album O B-artist I-artist 
+O B-object_name I-object_name I-object_name I-object_name I-object_name I-object_name B-object_type 
+O B-object_type I-object_type O B-movie_type O B-spatial_relation I-spatial_relation 
+O O O O O B-object_type I-object_type O O B-object_name I-object_name I-object_name I-object_name I-object_name 
+O B-artist I-artist O B-playlist_owner B-playlist I-playlist O 
+O O B-artist I-artist O O O B-year 
+O O B-music_item O B-playlist_owner B-playlist I-playlist O 
+O B-music_item O B-playlist I-playlist I-playlist O 
+O O O B-movie_name I-movie_name I-movie_name I-movie_name I-movie_name B-timeRange I-timeRange I-timeRange 
+O B-rating_value O O B-best_rating B-rating_unit O O B-object_select B-object_type 
+O O O O O O B-restaurant_type O B-party_size_number O B-timeRange I-timeRange I-timeRange I-timeRange O B-city 
+O O B-service I-service O O O B-year B-music_item O B-artist 
+O O O B-spatial_relation B-object_location_type O B-movie_name I-movie_name I-movie_name I-movie_name I-movie_name 
+O O O O O O O B-object_type O B-object_name I-object_name I-object_name I-object_name I-object_name I-object_name I-object_name 
+O B-movie_type O B-spatial_relation I-spatial_relation 
+O O B-restaurant_type B-spatial_relation O B-poi 
+O B-object_name I-object_name I-object_name O B-object_type 
+O O B-track I-track I-track 
+O O B-object_type I-object_type O B-object_name 
+O B-movie_name I-movie_name I-movie_name I-movie_name O O B-location_name I-location_name I-location_name 
+O O B-object_select B-object_type B-rating_value B-rating_unit 
+O O B-timeRange I-timeRange B-current_location 
+O B-movie_type I-movie_type O O O O B-spatial_relation B-object_location_type I-object_location_type 
+O B-object_select B-object_type B-rating_value O B-best_rating B-rating_unit 
+O O O O O B-movie_name I-movie_name I-movie_name I-movie_name 
+B-object_name O O O O O O O B-rating_value O O B-best_rating 
+O O O B-object_type O B-movie_type B-spatial_relation I-spatial_relation I-spatial_relation 
+O O O O B-party_size_number O O B-country I-country I-country I-country 
+O O O B-object_name I-object_name I-object_name I-object_name O O O O B-best_rating O O O O B-rating_value 
+O B-movie_type I-movie_type O O B-spatial_relation 
+O O O O B-condition_description B-current_location O B-timeRange 
+O O O O O B-object_part_of_series_type B-object_name I-object_name I-object_name I-object_name B-rating_value B-rating_unit 
+O O O O O O O O O B-movie_name I-movie_name I-movie_name I-movie_name I-movie_name I-movie_name I-movie_name I-movie_name I-movie_name O B-location_name I-location_name 
+O B-album I-album I-album I-album O B-artist I-artist 
+O O O O B-restaurant_name I-restaurant_name I-restaurant_name I-restaurant_name I-restaurant_name I-restaurant_name B-spatial_relation O B-poi 
+O B-artist O B-playlist_owner B-playlist I-playlist I-playlist O 
+O O O B-object_name I-object_name I-object_name B-object_type 
+O O B-restaurant_type O B-state O O B-served_dish 
+O O O O B-object_select B-object_type B-rating_value B-rating_unit O O O O O B-best_rating 
+O O O O O B-cuisine B-restaurant_type O B-state O B-party_size_description I-party_size_description I-party_size_description I-party_size_description I-party_size_description 
+O B-condition_description O O O O O B-geographic_poi I-geographic_poi I-geographic_poi I-geographic_poi I-geographic_poi 
+O B-music_item O B-playlist I-playlist O 
+O O O O O B-sort B-cuisine B-restaurant_type O B-spatial_relation O O O B-timeRange 
+O O O O O B-party_size_number 
+O O B-music_item O B-playlist_owner B-playlist O 
+O B-object_select B-object_type O B-rating_value 
+O O O O O O B-timeRange I-timeRange O O O B-spatial_relation B-geographic_poi I-geographic_poi I-geographic_poi I-geographic_poi I-geographic_poi 
+O O O O O B-city O B-timeRange I-timeRange I-timeRange O B-restaurant_name I-restaurant_name I-restaurant_name I-restaurant_name I-restaurant_name I-restaurant_name I-restaurant_name 
+O O O O O B-party_size_number O B-restaurant_name I-restaurant_name O B-country 
+O O O O O B-object_type B-object_name I-object_name I-object_name 
+O O O O O O O O B-party_size_number O B-timeRange 
+O O O O O O B-party_size_number O B-timeRange I-timeRange I-timeRange O O O O B-state 
+O O O B-restaurant_type O B-party_size_number O B-city 
+O O O O O O B-party_size_number B-timeRange I-timeRange I-timeRange O B-restaurant_name I-restaurant_name I-restaurant_name I-restaurant_name 
+O O B-object_location_type I-object_location_type O B-timeRange O B-movie_name I-movie_name I-movie_name I-movie_name 
+O O O B-object_name I-object_name I-object_name I-object_name I-object_name I-object_name I-object_name I-object_name I-object_name B-object_type I-object_type 
+O O O O B-spatial_relation O B-city B-timeRange I-timeRange I-timeRange I-timeRange 
+O B-playlist_owner O B-playlist O O O B-entity_name I-entity_name I-entity_name 
+O O O B-object_name I-object_name B-object_type I-object_type 
+O B-object_type I-object_type 
+O B-playlist O 
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datasets/snips/valid/seq.in

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+i d like to have this track onto my classical relaxations playlist
+add the album to my flow español playlist
+add digging now to my young at heart playlist
+add this song by too poetic to my piano ballads playlist
+add this album to old school death metal
+i need to add baro ferret to the urban hits under my name
+add the album to the might and myth power metal playlist
+to the travelling playlist please add this david gahan song
+please add some pete townshend to my playlist fiesta hits con lali
+i d like for kasey chambers s tune to be an addition to my chips and salsa playlist
+add recalled to life to this is alejandro fernández
+add nuba to my metal party playlist
+add jo stafford music to the workout twerkout playlist
+put jean philippe goncalves onto my running to rock 170 to 190 bpm
+add the song virales de siempre by the cary brothers to my gym playlist
+onto jerry s classical moments in movies please add the album
+add beyond the valley of 1984 in playlist folk music at the gaslight café
+add jerry calliste jr to my te quiero playlist
+add porter wagoner to the the sleep machine waterscapes playlist
+add the artist mike to the sexy as folk playlist
+add brazilian flag anthem to top 100 alternative tracks on spotify
+add andy hunter to my evening commute playlist
+put petar georgiev kalica onto the old school hip hop playlist
+can you add larry heard to my laundry playlist
+put vandemataram srinivas s track onto hiphop hot 50
+add millie corretjer to the rhythm playlist
+add give us rest to my 70s smash hits playlist
+add this track to my hands up playlist
+i d like for you to add bobby brown to my enamorándose playlist
+add jonathan sprout album to my this is miranda lambert playlist
+add ireland in the junior eurovision song contest 2015 to my jazzy dinner playlist
+add the album to the the sweet suite playlist
+add sarah slean to my playlist mellowed out gaming
+add this album to the spanish beat playlist
+add lofty fake anagram to the la mejor música de bso playlist
+add the track to the work playlist
+add a song to this is racionais mc s
+add track in my playlist called hands up
+can you put this song from yutaka ozaki onto my this is miles davis playlist
+add a track to playlist cena con amigos
+add the famous flower of serving-men to my evening acoustic playlist
+add a song to indie hipster
+add the 40 cal tune to the laundry playlist
+add the album to my perfect concentration playlist
+add the matt murphy tune to the flow español playlist
+add a very cellular song to masters of metal playlist
+can i put this tune onto my sin estrés playlist
+i d like to add jordan rudess onto the divertido para niños playlist
+add kent james to the disney soundtrack
+add the artist adam deibert to my perfect concentration playlist
+can you put the artist giovanni giacomo gastoldi onto the chill out music playlist
+add the album to the hot 50 playlist
+add the artist pete murray to my relaxing playlist
+add the track to the drum & breaks playlist
+for my fantastic workout can you add sara bareilles
+add the boy george track to the emo forever playlist
+add ted heath to the road trip playlist
+can you add last of the ghetto astronauts to the playlist called black sabbath the dio years
+add this artist to showstopper being mary jane
+put the artist onto top latin alternative
+add michael wittig music to country icon playlist
+add highway patrolman in my playlist this is al green
+add richard mcnamara newest song to the just smile playlist
+add annesley malewana album to playlist indietronic
+add the artist to my dishwashing playlist
+add this artist to fairy tales playlist
+add muzika za decu to my crash course playlist
+add a derek watkins tune to this is johnny cash
+add our little corner of the world music from gilmore girls to my the funny thing about football is playlist
+add the current track to my this is tchaikovsky playlist
+put abe laboriel onto the escapada playlist
+add abacab to beryl s party on fridays playlist
+please add this track by paul mcguigan to the deep house playlist
+can you add the current tune to my calm before the storm playlist
+please add the image of you to my playlist crate diggers anonymous
+add a track to jazzy dinner
+add the album to the hipster soul playlist
+add this tune to my sleepify playlist
+add jack white to my playlist this is shakira
+add tommy johnson to the metalsucks playlist
+add the chris clark tune to my women of the blues playlist
+add an artist to jukebox boogie rhythm & blues
+add this artist to my electronic bliss playlist
+i need to add to my infinite indie folk list the works of rahim shah
+add martin barre to my punk unplugged playlist
+add tierney sutton to my novedades viernes sudamérica playlist
+add this tune to dorthy s 80 s party playlist
+a very cellular song needs to be added to my masters of metal playlist
+add toyan to my epic gaming playlist
+add the song to the mac n cheese playlist
+add this artist to my spotlight on country 2016 playlist
+add a song to my playlist madden nfl 16
+add emilie autumn to my nação reggae playlist
+add farhad darya songs in virales de siempre
+add a song in my all out 60s
+add we have a theme song to my house afterwork playlist
+add the song to my we everywhere playlist
+add roel van velzen to my party of the century playlist
+add the artist to the political punks playlist
+add the album to my club hits playlist
+book a reservation for my babies and i
+book a reservation for a restaurant not far from ma
+i would like to book a restaurant in tanzania that is within walking distance for my mom and i
+book a reservation for an oyster bar
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+i need a table in sacaton at a gluten free restaurant
+book sot for me and my grandfather nearby west reading
+book me and my nieces a reservation for a seafood restaurant in cle elum ne on ascension day
+book spot for two at city tavern
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+book me a reservation for the best bistro
+book the best table in tanzania for 5 people at a diner
+i want to book a joint in a spa
+book a gastropub that serves turkish food for 4 people
+book spot for 7 at an indoor restaurant in mp now
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+i need a table for 5 at a highly rated gastropub in concord mn
+i want to book oregon electric station in north city
+i need a table for 4 please confirm the reservation
+book a popular restaurant for 5 people
+i want to book a joint close by the naomi s hostel for a meal for 8 people
+i want to eat a delicatessen in thirteen hours that serves eastern european food
+book a reservation for nine people at a bakery in nunez
+book a reservation at tavern for noodle
+book spot for 4 in somalia
+i want to book albany pump station in buckholts washington now for a party of 9
+i want to book a taverna in archer city for this spring for nine people
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+i want to book a jewish restaurant in gambia
+book a reservation for the dome edinburgh close to brooklawn
+book spot for 1 at town of ramsgate in merit
+book a spot for me and kathrine at smithville
+i want to book a restaurant for my father in law and i in buckner a year from now
+book a restaurant reservation in 6 weeks
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+book spot for four at cliff house san francisco in martinique
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+i want to book a restaurant in frenier 12 years from now for 4 people
+book seven in neighboring moorpark
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+i want to book tupelo honey cafe in new jersey for five people
+book a reservation for two at mickies dairy bar in weedsport
+book a table at a fried chicken restaurant
+book spot for mavis sheila and i in syria at elevenses
+can you book me a table at windows on the world in cokeville mi
+book me a table for 5 this year at cherwell boathouse
+book spot for six at 8 pm at a coffeehouse in ne that serves hog fry
+i want to book a restaurant close-by in inman for five people
+i need a table at eddie s attic in nevada for one
+book a reservation for an osteria restaurant for 4 people on november 4
+i want to book a top-rated restaurant close by in la for me rebecca and loraine on 2/6/2020
+book a reservation for 1 at a diner in wi
+book a reservation for 5 people at the top-rated brasserie restaurant
+book a table on 1/20/2023 for 5 people in mh
+book a table near pat s college
+i want to book a steakhouse in vimy ridge
+i want a table at james d conrey house in urbank california
+like to book a seat in monaco for the yankee doodle coffee shop
+i want to book a table in a restaurant in bouvet island
+i would like to book a restaurant for souvlaki cuisine in the state of ne
+book a reservation for 10 people at an oyster bar with a pool within the same area of cowansburg for 10 pm
+book a reservation for velma ana and rebecca for an american pizzeria at 5 am in ma
+book a spot for 4 in oklahoma at south street diner
+book a reservation for my mommy and i at a restaurant in central african republic
+book a reservation for five people for a tatar taverna in sargents
+phyllis ward and veronica need a table at a restaurant in 152 days
+book a reservation for ten at a restaurant in ohio
+i want to book a tea house that serves salade far from here at midnight in panama for two people
+i want to book a food truck for seven people in the republic of the congo
+i want to book a restaurant for ten people
+lets eat near oakfield 17 seconds from now at ted peters famous smoked fish
+book sot for 7 at a restaurant that serves european in stringtown on feb the 28th 2034
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+O O O O B-movie_name I-movie_name I-movie_name I-movie_name I-movie_name 
+O O B-movie_name I-movie_name I-movie_name I-movie_name I-movie_name O O O B-object_location_type 
+O O O B-object_type O B-movie_name I-movie_name I-movie_name 
+O B-movie_name I-movie_name I-movie_name I-movie_name I-movie_name O B-timeRange I-timeRange I-timeRange 
+O O O O B-movie_name I-movie_name I-movie_name I-movie_name I-movie_name O O B-spatial_relation B-object_location_type 
+O O O O B-movie_name I-movie_name I-movie_name I-movie_name I-movie_name 
+O O O O O B-object_location_type I-object_location_type O B-movie_name I-movie_name I-movie_name B-spatial_relation O O 
+O O O O B-movie_name I-movie_name I-movie_name I-movie_name O O B-spatial_relation B-object_location_type I-object_location_type 
+O O O O B-movie_name I-movie_name I-movie_name I-movie_name O O O O O 
+O O B-object_type O B-movie_name I-movie_name O B-location_name I-location_name 
+O O O B-object_type I-object_type O O O B-location_name 
+O O O B-movie_type O B-spatial_relation I-spatial_relation I-spatial_relation 
+O B-movie_name I-movie_name O B-timeRange I-timeRange I-timeRange I-timeRange I-timeRange 
+O O B-movie_type I-movie_type B-spatial_relation I-spatial_relation I-spatial_relation O B-timeRange O 
+O O O O B-movie_name I-movie_name I-movie_name I-movie_name O O B-object_location_type I-object_location_type 
+O O O B-movie_name I-movie_name I-movie_name B-timeRange I-timeRange I-timeRange 
+O O B-movie_type I-movie_type O B-location_name I-location_name 
+O O O B-object_type O B-movie_name I-movie_name I-movie_name 
+O O O O O O O O B-movie_type O B-spatial_relation I-spatial_relation I-spatial_relation 
+O B-movie_name I-movie_name I-movie_name I-movie_name O O B-location_name I-location_name 
+O O B-spatial_relation B-object_location_type I-object_location_type O O B-movie_name 
+O O O O B-movie_name I-movie_name I-movie_name I-movie_name O B-location_name I-location_name I-location_name 
+O B-movie_name I-movie_name O B-timeRange I-timeRange I-timeRange I-timeRange O O B-spatial_relation B-object_location_type 
+O O O B-spatial_relation B-object_location_type I-object_location_type O B-movie_name I-movie_name O O B-timeRange 
+O B-movie_name I-movie_name I-movie_name O O B-location_name I-location_name 
+O O B-object_type I-object_type O O B-location_name I-location_name 
+O O O B-object_type I-object_type B-spatial_relation 
+O O B-object_type O O B-location_name I-location_name I-location_name 
+O O O B-movie_type O B-location_name I-location_name 
+O B-movie_type O B-location_name I-location_name 
+O O O B-object_type I-object_type 
+O O O O B-object_type I-object_type 
+O O O O B-movie_name I-movie_name I-movie_name I-movie_name 
+O O O O B-object_type O B-movie_type B-spatial_relation I-spatial_relation I-spatial_relation 
+O O O O B-object_type I-object_type O B-location_name I-location_name 
+O B-movie_type I-movie_type B-spatial_relation I-spatial_relation 
+O B-movie_name I-movie_name O O B-location_name I-location_name 
+O O O B-object_type I-object_type B-spatial_relation I-spatial_relation I-spatial_relation 
+O O B-object_type O B-location_name I-location_name I-location_name 
+O O O O B-movie_name O O B-spatial_relation B-object_location_type I-object_location_type 
+O O O B-object_type I-object_type O B-location_name I-location_name 
+O O B-movie_type B-spatial_relation I-spatial_relation I-spatial_relation 
+O O B-object_type I-object_type B-spatial_relation I-spatial_relation I-spatial_relation 
+O O O B-spatial_relation B-object_location_type I-object_location_type O O B-movie_type 
+O B-movie_type O O B-timeRange O O B-spatial_relation B-object_location_type 
+O B-movie_name I-movie_name I-movie_name O 
+O O O O O B-location_name I-location_name B-object_type I-object_type 
+O O B-movie_name I-movie_name I-movie_name I-movie_name O O O B-spatial_relation B-object_location_type 
+O O B-object_type I-object_type O B-location_name I-location_name 
+O O B-movie_type O B-location_name I-location_name 
+O O B-movie_type I-movie_type O B-spatial_relation I-spatial_relation I-spatial_relation 
+O O O O B-movie_name I-movie_name 
+O O B-location_name I-location_name B-object_type I-object_type 
+O B-movie_name I-movie_name O O B-timeRange 
+O B-movie_name I-movie_name I-movie_name I-movie_name I-movie_name O O B-location_name I-location_name 
+O O B-object_type I-object_type O B-location_name I-location_name I-location_name 
+O O O O B-movie_name I-movie_name 
+O O B-object_type O B-location_name I-location_name 
+O B-movie_name I-movie_name I-movie_name I-movie_name O O O B-timeRange I-timeRange 
+O O O B-object_type O B-location_name I-location_name O O B-movie_type I-movie_type 
+O O B-object_type O B-movie_name I-movie_name I-movie_name 
+O O O B-movie_type B-spatial_relation I-spatial_relation I-spatial_relation 
+O B-movie_type O O B-spatial_relation I-spatial_relation 
+O B-movie_name I-movie_name I-movie_name O 
+O O O B-object_type I-object_type O B-location_name I-location_name I-location_name 
+O O B-object_type I-object_type B-spatial_relation I-spatial_relation 
+O O O O B-movie_name 
+O O O B-object_type O O B-movie_name I-movie_name I-movie_name O B-object_location_type I-object_location_type 
+O O B-object_type O B-movie_name I-movie_name I-movie_name I-movie_name O B-location_name I-location_name 
+O O B-object_type I-object_type O B-location_name I-location_name I-location_name 
+O O O B-object_type I-object_type B-spatial_relation I-spatial_relation I-spatial_relation 
+O O O B-object_type I-object_type O B-movie_type B-spatial_relation 
+O O B-object_type I-object_type O B-movie_type I-movie_type B-spatial_relation I-spatial_relation I-spatial_relation 
+O B-movie_name I-movie_name I-movie_name I-movie_name O O B-location_name I-location_name I-location_name 
+O O O O O O B-movie_name I-movie_name I-movie_name I-movie_name I-movie_name 
+O B-movie_name I-movie_name I-movie_name I-movie_name O O O B-object_location_type I-object_location_type 
+O B-object_type O B-movie_name I-movie_name I-movie_name O O O O B-object_location_type 
+O O B-movie_name I-movie_name I-movie_name B-object_type O O B-spatial_relation B-object_location_type I-object_location_type 
+O O O B-spatial_relation I-spatial_relation B-movie_type I-movie_type O 
+B-object_type I-object_type B-spatial_relation I-spatial_relation O B-movie_type I-movie_type 
+O B-movie_type O O B-spatial_relation I-spatial_relation 
+O O B-object_type I-object_type B-spatial_relation I-spatial_relation I-spatial_relation 
+O B-movie_name I-movie_name O 
+O B-movie_name I-movie_name O O O B-spatial_relation B-object_location_type I-object_location_type O B-timeRange 
+O O O B-object_type I-object_type 
+O O O O O B-object_type I-object_type 
+O O B-object_type I-object_type O B-location_name I-location_name I-location_name B-timeRange I-timeRange I-timeRange 
+O O B-spatial_relation B-object_location_type O B-movie_type O 
+O O O B-object_type I-object_type 
+O O O B-object_type O B-movie_name I-movie_name I-movie_name 
+O B-movie_type O O B-spatial_relation I-spatial_relation 
+O O B-object_location_type O B-movie_name I-movie_name I-movie_name I-movie_name 
+O O O B-object_type I-object_type O B-movie_type I-movie_type B-spatial_relation I-spatial_relation I-spatial_relation 
+O O O B-object_type I-object_type O B-location_name I-location_name I-location_name 
+O O B-object_type O B-movie_name I-movie_name I-movie_name I-movie_name O B-location_name I-location_name 
+O O O O B-movie_name I-movie_name I-movie_name I-movie_name I-movie_name O O B-object_location_type 

distill.py

@@ -0,0 +1,145 @@
+import time
+import copy
+import argparse
+
+import torch
+import torch.nn as nn
+
+import dataset
+import util
+import models
+
+from itertools import chain
+
+
+if __name__ == "__main__":
+    parser = argparse.ArgumentParser()
+    parser.add_argument('--name', required=True)
+    parser.add_argument('--filename', required=True)
+
+    parser.add_argument('--epochs', default=50)
+    parser.add_argument('--seed', type=int, default=None)
+    parser.add_argument('--patience', type=int, default=5)
+    parser.add_argument('--dropout', type=float, default=0.5)
+    parser.add_argument('--alpha', type=float, default=0.2)
+    args = parser.parse_args()
+
+    if 'atis' in args.name:
+        args.dataset = 'atis'
+    elif 'snips' in args.name:
+        args.dataset = 'snips'
+
+    if 'intent' in args.name:
+        args.model = 'intent'
+    elif 'slot' in args.name:
+        args.model = 'slot'
+    elif 'joint' in args.name:
+        args.model = 'joint'
+
+    print(f"seed {util.rep(args.seed)}")
+
+    cuda = torch.cuda.is_available()
+    train, valid, test, num_words, num_intent, num_slot, wordvecs = dataset.load(args.dataset, batch_size=8, seq_len=50)
+    
+    open(args.filename, 'w').close() # clear the file
+    f = open(args.filename, "a")
+
+    for filter_count in chain(range(300, 10, -5), range(10, 0, -1)):
+        if args.model == 'intent':
+            model = models.CNNIntent(num_words, 100, num_intent, (filter_count,), 5, args.dropout, wordvecs)
+        elif args.model == 'slot':
+            model = models.CNNSlot(num_words, 100, num_slot, (filter_count,), 5, args.dropout, wordvecs)
+        elif args.model == 'joint':
+            model = models.CNNJoint(num_words, 100, num_intent, num_slot, (filter_count,), 5, args.dropout, wordvecs)
+
+        teacher = util.load_model(args.model, num_words, num_intent, num_slot, args.dropout, wordvecs)
+        teacher.load_state_dict(torch.load(args.name))
+
+        criterion = torch.nn.CrossEntropyLoss(ignore_index=-1)
+        distill_criterion = nn.KLDivLoss(reduction='batchmean')
+        optimizer = torch.optim.Adam(model.parameters())
+
+        if cuda:
+            model = model.cuda()
+            teacher = teacher.cuda()
+
+        best_valid_loss = float('inf')
+        last_epoch_to_improve = 0
+        best_model = model
+        model_filename = f"models/{args.dataset}_{args.model}"
+        
+        if args.model == 'intent':
+            for epoch in range(args.epochs):
+                start_time = time.time()
+                train_loss, train_acc = util.distill_intent(teacher, model, 1.0, train, distill_criterion, optimizer, cuda)
+                valid_loss, valid_acc = util.valid_intent(model, valid, criterion, cuda)
+                end_time = time.time()
+
+                elapsed_time = end_time - start_time
+
+                print(f"Epoch {epoch + 1:03} took {elapsed_time:.3f} seconds")
+                print(f"\tTrain Loss: {train_loss:.5f}, Acc: {train_acc:.5f}")
+                print(f"\tValid Loss: {valid_loss:.5f}, Acc: {valid_acc:.5f}")
+
+                if valid_loss < best_valid_loss:
+                    last_epoch_to_improve = epoch
+                    best_valid_loss = valid_loss
+                    best_model = copy.deepcopy(model)
+                    print("\tNew best valid loss!")
+
+                if last_epoch_to_improve + args.patience < epoch:
+                    break
+
+            _, test_acc = util.valid_intent(best_model, test, criterion, cuda)
+            print(f"Test Acc: {test_acc:.5f}")
+            print(f"{sum(best_model.filter_sizes)}, {test_acc:.5f}", file=f, flush=True)
+        elif args.model == 'slot':
+            for epoch in range(args.epochs):
+                start_time = time.time()
+                train_loss, train_f1 = util.distill_slot(teacher, model, 1.0, train, distill_criterion, optimizer, cuda)
+                valid_loss, valid_f1 = util.valid_slot(model, valid, criterion, cuda)
+                end_time = time.time()
+
+                elapsed_time = end_time - start_time
+
+                print(f"Epoch {epoch + 1:03} took {elapsed_time:.3f} seconds")
+                print(f"\tTrain Loss: {train_loss:.5f}, F1: {train_f1:.5f}")
+                print(f"\tValid Loss: {valid_loss:.5f}, F1: {valid_f1:.5f}")
+
+                if valid_loss < best_valid_loss:
+                    last_epoch_to_improve = epoch
+                    best_valid_loss = valid_loss
+                    best_model = copy.deepcopy(model)
+                    print("\tNew best valid loss!")
+
+                if last_epoch_to_improve + args.patience < epoch:
+                    break
+
+            _, test_f1 = util.valid_slot(best_model, test, criterion, cuda)
+            print(f"Test F1: {test_f1:.5f}")
+            print(f"{sum(best_model.filter_sizes)}, {test_f1:.5f}", file=f, flush=True)
+        elif args.model == 'joint':
+            for epoch in range(args.epochs):
+                start_time = time.time()
+                train_loss, (intent_train_loss, intent_train_acc), (slot_train_loss, slot_train_f1) = util.distill_joint(teacher, model, 1.0, train, distill_criterion, optimizer, cuda, args.alpha)
+                valid_loss, (intent_valid_loss, intent_valid_acc), (slot_valid_loss, slot_valid_f1) = util.valid_joint(model, valid, criterion, cuda, args.alpha)
+                end_time = time.time()
+
+                elapsed_time = end_time - start_time
+
+                print(f"Epoch {epoch + 1:03} took {elapsed_time:.3f} seconds")
+                print(f"\tTrain Loss: {train_loss:.5f}, (Intent Loss: {intent_train_loss:.5f}, Acc: {intent_train_acc:.5f}), (Slot Loss: {slot_train_loss:.5f}, F1: {slot_train_f1:.5f})")
+                print(f"\tValid Loss: {valid_loss:.5f}, (Intent Loss: {intent_valid_loss:.5f}, Acc: {intent_valid_acc:.5f}), (Slot Loss: {slot_valid_loss:.5f}, F1: {slot_valid_f1:.5f})")
+
+                if valid_loss < best_valid_loss:
+                    last_epoch_to_improve = epoch
+                    best_valid_loss = valid_loss
+                    best_model = copy.deepcopy(model)
+                    print("\tNew best valid loss!")
+
+                if last_epoch_to_improve + args.patience < epoch:
+                    break
+            _, (_, intent_test_acc), (_, slot_test_f1) = util.valid_joint(best_model, test, criterion, cuda, args.alpha)
+            print(f"Test Intent Acc: {intent_test_acc:.5f}, Slot F1: {slot_test_f1:.5f}")
+            print(f"{sum(best_model.filter_sizes)}, {intent_test_acc:.5f}, {slot_test_f1:.5f}", file=f, flush=True)
+

models.py

@@ -0,0 +1,251 @@
+import torch
+import torch.nn as nn
+import torch.nn.functional as F
+import numpy as np
+
+
+class CNNIntent(nn.Module):
+    def __init__(self, input_dim, embedding_dim, output_dim, filter_sizes, kernel_size, dropout, wordvecs=None):
+        super().__init__()
+
+        if wordvecs is not None:
+            self.embedding = nn.Embedding.from_pretrained(wordvecs)
+        else:
+            self.embedding = nn.Embedding(input_dim, embedding_dim)
+            
+        self.convs = nn.ModuleList(
+            [nn.Conv1d(filter_sizes[i - 1] if i > 0 else embedding_dim, filter_sizes[i], kernel_size) for i in range(len(filter_sizes))]
+        )
+        self.dropout = nn.Dropout(dropout)
+        self.fc = nn.Linear(filter_sizes[-1], output_dim)
+
+        self.embedding_dim = embedding_dim
+        self.filter_sizes = filter_sizes
+        self.kernel_size = kernel_size
+        self.unpruned_count = sum(filter_sizes)
+
+    def forward(self, query): # query shape: [batch, seq len]
+        x = self.embedding(query).permute(0, 2, 1) # [batch, embedding dim, seq len]
+        for conv in self.convs:
+            x = conv(x)
+            x = torch.rrelu(x)
+        x = x.permute(0, 2, 1)
+        x, _ = torch.max(x, dim=1)
+        return self.fc(self.dropout(x))
+
+    def prune(self, count, norm=2):
+        if not (sum(self.filter_sizes) - count > 0): # ensure we will have > 0 filters over
+            exit(0)
+        
+        rankings = [] # list of (conv #, filter #, norm)
+        for i, conv in enumerate(self.convs):
+            for k, filter in enumerate(conv.weight):
+                rankings.append((i, k, torch.norm(filter.view(-1), p=norm, dim=0).item()))
+        rankings.sort(key = lambda x: x[2])
+
+        for ranking in rankings[:count]:
+            conv_num, filter_num, _ = ranking
+
+            # remove filter
+            new_weight = torch.cat((self.convs[conv_num].weight[:filter_num],
+                                    self.convs[conv_num].weight[filter_num + 1:]))
+            new_bias = torch.cat((self.convs[conv_num].bias[:filter_num],
+                                  self.convs[conv_num].bias[filter_num + 1:]))
+
+            self.convs[conv_num] = nn.Conv1d(self.filter_sizes[conv_num - 1] if conv_num > 0 else self.embedding_dim,
+                                             self.filter_sizes[conv_num] - 1,
+                                             self.kernel_size)
+            self.convs[conv_num].weight = nn.Parameter(new_weight)
+            self.convs[conv_num].bias = nn.Parameter(new_bias)
+
+            # update channel in succeeding layer
+            if conv_num == len(self.filter_sizes) - 1: # prune linear
+                new_weight = torch.cat((self.fc.weight[:,:filter_num], self.fc.weight[:,filter_num + 1:]), dim=1)
+                new_bias = self.fc.bias
+
+                self.fc = nn.Linear(self.fc.in_features - 1, self.fc.out_features)
+                self.fc.weight = nn.Parameter(new_weight)
+                self.fc.bias = nn.Parameter(new_bias)
+            else: # prune conv
+                new_weight = torch.cat((self.convs[conv_num + 1].weight[:,:filter_num], self.convs[conv_num + 1].weight[:,filter_num + 1:]), dim=1)
+                new_bias = self.convs[conv_num + 1].bias
+
+                self.convs[conv_num + 1] = nn.Conv1d(self.filter_sizes[conv_num] - 1,
+                                                     self.filter_sizes[conv_num + 1],
+                                                     self.kernel_size)
+
+                self.convs[conv_num + 1].weight = nn.Parameter(new_weight)
+                self.convs[conv_num + 1].bias = nn.Parameter(new_bias)
+
+            self.filter_sizes = tuple([filter_size - 1 if i == conv_num else filter_size for i, filter_size in enumerate(self.filter_sizes)])
+
+
+class CNNSlot(nn.Module):
+    def __init__(self, input_dim, embedding_dim, output_dim, filter_sizes, kernel_size, dropout, wordvecs=None):
+        super().__init__()
+
+        if wordvecs is not None:
+            self.embedding = nn.Embedding.from_pretrained(wordvecs)
+        else:
+            self.embedding = nn.Embedding(input_dim, embedding_dim)
+        
+        self.convs = nn.ModuleList(
+            [nn.Conv1d(filter_sizes[i - 1] if i > 0 else embedding_dim, filter_sizes[i], kernel_size) for i in range(len(filter_sizes))]
+        )
+        self.dropout = nn.Dropout(dropout)
+        self.fc = nn.Linear(filter_sizes[-1], output_dim)
+
+        self.padding = int((kernel_size - 1) / 2)
+
+        self.embedding_dim = embedding_dim
+        self.unpruned_count = sum(filter_sizes)
+        self.filter_sizes = filter_sizes
+        self.kernel_size = kernel_size
+
+    def forward(self, query):  # query shape: [batch, seq len]
+        x = self.embedding(query) # embedded shape: [batch, seq len, embedding dim]
+        x = x.permute(0, 2, 1) # x shape: [batch, embedding dim, seq len]
+        for conv in self.convs:
+            x = F.pad(x, (self.padding, self.padding)) # x shape: [batch, filter count, seq len]
+            x = conv(x)
+            x = torch.rrelu(x)
+        x = x.permute(0, 2, 1) # x shape: [batch, seq len, filter count]
+        x = self.fc(self.dropout(x))
+        return x
+
+    def prune(self, count, norm=2):
+        if not (sum(self.filter_sizes) - count > 0): # ensure we will have > 0 filters over
+            exit(0)
+        
+        rankings = [] # list of (conv #, filter #, norm)
+        for i, conv in enumerate(self.convs):
+            for k, filter in enumerate(conv.weight):
+                rankings.append((i, k, torch.norm(filter.view(-1), p=norm, dim=0).item()))
+        rankings.sort(key = lambda x: x[2])
+
+        for ranking in rankings[:count]:
+            conv_num, filter_num, _ = ranking
+
+            # remove filter
+            new_weight = torch.cat((self.convs[conv_num].weight[:filter_num],
+                                    self.convs[conv_num].weight[filter_num + 1:]))
+            new_bias = torch.cat((self.convs[conv_num].bias[:filter_num],
+                                  self.convs[conv_num].bias[filter_num + 1:]))
+
+            self.convs[conv_num] = nn.Conv1d(self.filter_sizes[conv_num - 1] if conv_num > 0 else self.embedding_dim,
+                                             self.filter_sizes[conv_num] - 1,
+                                             self.kernel_size)
+            self.convs[conv_num].weight = nn.Parameter(new_weight)
+            self.convs[conv_num].bias = nn.Parameter(new_bias)
+
+            # update channel in succeeding layer
+            if conv_num == len(self.filter_sizes) - 1: # prune linear
+                new_weight = torch.cat((self.fc.weight[:,:filter_num], self.fc.weight[:,filter_num + 1:]), dim=1)
+                new_bias = self.fc.bias
+
+                self.fc = nn.Linear(self.fc.in_features - 1, self.fc.out_features)
+                self.fc.weight = nn.Parameter(new_weight)
+                self.fc.bias = nn.Parameter(new_bias)
+            else: # prune conv
+                new_weight = torch.cat((self.convs[conv_num + 1].weight[:,:filter_num], self.convs[conv_num + 1].weight[:,filter_num + 1:]), dim=1)
+                new_bias = self.convs[conv_num + 1].bias
+
+                self.convs[conv_num + 1] = nn.Conv1d(self.filter_sizes[conv_num] - 1,
+                                                     self.filter_sizes[conv_num + 1],
+                                                     self.kernel_size)
+
+                self.convs[conv_num + 1].weight = nn.Parameter(new_weight)
+                self.convs[conv_num + 1].bias = nn.Parameter(new_bias)
+
+            self.filter_sizes = tuple([filter_size - 1 if i == conv_num else filter_size for i, filter_size in enumerate(self.filter_sizes)])
+
+    
+class CNNJoint(nn.Module):
+    def __init__(self, input_dim, embedding_dim, intent_dim, slot_dim, filter_sizes, kernel_size, dropout, wordvecs=None):
+        super().__init__()
+
+        if wordvecs is not None:
+            self.embedding = nn.Embedding.from_pretrained(wordvecs)
+        else:
+            self.embedding = nn.Embedding(input_dim, embedding_dim)
+        
+        self.convs = nn.ModuleList(
+            [nn.Conv1d(filter_sizes[i - 1] if i > 0 else embedding_dim, filter_sizes[i], kernel_size) for i in range(len(filter_sizes))]
+        )
+
+        self.intent_dropout = nn.Dropout(dropout)
+        self.intent_fc = nn.Linear(filter_sizes[-1], intent_dim)
+        self.slot_dropout = nn.Dropout(dropout)
+        self.slot_fc = nn.Linear(filter_sizes[-1], slot_dim)
+
+        self.padding = int((kernel_size - 1) / 2)
+        self.unpruned_count = sum(filter_sizes)
+        self.embedding_dim = embedding_dim
+        self.filter_sizes = filter_sizes
+        self.kernel_size = kernel_size
+
+    def forward(self, query):
+        x = self.embedding(query).permute(0, 2, 1)
+        for conv in self.convs:
+            x = F.pad(x, (self.padding, self.padding))
+            x = conv(x)
+            x = torch.rrelu(x)
+        x = x.permute(0, 2, 1)
+
+        intent_pred = self.intent_fc(self.intent_dropout(torch.max(x, dim=1)[0]))
+        slot_pred = self.slot_fc(self.slot_dropout(x))
+
+        return intent_pred, slot_pred.permute(0, 2, 1)
+
+    def prune(self, count, norm=2):
+        if not (sum(self.filter_sizes) - count > 0): # ensure we will have > 0 filters over
+            exit(0)
+        
+        rankings = [] # list of (conv #, filter #, norm)
+        for i, conv in enumerate(self.convs):
+            for k, filter in enumerate(conv.weight):
+                rankings.append((i, k, torch.norm(filter.view(-1), p=norm, dim=0).item()))
+        rankings.sort(key = lambda x: x[2])
+
+        for ranking in rankings[:count]:
+            conv_num, filter_num, _ = ranking
+
+            # remove filter
+            new_weight = torch.cat((self.convs[conv_num].weight[:filter_num],
+                                    self.convs[conv_num].weight[filter_num + 1:]))
+            new_bias = torch.cat((self.convs[conv_num].bias[:filter_num],
+                                  self.convs[conv_num].bias[filter_num + 1:]))
+
+            self.convs[conv_num] = nn.Conv1d(self.filter_sizes[conv_num - 1] if conv_num > 0 else self.embedding_dim,
+                                             self.filter_sizes[conv_num] - 1,
+                                             self.kernel_size)
+            self.convs[conv_num].weight = nn.Parameter(new_weight)
+            self.convs[conv_num].bias = nn.Parameter(new_bias)
+
+            # update channel in succeeding layer
+            if conv_num == len(self.filter_sizes) - 1: # prune linear
+                new_intent_weight = torch.cat((self.intent_fc.weight[:,:filter_num], self.intent_fc.weight[:,filter_num + 1:]), dim=1)
+                new_intent_bias = self.intent_fc.bias
+
+                self.intent_fc = nn.Linear(self.intent_fc.in_features - 1, self.intent_fc.out_features)
+                self.intent_fc.weight = nn.Parameter(new_intent_weight)
+                self.intent_fc.bias = nn.Parameter(new_intent_bias)
+
+                new_slot_weight = torch.cat((self.slot_fc.weight[:,:filter_num], self.slot_fc.weight[:,filter_num + 1:]), dim=1)
+                new_slot_bias = self.slot_fc.bias
+
+                self.slot_fc = nn.Linear(self.slot_fc.in_features - 1, self.slot_fc.out_features)
+                self.slot_fc.weight = nn.Parameter(new_slot_weight)
+                self.slot_fc.bias = nn.Parameter(new_slot_bias)
+            else: # prune conv
+                new_weight = torch.cat((self.convs[conv_num + 1].weight[:,:filter_num], self.convs[conv_num + 1].weight[:,filter_num + 1:]), dim=1)
+                new_bias = self.convs[conv_num + 1].bias
+
+                self.convs[conv_num + 1] = nn.Conv1d(self.filter_sizes[conv_num] - 1,
+                                                     self.filter_sizes[conv_num + 1],
+                                                     self.kernel_size)
+
+                self.convs[conv_num + 1].weight = nn.Parameter(new_weight)
+                self.convs[conv_num + 1].bias = nn.Parameter(new_bias)
+
+            self.filter_sizes = tuple([filter_size - 1 if i == conv_num else filter_size for i, filter_size in enumerate(self.filter_sizes)])

prune.py

@@ -0,0 +1,152 @@
+import time
+import copy
+import argparse
+
+import torch
+import torch.nn as nn
+
+import models
+import dataset
+import util
+
+
+if __name__ == "__main__":
+    parser = argparse.ArgumentParser()
+    parser.add_argument('--name', required=True)
+    parser.add_argument('--zeroshot', action='store_true')
+
+    parser.add_argument('--epochs', default=50)
+    parser.add_argument('--seed', type=int, default=None)
+    parser.add_argument('--patience', type=int, default=5)
+    parser.add_argument('--dropout', type=float, default=0.5)
+    parser.add_argument('--alpha', type=float, default=0.2)
+    parser.add_argument('--l', type=int, default=2)
+    parser.add_argument('--filename')
+    args = parser.parse_args()
+
+    if 'atis' in args.name:
+        args.dataset = 'atis'
+    elif 'snips' in args.name:
+        args.dataset = 'snips'
+
+    if 'intent' in args.name:
+        args.model = 'intent'
+    elif 'slot' in args.name:
+        args.model = 'slot'
+    elif 'joint' in args.name:
+        args.model = 'joint'
+
+    print(f"seed {util.rep(args.seed)}")
+
+    cuda = torch.cuda.is_available()
+    train, valid, test, num_words, num_intent, num_slot, wordvecs = dataset.load(args.dataset, batch_size=8, seq_len=50)
+
+    model = util.load_model(args.model, num_words, num_intent, num_slot, args.dropout, wordvecs)
+
+    model.load_state_dict(torch.load(args.name))
+    criterion = torch.nn.CrossEntropyLoss(ignore_index=-1)
+
+    if cuda:
+        model = model.cuda()
+
+    if len(args.name.split('/')) > 1:
+        nameprefix = args.name.split('/')[-1]
+    else:
+        nameprefix = args.name
+        
+
+    filename = args.filename if args.filename else f"results/{nameprefix}_{'zeroshot' if args.zeroshot else 'retrain'}_l{args.l}_alpha{args.alpha}.csv"
+    if args.model == 'intent':
+        open(filename, 'w').close() # clear the file
+        f = open(filename, "a")
+        while sum(model.filter_sizes) > 0:
+            _, test_acc = util.valid_intent(model, test, criterion, cuda)
+            print(f"{sum(model.filter_sizes)}, {test_acc:.5f}", file=f, flush=True)
+            
+            if sum(model.filter_sizes) > 10:
+                model.prune(5, args.l)
+            else:
+                model.prune(1, args.l)
+
+            if not args.zeroshot:
+                optimizer = torch.optim.Adam(model.parameters())
+                best_epoch = 0
+                best_valid_loss, _ = util.valid_intent(model, valid, criterion, cuda)
+                best_model = copy.deepcopy(model)
+                epoch = 1
+
+                while epoch <= best_epoch + args.patience:
+                    train_loss, train_acc = util.train_intent(model, train, criterion, optimizer, cuda)
+                    valid_loss, valid_acc = util.valid_intent(model, valid, criterion, cuda)
+
+                    if valid_loss < best_valid_loss:
+                        best_valid_loss = valid_loss
+                        best_epoch = epoch
+                        best_model = copy.deepcopy(model)
+
+                    epoch += 1
+
+                model = best_model
+    elif args.model == 'slot':
+        open(filename, 'w').close() # clear the file
+        f = open(filename, "a")
+        while sum(model.filter_sizes) > 0:
+            _, test_f1 = util.valid_slot(model, test, criterion, cuda)
+            print(f"{sum(model.filter_sizes)}, {test_f1:.5f}", file=f, flush=True)
+            
+            if sum(model.filter_sizes) > 10:
+                model.prune(5, args.l)
+            else:
+                model.prune(1, args.l)
+
+            if not args.zeroshot:
+                optimizer = torch.optim.Adam(model.parameters())
+                best_epoch = 0
+                best_valid_loss, _ = util.valid_slot(model, valid, criterion, cuda)
+                best_model = copy.deepcopy(model)
+                epoch = 1
+
+                while epoch <= best_epoch + args.patience:
+                    train_loss, train_f1 = util.train_slot(model, train, criterion, optimizer, cuda)
+                    valid_loss, valid_f1 = util.valid_slot(model, valid, criterion, cuda)
+
+                    if valid_loss < best_valid_loss:
+                        best_valid_loss = valid_loss
+                        best_epoch = epoch
+                        best_model = copy.deepcopy(model)
+
+                    epoch += 1
+
+                model = best_model
+    elif args.model == 'joint':
+        open(filename, 'w').close() # clear the file
+        f = open(filename, "a")
+        while sum(model.filter_sizes) > 0:
+            _, (_, test_acc), (_, test_f1) = util.valid_joint(model, test, criterion, cuda, args.alpha)
+            print(f"{sum(model.filter_sizes)}, {test_acc:.5f}, {test_f1:.5f}", file=f, flush=True)
+            
+            if sum(model.filter_sizes) > 10:
+                model.prune(5, args.l)
+            else:
+                model.prune(1, args.l)
+
+            if not args.zeroshot:
+                optimizer = torch.optim.Adam(model.parameters())
+                best_epoch = 0
+                best_valid_loss, (_, _), (_, _) = util.valid_joint(model, valid, criterion, cuda, args.alpha)
+                best_model = copy.deepcopy(model)
+                epoch = 1
+
+                while epoch <= best_epoch + args.patience:
+                    train_loss, (_, _), (_, _) = util.train_joint(model, train, criterion, optimizer, cuda, args.alpha)
+                    valid_loss, (_, _), (_, _) = util.valid_joint(model, valid, criterion, cuda, args.alpha)
+
+                    if valid_loss < best_valid_loss:
+                        best_valid_loss = valid_loss
+                        best_epoch = epoch
+                        best_model = copy.deepcopy(model)
+
+                    epoch += 1
+
+                model = best_model
+                

requirements.txt

@@ -0,0 +1,4 @@
+torch
+seqeval
+scikit-learn
+transformers

test.py

@@ -0,0 +1,59 @@
+import time
+import copy
+import argparse
+
+import torch
+import torch.nn as nn
+
+import models
+import dataset
+import util
+
+
+if __name__ == "__main__":
+    parser = argparse.ArgumentParser()
+    parser.add_argument('--name', required=True)
+    args = parser.parse_args()
+    
+    if 'atis' in args.name:
+        args.dataset = 'atis'
+    elif 'snips' in args.name:
+        args.dataset = 'snips'
+
+    if 'intent' in args.name:
+        args.model = 'intent'
+    elif 'slot' in args.name:
+        args.model = 'slot'
+    elif 'joint' in args.name:
+        args.model = 'joint'
+    
+    args.dropout = 0
+
+    cuda = torch.cuda.is_available()
+    train, valid, test, num_words, num_intent, num_slot, wordvecs = dataset.load(args.dataset, batch_size=8, seq_len=50)
+    model = util.load_model(args.model, num_words, num_intent, num_slot, args.dropout, wordvecs)
+    model.eval()
+    
+    model.load_state_dict(torch.load(args.name))
+    criterion = torch.nn.CrossEntropyLoss(ignore_index=-1)
+
+    if cuda:
+        model = model.cuda()
+
+    best_valid_loss = float('inf')
+    last_epoch_to_improve = 0
+    best_model = model
+
+    count = sum(p.numel() for p in model.parameters() if p.requires_grad)
+    print(count)
+
+    if args.model == 'intent':
+        _, test_acc = util.valid_intent(model, test, criterion, cuda)
+        print(f"Test Acc: {test_acc:.5f}")
+    elif args.model == 'slot':
+        _, test_f1 = util.valid_slot(model, test, criterion, cuda)
+        print(f"Test F1: {test_f1:.5f}")
+    elif args.model == 'joint':
+        _, (_, intent_test_acc), (_, slot_test_f1) = util.valid_joint(model, test, criterion, cuda, 0)
+        print(f"Test Intent Acc: {intent_test_acc:.5f}, Slot F1: {slot_test_f1:.5f}")
+        

timer.py

@@ -0,0 +1,55 @@
+import time
+import argparse
+
+import torch
+import sklearn
+import numpy as np
+
+import dataset
+import util
+
+
+if __name__ == "__main__":
+    parser = argparse.ArgumentParser()
+    parser.add_argument('--model', choices=['intent', 'slot', 'joint'])
+    parser.add_argument('--dataset', choices=['atis', 'snips'])
+    parser.add_argument('--filters', type=int)
+    parser.add_argument('--runs', type=int, default=15)
+    parser.add_argument('--gpu', action="store_true") # pass for CUDA, otherwise will run on CPU
+    
+    args = parser.parse_args()
+    args.dropout = 0
+    
+    train, valid, test, num_words, num_intent, num_slot, wordvecs = dataset.load(args.dataset, batch_size=8, seq_len=50)
+
+    # change the model below
+    
+    
+    
+
+    for sparsity in [0, 20, 40, 60, 80, 90, 95, 99]:
+        filters = 300 - 300 * (sparsity / 100)
+        model = util.load_model(args.model, num_words, num_intent, num_slot, args.dropout, wordvecs, 100, int(filters))
+        if args.gpu:
+            model = model.cuda()
+        print(f"sparsity {sparsity}, params {sum(p.numel() for p in model.parameters() if p.requires_grad)}")
+    times = []
+    criterion = torch.nn.CrossEntropyLoss(ignore_index=-1)
+    
+    for i in range(args.runs):
+        start_time = time.time()
+        if args.model == 'intent':
+            util.valid_intent(model, test, criterion, args.gpu)
+        elif args.model == 'slot':
+            util.valid_slot(model, test, criterion, args.gpu)
+        elif args.model == 'joint':
+            util.valid_joint(model, test, criterion, args.gpu, 0.2)
+        end_time = time.time()
+
+        elapsed_time = end_time - start_time
+
+        times.append(elapsed_time)
+
+    print(f"mean: {sum(times) / float(len(times)):.5f} sec, std deviation: {np.std(times):.5f}")
+
+

train.py

@@ -0,0 +1,116 @@
+import time
+import copy
+import argparse
+
+import torch
+
+import dataset
+import util
+
+
+if __name__ == "__main__":
+    parser = argparse.ArgumentParser()
+    parser.add_argument('--dataset', choices=['atis', 'snips'])
+    parser.add_argument('--model', choices=['intent', 'slot', 'joint'])
+    parser.add_argument('--name', default=None)
+
+    parser.add_argument('--epochs', default=50)
+    parser.add_argument('--seed', type=int, default=None)
+    parser.add_argument('--patience', type=int, default=5)
+    parser.add_argument('--dropout', type=float, default=0.5)
+    parser.add_argument('--alpha', type=float, default=0.2)
+    args = parser.parse_args()
+
+    print(f"seed {util.rep(args.seed)}")
+
+    cuda = torch.cuda.is_available()
+    train, valid, test, num_words, num_intent, num_slot, wordvecs = dataset.load(args.dataset, batch_size=8, seq_len=50)
+
+    model = util.load_model(args.model, num_words, num_intent, num_slot, args.dropout, wordvecs)
+
+    criterion = torch.nn.CrossEntropyLoss(ignore_index=-1)
+    optimizer = torch.optim.Adam(model.parameters())
+
+    if cuda:
+        model = model.cuda()
+
+    best_valid_loss = float('inf')
+    last_epoch_to_improve = 0
+    best_model = model
+    model_filename = f"models/{args.dataset}_{args.model}" if not args.name else args.name
+
+    if args.model == 'intent':
+        for epoch in range(0, args.epochs):
+            start_time = time.time()
+            train_loss, train_acc = util.train_intent(model, train, criterion, optimizer, cuda)
+            valid_loss, valid_acc = util.valid_intent(model, valid, criterion, cuda)
+            end_time = time.time()
+
+            elapsed_time = end_time - start_time
+
+            print(f"Epoch {epoch + 1:03} took {elapsed_time:.3f} seconds")
+            print(f"\tTrain Loss: {train_loss:.5f}, Acc: {train_acc:.5f}")
+            print(f"\tValid Loss: {valid_loss:.5f}, Acc: {valid_acc:.5f}")
+
+            if valid_loss < best_valid_loss:
+                last_epoch_to_improve = epoch
+                best_valid_loss = valid_loss
+                best_model = copy.deepcopy(model)
+                torch.save(model.state_dict(), model_filename)
+                print("\tNew best valid loss!")
+
+            if last_epoch_to_improve + args.patience < epoch:
+                break
+
+        _, test_acc = util.valid_intent(best_model, test, criterion, cuda)
+        print(f"Test Acc: {test_acc:.5f}")
+    elif args.model == 'slot':
+        for epoch in range(0, args.epochs):
+            start_time = time.time()
+            train_loss, train_f1 = util.train_slot(model, train, criterion, optimizer, cuda)
+            valid_loss, valid_f1 = util.valid_slot(model, valid, criterion, cuda)
+            end_time = time.time()
+
+            elapsed_time = end_time - start_time
+
+            print(f"Epoch {epoch + 1:03} took {elapsed_time:.3f} seconds")
+            print(f"\tTrain Loss: {train_loss:.5f}, F1: {train_f1:.5f}")
+            print(f"\tValid Loss: {valid_loss:.5f}, F1: {valid_f1:.5f}")
+
+            if valid_loss < best_valid_loss:
+                last_epoch_to_improve = epoch
+                best_valid_loss = valid_loss
+                best_model = copy.deepcopy(model)
+                torch.save(model.state_dict(), model_filename)
+                print("\tNew best valid loss!")
+
+            if last_epoch_to_improve + args.patience < epoch:
+                break
+
+        _, test_f1 = util.valid_slot(best_model, test, criterion, cuda)
+        print(f"Test F1: {test_f1:.5f}")
+    elif args.model == 'joint':
+        for epoch in range(0, args.epochs):
+            start_time = time.time()
+            train_loss, (intent_train_loss, intent_train_acc), (slot_train_loss, slot_train_f1) = util.train_joint(model, train, criterion, optimizer, cuda, args.alpha)
+            valid_loss, (intent_valid_loss, intent_valid_acc), (slot_valid_loss, slot_valid_f1) = util.valid_joint(model, valid, criterion, cuda, args.alpha)
+            end_time = time.time()
+
+            elapsed_time = end_time - start_time
+            
+            print(f"Epoch {epoch + 1:03} took {elapsed_time:.3f} seconds")
+            print(f"\tTrain Loss: {train_loss:.5f}, (Intent Loss: {intent_train_loss:.5f}, Acc: {intent_train_acc:.5f}), (Slot Loss: {slot_train_loss:.5f}, F1: {slot_train_f1:.5f})")
+            print(f"\tValid Loss: {valid_loss:.5f}, (Intent Loss: {intent_valid_loss:.5f}, Acc: {intent_valid_acc:.5f}), (Slot Loss: {slot_valid_loss:.5f}, F1: {slot_valid_f1:.5f})")
+
+            if valid_loss < best_valid_loss:
+                last_epoch_to_improve = epoch
+                best_valid_loss = valid_loss
+                best_model = copy.deepcopy(model)
+                torch.save(model.state_dict(), model_filename)
+                print("\tNew best valid loss!")
+
+            if last_epoch_to_improve + args.patience < epoch:
+                break
+        _, (_, intent_test_acc), (_, slot_test_f1) = util.valid_joint(best_model, test, criterion, cuda, args.alpha)
+        print(f"Test Intent Acc: {intent_test_acc:.5f}, Slot F1: {slot_test_f1:.5f}")
+        

util.py

@@ -0,0 +1,356 @@
+import random
+
+import torch
+import torch.nn as nn
+import torch.nn.functional as F
+import numpy as np
+from sklearn.metrics import accuracy_score
+from seqeval.metrics import f1_score
+
+import models
+
+kernel_size = 5
+
+def load_model(model_name, num_words, num_intent, num_slot, dropout, wordvecs=None, embedding_dim=100, filter_count=300):
+    if model_name == 'intent':
+        model = models.CNNIntent(num_words, embedding_dim, num_intent, (filter_count,), kernel_size, dropout, wordvecs)
+    elif model_name == 'slot':
+        model = models.CNNSlot(num_words, embedding_dim, num_slot, (filter_count,), kernel_size, dropout, wordvecs)
+    elif model_name == 'joint':
+        model = models.CNNJoint(num_words, embedding_dim, num_intent, num_slot, (filter_count,), kernel_size, dropout, wordvecs)
+    return model
+
+def rep(seed=None):
+    if not seed:
+        seed = random.randint(0, 10000)
+
+    torch.manual_seed(seed)
+    np.random.seed(seed)
+        
+    # CUDA
+    torch.backends.cudnn.deterministic = True
+    torch.backends.cudnn.benchmark = False
+    return seed
+
+def train_intent(model, iter, criterion, optimizer, cuda):
+    model.train()
+    epoch_loss = 0
+    true_intents = []
+    pred_intents = []
+
+    for i, batch in enumerate(iter):
+        optimizer.zero_grad()
+        query = batch[0]
+        true_intent = batch[1]
+
+        if cuda:
+            query = query.cuda()
+            true_intent = true_intent.cuda()
+        
+        pred_intent = model(query)
+
+        true_intents += true_intent.tolist()
+        pred_intents += pred_intent.max(1)[1].tolist()
+
+        loss = criterion(pred_intent, true_intent)
+        loss.backward()
+        optimizer.step()
+        
+        epoch_loss += loss.item()
+
+    return epoch_loss / len(iter), accuracy_score(true_intents, pred_intents)
+
+
+def distill_intent(teacher, student, temperature, iter, criterion, optimizer, cuda):
+    teacher.eval()
+    student.train()
+
+    true_intents = []
+    pred_intents = []
+    
+    epoch_loss = 0
+    for i, batch in enumerate(iter):
+        optimizer.zero_grad()
+        query = batch[0]
+        true_intent = batch[1]
+
+        if cuda:
+            query = query.cuda()
+            true_intent = true_intent.cuda()
+
+        with torch.no_grad():
+            teacher_pred_intent = teacher(query)
+
+        student_pred_intent = student(query)
+
+        true_intents += true_intent.tolist()
+        pred_intents += student_pred_intent.max(1)[1].tolist()
+
+        loss = criterion(F.log_softmax(student_pred_intent / temperature, dim=-1), F.softmax(teacher_pred_intent / temperature, dim=-1))
+        loss.backward()
+        optimizer.step()
+
+        epoch_loss += loss.item()
+
+    return epoch_loss / len(iter), accuracy_score(true_intents, pred_intents)
+
+def valid_intent(model, iter, criterion, cuda):
+    model.eval()
+    epoch_loss = 0
+    true_intents = []
+    pred_intents = []
+
+    for i, batch in enumerate(iter):
+        query = batch[0]
+        true_intent = batch[1]
+
+        if cuda:
+            query = query.cuda()
+            true_intent = true_intent.cuda()
+        
+        pred_intent = model(query)
+
+        true_intents += true_intent.tolist()
+        pred_intents += pred_intent.max(1)[1].tolist()
+
+        loss = criterion(pred_intent, true_intent)
+        epoch_loss += loss.item()
+    
+    return epoch_loss / len(iter), accuracy_score(true_intents, pred_intents)
+        
+
+def train_slot(model, iter, criterion, optimizer, cuda):
+    model.train()
+    epoch_loss = 0
+    true_history = []
+    pred_history = []
+
+    for i, batch in enumerate(iter):
+        optimizer.zero_grad()
+        query = batch[0]
+        true_slots = batch[2]
+        true_length = batch[3]
+
+        if cuda:
+            query = query.cuda()
+            true_slots = true_slots.cuda()
+        
+        pred_slots = model(query).permute(0, 2, 1) # batch * slots * seq len
+
+        true_history += [str(item) for batch_num, sublist in enumerate(true_slots.tolist()) for item in sublist[1:true_length[batch_num].item() + 1]]
+        pred_history += [str(item) for batch_num, sublist in enumerate(pred_slots.max(1)[1].tolist()) for item in sublist[1:true_length[batch_num].item() + 1]]
+
+        loss = criterion(pred_slots, true_slots)
+        loss.backward()
+        optimizer.step()
+        
+        epoch_loss += loss.item()
+
+    return epoch_loss / len(iter), f1_score(true_history, pred_history)
+
+def distill_slot(teacher, student, temperature, iter, criterion, optimizer, cuda):
+    teacher.eval()
+    student.train()
+
+    true_history = []
+    pred_history = []
+
+    epoch_loss = 0
+    for i, batch in enumerate(iter):
+        optimizer.zero_grad()
+        query = batch[0]
+        true_slots = batch[2]
+        true_length = batch[3]
+
+        if cuda:
+            query = query.cuda()
+            true_slots = true_slots.cuda()
+            true_length = true_length.cuda()
+
+        with torch.no_grad():
+            teacher_pred_slot = teacher(query).permute(0, 2, 1) # batch * slot * seq len
+
+        student_pred_slot = student(query).permute(0, 2, 1)
+
+        true_history += [str(item) for batch_num, sublist in enumerate(true_slots.tolist()) for item in sublist[1:true_length[batch_num].item() + 1]]
+        pred_history += [str(item) for batch_num, sublist in enumerate(student_pred_slot.max(1)[1].tolist()) for item in sublist[1:true_length[batch_num].item() + 1]]
+        
+        loss = criterion(F.log_softmax(student_pred_slot / temperature, dim=1), F.softmax(teacher_pred_slot / temperature, dim=1))
+        loss.backward()
+        optimizer.step()
+
+        epoch_loss += loss.item()
+
+    return epoch_loss / len(iter), f1_score(true_history, pred_history)
+
+def valid_slot(model, iter, criterion, cuda):
+    model.eval()
+    epoch_loss = 0
+    true_history = []
+    pred_history = []
+
+    for i, batch in enumerate(iter):
+        query = batch[0]
+        true_slots = batch[2]
+        true_length = batch[3]
+
+        if cuda:
+            query = query.cuda()
+            true_slots = true_slots.cuda()
+        
+        pred_slots = model(query).permute(0, 2, 1) # batch * slots * seq len
+        
+        true_history += [str(item) for batch_num, sublist in enumerate(true_slots.tolist()) for item in sublist[1:true_length[batch_num].item() + 1]]
+        pred_history += [str(item) for batch_num, sublist in enumerate(pred_slots.max(1)[1].tolist()) for item in sublist[1:true_length[batch_num].item() + 1]]
+
+        loss = criterion(pred_slots, true_slots)
+        
+        epoch_loss += loss.item()
+    
+    return epoch_loss / len(iter), f1_score(true_history, pred_history)
+
+
+def train_joint(model, iter, criterion, optimizer, cuda, alpha):
+    model.train()
+    epoch_loss = 0
+
+    epoch_intent_loss = 0
+    true_intents = []
+    pred_intents = []
+
+    epoch_slot_loss = 0
+    true_history = []
+    pred_history = []
+
+    for i, batch in enumerate(iter):
+        optimizer.zero_grad()
+        query = batch[0]
+        true_intent = batch[1]
+        true_slots = batch[2]
+        true_length = batch[3]
+
+        if cuda:
+            query = query.cuda()
+            true_intent = true_intent.cuda()
+            true_slots = true_slots.cuda()
+            true_length = true_length.cuda()
+
+        pred_intent, pred_slots = model(query)
+        
+        true_intents += true_intent.tolist()
+        pred_intents += pred_intent.max(1)[1].tolist()
+        intent_loss = criterion(pred_intent, true_intent)
+        epoch_intent_loss += intent_loss
+
+        #pred_slots.permute(0, 2, 1)
+        true_history += [str(item) for batch_num, sublist in enumerate(true_slots.tolist()) for item in sublist[1:true_length[batch_num].item() + 1]]
+        pred_history += [str(item) for batch_num, sublist in enumerate(pred_slots.max(1)[1].tolist()) for item in sublist[1:true_length[batch_num].item() + 1]]
+        slot_loss = criterion(pred_slots, true_slots)
+        epoch_slot_loss += slot_loss
+
+        loss = alpha * intent_loss + (1 - alpha) * slot_loss
+        loss.backward()
+        optimizer.step()
+
+        epoch_loss += loss.item()
+        
+    return (epoch_loss / len(iter),
+            (epoch_intent_loss / len(iter), accuracy_score(true_intents, pred_intents)),
+            (epoch_slot_loss / len(iter), f1_score(true_history, pred_history)))
+
+def distill_joint(teacher, student, temperature, iter, criterion, optimizer, cuda, alpha):
+    teacher.eval()
+    student.train()
+
+    epoch_loss = 0
+
+    epoch_intent_loss = 0
+    true_intents = []
+    pred_intents = []
+
+    epoch_slot_loss = 0
+    true_history = []
+    pred_history = []
+
+    for i, batch in enumerate(iter):
+        optimizer.zero_grad()
+        query = batch[0]
+        true_intent = batch[1]
+        true_slots = batch[2]
+        true_length = batch[3]
+
+        if cuda:
+            query = query.cuda()
+            true_intent = true_intent.cuda()
+            true_slots = true_slots.cuda()
+            true_length = true_length.cuda()
+
+        with torch.no_grad():
+            teacher_pred_intent, teacher_pred_slot = teacher(query)
+
+        student_pred_intent, student_pred_slot = student(query)
+
+        true_intents += true_intent.tolist()
+        pred_intents += student_pred_intent.max(1)[1].tolist()
+        intent_loss = criterion(F.log_softmax(student_pred_intent / temperature, dim=-1), F.softmax(teacher_pred_intent / temperature, dim=-1))
+        epoch_intent_loss += intent_loss
+
+        true_history += [str(item) for batch_num, sublist in enumerate(true_slots.tolist()) for item in sublist[1:true_length[batch_num].item() + 1]]
+        pred_history += [str(item) for batch_num, sublist in enumerate(student_pred_slot.max(1)[1].tolist()) for item in sublist[1:true_length[batch_num].item() + 1]]
+        slot_loss = criterion(F.log_softmax(student_pred_slot / temperature, dim=1), F.softmax(teacher_pred_slot / temperature, dim=1))
+        epoch_slot_loss += slot_loss
+        
+        loss = alpha * intent_loss + (1 - alpha) * slot_loss
+        loss.backward()
+        optimizer.step()
+        epoch_loss += loss.item()
+        
+    return (epoch_loss / len(iter),
+            (epoch_intent_loss / len(iter), accuracy_score(true_intents, pred_intents)),
+            (epoch_slot_loss / len(iter), f1_score(true_history, pred_history)))
+
+def valid_joint(model, iter, criterion, cuda, alpha):
+    model.eval()
+    epoch_loss = 0
+
+    epoch_intent_loss = 0
+    true_intents = []
+    pred_intents = []
+
+    epoch_slot_loss = 0
+    true_history = []
+    pred_history = []
+
+    for i, batch in enumerate(iter):
+        query = batch[0]
+        true_intent = batch[1]
+        true_slots = batch[2]
+        true_length = batch[3]
+
+        if cuda:
+            query = query.cuda()
+            true_intent = true_intent.cuda()
+            true_slots = true_slots.cuda()
+            true_length = true_length.cuda()
+
+        pred_intent, pred_slots = model(query)
+        
+        true_intents += true_intent.tolist()
+        pred_intents += pred_intent.max(1)[1].tolist()
+        intent_loss = criterion(pred_intent, true_intent)
+        epoch_intent_loss += intent_loss
+
+        #pred_slots.permute(0, 2, 1)
+        true_history += [str(item) for batch_num, sublist in enumerate(true_slots.tolist()) for item in sublist[1:true_length[batch_num].item() + 1]]
+        pred_history += [str(item) for batch_num, sublist in enumerate(pred_slots.max(1)[1].tolist()) for item in sublist[1:true_length[batch_num].item() + 1]]
+        slot_loss = criterion(pred_slots, true_slots)
+        epoch_slot_loss += slot_loss
+
+        loss = alpha * intent_loss + (1 - alpha) * slot_loss
+        epoch_loss += loss.item()
+
+    return (epoch_loss / len(iter),
+            (epoch_intent_loss / len(iter), accuracy_score(true_intents, pred_intents)),
+            (epoch_slot_loss / len(iter), f1_score(true_history, pred_history)))
+
+