def setup(self):
self.cont = IntentContainer('temp')
from padatious.intent_container import IntentContainer
import pickle
container = IntentContainer('intent_cache')
themes = list([
'Recognition', 'Relationship with Seniors', 'Job Satisfaction',
'Communication', 'Leadership', 'Training and Process Orientation',
'Colleague Relations', 'Personal Growth', 'Vision Alignment',
'Resources and Benefits', 'Company Feedback', 'Others'
])
for item in themes:
file = open("/Users/jessicasethi/Documents/intents/" + str(item) + ".txt",
"r")
container.load_file(
item, "/Users/jessicasethi/Documents/intents/" + str(item) + ".txt")
file.close()
container.train()
with open("/Users/jessicasethi/Documents/testing", "rb") as f:
tests = pickle.load(f)
'''
total = len(tests)
count = 0
for item in tests:
data = container.calc_intent(item[0])
if(data.name == item[1]):
count += 1
class TestAll:
def setup(self):
self.cont = IntentContainer('temp')
def test_simple(self):
self.cont.add_intent('hello',
['hello', 'hi', 'how are you', 'whats up'])
self.cont.add_intent(
'goodbye', ['see you', 'later', 'bye', 'goodbye', 'another time'])
self.cont.train(False)
data = self.cont.calc_intent('whats up')
assert data.name == 'hello'
assert data.conf > 0.5
def test_single_extraction(self):
self.cont.add_intent('drive', [
'drive to {place}', 'driver over to {place}', 'navigate to {place}'
])
self.cont.add_intent('swim',
['swim to {island}', 'swim across {ocean}'])
self.cont.train(False)
data = self.cont.calc_intent('navigate to los angelos')
assert data.name == 'drive'
assert data.conf > 0.5
assert data.matches == {'place': 'los angelos'}
data = self.cont.calc_intent('swim to tahiti')
assert data.name == 'swim'
assert data.conf > 0.5
assert data.matches == {'island': 'tahiti'}
def test_single_extraction_front_back(self):
self.cont.add_intent('start.timer', [
'Timer {duration}',
'{duration} timer',
])
self.cont.train(False)
data = self.cont.calc_intent('10 minute timer')
assert data.name == 'start.timer'
assert data.conf > 0.5
assert data.matches == {'duration': '10 minute'}
def test_multi_extraction_easy(self):
self.cont.add_intent('search', [
'(search for|find) {query}',
'(search for|find) {query} (using|on) {engine}',
'(using|on) {engine}, (search for|find) {query}'
])
self.cont.add_intent('order', [
'order some {food} from {store}',
'place an order for {food} on {store}'
])
self.cont.train(False)
data = self.cont.calc_intent('search for funny dog videos')
assert data.name == 'search'
assert data.matches == {'query': 'funny dog videos'}
assert data.conf > 0.5
data = self.cont.calc_intent('search for bananas using foodio')
assert data.name == 'search'
assert data.matches == {'query': 'bananas', 'engine': 'foodio'}
assert data.conf > 0.5
data = self.cont.calc_intent(
'search for big furry cats using the best search engine')
assert data.name == 'search'
assert data.matches == {
'query': 'big furry cats',
'engine': 'the best search engine'
}
assert data.conf > 0.5
data = self.cont.calc_intent(
'place an order for a loaf of bread on foodbuywebsite')
assert data.name == 'order'
assert data.matches == {
'food': 'a loaf of bread',
'store': 'foodbuywebsite'
}
assert data.conf > 0.5
def test_extraction_dependence(self):
self.cont.add_intent('search', ['wiki {query}'])
self.cont.train(False)
data = self.cont.calc_intent('wiki')
assert data.conf < 0.5
def test_entity_recognition(self):
self.cont.add_intent('weather', ['weather for {place} {time}'], True)
self.cont.add_intent('time', [
'what time is it', 'whats the time right now',
'what time is it at the moment', 'currently, what time is it'
], True)
self.cont.add_entity(
'place', ['los angeles', 'california', 'new york', 'chicago'])
self.cont.add_entity('time', [
'right now',
'currently',
'at the moment',
])
self.cont.train(False)
data = self.cont.calc_intent('weather for los angeles right now')
assert data.name == 'weather'
assert data.matches == {'place': 'los angeles', 'time': 'right now'}
assert data.conf > 0.5
def teardown(self):
if isdir('temp'):
rmtree('temp')
from onyx.config import Config from padatious.intent_container import IntentContainer brain = IntentContainer(Config().ONYX_PATH + '/db/intent_cache')
class TestIntentContainer:
test_lines = ['this is a test', 'another test']
other_lines = ['something else', 'this is a different thing']
def setup(self):
self.cont = IntentContainer('temp')
def test_add_intent(self):
self.cont.add_intent('test', self.test_lines)
self.cont.add_intent('other', self.other_lines)
def test_load_intent(self):
if not isdir('temp'):
mkdir('temp')
fn1 = join('temp', 'test.txt')
with open(fn1, 'w') as f:
f.writelines(self.test_lines)
fn2 = join('temp', 'other.txt')
with open(fn2, 'w') as f:
f.writelines(self.other_lines)
self.cont.load_intent('test', fn1)
self.cont.load_intent('other', fn1)
assert len(self.cont.intents.train_data.sent_lists) == 2
def test_train(self):
def test(a, b):
self.setup()
self.test_add_intent()
self.cont.train(a, b)
test(False, False)
test(True, True)
def test_instantiate_from_disk(self):
# train and cache (i.e. persist)
self.setup()
self.test_add_intent()
self.cont.train()
# instantiate from disk (load cached files)
self.setup()
self.cont.instantiate_from_disk()
assert len(self.cont.intents.train_data.sent_lists) == 0
assert len(self.cont.intents.objects_to_train) == 0
assert len(self.cont.intents.objects) == 2
def _create_large_intent(self, depth):
if depth == 0:
return '(a|b|)'
return '{0} {0}'.format(self._create_large_intent(depth - 1))
@pytest.mark.skipif(not os.environ.get('RUN_LONG'),
reason="Takes a long time")
def test_train_timeout(self):
self.cont.add_intent('a', [
' '.join(
random.choice('abcdefghijklmnopqrstuvwxyz') for _ in range(5))
for __ in range(300)
])
self.cont.add_intent('b', [
' '.join(
random.choice('abcdefghijklmnopqrstuvwxyz') for _ in range(5))
for __ in range(300)
])
a = monotonic()
self.cont.train(True, timeout=1)
b = monotonic()
assert b - a <= 2
a = monotonic()
self.cont.train(True, timeout=1)
b = monotonic()
assert b - a <= 0.1
def test_train_timeout_subprocess(self):
self.cont.add_intent('a', [
' '.join(
random.choice('abcdefghijklmnopqrstuvwxyz') for _ in range(5))
for __ in range(300)
])
self.cont.add_intent('b', [
' '.join(
random.choice('abcdefghijklmnopqrstuvwxyz') for _ in range(5))
for __ in range(300)
])
a = monotonic()
assert not self.cont.train_subprocess(timeout=0.1)
b = monotonic()
assert b - a <= 1
def test_train_subprocess(self):
self.cont.add_intent('timer', [
'set a timer for {time} minutes',
])
self.cont.add_entity('time', ['#', '##', '#:##', '##:##'])
assert self.cont.train_subprocess(False, timeout=20)
intent = self.cont.calc_intent('set timer for 3 minutes')
assert intent.name == 'timer'
assert intent.matches == {'time': '3'}
def test_calc_intents(self):
self.test_add_intent()
self.cont.train(False)
intents = self.cont.calc_intents('this is another test')
assert (intents[0].conf >
intents[1].conf) == (intents[0].name == 'test')
assert self.cont.calc_intent('this is another test').name == 'test'
def test_empty(self):
self.cont.train(False)
self.cont.calc_intent('hello')
def _test_entities(self, namespace):
self.cont.add_intent(namespace + 'intent', ['test {ent}'])
self.cont.add_entity(namespace + 'ent', ['one'])
self.cont.train(False)
data = self.cont.calc_intent('test one')
high_conf = data.conf
assert data.conf > 0.5
assert data['ent'] == 'one'
data = self.cont.calc_intent('test two')
assert high_conf > data.conf
assert 'ent' not in data
def test_regular_entities(self):
self._test_entities('')
def test_namespaced_entities(self):
self._test_entities('SkillName:')
def test_remove(self):
self.test_add_intent()
self.cont.train(False)
assert self.cont.calc_intent('This is a test').conf == 1.0
self.cont.remove_intent('test')
assert self.cont.calc_intent('This is a test').conf < 0.5
self.cont.add_intent('thing', ['A {thing}'])
self.cont.add_entity('thing', ['thing'])
self.cont.train(False)
assert self.cont.calc_intent('A dog').conf < 0.5
assert self.cont.calc_intent('A thing').conf == 1.0
self.cont.remove_entity('thing')
assert self.cont.calc_intent('A dog').conf == 1.0
def test_overlap(self):
self.cont.add_intent('song', ['play {song}'])
self.cont.add_intent('news', ['play the news'])
self.cont.train(False)
assert self.cont.calc_intent('play the news').name == 'news'
def test_overlap_backwards(self):
self.cont.add_intent('song', ['play {song}'])
self.cont.add_intent('news', ['play the news'])
self.cont.train(False)
assert self.cont.calc_intent('play the news').name == 'news'
def test_generalize(self):
self.cont.add_intent(
'timer',
['set a timer for {time} minutes', 'make a {time} minute timer'])
self.cont.add_entity('time', ['#', '##', '#:##', '##:##'])
self.cont.train(False)
intent = self.cont.calc_intent('make a timer for 3 minute')
assert intent.name == 'timer'
assert intent.matches == {'time': '3'}
def teardown(self):
if isdir('temp'):
rmtree('temp')
class TestIntentContainer:
test_lines = ['this is a test', 'another test']
other_lines = ['something else', 'this is a different thing']
def setup(self):
self.cont = IntentContainer('temp')
def test_add_intent(self):
self.cont.add_intent('test', self.test_lines)
self.cont.add_intent('other', self.other_lines)
def test_load_intent(self):
if not isdir('temp'):
mkdir('temp')
fn1 = join('temp', 'test.txt')
with open(fn1, 'w') as f:
f.writelines(self.test_lines)
fn2 = join('temp', 'other.txt')
with open(fn2, 'w') as f:
f.writelines(self.other_lines)
self.cont.load_intent('test', fn1)
self.cont.load_intent('other', fn1)
assert len(self.cont.intents.train_data.sent_lists) == 2
def test_train(self):
def test(a, b):
self.setup()
self.test_add_intent()
self.cont.train(a, b)
test(False, False)
test(True, True)
def test_calc_intents(self):
self.test_add_intent()
self.cont.train(False)
intents = self.cont.calc_intents('this is another test')
assert (intents[0].conf >
intents[1].conf) == (intents[0].name == 'test')
assert self.cont.calc_intent('this is another test').name == 'test'
def test_empty(self):
self.cont.train(False)
self.cont.calc_intent('hello')
def _test_entities(self, namespace):
self.cont.add_intent(namespace + 'intent', ['test {ent}'])
self.cont.add_entity(namespace + 'ent', ['one'])
self.cont.train(False)
data = self.cont.calc_intent('test one')
high_conf = data.conf
assert data.conf > 0.5
assert data['ent'] == 'one'
data = self.cont.calc_intent('test two')
assert high_conf > data.conf
assert 'ent' not in data
def test_regular_entities(self):
self._test_entities('')
def test_namespaced_entities(self):
self._test_entities('SkillName:')
def teardown(self):
if isdir('temp'):
rmtree('temp')
from padatious.intent_container import IntentContainer
import pickle
from padatious import IntentContainer
themes = list(['Food', 'Deals_discounts', 'Ambience', 'Value_for_money',
'Service', 'Hygiene', 'cleanliness&comfort',
'Recognition','Relationship with Seniors',
'Job Satisfaction','Communication','Leadership',
'Training and Process Orientation','Colleague Relations',
'Personal Growth', 'Vision Alignment', 'Resources and Benefits',
'Company Feedback', 'Others','plot', 'characters', 'music',
'acting', 'cinematography', 'location'])
container = IntentContainer('/Users/jessicasethi/Documents/intent_cache')
for item in themes:
container.load_file(item, "/Users/jessicasethi/Documents/combined_intents/" + str(item) + ".txt")
# train only the first time, then only need to load the files because they're already in cache
#container.train()
'''
data = container.calc_intents("The ambience is really nice")
sor = sorted(data, key = lambda x: x.conf, reverse = True)
for lem in sor:
if(lem.conf > 0):
print(lem.conf,"\t", lem.name)
else:
break
'''
class TestIntentContainer:
test_lines = ['this is a test', 'another test']
other_lines = ['something else', 'this is a different thing']
def setup(self):
self.cont = IntentContainer('temp')
def test_add_intent(self):
self.cont.add_intent('test', self.test_lines)
self.cont.add_intent('other', self.other_lines)
def test_load_intent(self):
if not isdir('temp'):
mkdir('temp')
fn1 = join('temp', 'test.txt')
with open(fn1, 'w') as f:
f.writelines(self.test_lines)
fn2 = join('temp', 'other.txt')
with open(fn2, 'w') as f:
f.writelines(self.other_lines)
self.cont.load_intent('test', fn1)
self.cont.load_intent('other', fn1)
assert len(self.cont.intents.train_data.sent_lists) == 2
def test_train(self):
def test(a, b):
self.setup()
self.test_add_intent()
self.cont.train(a, b)
test(False, False)
test(True, True)
def test_calc_intents(self):
self.test_add_intent()
self.cont.train(False)
intents = self.cont.calc_intents('this is another test')
assert (intents[0].conf > intents[1].conf) == (intents[0].name == 'test')
assert self.cont.calc_intent('this is another test').name == 'test'
def test_empty(self):
self.cont.train(False)
self.cont.calc_intent('hello')
def _test_entities(self, namespace):
self.cont.add_intent(namespace + 'intent', [
'test {ent}'
])
self.cont.add_entity(namespace + 'ent', [
'one'
])
self.cont.train(False)
data = self.cont.calc_intent('test one')
high_conf = data.conf
assert data.conf > 0.5
assert data['ent'] == 'one'
data = self.cont.calc_intent('test two')
assert high_conf > data.conf
assert 'ent' not in data
def test_regular_entities(self):
self._test_entities('')
def test_namespaced_entities(self):
self._test_entities('SkillName:')
def test_remove(self):
self.test_add_intent()
self.cont.train(False)
assert self.cont.calc_intent('This is a test').conf == 1.0
self.cont.remove_intent('test')
assert self.cont.calc_intent('This is a test').conf < 0.5
self.cont.add_intent('thing', ['A {thing}'])
self.cont.add_entity('thing', ['thing'])
self.cont.train(False)
assert self.cont.calc_intent('A dog').conf < 0.5
assert self.cont.calc_intent('A thing').conf == 1.0
self.cont.remove_entity('thing')
assert self.cont.calc_intent('A dog').conf == 1.0
def test_overlap(self):
self.cont.add_intent('song', ['play {song}'])
self.cont.add_intent('news', ['play the news'])
self.cont.train(False)
assert self.cont.calc_intent('play the news').name == 'news'
def test_overlap_backwards(self):
self.cont.add_intent('song', ['play {song}'])
self.cont.add_intent('news', ['play the news'])
self.cont.train(False)
assert self.cont.calc_intent('play the news').name == 'news'
def test_generalize(self):
self.cont.add_intent('timer', [
'set a timer for {time} minutes',
'make a {time} minute timer'
])
self.cont.add_entity('time', [
'#', '##', '#:##', '##:##'
])
self.cont.train(False)
intent = self.cont.calc_intent('make a timer for 3 minute')
print(intent)
assert intent.name == 'timer'
assert intent.matches == {'time': '3'}
def teardown(self):
if isdir('temp'):
rmtree('temp')