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test_data.py
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# Copyright (c) 2017-present, Facebook, Inc.
# All rights reserved.
# This source code is licensed under the BSD-style license found in the
# LICENSE file in the root directory of this source tree. An additional grant
# of patent rights can be found in the PATENTS file in the same directory.
import unittest
import shutil
import sys
def check(opt, reply):
check_no_labels(opt, reply)
if opt['datatype'].startswith('train'):
assert reply.get('labels')
def check_no_labels(opt, reply):
assert reply
assert reply.get('text')
assert 'episode_done' in reply
class TestData(unittest.TestCase):
"""Test access to different datasets."""
# args to pass to argparse for this test
TMP_PATH = '/tmp/parlai_test_data/'
args = [
'--datatype', 'train',
'--datapath', TMP_PATH
]
def test_babi(self):
from parlai.core.params import ParlaiParser
from parlai.tasks.babi.agents import Task1kTeacher, Task10kTeacher
opt = ParlaiParser().parse_args(args=self.args)
for i in range(1, 21):
for dt in ['train:ordered', 'valid', 'test']:
opt['datatype'] = dt
opt['task'] = 'babi:Task1k:{}'.format(i)
teacher = Task1kTeacher(opt)
reply = teacher.act()
check(opt, reply)
for i in range(1, 21):
for dt in ['train:ordered', 'valid', 'test']:
opt['datatype'] = dt
opt['task'] = 'babi:Task10k:{}'.format(i)
teacher = Task10kTeacher(opt)
reply = teacher.act()
check(opt, reply)
shutil.rmtree(self.TMP_PATH)
def test_booktest(self):
from parlai.core.params import ParlaiParser
from parlai.tasks.booktest.agents import EvalTeacher, StreamTeacher
opt = ParlaiParser().parse_args(args=self.args)
opt['datatype'] = 'train:ordered'
teacher = StreamTeacher(opt)
reply = teacher.act()
check(opt, reply)
for dt in ['valid', 'test']:
opt['datatype'] = dt
teacher = EvalTeacher(opt)
reply = teacher.act()
check(opt, reply)
shutil.rmtree(self.TMP_PATH)
def test_cbt(self):
from parlai.core.params import ParlaiParser
from parlai.tasks.cbt.agents import (NETeacher, CNTeacher, VTeacher,
PTeacher)
opt = ParlaiParser().parse_args(args=self.args)
for teacher_class in (NETeacher, CNTeacher, VTeacher, PTeacher):
for dt in ['train:ordered', 'valid', 'test']:
opt['datatype'] = dt
teacher = teacher_class(opt)
reply = teacher.act()
check(opt, reply)
shutil.rmtree(self.TMP_PATH)
def test_cornell_movie(self):
from parlai.core.params import ParlaiParser
from parlai.tasks.cornell_movie.agents import DefaultTeacher
opt = ParlaiParser().parse_args(args=self.args)
for dt in ['train:ordered', 'valid', 'test']:
opt['datatype'] = dt
teacher = DefaultTeacher(opt)
reply = teacher.act()
check(opt, reply)
shutil.rmtree(self.TMP_PATH)
def test_dbll_babi(self):
from parlai.core.params import ParlaiParser
from parlai.tasks.dbll_babi.agents import TaskTeacher, tasks
opt = ParlaiParser().parse_args(args=self.args)
for i in tasks.keys():
for dt in ['train:ordered', 'valid', 'test']:
opt['datatype'] = dt
opt['task'] = 'dbll_babi:task:{}_p{}'.format(i, 0.5)
teacher = TaskTeacher(opt)
reply = teacher.act()
check(opt, reply)
shutil.rmtree(self.TMP_PATH)
def test_dbll_movie(self):
from parlai.core.params import ParlaiParser
from parlai.tasks.dbll_movie.agents import TaskTeacher, tasks
opt = ParlaiParser().parse_args(args=self.args)
from parlai.tasks.dbll_movie.agents import KBTeacher
teacher = KBTeacher(opt)
reply = teacher.act()
check_no_labels(opt, reply)
for i in tasks.keys():
for dt in ['train:ordered', 'valid', 'test']:
opt['datatype'] = dt
opt['task'] = 'dbll_movie:task:{}_p{}'.format(i, 0.5)
teacher = TaskTeacher(opt)
reply = teacher.act()
check(opt, reply)
shutil.rmtree(self.TMP_PATH)
def test_dialog_babi(self):
from parlai.core.params import ParlaiParser
from parlai.tasks.dialog_babi.agents import TaskTeacher, tasks
opt = ParlaiParser().parse_args(args=self.args)
from parlai.tasks.dialog_babi.agents import KBTeacher
teacher = KBTeacher(opt)
reply = teacher.act()
check_no_labels(opt, reply)
for i in tasks.keys():
for dt in ['train:ordered', 'valid', 'test']:
opt['datatype'] = dt
opt['task'] = 'dialog_babi:task:{}'.format(i)
teacher = TaskTeacher(opt)
reply = teacher.act()
check(opt, reply)
shutil.rmtree(self.TMP_PATH)
def test_mctest(self):
from parlai.core.params import ParlaiParser
from parlai.tasks.mctest.agents import Task160Teacher, Task500Teacher
opt = ParlaiParser().parse_args(args=self.args)
for dt in ['train:ordered', 'valid', 'test']:
opt['datatype'] = dt
teacher = Task160Teacher(opt)
reply = teacher.act()
check(opt, reply)
teacher = Task500Teacher(opt)
reply = teacher.act()
check(opt, reply)
shutil.rmtree(self.TMP_PATH)
def test_moviedialog(self):
from parlai.core.params import ParlaiParser
from parlai.tasks.moviedialog.agents import TaskTeacher, tasks
opt = ParlaiParser().parse_args(args=self.args)
from parlai.tasks.moviedialog.agents import KBTeacher
teacher = KBTeacher(opt)
reply = teacher.act()
check_no_labels(opt, reply)
for i in tasks.keys():
for dt in ['train:ordered', 'valid', 'test']:
opt['datatype'] = dt
opt['task'] = 'moviedialog:task:{}'.format(i)
teacher = TaskTeacher(opt)
reply = teacher.act()
check(opt, reply)
shutil.rmtree(self.TMP_PATH)
def test_mturkwikimovies(self):
from parlai.core.params import ParlaiParser
from parlai.tasks.mturkwikimovies.agents import DefaultTeacher
opt = ParlaiParser().parse_args(args=self.args)
for dt in ['train:ordered', 'valid', 'test']:
opt['datatype'] = dt
teacher = DefaultTeacher(opt)
reply = teacher.act()
check(opt, reply)
shutil.rmtree(self.TMP_PATH)
def test_opensubtitles(self):
from parlai.core.params import ParlaiParser
from parlai.tasks.opensubtitles.agents import DefaultTeacher
opt = ParlaiParser().parse_args(args=self.args)
for dt in ['train:ordered', 'valid', 'test']:
opt['datatype'] = dt
teacher = DefaultTeacher(opt)
reply = teacher.act()
check(opt, reply)
shutil.rmtree(self.TMP_PATH)
def test_qacnn(self):
from parlai.core.params import ParlaiParser
from parlai.tasks.qacnn.agents import DefaultTeacher
opt = ParlaiParser().parse_args(args=self.args)
for dt in ['train:ordered', 'valid', 'test']:
opt['datatype'] = dt
teacher = DefaultTeacher(opt)
reply = teacher.act()
check(opt, reply)
shutil.rmtree(self.TMP_PATH)
def test_qadailymail(self):
from parlai.core.params import ParlaiParser
from parlai.tasks.qadailymail.agents import DefaultTeacher
opt = ParlaiParser().parse_args(args=self.args)
for dt in ['train:ordered', 'valid', 'test']:
opt['datatype'] = dt
teacher = DefaultTeacher(opt)
reply = teacher.act()
check(opt, reply)
shutil.rmtree(self.TMP_PATH)
def test_simplequestions(self):
from parlai.core.params import ParlaiParser
from parlai.tasks.simplequestions.agents import DefaultTeacher
opt = ParlaiParser().parse_args(args=self.args)
for dt in ['train:ordered', 'valid', 'test']:
opt['datatype'] = dt
teacher = DefaultTeacher(opt)
reply = teacher.act()
check(opt, reply)
shutil.rmtree(self.TMP_PATH)
def test_squad(self):
from parlai.core.params import ParlaiParser
from parlai.tasks.squad.agents import (DefaultTeacher,
HandwrittenTeacher)
opt = ParlaiParser().parse_args(args=self.args)
for dt in ['train:ordered', 'valid']:
opt['datatype'] = dt
teacher = DefaultTeacher(opt)
reply = teacher.act()
check(opt, reply)
teacher = HandwrittenTeacher(opt)
reply = teacher.act()
check(opt, reply)
shutil.rmtree(self.TMP_PATH)
def test_ubuntu(self):
from parlai.core.params import ParlaiParser
from parlai.tasks.ubuntu.agents import DefaultTeacher
opt = ParlaiParser().parse_args(args=self.args)
for dt in ['train:ordered', 'valid', 'test']:
opt['datatype'] = dt
teacher = DefaultTeacher(opt)
reply = teacher.act()
check(opt, reply)
shutil.rmtree(self.TMP_PATH)
def test_webquestions(self):
from parlai.core.params import ParlaiParser
from parlai.tasks.webquestions.agents import DefaultTeacher
opt = ParlaiParser().parse_args(args=self.args)
for dt in ['train:ordered', 'valid', 'test']:
opt['datatype'] = dt
teacher = DefaultTeacher(opt)
reply = teacher.act()
check(opt, reply)
shutil.rmtree(self.TMP_PATH)
def test_wikimovies(self):
from parlai.core.params import ParlaiParser
from parlai.tasks.wikimovies.agents import DefaultTeacher, KBTeacher
opt = ParlaiParser().parse_args(args=self.args)
teacher = KBTeacher(opt)
reply = teacher.act()
check_no_labels(opt, reply)
for dt in ['train:ordered', 'valid', 'test']:
opt['datatype'] = dt
teacher = DefaultTeacher(opt)
reply = teacher.act()
check(opt, reply)
shutil.rmtree(self.TMP_PATH)
def test_wikiqa(self):
from parlai.core.params import ParlaiParser
from parlai.tasks.wikiqa.agents import DefaultTeacher
opt = ParlaiParser().parse_args(args=self.args)
for dt in ['train:ordered', 'valid', 'test']:
opt['datatype'] = dt
teacher = DefaultTeacher(opt)
reply = teacher.act()
check(opt, reply)
shutil.rmtree(self.TMP_PATH)
def test_coco_datasets(self):
# one unit test for tasks with coco so images are only downloaded once
from parlai.core.params import ParlaiParser
opt = ParlaiParser().parse_args(args=self.args)
# VisDial
from parlai.tasks.visdial.agents import DefaultTeacher
for dt in ['train:ordered', 'valid']:
opt['datatype'] = dt
teacher = DefaultTeacher(opt)
reply = teacher.act()
check(opt, reply)
# VQA_v1
from parlai.tasks.vqa_v1.agents import McTeacher, OeTeacher
for dt in ['train:ordered', 'valid', 'test']:
opt['datatype'] = dt
teacher = McTeacher(opt)
reply = teacher.act()
check(opt, reply)
teacher = OeTeacher(opt)
reply = teacher.act()
check(opt, reply)
# VQA_v2
from parlai.tasks.vqa_v2.agents import OeTeacher
for dt in ['train:ordered', 'valid', 'test']:
opt['datatype'] = dt
teacher = OeTeacher(opt)
reply = teacher.act()
check(opt, reply)
shutil.rmtree(self.TMP_PATH)
if __name__ == '__main__':
# clean out temp dir first
shutil.rmtree(TestData.TMP_PATH, ignore_errors=True)
tp = unittest.main(exit=False)
error_code = len(tp.result.errors)
if error_code != 0:
print('At least one test failed. Leaving directory ' +
'{} with temporary files in place '.format(TestData.TMP_PATH) +
'for inspection (only failed tasks or images remain).')
else:
shutil.rmtree(TestData.TMP_PATH, ignore_errors=True)
sys.exit(error_code)