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event_callbacks_test.py
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# -*- coding: utf-8 -*-
#
# Copyright 2012-2015 Spotify AB
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writing, software
# distributed under the License is distributed on an "AS IS" BASIS,
# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
# See the License for the specific language governing permissions and
# limitations under the License.
#
from helpers import unittest
import luigi
from luigi import Event, Task, build
from luigi.mock import MockTarget, MockFileSystem
from luigi.task import flatten
from mock import patch
class DummyException(Exception):
pass
class EmptyTask(Task):
fail = luigi.BoolParameter()
def run(self):
if self.fail:
raise DummyException()
class TaskWithBrokenDependency(Task):
def requires(self):
raise DummyException()
def run(self):
pass
class TaskWithCallback(Task):
def run(self):
print("Triggering event")
self.trigger_event("foo event")
class TestEventCallbacks(unittest.TestCase):
def test_start_handler(self):
saved_tasks = []
@EmptyTask.event_handler(Event.START)
def save_task(task):
print("Saving task...")
saved_tasks.append(task)
t = EmptyTask(True)
build([t], local_scheduler=True)
self.assertEqual(saved_tasks, [t])
def _run_empty_task(self, fail):
successes = []
failures = []
exceptions = []
@EmptyTask.event_handler(Event.SUCCESS)
def success(task):
successes.append(task)
@EmptyTask.event_handler(Event.FAILURE)
def failure(task, exception):
failures.append(task)
exceptions.append(exception)
t = EmptyTask(fail)
build([t], local_scheduler=True)
return t, successes, failures, exceptions
def test_success(self):
t, successes, failures, exceptions = self._run_empty_task(False)
self.assertEqual(successes, [t])
self.assertEqual(failures, [])
self.assertEqual(exceptions, [])
def test_failure(self):
t, successes, failures, exceptions = self._run_empty_task(True)
self.assertEqual(successes, [])
self.assertEqual(failures, [t])
self.assertEqual(len(exceptions), 1)
self.assertTrue(isinstance(exceptions[0], DummyException))
def test_broken_dependency(self):
failures = []
exceptions = []
@TaskWithBrokenDependency.event_handler(Event.BROKEN_TASK)
def failure(task, exception):
failures.append(task)
exceptions.append(exception)
t = TaskWithBrokenDependency()
build([t], local_scheduler=True)
self.assertEqual(failures, [t])
self.assertEqual(len(exceptions), 1)
self.assertTrue(isinstance(exceptions[0], DummyException))
def test_custom_handler(self):
dummies = []
@TaskWithCallback.event_handler("foo event")
def story_dummy():
dummies.append("foo")
t = TaskWithCallback()
build([t], local_scheduler=True)
self.assertEqual(dummies[0], "foo")
def _run_processing_time_handler(self, fail):
result = []
@EmptyTask.event_handler(Event.PROCESSING_TIME)
def save_task(task, processing_time):
result.append((task, processing_time))
times = [43.0, 1.0]
t = EmptyTask(fail)
with patch('luigi.worker.time') as mock:
mock.time = times.pop
build([t], local_scheduler=True)
return t, result
def test_processing_time_handler_success(self):
t, result = self._run_processing_time_handler(False)
self.assertEqual(len(result), 1)
task, time = result[0]
self.assertTrue(task is t)
self.assertEqual(time, 42.0)
def test_processing_time_handler_failure(self):
t, result = self._run_processing_time_handler(True)
self.assertEqual(result, [])
# A
# / \
# B(1) B(2)
# | |
# C(1) C(2)
# | \ | \
# D(1) D(2) D(3)
def eval_contents(f):
with f.open('r') as i:
return eval(i.read())
class ConsistentMockOutput(object):
'''
Computes output location and contents from the task and its parameters. Rids us of writing ad-hoc boilerplate output() et al.
'''
param = luigi.IntParameter(default=1)
def output(self):
return MockTarget('/%s/%u' % (self.__class__.__name__, self.param))
def produce_output(self):
with self.output().open('w') as o:
o.write(repr([self.task_id] + sorted([eval_contents(i) for i in flatten(self.input())])))
class HappyTestFriend(ConsistentMockOutput, luigi.Task):
'''
Does trivial "work", outputting the list of inputs. Results in a convenient lispy comparable.
'''
def run(self):
self.produce_output()
class D(ConsistentMockOutput, luigi.ExternalTask):
pass
class C(HappyTestFriend):
def requires(self):
return [D(self.param), D(self.param + 1)]
class B(HappyTestFriend):
def requires(self):
return C(self.param)
class A(HappyTestFriend):
def requires(self):
return [B(1), B(2)]
class TestDependencyEvents(unittest.TestCase):
def tearDown(self):
MockFileSystem().remove('')
def _run_test(self, task, expected_events):
actual_events = {}
# yucky to create separate callbacks; would be nicer if the callback
# received an instance of a subclass of Event, so one callback could
# accumulate all types
@luigi.Task.event_handler(Event.DEPENDENCY_DISCOVERED)
def callback_dependency_discovered(*args):
actual_events.setdefault(Event.DEPENDENCY_DISCOVERED, set()).add(tuple(map(lambda t: t.task_id, args)))
@luigi.Task.event_handler(Event.DEPENDENCY_MISSING)
def callback_dependency_missing(*args):
actual_events.setdefault(Event.DEPENDENCY_MISSING, set()).add(tuple(map(lambda t: t.task_id, args)))
@luigi.Task.event_handler(Event.DEPENDENCY_PRESENT)
def callback_dependency_present(*args):
actual_events.setdefault(Event.DEPENDENCY_PRESENT, set()).add(tuple(map(lambda t: t.task_id, args)))
build([task], local_scheduler=True)
self.assertEqual(actual_events, expected_events)
def test_incomplete_dag(self):
for param in range(1, 3):
D(param).produce_output()
self._run_test(A(), {
'event.core.dependency.discovered': set([
(A(param=1).task_id, B(param=1).task_id),
(A(param=1).task_id, B(param=2).task_id),
(B(param=1).task_id, C(param=1).task_id),
(B(param=2).task_id, C(param=2).task_id),
(C(param=1).task_id, D(param=1).task_id),
(C(param=1).task_id, D(param=2).task_id),
(C(param=2).task_id, D(param=2).task_id),
(C(param=2).task_id, D(param=3).task_id),
]),
'event.core.dependency.missing': set([
(D(param=3).task_id,),
]),
'event.core.dependency.present': set([
(D(param=1).task_id,),
(D(param=2).task_id,),
]),
})
self.assertFalse(A().output().exists())
def test_complete_dag(self):
for param in range(1, 4):
D(param).produce_output()
self._run_test(A(), {
'event.core.dependency.discovered': set([
(A(param=1).task_id, B(param=1).task_id),
(A(param=1).task_id, B(param=2).task_id),
(B(param=1).task_id, C(param=1).task_id),
(B(param=2).task_id, C(param=2).task_id),
(C(param=1).task_id, D(param=1).task_id),
(C(param=1).task_id, D(param=2).task_id),
(C(param=2).task_id, D(param=2).task_id),
(C(param=2).task_id, D(param=3).task_id),
]),
'event.core.dependency.present': set([
(D(param=1).task_id,),
(D(param=2).task_id,),
(D(param=3).task_id,),
]),
})
self.assertEqual(eval_contents(A().output()),
[A(param=1).task_id,
[B(param=1).task_id,
[C(param=1).task_id,
[D(param=1).task_id],
[D(param=2).task_id]]],
[B(param=2).task_id,
[C(param=2).task_id,
[D(param=2).task_id],
[D(param=3).task_id]]]])