/
test_autoscaling_cluster_lib.py
2021 lines (1808 loc) · 87.9 KB
/
test_autoscaling_cluster_lib.py
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# Copyright 2015-2016 Yelp Inc.
#
# 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.
import asyncio
import contextlib
import unittest
import warnings
from datetime import datetime
from datetime import timedelta
from datetime import timezone
from math import ceil
from math import floor
import asynctest
import mock
from botocore.exceptions import ClientError
from pytest import mark
from pytest import raises
from requests.exceptions import HTTPError
from paasta_tools.autoscaling import autoscaling_cluster_lib
from paasta_tools.mesos_tools import SlaveTaskCount
from paasta_tools.metrics.metastatus_lib import ResourceInfo
from paasta_tools.utils import SystemPaastaConfig
from paasta_tools.utils import TimeoutError
warnings.filterwarnings("error", category=RuntimeWarning)
asyncio.get_event_loop().set_debug(True)
def _run(coro):
asyncio.set_event_loop(asyncio.new_event_loop())
asyncio.get_event_loop().set_debug(True)
return asyncio.get_event_loop().run_until_complete(coro)
def get_coro_with_exception(error):
async def f(*args, **kwargs):
await asyncio.sleep(0)
raise error
return f
class AsyncNone(object):
"""Same as asyncio.sleep(0), but needed to be able to patch asyncio.sleep"""
def __await__(self):
yield
async def just_sleep(*a, **k):
await AsyncNone()
def pid_to_ip_sideeffect(pid):
pid_to_ip = {
'pid1': '10.1.1.1',
'pid2': '10.2.2.2',
'pid3': '10.3.3.3',
}
return pid_to_ip[pid]
def is_resource_cancelled_sideeffect(self):
if self.resource['id'] == 'sfr-blah3':
return True
return False
def test_get_mesos_utilization_error():
mock_system_config = mock.Mock(return_value={})
with mock.patch(
'paasta_tools.autoscaling.autoscaling_cluster_lib.get_resource_utilization_by_grouping',
autospec=True,
) as mock_get_resource_utilization_by_grouping:
mock_mesos_state = {'slaves': [
{'attributes': {'pool': 'default'}},
{'attributes': {'pool': 'default'}},
]}
mock_utilization = {
'free': ResourceInfo(cpus=7.0, mem=2048.0, disk=30.0),
'total': ResourceInfo(cpus=10.0, mem=4096.0, disk=40.0),
}
mock_get_resource_utilization_by_grouping.return_value = {('default', 'westeros-1'): mock_utilization}
ret = autoscaling_cluster_lib.get_mesos_utilization_error(
mesos_state=mock_mesos_state,
system_config=mock_system_config,
region="westeros-1",
pool="default",
target_utilization=0.8,
)
assert ret == 0.5 - 0.8
ret = autoscaling_cluster_lib.get_mesos_utilization_error(
mesos_state=mock_mesos_state,
system_config=mock_system_config,
region="westeros-1",
pool="fake-pool",
target_utilization=0.8,
)
assert ret == 0
def test_get_instances_from_ip():
mock_instances = []
ret = autoscaling_cluster_lib.get_instances_from_ip('10.1.1.1', mock_instances)
assert ret == []
mock_instances = [{'InstanceId': 'i-blah', 'PrivateIpAddress': '10.1.1.1'}]
ret = autoscaling_cluster_lib.get_instances_from_ip('10.1.1.1', mock_instances)
assert ret == mock_instances
@mark.asyncio
async def test_autoscale_local_cluster_with_cancelled():
with mock.patch(
'paasta_tools.autoscaling.autoscaling_cluster_lib.load_system_paasta_config', autospec=True,
) as mock_get_paasta_config, mock.patch(
'paasta_tools.autoscaling.autoscaling_cluster_lib.autoscale_cluster_resource', autospec=True,
) as mock_autoscale_cluster_resource, mock.patch(
'time.sleep', autospec=True,
), mock.patch(
'paasta_tools.autoscaling.autoscaling_cluster_lib.asyncio.sleep', autospec=True, side_effect=just_sleep,
), mock.patch(
'paasta_tools.autoscaling.autoscaling_cluster_lib.SpotAutoscaler.is_resource_cancelled',
autospec=True,
) as mock_is_resource_cancelled, mock.patch(
'paasta_tools.autoscaling.autoscaling_cluster_lib.SpotAutoscaler.get_sfr', autospec=True,
) as mock_get_sfr, mock.patch(
'paasta_tools.autoscaling.autoscaling_cluster_lib.get_all_utilization_errors', autospec=True,
) as mock_get_all_utilization_errors, mock.patch(
'paasta_tools.autoscaling.autoscaling_cluster_lib.get_mesos_master', autospec=True,
) as mock_get_mesos_master, mock.patch(
'paasta_tools.metrics.metrics_lib.load_system_paasta_config', autospec=True,
) as mock_get_metrics_system_paasta_config:
mock_get_sfr.return_value = False
mock_scaling_resources = {
'id1': {
'id': 'sfr-blah1', 'type': 'aws_spot_fleet_request',
'pool': 'default', 'region': 'westeros-1',
},
'id2': {
'id': 'sfr-blah2', 'type': 'aws_spot_fleet_request',
'pool': 'default', 'region': 'westeros-1',
},
'id3': {
'id': 'sfr-blah3', 'type': 'aws_spot_fleet_request',
'pool': 'default', 'region': 'westeros-1',
},
}
mock_resource_pool_settings = {'default': {'drain_timeout': 123, 'target_utilization': 0.75}}
mock_get_cluster_autoscaling_resources = mock.Mock(return_value=mock_scaling_resources)
mock_get_resource_pool_settings = mock.Mock(return_value=mock_resource_pool_settings)
mock_is_resource_cancelled.side_effect = is_resource_cancelled_sideeffect
mock_get_resources = mock.Mock(
get_cluster_autoscaling_resources=mock_get_cluster_autoscaling_resources,
get_resource_pool_settings=mock_get_resource_pool_settings,
get_metrics_provider=lambda: None,
)
mock_get_paasta_config.return_value = mock_get_resources
mock_get_metrics_system_paasta_config.return_value = mock_get_resources
mock_get_all_utilization_errors.return_value = {
('westeros-1', 'default'): -0.2,
}
mock_mesos_state = mock.Mock()
mock_master = mock.Mock(state=asynctest.CoroutineMock(return_value=mock_mesos_state))
mock_get_mesos_master.return_value = mock_master
calls = []
async def fake_autoscale(scaler, state):
calls.append(scaler)
await asyncio.sleep(0)
mock_autoscale_cluster_resource.side_effect = fake_autoscale
asyncio.set_event_loop(asyncio.new_event_loop())
await autoscaling_cluster_lib.autoscale_local_cluster(config_folder='/nail/blah')
assert mock_get_paasta_config.called
autoscaled_resources = [call[0][0].resource for call in mock_autoscale_cluster_resource.call_args_list]
assert autoscaled_resources[0] == mock_scaling_resources['id3']
assert len(calls) == 1
@mark.asyncio
async def test_autoscale_local_cluster():
with mock.patch(
'paasta_tools.autoscaling.autoscaling_cluster_lib.load_system_paasta_config', autospec=True,
) as mock_get_paasta_config, mock.patch(
'paasta_tools.autoscaling.autoscaling_cluster_lib.autoscale_cluster_resource', autospec=True,
) as mock_autoscale_cluster_resource, mock.patch(
'time.sleep', autospec=True,
), mock.patch(
'paasta_tools.autoscaling.autoscaling_cluster_lib.asyncio.sleep', autospec=True,
) as mock_sleep, mock.patch(
'paasta_tools.autoscaling.autoscaling_cluster_lib.SpotAutoscaler.is_resource_cancelled',
autospec=True,
) as mock_is_resource_cancelled, mock.patch(
'paasta_tools.autoscaling.autoscaling_cluster_lib.SpotAutoscaler.get_sfr', autospec=True,
) as mock_get_sfr, mock.patch(
'paasta_tools.autoscaling.autoscaling_cluster_lib.get_all_utilization_errors', autospec=True,
) as mock_get_all_utilization_errors, mock.patch(
'paasta_tools.autoscaling.autoscaling_cluster_lib.get_mesos_master', autospec=True,
) as mock_get_mesos_master, mock.patch(
'paasta_tools.metrics.metrics_lib.load_system_paasta_config', autospec=True,
) as mock_get_metrics_system_paasta_config:
mock_sleep.side_effect = just_sleep
mock_get_sfr.return_value = False
mock_scaling_resources = {
'id1': {
'id': 'sfr-blah1', 'type': 'aws_spot_fleet_request',
'pool': 'default', 'region': 'westeros-1',
},
'id2': {
'id': 'sfr-blah2', 'type': 'aws_spot_fleet_request',
'pool': 'default', 'region': 'westeros-1',
},
'id4': {
'id': 'sfr-blah4', 'type': 'aws_spot_fleet_request',
'pool': 'default', 'region': 'westeros-1',
},
}
mock_resource_pool_settings = {'default': {'drain_timeout': 123, 'target_utilization': 0.75}}
mock_get_cluster_autoscaling_resources = mock.Mock(return_value=mock_scaling_resources)
mock_get_resource_pool_settings = mock.Mock(return_value=mock_resource_pool_settings)
mock_is_resource_cancelled.side_effect = is_resource_cancelled_sideeffect
mock_get_resources = mock.Mock(
get_cluster_autoscaling_resources=mock_get_cluster_autoscaling_resources,
get_resource_pool_settings=mock_get_resource_pool_settings,
get_metrics_provider=lambda: None,
)
mock_get_paasta_config.return_value = mock_get_resources
mock_get_metrics_system_paasta_config.return_value = mock_get_resources
mock_get_all_utilization_errors.return_value = {
('westeros-1', 'default'): -0.2,
}
mock_mesos_state = mock.Mock()
mock_master = mock.Mock(state=asynctest.CoroutineMock(return_value=mock_mesos_state))
mock_get_mesos_master.return_value = mock_master
calls = []
async def fake_autoscale(scaler, state):
calls.append(scaler)
await asyncio.sleep(0)
mock_autoscale_cluster_resource.side_effect = fake_autoscale
asyncio.set_event_loop(asyncio.new_event_loop())
await autoscaling_cluster_lib.autoscale_local_cluster(config_folder='/nail/blah')
assert mock_get_paasta_config.called
autoscaled_resources = [call[0][0].resource for call in mock_autoscale_cluster_resource.call_args_list]
assert mock_scaling_resources['id2'] in autoscaled_resources
assert mock_scaling_resources['id1'] in autoscaled_resources
assert mock_scaling_resources['id4'] in autoscaled_resources
assert len(calls) == 3
def test_filter_scalers():
resource1 = mock.Mock(is_resource_cancelled=lambda: False)
resource2 = mock.Mock(is_resource_cancelled=lambda: False)
resource3 = mock.Mock(is_resource_cancelled=lambda: True)
resource4 = mock.Mock(is_resource_cancelled=lambda: False)
resource5 = mock.Mock(is_resource_cancelled=lambda: True)
resource6 = mock.Mock(is_resource_cancelled=lambda: False)
autoscaling_scalers = {
('westeros-1', 'default'): [resource1, resource2],
('westeros-2', 'default'): [resource3, resource4],
('westeros-3', 'default'): [resource5, resource6],
}
utilization_errors = {
('westeros-1', 'default'): -0.2,
('westeros-2', 'default'): -0.2,
('westeros-3', 'default'): 0.2,
}
ret = autoscaling_cluster_lib.filter_scalers(autoscaling_scalers, utilization_errors)
assert len(ret) == 5
assert resource4 not in ret
def test_autoscale_cluster_resource():
call = []
async def mock_scale_resource(current, target):
call.append((current, target))
await asyncio.sleep(0)
mock_scaling_resource = {'id': 'sfr-blah', 'type': 'sfr', 'pool': 'default'}
mock_scaler = mock.Mock()
mock_metrics_provider = mock.Mock(return_value=(2, 6))
mock_scaler.metrics_provider = mock_metrics_provider
mock_scaler.scale_resource = mock_scale_resource
mock_scaler.resource = mock_scaling_resource
mock_state = mock.Mock()
# test scale up
_run(autoscaling_cluster_lib.autoscale_cluster_resource(mock_scaler, mock_state))
assert mock_metrics_provider.called
assert (2, 6) in call
def test_get_autoscaling_info_for_all_resources():
mock_resource_1 = {'region': 'westeros-1', 'pool': 'default'}
mock_resource_2 = {'region': 'westeros-1', 'pool': 'not-default'}
mock_resources = {
'id1': mock_resource_1,
'id2': mock_resource_2,
}
mock_get_cluster_autoscaling_resources = mock.Mock(return_value=mock_resources)
mock_system_config = mock.Mock(
get_cluster_autoscaling_resources=mock_get_cluster_autoscaling_resources,
get_resource_pool_settings=mock.Mock(return_value={}),
)
mock_autoscaling_info = mock.Mock()
def mock_autoscaling_info_for_resource_side_effect(
resource,
pool_settings,
mesos_state,
utilization_errors,
max_increase,
max_decrease,
):
return {
(mock_resource_1['region'], mock_resource_1['pool'],): None,
(mock_resource_2['region'], mock_resource_2['pool'],): mock_autoscaling_info,
}[(resource['region'], resource['pool'],)]
with mock.patch(
'paasta_tools.autoscaling.autoscaling_cluster_lib.load_system_paasta_config', autospec=True,
return_value=mock_system_config,
), mock.patch(
'paasta_tools.autoscaling.autoscaling_cluster_lib.autoscaling_info_for_resource', autospec=True,
) as mock_autoscaling_info_for_resource, mock.patch(
'paasta_tools.autoscaling.autoscaling_cluster_lib.get_mesos_utilization_error', autospec=True,
) as mock_get_utilization_error:
mock_autoscaling_info_for_resource.side_effect = mock_autoscaling_info_for_resource_side_effect
mock_state = mock.Mock()
mock_get_utilization_error.return_value = 0
ret = autoscaling_cluster_lib.get_autoscaling_info_for_all_resources(mock_state)
utilization_errors = autoscaling_cluster_lib.get_all_utilization_errors(
mock_resources, {}, mock_state, mock_system_config,
)
calls = [
mock.call(
resource=mock_resource_1,
pool_settings={},
mesos_state=mock_state,
utilization_errors=utilization_errors,
max_increase=mock_system_config.get_cluster_autoscaler_max_increase(),
max_decrease=mock_system_config.get_cluster_autoscaler_max_decrease(),
),
mock.call(
resource=mock_resource_2,
pool_settings={},
mesos_state=mock_state,
utilization_errors=utilization_errors,
max_increase=mock_system_config.get_cluster_autoscaler_max_increase(),
max_decrease=mock_system_config.get_cluster_autoscaler_max_decrease(),
),
]
mock_autoscaling_info_for_resource.assert_has_calls(calls, any_order=True)
assert ret == [mock_autoscaling_info]
def test_autoscaling_info_for_resources():
mock_resources = {'sfr-blah': {
'id': 'sfr-blah',
'min_capacity': 1,
'max_capacity': 5,
'pool': 'default',
'type': 'sfr',
'region': 'westeros-1',
}}
with mock.patch(
'paasta_tools.autoscaling.autoscaling_cluster_lib.get_scaler', autospec=True,
) as mock_get_scaler:
# test cancelled
mock_metrics_provider = mock.Mock(return_value=(2, 4))
mock_scaler = mock.Mock(
metrics_provider=mock_metrics_provider,
resource=mock_resources['sfr-blah'],
is_resource_cancelled=mock.Mock(return_value=True),
instances=["mock_instance"],
)
mock_scaler_class = mock.Mock(return_value=mock_scaler)
mock_get_scaler.return_value = mock_scaler_class
mock_state = mock.Mock()
mock_utilization_errors = {('westeros-1', 'default',): 0}
ret = autoscaling_cluster_lib.autoscaling_info_for_resource(
resource=mock_resources['sfr-blah'],
pool_settings={},
mesos_state=mock_state,
utilization_errors=mock_utilization_errors,
max_increase=0.2,
max_decrease=0.1,
)
assert mock_metrics_provider.called
mock_scaler_class.assert_called_with(
resource=mock_resources['sfr-blah'],
pool_settings={},
config_folder=None,
dry_run=True,
utilization_error=0,
max_increase=0.2,
max_decrease=0.1,
)
assert ret == autoscaling_cluster_lib.AutoscalingInfo(
resource_id='sfr-blah',
pool='default',
state='cancelled',
current='2',
target='4',
min_capacity='1',
max_capacity='5',
instances='1',
)
# test active
mock_scaler = mock.Mock(
metrics_provider=mock_metrics_provider,
resource=mock_resources['sfr-blah'],
is_resource_cancelled=mock.Mock(return_value=False),
instances=["mock_instance"],
)
mock_scaler_class = mock.Mock(return_value=mock_scaler)
mock_get_scaler.return_value = mock_scaler_class
ret = autoscaling_cluster_lib.autoscaling_info_for_resource(
resource=mock_resources['sfr-blah'],
pool_settings={},
mesos_state=mock_state,
utilization_errors=mock_utilization_errors,
max_increase=0.2,
max_decrease=0.1,
)
assert ret == autoscaling_cluster_lib.AutoscalingInfo(
resource_id='sfr-blah',
pool='default',
state='active',
current='2',
target='4',
min_capacity='1',
max_capacity='5',
instances='1',
)
# Test exception getting target
mock_metrics_provider = mock.Mock(side_effect=autoscaling_cluster_lib.ClusterAutoscalingError)
mock_scaler = mock.Mock(
metrics_provider=mock_metrics_provider,
resource=mock_resources['sfr-blah'],
is_resource_cancelled=mock.Mock(return_value=False),
current_capacity=2,
instances=["mock_instance"],
)
mock_scaler_class = mock.Mock(return_value=mock_scaler)
mock_get_scaler.return_value = mock_scaler_class
ret = autoscaling_cluster_lib.autoscaling_info_for_resource(
resource=mock_resources['sfr-blah'],
pool_settings={},
mesos_state=mock_state,
utilization_errors=mock_utilization_errors,
max_increase=0.2,
max_decrease=0.1,
)
assert ret == autoscaling_cluster_lib.AutoscalingInfo(
resource_id='sfr-blah',
pool='default',
state='active',
current='2',
target='Exception',
min_capacity='1',
max_capacity='5',
instances='1',
)
class TestAsgAutoscaler(unittest.TestCase):
mock_resource = {
'id': 'asg-blah', 'type': 'aws_autoscaling_group',
'region': 'westeros-1', 'pool': 'default',
}
mock_config_folder = '/nail/blah'
mock_pool_settings = {'drain_timeout': 123}
def setUp(self):
self.autoscaler = self.create_autoscaler()
def create_autoscaler(self, utilization_error=0.3, resource=None, asg=None):
config = SystemPaastaConfig({'monitoring_config': {'check_registered_slave_threshold': 3600}}, '/etc/paasta')
with mock.patch(
'paasta_tools.autoscaling.autoscaling_cluster_lib.AsgAutoscaler.get_asg',
autospec=True,
return_value=asg or {},
):
with mock.patch(
'paasta_tools.autoscaling.autoscaling_cluster_lib.load_system_paasta_config',
autospec=True,
return_value=config,
):
print(config.get_monitoring_config())
autoscaler = autoscaling_cluster_lib.AsgAutoscaler(
resource=resource or self.mock_resource,
pool_settings=self.mock_pool_settings,
config_folder=self.mock_config_folder,
dry_run=False,
utilization_error=utilization_error,
max_increase=0.2,
max_decrease=0.1,
)
autoscaler.instances = []
return autoscaler
def create_mock_resource(self, **kwargs):
mock_resource = self.mock_resource.copy()
mock_resource.update(**kwargs)
return mock_resource
def test_exists(self):
self.autoscaler.asg = mock.Mock()
assert self.autoscaler.exists
self.autoscaler.asg = None
assert not self.autoscaler.exists
def test_current_capacity(self):
self.autoscaler.asg = {'Instances': [mock.Mock()] * 3}
assert self.autoscaler.current_capacity == 3
def test_is_asg_cancelled(self):
self.autoscaler.asg = None
assert self.autoscaler.is_resource_cancelled()
self.autoscaler.asg = mock.Mock()
assert not self.autoscaler.is_resource_cancelled()
def test_is_new_autoscaling_resource_when_asg_is_above_threshold(self):
asg = {
'Instances': [mock.Mock()],
'CreatedTime': datetime.now(timezone.utc) - timedelta(
seconds=3600 + 60,
),
}
autoscaler = self.create_autoscaler(asg=asg)
assert not autoscaler.is_new_autoscaling_resource()
def test_is_new_autoscaling_resource_when_asg_is_below_threshold(self):
asg = {
'Instances': [mock.Mock()],
'CreatedTime': datetime.now(timezone.utc),
}
autoscaler = self.create_autoscaler(asg=asg)
assert autoscaler.is_new_autoscaling_resource()
def test_get_asg(self):
with mock.patch('boto3.client', autospec=True) as mock_ec2_client:
mock_asg = mock.Mock()
mock_asgs = {'AutoScalingGroups': [mock_asg]}
mock_describe_auto_scaling_groups = mock.Mock(return_value=mock_asgs)
mock_ec2_client.return_value = mock.Mock(describe_auto_scaling_groups=mock_describe_auto_scaling_groups)
ret = self.autoscaler.get_asg('asg-blah', region='westeros-1')
mock_describe_auto_scaling_groups.assert_called_with(AutoScalingGroupNames=['asg-blah'])
assert ret == mock_asg
mock_asgs = {'AutoScalingGroups': []}
mock_describe_auto_scaling_groups = mock.Mock(return_value=mock_asgs)
mock_ec2_client.return_value = mock.Mock(describe_auto_scaling_groups=mock_describe_auto_scaling_groups)
ret = self.autoscaler.get_asg('asg-blah', region='westeros-1')
assert ret is None
def test_set_asg_capacity(self):
with mock.patch('boto3.client', autospec=True) as mock_ec2_client, mock.patch(
'time.sleep', autospec=True,
):
mock_update_auto_scaling_group = mock.Mock()
mock_ec2_client.return_value = mock.Mock(update_auto_scaling_group=mock_update_auto_scaling_group)
self.autoscaler.dry_run = True
self.autoscaler.set_capacity(2)
assert not mock_update_auto_scaling_group.called
self.autoscaler.dry_run = False
self.autoscaler.set_capacity(2)
mock_ec2_client.assert_called_with('autoscaling', region_name='westeros-1')
mock_update_auto_scaling_group.assert_called_with(
AutoScalingGroupName='asg-blah',
DesiredCapacity=2,
)
with raises(autoscaling_cluster_lib.FailSetResourceCapacity):
mock_update_auto_scaling_group.side_effect = ClientError({'Error': {'Code': 1}}, 'blah')
self.autoscaler.set_capacity(2)
assert self.autoscaler.capacity == 2
def test_get_instance_type_weights_asg(self):
ret = self.autoscaler.get_instance_type_weights()
assert ret is None
def test_get_asg_delta(self):
resource = self.create_mock_resource(min_capacity=2, max_capacity=10)
asg = {'Instances': [mock.Mock()] * 5}
autoscaler = self.create_autoscaler(utilization_error=-0.2, resource=resource, asg=asg)
ret = autoscaler.get_asg_delta()
assert ret == (5, 4)
autoscaler = self.create_autoscaler(utilization_error=0.2, resource=resource, asg=asg)
ret = autoscaler.get_asg_delta()
assert ret == (5, 6)
big_asg = {'Instances': [mock.Mock()] * 10}
autoscaler = self.create_autoscaler(utilization_error=0.2, resource=resource, asg=big_asg)
ret = autoscaler.get_asg_delta()
assert ret == (10, 10)
small_asg = {'Instances': [mock.Mock()] * 2}
autoscaler = self.create_autoscaler(utilization_error=-0.2, resource=resource, asg=small_asg)
ret = autoscaler.get_asg_delta()
assert ret == (2, 2)
resource_zero_min = self.create_mock_resource(min_capacity=0, max_capacity=10)
autoscaler = self.create_autoscaler(utilization_error=-1, resource=resource_zero_min, asg=small_asg)
ret = autoscaler.get_asg_delta()
assert ret == (2, 1)
tiny_asg = {'Instances': [mock.Mock()] * 1}
autoscaler = self.create_autoscaler(utilization_error=-1, resource=resource_zero_min, asg=tiny_asg)
ret = autoscaler.get_asg_delta()
assert ret == (1, 0)
empty_asg = {'Instances': []}
autoscaler = self.create_autoscaler(utilization_error=-1, resource=resource_zero_min, asg=empty_asg)
ret = autoscaler.get_asg_delta()
assert ret == (0, 1)
resource_big_max = self.create_mock_resource(min_capacity=0, max_capacity=100)
bigger_asg = {'Instances': [mock.Mock()] * 21}
autoscaler = self.create_autoscaler(utilization_error=-0.5, resource=resource_big_max, asg=bigger_asg)
ret = autoscaler.get_asg_delta()
assert ret == (21, int(floor(21 * (1.0 - autoscaler.max_decrease))))
resource_big_max = self.create_mock_resource(min_capacity=0, max_capacity=100)
bigger_asg = {'Instances': [mock.Mock()] * 21}
autoscaler = self.create_autoscaler(utilization_error=0.5, resource=resource_big_max, asg=bigger_asg)
ret = autoscaler.get_asg_delta()
assert ret == (21, int(ceil(21 * (1.0 + autoscaler.max_increase))))
resource_zeroes = self.create_mock_resource(min_capacity=0, max_capacity=0)
autoscaler = self.create_autoscaler(utilization_error=-0.5, resource=resource_zeroes, asg=bigger_asg)
ret = autoscaler.get_asg_delta()
assert ret == (21, int(floor(21 * (1.0 - autoscaler.max_decrease))))
resource = self.create_mock_resource(min_capacity=10, max_capacity=40)
current_instances = int((10 * (1 - autoscaler.max_decrease)) - 1)
asg = {'Instances': [mock.Mock()] * current_instances}
autoscaler = self.create_autoscaler(utilization_error=-1, resource=resource, asg=asg)
ret = autoscaler.get_asg_delta()
assert ret == (current_instances, 10)
def test_asg_metrics_provider(self):
with mock.patch(
'paasta_tools.autoscaling.autoscaling_cluster_lib.AsgAutoscaler.get_asg_delta', autospec=True,
) as mock_get_asg_delta, mock.patch(
'paasta_tools.autoscaling.autoscaling_cluster_lib.AsgAutoscaler.get_aws_slaves', autospec=True,
) as mock_get_aws_slaves, mock.patch(
'paasta_tools.autoscaling.autoscaling_cluster_lib.get_mesos_master', autospec=True,
) as mock_get_mesos_master, mock.patch(
'paasta_tools.autoscaling.autoscaling_cluster_lib.AsgAutoscaler.cleanup_cancelled_config',
autospec=True,
) as mock_cleanup_cancelled_config, mock.patch(
'paasta_tools.autoscaling.autoscaling_cluster_lib.AsgAutoscaler.is_aws_launching_instances',
autospec=True,
) as mock_is_aws_launching_asg_instances, mock.patch(
'paasta_tools.autoscaling.autoscaling_cluster_lib.ClusterAutoscaler.emit_metrics',
autospec=True,
) as mock_emit_metrics, mock.patch(
'paasta_tools.autoscaling.autoscaling_cluster_lib.ClusterAutoscaler.log', autospec=True,
):
mock_get_asg_delta.return_value = 1, 2
self.autoscaler.pool_settings = {}
mock_is_aws_launching_asg_instances.return_value = False
mock_mesos_state = mock.Mock()
mock_master = mock.Mock(state=mock_mesos_state)
mock_get_mesos_master.return_value = mock_master
mock_slaves = ['one', 'two']
mock_get_aws_slaves.return_value = mock_slaves
# cancelled ASG
self.autoscaler.asg = None
ret = self.autoscaler.metrics_provider(mock_mesos_state)
mock_cleanup_cancelled_config.assert_called_with(self.autoscaler, 'asg-blah', '/nail/blah', dry_run=False)
assert not mock_get_aws_slaves.called
assert ret == (0, 0)
# active ASG
self.autoscaler.asg = {'some': 'stuff'}
mock_cleanup_cancelled_config.reset_mock()
mock_emit_metrics.reset_mock()
self.autoscaler.instances = [mock.Mock(), mock.Mock()]
ret = self.autoscaler.metrics_provider(mock_mesos_state)
mock_get_asg_delta.assert_called_with(self.autoscaler)
mock_emit_metrics.assert_called_once_with(self.autoscaler, 1, 2, mesos_slave_count=len(mock_slaves))
assert not mock_cleanup_cancelled_config.called
assert ret == (1, 2)
# active ASG with AWS still provisioning
mock_cleanup_cancelled_config.reset_mock()
mock_is_aws_launching_asg_instances.return_value = True
ret = self.autoscaler.metrics_provider(mock_mesos_state)
assert ret == (0, 0)
# ASG with no instances
self.autoscaler.instances = []
mock_is_aws_launching_asg_instances.return_value = False
self.autoscaler.metrics_provider(mock_mesos_state)
mock_get_asg_delta.assert_called_with(self.autoscaler)
# ASG scaling up with too many unregistered instances
self.autoscaler.log.reset_mock()
self.autoscaler.instances = [mock.Mock() for _ in range(10)]
ret = self.autoscaler.metrics_provider(mock_mesos_state)
assert ret == (1, 2)
assert self.autoscaler.log.warn.call_count == 1
# ASG scaling down with many unregistered instances
mock_emit_metrics.reset_mock()
self.autoscaler.log.reset_mock()
self.autoscaler.utilization_error = -0.1
ret = self.autoscaler.metrics_provider(mock_mesos_state)
mock_emit_metrics.assert_called_once_with(self.autoscaler, 1, 2, mesos_slave_count=len(mock_slaves))
assert ret == (1, 2)
assert self.autoscaler.log.warn.call_count == 1
def test_is_aws_launching_asg_instances(self):
self.autoscaler.asg = {'DesiredCapacity': 3, 'Instances': [mock.Mock(), mock.Mock()]}
assert self.autoscaler.is_aws_launching_instances()
self.autoscaler.asg = {'DesiredCapacity': 1, 'Instances': [mock.Mock(), mock.Mock()]}
assert not self.autoscaler.is_aws_launching_instances()
self.autoscaler.asg = {'DesiredCapacity': 2, 'Instances': [mock.Mock(), mock.Mock()]}
assert not self.autoscaler.is_aws_launching_instances()
class TestSpotAutoscaler(unittest.TestCase):
mock_resource = {'id': 'sfr-blah', 'type': 'sfr', 'region': 'westeros-1', 'pool': 'default'}
mock_pool_settings = {'drain_timeout': 123}
mock_config_folder = '/nail/blah'
def setUp(self):
self.autoscaler = self.create_autoscaler()
def create_autoscaler(self, utilization_error=0.3, resource=None, sfr=None):
with mock.patch(
'paasta_tools.autoscaling.autoscaling_cluster_lib.SpotAutoscaler.get_sfr', autospec=True,
) as mock_get_sfr, mock.patch(
'paasta_tools.autoscaling.autoscaling_cluster_lib.SpotAutoscaler.get_spot_fleet_instances',
autospec=True,
) as mock_get_spot_fleet_instances:
mock_get_sfr.return_value = sfr or {}
mock_get_spot_fleet_instances.return_value = []
with mock.patch(
'paasta_tools.autoscaling.autoscaling_cluster_lib.load_system_paasta_config',
autospec=True,
return_value=SystemPaastaConfig(
{
'monitoring_config': {'check_registered_slave_threshold': 3600},
}, '/etc/paasta',
),
):
return autoscaling_cluster_lib.SpotAutoscaler(
resource=resource or self.mock_resource,
pool_settings=self.mock_pool_settings,
config_folder=self.mock_config_folder,
dry_run=False,
utilization_error=utilization_error,
max_increase=0.2,
max_decrease=0.1,
)
def create_mock_resource(self, **kwargs):
mock_resource = self.mock_resource.copy()
mock_resource.update(**kwargs)
return mock_resource
def create_mock_sfr(self, fulfilled_capacity, request_state='active'):
return {
'SpotFleetRequestState': request_state,
'SpotFleetRequestConfig': {
'FulfilledCapacity': fulfilled_capacity,
},
}
def test_exists(self):
self.autoscaler.sfr = {'SpotFleetRequestState': 'active'}
assert self.autoscaler.exists
self.autoscaler.sfr = {'SpotFleetRequestState': 'cancelled'}
assert not self.autoscaler.exists
self.autoscaler.sfr = None
assert not self.autoscaler.exists
def test_current_capacity(self):
self.autoscaler.sfr = {'SpotFleetRequestConfig': {'FulfilledCapacity': 2}}
assert self.autoscaler.current_capacity == 2
def test_get_spot_fleet_instances(self):
with mock.patch('boto3.client', autospec=True) as mock_ec2_client:
mock_instances = mock.Mock()
mock_sfr = {'ActiveInstances': mock_instances}
mock_describe_spot_fleet_instances = mock.Mock(return_value=mock_sfr)
mock_ec2_client.return_value = mock.Mock(describe_spot_fleet_instances=mock_describe_spot_fleet_instances)
ret = self.autoscaler.get_spot_fleet_instances('sfr-blah', region='westeros-1')
assert ret == mock_instances
def test_is_aws_launching_sfr_instances(self):
self.autoscaler.sfr = {'SpotFleetRequestConfig': {
'FulfilledCapacity': 5,
'TargetCapacity': 10,
}}
assert self.autoscaler.is_aws_launching_instances()
self.autoscaler.sfr = {'SpotFleetRequestConfig': {
'FulfilledCapacity': 10,
'TargetCapacity': 5,
}}
assert not self.autoscaler.is_aws_launching_instances()
self.autoscaler.sfr = {'SpotFleetRequestConfig': {
'FulfilledCapacity': 10,
'TargetCapacity': 10,
}}
assert not self.autoscaler.is_aws_launching_instances()
def test_is_sfr_cancelled(self):
self.autoscaler.sfr = {'SpotFleetRequestState': 'cancelled'}
assert self.autoscaler.is_resource_cancelled()
self.autoscaler.sfr = {'SpotFleetRequestState': 'cancelled_running'}
assert self.autoscaler.is_resource_cancelled()
self.autoscaler.sfr = {'SpotFleetRequestState': 'active'}
assert not self.autoscaler.is_resource_cancelled()
self.autoscaler.sfr = None
assert self.autoscaler.is_resource_cancelled()
def test_cancelled_running_scale_down(self):
sfr = self.create_mock_sfr(fulfilled_capacity=4, request_state='cancelled_running')
resource = self.create_mock_resource(min_capacity=4, max_capacity=10)
autoscaler = self.create_autoscaler(utilization_error=-0.1, resource=resource, sfr=sfr)
assert autoscaler.utilization_error == -1
assert autoscaler.resource['min_capacity'] == 0
def test_cancelled_running_scale_up(self):
sfr = self.create_mock_sfr(fulfilled_capacity=4, request_state='cancelled_running')
resource = self.create_mock_resource(min_capacity=4, max_capacity=10)
autoscaler = self.create_autoscaler(utilization_error=0.1, resource=resource, sfr=sfr)
assert autoscaler.utilization_error == 0.1
assert autoscaler.resource['min_capacity'] == 4
def test_get_sfr(self):
with mock.patch('boto3.client', autospec=True) as mock_ec2_client:
mock_sfr_config = mock.Mock()
mock_sfr = {'SpotFleetRequestConfigs': [mock_sfr_config]}
mock_describe_spot_fleet_requests = mock.Mock(return_value=mock_sfr)
mock_ec2_client.return_value = mock.Mock(describe_spot_fleet_requests=mock_describe_spot_fleet_requests)
ret = self.autoscaler.get_sfr('sfr-blah', region='westeros-1')
mock_describe_spot_fleet_requests.assert_called_with(SpotFleetRequestIds=['sfr-blah'])
assert ret == mock_sfr_config
mock_error = {'Error': {'Code': 'InvalidSpotFleetRequestId.NotFound'}}
mock_describe_spot_fleet_requests = mock.Mock(side_effect=ClientError(mock_error, 'blah'))
mock_ec2_client.return_value = mock.Mock(describe_spot_fleet_requests=mock_describe_spot_fleet_requests)
ret = self.autoscaler.get_sfr('sfr-blah', region='westeros-1')
assert ret is None
def test_is_new_autoscaling_resource_when_sfr_is_above_threshold(self):
sfr = {
'SpotFleetRequestConfig': {'FulfilledCapacity': 2},
'SpotFleetRequestState': 'active',
'Instances': [mock.Mock()],
'CreateTime': datetime.now(timezone.utc) - timedelta(
seconds=3600 + 60,
),
}
autoscaler = self.create_autoscaler(sfr=sfr)
assert not autoscaler.is_new_autoscaling_resource()
def test_is_new_autoscaling_resource_when_sfr_is_below_threshold(self):
sfr = {
'SpotFleetRequestConfig': {'FulfilledCapacity': 2},
'SpotFleetRequestState': 'active',
'Instances': [mock.Mock()],
'CreateTime': datetime.now(timezone.utc),
}
autoscaler = self.create_autoscaler(sfr=sfr)
assert autoscaler.is_new_autoscaling_resource()
def test_set_spot_fleet_request_capacity(self):
with mock.patch(
'boto3.client', autospec=True,
) as mock_ec2_client, mock.patch(
'time.sleep', autospec=True,
) as mock_sleep, mock.patch(
'paasta_tools.autoscaling.autoscaling_cluster_lib.SpotAutoscaler.get_sfr', autospec=True,
) as mock_get_sfr, mock.patch(
'paasta_tools.autoscaling.autoscaling_cluster_lib.AWS_SPOT_MODIFY_TIMEOUT', autospec=True,
):
mock_sleep.side_effect = TimeoutError()
mock_get_sfr.return_value = {'SpotFleetRequestState': 'modifying'}
mock_modify_spot_fleet_request = mock.Mock()
mock_ec2_client.return_value = mock.Mock(modify_spot_fleet_request=mock_modify_spot_fleet_request)
with raises(autoscaling_cluster_lib.FailSetResourceCapacity):
ret = self.autoscaler.set_capacity(4.1)
assert not mock_modify_spot_fleet_request.called
mock_modify_spot_fleet_request.side_effect = ClientError({'Error': {}}, 'blah')
mock_get_sfr.return_value = {'SpotFleetRequestState': 'active'}
with raises(autoscaling_cluster_lib.FailSetResourceCapacity):
ret = self.autoscaler.set_capacity(4.1)
mock_modify_spot_fleet_request.side_effect = None
ret = self.autoscaler.set_capacity(4.1)
mock_modify_spot_fleet_request.assert_called_with(
SpotFleetRequestId='sfr-blah',
TargetCapacity=4,
ExcessCapacityTerminationPolicy='noTermination',
)
assert ret is not None
assert self.autoscaler.capacity == 4.1
def test_get_instance_type_weights_sfr(self):
mock_launch_specs = [
{
'InstanceType': 'c4.blah',
'WeightedCapacity': 123,
},
{
'InstanceType': 'm4.whatever',
'WeightedCapacity': 456,
},
]
self.autoscaler.sfr = {'SpotFleetRequestConfig': {'LaunchSpecifications': mock_launch_specs}}
ret = self.autoscaler.get_instance_type_weights()
assert ret == {'c4.blah': 123, 'm4.whatever': 456}
def test_get_spot_fleet_delta(self):
resource = self.create_mock_resource(min_capacity=2, max_capacity=10)
sfr = self.create_mock_sfr(fulfilled_capacity=5)
autoscaler = self.create_autoscaler(utilization_error=-0.2, resource=resource, sfr=sfr)
ret = autoscaler.get_spot_fleet_delta()
assert ret == (5, 4)
sfr = self.create_mock_sfr(fulfilled_capacity=7.3)
autoscaler = self.create_autoscaler(utilization_error=-0.2, resource=resource, sfr=sfr)
ret = autoscaler.get_spot_fleet_delta()
assert ret == (7.3, 6)
sfr = self.create_mock_sfr(fulfilled_capacity=5)
autoscaler = self.create_autoscaler(utilization_error=0.2, resource=resource, sfr=sfr)
ret = autoscaler.get_spot_fleet_delta()
assert ret == (5, 6)
sfr = self.create_mock_sfr(fulfilled_capacity=10)
autoscaler = self.create_autoscaler(utilization_error=0.2, resource=resource, sfr=sfr)
ret = autoscaler.get_spot_fleet_delta()
assert ret == (10, 10)
sfr = self.create_mock_sfr(fulfilled_capacity=2)
autoscaler = self.create_autoscaler(utilization_error=-0.2, resource=resource, sfr=sfr)
ret = autoscaler.get_spot_fleet_delta()
assert ret == (2, 2)
resource = self.create_mock_resource(min_capacity=0, max_capacity=10)
sfr = self.create_mock_sfr(fulfilled_capacity=1)
autoscaler = self.create_autoscaler(utilization_error=-1, resource=resource, sfr=sfr)
ret = autoscaler.get_spot_fleet_delta()
assert ret == (1, 1)
resource = self.create_mock_resource(min_capacity=0, max_capacity=100)
sfr = self.create_mock_sfr(fulfilled_capacity=21)