Add gnocchi support in basic_consolidation strategy
This patch adds gnocchi support in basic_consolidation strategy and adds unit tests corresponding to that change. Change-Id: Ia1ee55fca8eadffbd244c0247577805b6856369d Partiallly-Implements: bp gnocchi-watcher
This commit is contained in:
@@ -35,12 +35,15 @@ migration is possible on your OpenStack cluster.
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"""
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import datetime
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from oslo_config import cfg
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from oslo_log import log
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from watcher._i18n import _, _LE, _LI, _LW
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from watcher.common import exception
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from watcher.datasource import ceilometer as ceil
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from watcher.datasource import gnocchi as gnoc
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from watcher.datasource import monasca as mon
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from watcher.decision_engine.model import element
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from watcher.decision_engine.strategy.strategies import base
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@@ -61,6 +64,9 @@ class BasicConsolidation(base.ServerConsolidationBaseStrategy):
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monasca=dict(
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host_cpu_usage='cpu.percent',
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instance_cpu_usage='vm.cpu.utilization_perc'),
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gnocchi=dict(
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host_cpu_usage='compute.node.cpu.percent',
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instance_cpu_usage='cpu_util'),
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)
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MIGRATION = "migrate"
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@@ -87,6 +93,7 @@ class BasicConsolidation(base.ServerConsolidationBaseStrategy):
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self._ceilometer = None
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self._monasca = None
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self._gnocchi = None
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# TODO(jed): improve threshold overbooking?
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self.threshold_mem = 1
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@@ -105,6 +112,10 @@ class BasicConsolidation(base.ServerConsolidationBaseStrategy):
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def period(self):
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return self.input_parameters.get('period', 7200)
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@property
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def granularity(self):
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return self.input_parameters.get('granularity', 300)
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@classmethod
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def get_display_name(cls):
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return _("Basic offline consolidation")
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@@ -132,6 +143,12 @@ class BasicConsolidation(base.ServerConsolidationBaseStrategy):
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"type": "number",
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"default": 7200
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},
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"granularity": {
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"description": "The time between two measures in an "
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"aggregated timeseries of a metric.",
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"type": "number",
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"default": 300
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},
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},
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}
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@@ -142,7 +159,7 @@ class BasicConsolidation(base.ServerConsolidationBaseStrategy):
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"datasource",
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help="Data source to use in order to query the needed metrics",
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default="ceilometer",
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choices=["ceilometer", "monasca"]),
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choices=["ceilometer", "monasca", "gnocchi"])
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]
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@property
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@@ -165,6 +182,16 @@ class BasicConsolidation(base.ServerConsolidationBaseStrategy):
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def monasca(self, monasca):
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self._monasca = monasca
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@property
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def gnocchi(self):
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if self._gnocchi is None:
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self._gnocchi = gnoc.GnocchiHelper(osc=self.osc)
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return self._gnocchi
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@gnocchi.setter
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def gnocchi(self, gnocchi):
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self._gnocchi = gnocchi
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def check_migration(self, source_node, destination_node,
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instance_to_migrate):
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"""Check if the migration is possible
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@@ -260,6 +287,19 @@ class BasicConsolidation(base.ServerConsolidationBaseStrategy):
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period=self.period,
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aggregate='avg',
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)
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elif self.config.datasource == "gnocchi":
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resource_id = "%s_%s" % (node.uuid, node.hostname)
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stop_time = datetime.datetime.utcnow()
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start_time = stop_time - datetime.timedelta(
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seconds=int(self.period))
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return self.gnocchi.statistic_aggregation(
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resource_id=resource_id,
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metric=metric_name,
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granularity=self.granularity,
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start_time=start_time,
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stop_time=stop_time,
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aggregation='mean'
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)
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elif self.config.datasource == "monasca":
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statistics = self.monasca.statistic_aggregation(
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meter_name=metric_name,
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@@ -289,6 +329,18 @@ class BasicConsolidation(base.ServerConsolidationBaseStrategy):
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period=self.period,
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aggregate='avg'
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)
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elif self.config.datasource == "gnocchi":
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stop_time = datetime.datetime.utcnow()
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start_time = stop_time - datetime.timedelta(
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seconds=int(self.period))
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return self.gnocchi.statistic_aggregation(
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resource_id=instance.uuid,
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metric=metric_name,
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granularity=self.granularity,
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start_time=start_time,
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stop_time=stop_time,
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aggregation='mean',
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)
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elif self.config.datasource == "monasca":
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statistics = self.monasca.statistic_aggregation(
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meter_name=metric_name,
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216
watcher/tests/decision_engine/model/gnocchi_metrics.py
Normal file
216
watcher/tests/decision_engine/model/gnocchi_metrics.py
Normal file
@@ -0,0 +1,216 @@
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# Licensed under the Apache License, Version 2.0 (the "License");
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# you may not use this file except in compliance with the License.
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# You may obtain a copy of the License at
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#
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# http://www.apache.org/licenses/LICENSE-2.0
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#
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# Unless required by applicable law or agreed to in writing, software
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# distributed under the License is distributed on an "AS IS" BASIS,
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# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or
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# implied.
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# See the License for the specific language governing permissions and
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# limitations under the License.
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import oslo_utils
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class FakeGnocchiMetrics(object):
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def __init__(self):
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self.emptytype = ""
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def empty_one_metric(self, emptytype):
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self.emptytype = emptytype
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def mock_get_statistics(self, resource_id, metric, granularity,
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start_time, stop_time, aggregation='mean'):
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result = 0
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meter_name = metric
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if meter_name == "hardware.cpu.util":
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result = self.get_usage_node_cpu(resource_id)
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elif meter_name == "compute.node.cpu.percent":
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result = self.get_usage_node_cpu(resource_id)
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elif meter_name == "hardware.memory.used":
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result = self.get_usage_node_ram(resource_id)
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elif meter_name == "cpu_util":
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result = self.get_average_usage_instance_cpu(resource_id)
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elif meter_name == "memory.resident":
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result = self.get_average_usage_instance_memory(resource_id)
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elif meter_name == "hardware.ipmi.node.outlet_temperature":
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result = self.get_average_outlet_temperature(resource_id)
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elif meter_name == "hardware.ipmi.node.airflow":
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result = self.get_average_airflow(resource_id)
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elif meter_name == "hardware.ipmi.node.temperature":
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result = self.get_average_inlet_t(resource_id)
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elif meter_name == "hardware.ipmi.node.power":
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result = self.get_average_power(resource_id)
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return result
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@staticmethod
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def get_average_outlet_temperature(uuid):
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"""The average outlet temperature for host"""
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mock = {}
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mock['Node_0'] = 30
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# use a big value to make sure it exceeds threshold
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mock['Node_1'] = 100
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if uuid not in mock.keys():
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mock[uuid] = 100
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return mock[str(uuid)]
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@staticmethod
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def get_usage_node_ram(uuid):
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mock = {}
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# Gnocchi returns hardware.memory.used samples in KB.
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mock['Node_0'] = 7 * oslo_utils.units.Ki
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mock['Node_1'] = 5 * oslo_utils.units.Ki
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mock['Node_2'] = 29 * oslo_utils.units.Ki
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mock['Node_3'] = 8 * oslo_utils.units.Ki
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mock['Node_4'] = 4 * oslo_utils.units.Ki
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if uuid not in mock.keys():
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mock[uuid] = 8
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return float(mock[str(uuid)])
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@staticmethod
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def get_average_airflow(uuid):
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"""The average outlet temperature for host"""
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mock = {}
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mock['Node_0'] = 400
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# use a big value to make sure it exceeds threshold
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mock['Node_1'] = 100
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if uuid not in mock.keys():
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mock[uuid] = 200
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return mock[str(uuid)]
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@staticmethod
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def get_average_inlet_t(uuid):
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"""The average outlet temperature for host"""
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mock = {}
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mock['Node_0'] = 24
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mock['Node_1'] = 26
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if uuid not in mock.keys():
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mock[uuid] = 28
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return mock[str(uuid)]
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@staticmethod
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def get_average_power(uuid):
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"""The average outlet temperature for host"""
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mock = {}
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mock['Node_0'] = 260
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mock['Node_1'] = 240
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if uuid not in mock.keys():
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mock[uuid] = 200
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return mock[str(uuid)]
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@staticmethod
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def get_usage_node_cpu(uuid):
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"""The last VM CPU usage values to average
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:param uuid:00
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:return:
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"""
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# Normalize
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mock = {}
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# node 0
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mock['Node_0_hostname_0'] = 7
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mock['Node_1_hostname_1'] = 7
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# node 1
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mock['Node_2_hostname_2'] = 80
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# node 2
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mock['Node_3_hostname_3'] = 5
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mock['Node_4_hostname_4'] = 5
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mock['Node_5_hostname_5'] = 10
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# node 3
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mock['Node_6_hostname_6'] = 8
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mock['Node_19_hostname_19'] = 10
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# node 4
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mock['INSTANCE_7_hostname_7'] = 4
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mock['Node_0'] = 7
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mock['Node_1'] = 5
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mock['Node_2'] = 10
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mock['Node_3'] = 4
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mock['Node_4'] = 2
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if uuid not in mock.keys():
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mock[uuid] = 8
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return float(mock[str(uuid)])
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@staticmethod
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def get_average_usage_instance_cpu(uuid):
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"""The last VM CPU usage values to average
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:param uuid:00
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:return:
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"""
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# Normalize
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mock = {}
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# node 0
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mock['INSTANCE_0'] = 7
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mock['INSTANCE_1'] = 7
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# node 1
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mock['INSTANCE_2'] = 10
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# node 2
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mock['INSTANCE_3'] = 5
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mock['INSTANCE_4'] = 5
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mock['INSTANCE_5'] = 10
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# node 3
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mock['INSTANCE_6'] = 8
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# node 4
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mock['INSTANCE_7'] = 4
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if uuid not in mock.keys():
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mock[uuid] = 8
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return mock[str(uuid)]
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@staticmethod
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def get_average_usage_instance_memory(uuid):
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mock = {}
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# node 0
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mock['INSTANCE_0'] = 2
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mock['INSTANCE_1'] = 5
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# node 1
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mock['INSTANCE_2'] = 5
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# node 2
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mock['INSTANCE_3'] = 8
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mock['INSTANCE_4'] = 5
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mock['INSTANCE_5'] = 16
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# node 3
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mock['INSTANCE_6'] = 8
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# node 4
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mock['INSTANCE_7'] = 4
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if uuid not in mock.keys():
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mock[uuid] = 10
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return mock[str(uuid)]
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@staticmethod
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def get_average_usage_instance_disk(uuid):
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mock = {}
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# node 0
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mock['INSTANCE_0'] = 2
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mock['INSTANCE_1'] = 2
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# node 1
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mock['INSTANCE_2'] = 2
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# node 2
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mock['INSTANCE_3'] = 10
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mock['INSTANCE_4'] = 15
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mock['INSTANCE_5'] = 20
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# node 3
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mock['INSTANCE_6'] = 8
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# node 4
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mock['INSTANCE_7'] = 4
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if uuid not in mock.keys():
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mock[uuid] = 4
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return mock[str(uuid)]
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@@ -18,6 +18,7 @@
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#
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import collections
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import copy
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import datetime
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import mock
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from watcher.applier.loading import default
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@@ -28,6 +29,7 @@ from watcher.decision_engine.strategy import strategies
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from watcher.tests import base
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from watcher.tests.decision_engine.model import ceilometer_metrics
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from watcher.tests.decision_engine.model import faker_cluster_state
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from watcher.tests.decision_engine.model import gnocchi_metrics
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from watcher.tests.decision_engine.model import monasca_metrics
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@@ -40,6 +42,9 @@ class TestBasicConsolidation(base.TestCase):
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("Monasca",
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{"datasource": "monasca",
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"fake_datasource_cls": monasca_metrics.FakeMonascaMetrics}),
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("Gnocchi",
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{"datasource": "gnocchi",
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"fake_datasource_cls": gnocchi_metrics.FakeGnocchiMetrics}),
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]
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def setUp(self):
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@@ -276,10 +281,23 @@ class TestBasicConsolidation(base.TestCase):
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p_monasca = mock.patch.object(strategies.BasicConsolidation, "monasca")
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m_monasca = p_monasca.start()
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self.addCleanup(p_monasca.stop)
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p_gnocchi = mock.patch.object(strategies.BasicConsolidation, "gnocchi")
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m_gnocchi = p_gnocchi.start()
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self.addCleanup(p_gnocchi.stop)
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datetime_patcher = mock.patch.object(
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datetime, 'datetime',
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mock.Mock(wraps=datetime.datetime)
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)
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mocked_datetime = datetime_patcher.start()
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mocked_datetime.utcnow.return_value = datetime.datetime(
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2017, 3, 19, 18, 53, 11, 657417)
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self.addCleanup(datetime_patcher.stop)
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m_monasca.return_value = mock.Mock(
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statistic_aggregation=self.fake_metrics.mock_get_statistics)
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m_ceilometer.return_value = mock.Mock(
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statistic_aggregation=self.fake_metrics.mock_get_statistics)
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m_gnocchi.return_value = mock.Mock(
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statistic_aggregation=self.fake_metrics.mock_get_statistics)
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self.strategy.calculate_score_node(node_1)
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resource_id = "%s_%s" % (node_1.uuid, node_1.hostname)
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if self.strategy.config.datasource == "ceilometer":
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@@ -290,6 +308,14 @@ class TestBasicConsolidation(base.TestCase):
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m_monasca.statistic_aggregation.assert_called_with(
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aggregate='avg', meter_name='cpu.percent',
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period=7200, dimensions={'hostname': 'Node_1'})
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elif self.strategy.config.datasource == "gnocchi":
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stop_time = datetime.datetime.utcnow()
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start_time = stop_time - datetime.timedelta(
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seconds=int('7200'))
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m_gnocchi.statistic_aggregation.assert_called_with(
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resource_id=resource_id, metric='compute.node.cpu.percent',
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granularity=300, start_time=start_time, stop_time=stop_time,
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aggregation='mean')
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self.strategy.input_parameters.update({"period": 600})
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self.strategy.calculate_score_node(node_1)
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@@ -301,3 +327,11 @@ class TestBasicConsolidation(base.TestCase):
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m_monasca.statistic_aggregation.assert_called_with(
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aggregate='avg', meter_name='cpu.percent',
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period=600, dimensions={'hostname': 'Node_1'})
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elif self.strategy.config.datasource == "gnocchi":
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stop_time = datetime.datetime.utcnow()
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start_time = stop_time - datetime.timedelta(
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seconds=int('600'))
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m_gnocchi.statistic_aggregation.assert_called_with(
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resource_id=resource_id, metric='compute.node.cpu.percent',
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granularity=300, start_time=start_time, stop_time=stop_time,
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aggregation='mean')
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