# Licensed to the Apache Software Foundation (ASF) under one # or more contributor license agreements. See the NOTICE file # distributed with this work for additional information # regarding copyright ownership. The ASF licenses this file # to you 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 marvin from marvin.cloudstackTestCase import * from marvin.cloudstackAPI import * from marvin.lib.utils import * from marvin.lib.base import * from marvin.lib.common import * from marvin.lib.utils import (random_gen) from nose.plugins.attrib import attr from marvin.lib.decoratorGenerators import skipTestIf import time _multiprocess_shared_ = True class TestMetrics(cloudstackTestCase): @classmethod def setUpClass(cls): cls.apiclient = cls.testClient.getApiClient() cls.hypervisor = cls.testClient.getHypervisorInfo() cls.dbclient = cls.testClient.getDbConnection() cls.services = cls.testClient.getParsedTestDataConfig() cls.zone = get_zone(cls.apiclient, cls.testClient.getZoneForTests()) cls.pod = get_pod(cls.apiclient, cls.zone.id) cls.host = list_hosts(cls.apiclient, zoneid=cls.zone.id, type='Routing')[0] cls.cluster = cls.apiclient.listClusters(listClusters.listClustersCmd())[0] cls.mgtSvrDetails = cls.config.__dict__["mgtSvr"][0].__dict__ cls._cleanup = [] cls.disk_offering = DiskOffering.create( cls.apiclient, cls.services["disk_offering"] ) cls._cleanup.append(cls.disk_offering) cls.service_offering = ServiceOffering.create( cls.apiclient, cls.services["service_offering"] ) cls._cleanup.append(cls.service_offering) cls.template = get_test_template( cls.apiclient, cls.zone.id, cls.hypervisor ) cls.domain = get_domain(cls.apiclient) cls.account = Account.create( cls.apiclient, cls.services["account"], admin=False, domainid=cls.domain.id ) cls._cleanup.append(cls.account) cls.hypervisorNotSupported = True if cls.hypervisor.lower() != 'simulator': cls.hypervisorNotSupported = False cls.vm_stats_interval_cfg = Configurations.list(cls.apiclient, name='vm.stats.interval')[0].value cls.vm_stats_max_retention_time_cfg = Configurations.list(cls.apiclient, name='vm.stats.max.retention.time')[0].value cls.vm_stats_user_vm_only_cfg = Configurations.list(cls.apiclient, name='vm.stats.user.vm.only')[0].value cls.vm_disk_stats_interval_cfg = Configurations.list(cls.apiclient, name='vm.disk.stats.interval')[0].value cls.vm_disk_stats_interval_min_cfg = Configurations.list(cls.apiclient, name='vm.disk.stats.interval.min')[0].value cls.vm_disk_stats_max_retention_time_cfg = Configurations.list(cls.apiclient, name='vm.disk.stats.max.retention.time')[0].value cls.vm_disk_stats_retention_enabled_cfg = Configurations.list(cls.apiclient, name='vm.disk.stats.retention.enabled')[0].value Configurations.update(cls.apiclient, 'vm.stats.interval', value='60000') Configurations.update(cls.apiclient, 'vm.stats.max.retention.time', value='7200') Configurations.update(cls.apiclient, 'vm.stats.user.vm.only', value='false') Configurations.update(cls.apiclient, 'vm.disk.stats.interval', value='60') Configurations.update(cls.apiclient, 'vm.disk.stats.interval.min', value='60') Configurations.update(cls.apiclient, 'vm.disk.stats.max.retention.time', value='7200') Configurations.update(cls.apiclient, 'vm.disk.stats.retention.enabled', value='true') cls.restartServer() @classmethod def tearDownClass(cls): if cls.hypervisor.lower() != 'simulator': cls.updateConfiguration('vm.stats.interval', cls.vm_stats_interval_cfg) cls.updateConfiguration('vm.stats.max.retention.time', cls.vm_stats_max_retention_time_cfg) cls.updateConfiguration('vm.stats.user.vm.only', cls.vm_stats_user_vm_only_cfg) cls.updateConfiguration('vm.disk.stats.interval', cls.vm_disk_stats_interval_cfg) cls.updateConfiguration('vm.disk.stats.interval.min', cls.vm_disk_stats_interval_min_cfg) cls.updateConfiguration('vm.disk.stats.max.retention.time', cls.vm_disk_stats_max_retention_time_cfg) cls.updateConfiguration('vm.disk.stats.retention.enabled', cls.vm_disk_stats_retention_enabled_cfg) cls.restartServer() super(TestMetrics, cls).tearDownClass() @classmethod def restartServer(cls): """Restart management server""" cls.debug("Restarting management server") sshClient = SshClient( cls.mgtSvrDetails["mgtSvrIp"], 22, cls.mgtSvrDetails["user"], cls.mgtSvrDetails["passwd"] ) command = "service cloudstack-management stop" sshClient.execute(command) command = "service cloudstack-management start" sshClient.execute(command) #Waits for management to come up in 5 mins, when it's up it will continue timeout = time.time() + 300 while time.time() < timeout: if cls.isManagementUp() is True: # allow hosts to be ready for deployment time.sleep(30) return time.sleep(5) cls.setup_failed = True cls.debug("Management server did not come up, failing") return @classmethod def isManagementUp(cls): try: cls.apiclient.listInfrastructure(listInfrastructure.listInfrastructureCmd()) return True except Exception: return False @classmethod def updateConfiguration(cls, config, value): if value is not None: Configurations.update(cls.apiclient, config, value=value) def setUp(self): self.userapiclient = self.testClient.getUserApiClient( UserName=self.account.name, DomainName=self.account.domain ) self.cleanup = [] def tearDown(self): super(TestMetrics, self).tearDown() @attr(tags = ["advanced", "advancedns", "smoke", "basic"], required_hardware="false") def test_list_hosts_metrics(self): cmd = listHostsMetrics.listHostsMetricsCmd() cmd.id = self.host.id cmd.type = 'Routing' host_metric = self.apiclient.listHostsMetrics(cmd)[0] self.assertEqual(host_metric.cpuallocated, self.host.cpuallocated) self.assertEqual(host_metric.memoryallocated, self.host.memoryallocated) return @attr(tags = ["advanced", "advancedns", "smoke", "basic"], required_hardware="false") def test_list_clusters_metrics(self): cmd = listClustersMetrics.listClustersMetricsCmd() cmd.id = self.cluster.id cluster_metric = self.apiclient.listClustersMetrics(cmd)[0] self.assertEqual(cluster_metric.id, self.cluster.id) self.assertTrue(hasattr(cluster_metric, 'cpuallocated')) self.assertTrue(hasattr(cluster_metric, 'cpumaxdeviation')) self.assertTrue(hasattr(cluster_metric, 'memoryallocated')) self.assertTrue(hasattr(cluster_metric, 'memoryused')) self.assertTrue(hasattr(cluster_metric, 'memorymaxdeviation')) return @attr(tags = ["advanced", "advancedns", "smoke", "basic"], required_hardware="false") def test_list_zones_metrics(self): cmd = listZonesMetrics.listZonesMetricsCmd() cmd.id = self.zone.id zone_metrics = self.apiclient.listZonesMetrics(cmd)[0] self.assertTrue(hasattr(zone_metrics, 'cpuallocated')) self.assertTrue(hasattr(zone_metrics, 'cpumaxdeviation')) self.assertTrue(hasattr(zone_metrics, 'cputotal')) self.assertTrue(hasattr(zone_metrics, 'cpuused')) self.assertTrue(hasattr(zone_metrics, 'memoryallocated')) self.assertTrue(hasattr(zone_metrics, 'memorymaxdeviation')) self.assertTrue(hasattr(zone_metrics, 'memoryused')) return def run_list_vm_metrics_test(self, is_user): apiclient = self.apiclient if is_user: apiclient = self.userapiclient self.small_virtual_machine = VirtualMachine.create( apiclient, self.services["virtual_machine"], serviceofferingid=self.service_offering.id, templateid=self.template.id, zoneid=self.zone.id ) self.cleanup.append(self.small_virtual_machine) cmd = listVirtualMachinesMetrics.listVirtualMachinesMetricsCmd() cmd.id = self.small_virtual_machine.id lvmm = apiclient.listVirtualMachinesMetrics(cmd)[0] self.assertEqual(lvmm.id, self.small_virtual_machine.id) self.assertTrue(hasattr(lvmm, 'cputotal')) self.assertTrue(hasattr(lvmm, 'cpuused')) self.assertTrue(hasattr(lvmm, 'diskiowrite')) self.assertTrue(hasattr(lvmm, 'diskkbswrite')) self.assertTrue(hasattr(lvmm, 'networkread')) self.assertTrue(hasattr(lvmm, 'networkwrite')) @attr(tags = ["advanced", "advancedns", "smoke", "basic"], required_hardware="false") def test_list_vms_metrics_admin(self): self.run_list_vm_metrics_test(False) @attr(tags = ["advanced", "advancedns", "smoke", "basic"], required_hardware="false") def test_list_vms_metrics_user(self): self.run_list_vm_metrics_test(True) @attr(tags = ["advanced", "advancedns", "smoke", "basic"], required_hardware="false") def test_list_pstorage_metrics(self): #list StoragePools sp = self.apiclient.listStoragePools(listStoragePools.listStoragePoolsCmd())[0] #list StoragePoolsMetrics cmd = listStoragePoolsMetrics.listStoragePoolsMetricsCmd() cmd.id = sp.id sp_metrics = self.apiclient.listStoragePoolsMetrics(cmd)[0] self.assertEqual(sp_metrics.disksizeallocated, sp.disksizeallocated) self.assertEqual(sp_metrics.state, sp.state) return @attr(tags = ["advanced", "advancedns", "smoke", "basic"], required_hardware="false") def test_list_volumes_metrics(self): volume = Volume.create( self.apiclient, self.services['volume'], zoneid=self.zone.id, diskofferingid=self.disk_offering.id ) self.cleanup.append(volume) cmd = listVolumes.listVolumesCmd() cmd.id = volume.id lv = self.apiclient.listVolumes(cmd)[0] cmd = listVolumesMetrics.listVolumesMetricsCmd() cmd.id = lv.id lvm = self.apiclient.listVolumesMetrics(cmd)[0] self.assertEqual(lv.size, lvm.size) self.assertTrue(hasattr(lvm, 'diskBytesReadRate')) self.assertTrue(hasattr(lvm, 'diskBytesWriteRate')) self.assertTrue(hasattr(lvm, 'diskIopsReadRate')) self.assertTrue(hasattr(lvm, 'diskIopsWriteRate')) return @attr(tags = ["advanced", "advancedns", "smoke", "basic"], required_hardware="false") def test_list_infrastructure_metrics(self): cmd = listInfrastructure.listInfrastructureCmd() li = self.apiclient.listInfrastructure(cmd) self.assertTrue(hasattr(li, 'clusters')) self.assertEqual(li.clusters, len(self.apiclient.listClusters(listClusters.listClustersCmd()))) self.assertTrue(hasattr(li, 'hosts')) self.assertEqual(li.hosts, len(list_hosts(self.apiclient, type='Routing'))) self.assertTrue(hasattr(li, 'imagestores')) self.assertEqual(li.imagestores, len(self.apiclient.listImageStores(listImageStores.listImageStoresCmd()))) self.assertTrue(hasattr(li, 'pods')) self.assertEqual(li.pods, len(self.apiclient.listPods(listPods.listPodsCmd()))) self.assertTrue(hasattr(li, 'routers')) self.assertTrue(hasattr(li, 'storagepools')) self.assertEqual(li.storagepools, len(self.apiclient.listStoragePools(listStoragePools.listStoragePoolsCmd()))) self.assertTrue(hasattr(li, 'zones')) self.assertEqual(li.zones, len(self.apiclient.listZones(listZones.listZonesCmd()))) self.assertTrue(hasattr(li, 'systemvms')) self.assertTrue(hasattr(li, 'cpusockets')) return @attr(tags = ["advanced", "advancedns", "smoke", "basic", "bla"], required_hardware="false") def test_list_management_server_metrics(self): cmd = listManagementServersMetrics.listManagementServersMetricsCmd() listMSMs = self.apiclient.listManagementServersMetrics(cmd) cmd = listManagementServers.listManagementServersCmd() listMSs= self.apiclient.listManagementServers(cmd) self.assertEqual(len(listMSMs), len(listMSs)) metrics = listMSMs[0] self.assertTrue(hasattr(metrics, 'availableprocessors')) self.assertTrue(isinstance(metrics.availableprocessors, int)) self.assertTrue(hasattr(metrics, 'agentcount')) self.assertTrue(isinstance(metrics.agentcount, int)) self.assertTrue(hasattr(metrics, 'sessions')) self.assertTrue(isinstance(metrics.sessions, int)) self.assertTrue(hasattr(metrics, 'heapmemoryused')) self.assertTrue(isinstance(metrics.heapmemoryused, int)) self.assertTrue(hasattr(metrics, 'heapmemorytotal')) self.assertTrue(isinstance(metrics.heapmemorytotal, int)) self.assertTrue(metrics.heapmemoryused <= metrics.heapmemorytotal) self.assertTrue(hasattr(metrics, 'threadsblockedcount')) self.assertTrue(isinstance(metrics.threadsblockedcount, int)) self.assertTrue(hasattr(metrics, 'threadsdaemoncount')) self.assertTrue(isinstance(metrics.threadsdaemoncount, int)) self.assertTrue(hasattr(metrics, 'threadsrunnablecount')) self.assertTrue(isinstance(metrics.threadsrunnablecount, int)) self.assertTrue(hasattr(metrics, 'threadsteminatedcount')) self.assertTrue(isinstance(metrics.threadsteminatedcount, int)) self.assertTrue(hasattr(metrics, 'threadstotalcount')) self.assertTrue(isinstance(metrics.threadstotalcount, int)) self.assertTrue(hasattr(metrics, 'threadswaitingcount')) self.assertTrue(isinstance(metrics.threadswaitingcount, int)) self.assertTrue(metrics.threadsblockedcount <= metrics.threadstotalcount) self.assertTrue(metrics.threadsdaemoncount <= metrics.threadstotalcount) self.assertTrue(metrics.threadsrunnablecount <= metrics.threadstotalcount) self.assertTrue(metrics.threadsteminatedcount <= metrics.threadstotalcount) self.assertTrue(metrics.threadswaitingcount <= metrics.threadstotalcount) self.assertTrue(hasattr(metrics, 'systemmemorytotal')) self.assertTrue(isinstance(metrics.systemmemorytotal, str)) self.assertTrue(hasattr(metrics, 'systemmemoryfree')) self.assertTrue(isinstance(metrics.systemmemoryfree, str)) self.assertTrue(hasattr(metrics, 'systemmemoryvirtualsize')) self.assertTrue(isinstance(metrics.systemmemoryvirtualsize, str)) self.assertTrue(hasattr(metrics, 'loginfo')) self.assertTrue(isinstance(metrics.loginfo, str)) self.assertTrue(hasattr(metrics, 'systemtotalcpucycles')) self.assertTrue(isinstance(metrics.systemtotalcpucycles, float)) self.assertTrue(hasattr(metrics, 'systemloadaverages')) self.assertTrue(isinstance(metrics.systemloadaverages, list)) self.assertEqual(len(metrics.systemloadaverages), 3) self.assertTrue(hasattr(metrics, 'systemcycleusage')) self.assertTrue(isinstance(metrics.systemcycleusage, list)) self.assertEqual(len(metrics.systemcycleusage), 3) self.assertTrue(hasattr(metrics, 'dbislocal')) self.assertTrue(isinstance(metrics.dbislocal, bool)) self.assertTrue(hasattr(metrics, 'usageislocal')) self.assertTrue(isinstance(metrics.usageislocal, bool)) self.assertTrue(hasattr(metrics, 'collectiontime')) self.assertTrue(isinstance(metrics.collectiontime, str)) self.assertTrue(self.valid_date(metrics.collectiontime)) self.assertTrue(hasattr(metrics, 'id')) self.assertTrue(isinstance(metrics.id, str)) self.assertTrue(hasattr(metrics, 'name')) self.assertTrue(isinstance(metrics.name, str)) self.assertTrue(hasattr(metrics, 'state')) self.assertEqual(metrics.state, 'Up') self.assertTrue(hasattr(metrics, 'version')) self.assertTrue(isinstance(metrics.version, str)) self.assertTrue(hasattr(metrics, 'javadistribution')) self.assertTrue(isinstance(metrics.javadistribution, str)) self.assertTrue(hasattr(metrics, 'javaversion')) self.assertTrue(isinstance(metrics.javaversion, str)) self.assertTrue(hasattr(metrics, 'osdistribution')) self.assertTrue(isinstance(metrics.osdistribution, str)) self.assertTrue(hasattr(metrics, 'lastserverstart')) self.assertTrue(isinstance(metrics.lastserverstart, str)) self.assertTrue(self.valid_date(metrics.lastserverstart)) if hasattr(metrics, 'lastserverstop') and metrics.lastserverstop: self.debug(f"=== lastserverstop {metrics.lastserverstop} ===") self.assertTrue(isinstance(metrics.lastserverstop, str)) self.assertTrue(self.valid_date(metrics.lastserverstop)) self.assertTrue(hasattr(metrics, 'lastboottime')) self.assertTrue(isinstance(metrics.lastboottime, str)) self.assertTrue(self.valid_date(metrics.lastboottime)) return @attr(tags = ["advanced", "advancedns", "smoke", "basic"], required_hardware="false") def test_list_usage_server_metrics(self): cmd = listUsageServerMetrics.listUsageServerMetricsCmd() metrics = self.apiclient.listUsageServerMetrics(cmd) self.assertTrue(hasattr(metrics,'collectiontime')) self.assertTrue(isinstance(metrics.collectiontime, str)) self.assertTrue(self.valid_date(metrics.collectiontime)) self.assertTrue(hasattr(metrics, 'hostname')) self.assertTrue(isinstance(metrics.hostname, str)) if hasattr(metrics, 'lastheartbeat') and metrics.lastheartbeat : self.debug(f"=== lastheartbeat {metrics.lastheartbeat} ===") self.assertTrue(isinstance(metrics.lastheartbeat, str)) self.assertTrue(self.valid_date(metrics.lastheartbeat)) if hasattr(metrics, 'lastsuccessfuljob') and metrics.lastsuccessfuljob: self.debug(f"=== lastsuccessfuljob {metrics.lastsuccessfuljob} ===") self.assertTrue(isinstance(metrics.lastsuccessfuljob, str)) self.assertTrue(self.valid_date(metrics.lastsuccessfuljob)) self.assertTrue(hasattr(metrics, 'state')) self.assertTrue(metrics.state == 'Up' or metrics.state == 'Down') return @attr(tags = ["advanced", "advancedns", "smoke", "basic"], required_hardware="false") def test_list_db_metrics(self): cmd = listDbMetrics.listDbMetricsCmd() metrics = self.apiclient.listDbMetrics(cmd) self.assertTrue(hasattr(metrics,'collectiontime')) self.assertTrue(isinstance(metrics.collectiontime, str)) self.assertTrue(self.valid_date(metrics.collectiontime)) self.assertTrue(hasattr(metrics, 'connections')) self.assertTrue(isinstance(metrics.connections, int)) cmd = listConfigurations.listConfigurationsCmd() cmd.name = 'database.server.stats.retention' configuration = self.apiclient.listConfigurations(cmd) retention = int(configuration[0].value) self.assertTrue(hasattr(metrics, 'dbloadaverages')) self.assertTrue(isinstance(metrics.dbloadaverages, list)) self.assertTrue(len(metrics.dbloadaverages) <= retention) self.assertTrue(hasattr(metrics, 'hostname')) self.assertTrue(isinstance(metrics.hostname, str)) self.assertTrue(hasattr(metrics, 'queries')) self.assertTrue(isinstance(metrics.queries, int)) self.assertTrue(hasattr(metrics, 'replicas')) self.assertTrue(isinstance(metrics.replicas, list)) self.assertTrue(hasattr(metrics, 'uptime')) self.assertTrue(isinstance(metrics.uptime, int)) self.assertTrue(hasattr(metrics, 'version')) self.assertTrue(isinstance(metrics.version, str)) self.assertTrue(hasattr(metrics, 'versioncomment')) self.assertTrue(isinstance(metrics.versioncomment, str)) return @attr(tags = ["advanced", "advancedns", "smoke", "basic"], required_hardware="true") @skipTestIf("hypervisorNotSupported") def test_list_vms_metrics_history(self): #deploy VM self.small_virtual_machine = VirtualMachine.create( self.apiclient, self.services["virtual_machine"], serviceofferingid=self.service_offering.id, templateid=self.template.id, zoneid=self.zone.id ) self.cleanup.append(self.small_virtual_machine) # Wait for 2 minutes time.sleep(120) cmd = listVirtualMachinesUsageHistory.listVirtualMachinesUsageHistoryCmd() cmd.id = self.small_virtual_machine.id result = self.apiclient.listVirtualMachinesUsageHistory(cmd)[0] self.assertEqual(result.id, self.small_virtual_machine.id) self.assertTrue(hasattr(result, 'stats')) self.assertTrue(type(result.stats) == list and len(result.stats) > 0) self.validate_vm_stats(result.stats[0]) return @attr(tags = ["advanced", "advancedns", "smoke", "basic"], required_hardware="true") @skipTestIf("hypervisorNotSupported") def test_list_system_vms_metrics_history(self): cmd = listSystemVmsUsageHistory.listSystemVmsUsageHistoryCmd() now = datetime.datetime.now() - datetime.timedelta(minutes=15) start_time = now.strftime("%Y-%m-%d %H:%M:%S") cmd.startdate = start_time result = self.apiclient.listSystemVmsUsageHistory(cmd)[0] self.assertTrue(hasattr(result, 'stats')) self.assertTrue(type(result.stats) == list and len(result.stats) > 0) self.validate_vm_stats(result.stats[0]) return @attr(tags = ["advanced", "advancedns", "smoke", "basic"], required_hardware="true") @skipTestIf("hypervisorNotSupported") def test_list_volumes_metrics_history(self): #deploy VM self.small_virtual_machine = VirtualMachine.create( self.apiclient, self.services["virtual_machine"], serviceofferingid=self.service_offering.id, templateid=self.template.id, zoneid=self.zone.id ) self.cleanup.append(self.small_virtual_machine) currentHost = Host.list(self.apiclient, id=self.small_virtual_machine.hostid)[0] if currentHost.hypervisor.lower() == "xenserver": # Skip tests as volume metrics doesn't see to work self.skipTest("Skipping test because volume metrics doesn't work on hypervisor\ %s, %s" % (currentHost.hypervisor, currentHost.hypervisorversion)) # Wait for 2 minutes time.sleep(120) volume = Volume.list( self.apiclient, virtualmachineid=self.small_virtual_machine.id)[0] cmd = listVolumesUsageHistory.listVolumesUsageHistoryCmd() cmd.id = volume.id result = self.apiclient.listVolumesUsageHistory(cmd)[0] self.assertEqual(result.id, volume.id) self.assertTrue(hasattr(result, 'stats')) self.assertTrue(type(result.stats) == list and len(result.stats) > 0) stats = result.stats[0] self.assertTrue(hasattr(stats, 'diskioread')) self.assertTrue(hasattr(stats, 'diskiowrite')) self.assertTrue(hasattr(stats, 'diskiopstotal')) self.assertTrue(hasattr(stats, 'diskkbsread')) self.assertTrue(hasattr(stats, 'diskkbswrite')) self.assertTrue(hasattr(stats, 'timestamp')) self.assertTrue(self.valid_date(stats.timestamp)) return def validate_vm_stats(self, stats): self.assertTrue(hasattr(stats, 'cpuused')) self.assertTrue(hasattr(stats, 'diskiopstotal')) self.assertTrue(hasattr(stats, 'diskioread')) self.assertTrue(hasattr(stats, 'diskiowrite')) self.assertTrue(hasattr(stats, 'diskkbsread')) self.assertTrue(hasattr(stats, 'diskkbswrite')) self.assertTrue(hasattr(stats, 'memoryintfreekbs')) self.assertTrue(hasattr(stats, 'memorykbs')) self.assertTrue(hasattr(stats, 'memorytargetkbs')) self.assertTrue(hasattr(stats, 'networkkbsread')) self.assertTrue(hasattr(stats, 'networkkbswrite')) self.assertTrue(hasattr(stats, 'networkread')) self.assertTrue(hasattr(stats, 'networkwrite')) self.assertTrue(hasattr(stats, 'timestamp')) self.assertTrue(self.valid_date(stats.timestamp)) def valid_date(cls, date_text): try: datetime.datetime.strptime(date_text, '%Y-%m-%dT%H:%M:%S%z') return True except ValueError: return False