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Posted to commits@cloudstack.apache.org by GitBox <gi...@apache.org> on 2022/12/07 10:32:46 UTC

[GitHub] [cloudstack] weizhouapache commented on a diff in pull request #6571: VM Autoscaling with virtual router

weizhouapache commented on code in PR #6571:
URL: https://github.com/apache/cloudstack/pull/6571#discussion_r1042035730


##########
test/integration/smoke/test_vm_autoscaling.py:
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@@ -0,0 +1,1103 @@
+# 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.
+
+"""
+Tests of VM Autoscaling
+"""
+
+import logging
+import time
+import datetime
+
+from nose.plugins.attrib import attr
+from marvin.cloudstackTestCase import cloudstackTestCase
+from marvin.cloudstackAPI import stopVirtualMachine
+
+from marvin.lib.base import (Account,
+                             Autoscale,
+                             AutoScaleCondition,
+                             AutoScalePolicy,
+                             AutoScaleVmProfile,
+                             AutoScaleVmGroup,
+                             Configurations,
+                             DiskOffering,
+                             Domain,
+                             Project,
+                             ServiceOffering,
+                             VirtualMachine,
+                             Volume,
+                             Zone,
+                             Network,
+                             NetworkOffering,
+                             PublicIPAddress,
+                             LoadBalancerRule,
+                             VPC,
+                             VpcOffering,
+                             SSHKeyPair)
+
+from marvin.lib.common import (get_domain,
+                               get_zone,
+                               get_template)
+from marvin.lib.utils import wait_until
+
+MIN_MEMBER = 1
+MAX_MEMBER = 2
+DEFAULT_EXPUNGE_VM_GRACE_PERIOD = 60
+DEFAULT_DURATION = 120
+DEFAULT_INTERVAL = 30
+DEFAULT_QUIETTIME = 60
+NAME_PREFIX = "AS-VmGroup-"
+
+CONFIG_NAME_DISK_CONTROLLER = "vmware.root.disk.controller"
+OS_DEFAULT = "osdefault"
+
+class TestVmAutoScaling(cloudstackTestCase):
+    """
+    Test VM autoscaling
+    """
+    @classmethod
+    def setUpClass(cls):
+        cls.testClient = super(
+            TestVmAutoScaling,
+            cls).getClsTestClient()
+        cls.apiclient = cls.testClient.getApiClient()
+        cls.services = cls.testClient.getParsedTestDataConfig()
+
+        cls.initial_vmware_root_disk_controller = Configurations.list(
+            cls.apiclient,
+            name=CONFIG_NAME_DISK_CONTROLLER)[0].value
+        Configurations.update(cls.apiclient,
+                              CONFIG_NAME_DISK_CONTROLLER,
+                              OS_DEFAULT)
+
+        cls.hypervisor = cls.testClient.getHypervisorInfo()
+        zone = get_zone(cls.apiclient, cls.testClient.getZoneForTests())
+        cls.zone = Zone(zone.__dict__)
+        cls.template = get_template(cls.apiclient, cls.zone.id)
+        cls.templatesize = int(cls.template.size / (1024 ** 3))
+        cls._cleanup = []
+
+        cls.logger = logging.getLogger("TestVmAutoScaling")
+        cls.stream_handler = logging.StreamHandler()
+        cls.logger.setLevel(logging.DEBUG)
+        cls.logger.addHandler(cls.stream_handler)
+
+        cls.domain = get_domain(cls.apiclient)
+
+        # 1. Create small service offering
+        cls.service_offering = ServiceOffering.create(
+            cls.apiclient,
+            cls.services["service_offerings"]["small"]
+        )
+        cls._cleanup.append(cls.service_offering)
+
+        cls.service_offering_new = ServiceOffering.create(
+            cls.apiclient,
+            cls.services["service_offerings"]["small"]
+        )
+        cls._cleanup.append(cls.service_offering_new)
+
+        # 2. Create disk offerings (fixed and custom)
+        cls.disk_offering_override = DiskOffering.create(
+            cls.apiclient,
+            cls.services["disk_offering"],
+            disksize=cls.templatesize + 1
+        )
+        cls._cleanup.append(cls.disk_offering_override)
+
+        cls.disk_offering_custom = DiskOffering.create(
+            cls.apiclient,
+            cls.services["disk_offering"],
+            custom=True
+        )
+        cls._cleanup.append(cls.disk_offering_custom)
+
+        cls.disk_offering_custom_new = DiskOffering.create(
+            cls.apiclient,
+            cls.services["disk_offering"],
+            custom=True
+        )
+        cls._cleanup.append(cls.disk_offering_custom_new)
+
+        # 3. Create network offering for isolated networks
+        cls.services["isolated_network_offering"]["serviceCapabilityList"] = {
+            "Lb": {
+                "SupportedLbIsolation": 'dedicated',
+                "VmAutoScaling": 'true'
+            },
+        }
+        cls.network_offering_isolated = NetworkOffering.create(
+            cls.apiclient,
+            cls.services["isolated_network_offering"]
+        )
+        cls.network_offering_isolated.update(cls.apiclient, state='Enabled')
+        cls._cleanup.append(cls.network_offering_isolated)
+
+        # 4. Create sub-domain
+        cls.sub_domain = Domain.create(
+            cls.apiclient,
+            cls.services["acl"]["domain1"]
+        )
+        cls._cleanup.append(cls.sub_domain)
+
+        # 5. Create regular user
+        cls.regular_user = Account.create(
+            cls.apiclient,
+            cls.services["acl"]["accountD11A"],
+            domainid=cls.sub_domain.id
+        )
+        cls._cleanup.append(cls.regular_user)
+
+        # 5. Create api clients for regular user
+        cls.regular_user_user = cls.regular_user.user[0]
+        cls.regular_user_apiclient = cls.testClient.getUserApiClient(
+            cls.regular_user_user.username, cls.sub_domain.name
+        )
+
+        # 7. Create networks for regular user
+        cls.services["network"]["name"] = "Test Network Isolated - Regular user - 1"
+        cls.user_network_1 = Network.create(
+            cls.regular_user_apiclient,
+            cls.services["network"],
+            networkofferingid=cls.network_offering_isolated.id,
+            zoneid=cls.zone.id
+        )
+
+        cls.services["network"]["name"] = "Test Network Isolated - Regular user - 2"
+        cls.user_network_2 = Network.create(
+            cls.regular_user_apiclient,
+            cls.services["network"],
+            networkofferingid=cls.network_offering_isolated.id,
+            zoneid=cls.zone.id
+        )
+
+        # 8. Create SSH Keypairs
+        cls.keypair_1 = SSHKeyPair.create(
+            cls.regular_user_apiclient,
+            name="keypair1"
+        )
+        cls.keypair_2 = SSHKeyPair.create(
+            cls.regular_user_apiclient,
+            name="keypair2"
+        )
+
+        # 9. Get counters for cpu and memory
+        counters = Autoscale.listCounters(
+            cls.regular_user_apiclient,
+            provider="VirtualRouter"
+        )
+        for counter in counters:
+            if counter.source == 'CPU':
+                cls.counter_cpu_id = counter.id
+            elif counter.source == 'MEMORY':
+                cls.counter_memory_id = counter.id
+            elif counter.source == 'VIRTUALROUTER' and counter.value == 'public.network.received.average.mbps':
+                cls.counter_network_received_id = counter.id
+            elif counter.source == 'VIRTUALROUTER' and counter.value == 'public.network.transmit.average.mbps':
+                cls.counter_network_transmit_id = counter.id
+            elif counter.source == 'VIRTUALROUTER' and counter.value == 'virtual.network.lb.average.connections':
+                cls.counter_lb_connection_id = counter.id
+
+        if cls.hypervisor.lower() == 'vmware':
+            cls.counter_cpu_or_memory_id = cls.counter_memory_id
+        else:
+            cls.counter_cpu_or_memory_id = cls.counter_cpu_id
+
+        # 10. Create AS conditions
+        cls.scale_up_condition = AutoScaleCondition.create(
+            cls.regular_user_apiclient,
+            counterid = cls.counter_cpu_id,
+            relationaloperator = "GE",
+            threshold = 1
+        )
+
+        cls.scale_down_condition = AutoScaleCondition.create(
+            cls.regular_user_apiclient,
+            counterid = cls.counter_cpu_or_memory_id,
+            relationaloperator = "LE",
+            threshold = 100
+        )
+
+        cls._cleanup.append(cls.scale_up_condition)
+        cls._cleanup.append(cls.scale_down_condition)
+
+        # 11. Create AS policies
+        cls.scale_up_policy = AutoScalePolicy.create(
+            cls.regular_user_apiclient,
+            action='ScaleUp',
+            conditionids=','.join([cls.scale_up_condition.id]),
+            quiettime=DEFAULT_QUIETTIME,
+            duration=DEFAULT_DURATION
+        )
+
+        cls.scale_down_policy = AutoScalePolicy.create(
+            cls.regular_user_apiclient,
+            action='ScaleDown',
+            conditionids=cls.scale_down_condition.id,
+            quiettime=DEFAULT_QUIETTIME,
+            duration=DEFAULT_DURATION
+        )
+
+        cls._cleanup.append(cls.scale_up_policy)
+        cls._cleanup.append(cls.scale_down_policy)
+
+        # 12. Create AS VM Profile
+        cls.otherdeployparams = []
+        cls.addOtherDeployParam(cls.otherdeployparams, "overridediskofferingid", cls.disk_offering_override.id)
+        cls.addOtherDeployParam(cls.otherdeployparams, "diskofferingid", cls.disk_offering_custom.id)
+        cls.addOtherDeployParam(cls.otherdeployparams, "disksize", 3)
+        cls.addOtherDeployParam(cls.otherdeployparams, "keypairs", cls.keypair_1.name + "," + cls.keypair_2.name)
+        cls.addOtherDeployParam(cls.otherdeployparams, "networkids", cls.user_network_1.id + "," + cls.user_network_2.id)
+
+        cls.autoscaling_vmprofile = AutoScaleVmProfile.create(
+            cls.regular_user_apiclient,
+            serviceofferingid=cls.service_offering.id,
+            zoneid=cls.zone.id,
+            templateid=cls.template.id,
+            expungevmgraceperiod=DEFAULT_EXPUNGE_VM_GRACE_PERIOD,
+            otherdeployparams=cls.otherdeployparams
+        )
+
+        cls._cleanup.append(cls.autoscaling_vmprofile)
+
+        # 13. Acquire Public IP and create LoadBalancer rule
+        cls.public_ip_address = PublicIPAddress.create(
+            cls.regular_user_apiclient,
+            services=cls.services["network"],
+            networkid=cls.user_network_1.id
+        )
+
+        cls.services["lbrule"]["openfirewall"] = False
+        cls.load_balancer_rule = LoadBalancerRule.create(
+            cls.regular_user_apiclient,
+            cls.services["lbrule"],
+            ipaddressid=cls.public_ip_address.ipaddress.id,
+            networkid=cls.user_network_1.id
+        )
+
+        # 14. Create AS VM Group
+        cls.autoscaling_vmgroup = AutoScaleVmGroup.create(
+            cls.regular_user_apiclient,
+            name=NAME_PREFIX + format(datetime.datetime.now(), '%Y%m%d-%H%M%S'),
+            lbruleid=cls.load_balancer_rule.id,
+            minmembers=MIN_MEMBER,
+            maxmembers=MAX_MEMBER,
+            scaledownpolicyids=cls.scale_down_policy.id,
+            scaleuppolicyids=cls.scale_up_policy.id,
+            vmprofileid=cls.autoscaling_vmprofile.id,
+            interval=DEFAULT_INTERVAL
+        )
+
+        # 15. Get global config
+        check_interval_config = Configurations.list(cls.apiclient, name="autoscale.stats.interval")
+        cls.check_interval_seconds = int(check_interval_config[0].value)
+
+        # 16. define VMs not be checked
+        cls.excluded_vm_ids = []
+
+    @classmethod
+    def message(cls, msg):
+        cls.logger.debug("=== " + str(datetime.datetime.now()) + " " + msg)
+
+    @classmethod
+    def addOtherDeployParam(cls, otherdeployparams, name, value):
+        otherdeployparams.append({
+            'name': name,
+            'value': value
+        })
+
+    @classmethod
+    def tearDownClass(cls):
+        Configurations.update(cls.apiclient,
+                              CONFIG_NAME_DISK_CONTROLLER,
+                              cls.initial_vmware_root_disk_controller)
+        super(TestVmAutoScaling, cls).tearDownClass()
+
+    def setUp(self):
+        self.apiclient = self.testClient.getApiClient()
+        self.cleanup = []
+
+    def tearDown(self):
+        super(TestVmAutoScaling, self).tearDown()
+
+    def delete_vmgroup(self, vmgroup, apiclient, cleanup=None, expected=True):
+        result = True
+        try:
+            AutoScaleVmGroup.delete(
+                vmgroup,
+                apiclient,
+                cleanup=cleanup
+            )
+        except Exception as ex:
+            result = False
+            if expected:
+                self.fail(f"Failed to remove Autoscaling VM Group, but expected to succeed : {ex}")
+        if result and not expected:
+            self.fail("Autoscaling VM Group is removed successfully, but expected to fail")
+
+    def verifyVmCountAndProfiles(self, vmCount, autoscalevmgroupid=None, autoscalevmprofileid=None, networkid=None, projectid=None):
+        if autoscalevmgroupid is None:
+            autoscalevmgroupid = self.autoscaling_vmgroup.id
+
+        if autoscalevmprofileid is None:
+            autoscalevmprofileid = self.autoscaling_vmprofile.id
+
+        if networkid is None:
+            networkid = self.user_network_1.id
+
+        vms = VirtualMachine.list(
+            self.regular_user_apiclient,
+            autoscalevmgroupid=autoscalevmgroupid,
+            projectid=projectid,
+            listall=True
+        )
+        self.assertEqual(
+            isinstance(vms, list),
+            True,
+            "List virtual machines should return a valid list"
+        )
+
+        new_vm_ids = []
+        for vm in vms:
+            new_vm_ids.append(vm.id)
+        for vm_id in self.excluded_vm_ids:
+            if vm_id not in new_vm_ids:
+                self.logger.debug("VM (id: %s) is not found in VM group" % vm_id)
+                self.excluded_vm_ids.remove(vm_id)
+
+        self.assertEqual(
+            len(vms),
+            vmCount,
+            "The number of virtual machines (%s) should be equal to %s" % (len(vms), vmCount)
+        )
+
+        for vm in vms:
+            if vm.id not in self.excluded_vm_ids:
+                self.excluded_vm_ids.append(vm.id)
+                self.wait_for_vm_start(vm, projectid)
+                self.verifyVmProfile(vm, autoscalevmprofileid, networkid, projectid)
+
+    def verifyVmProfile(self, vm, autoscalevmprofileid, networkid=None, projectid=None):
+        self.message("Verifying profiles of new VM %s (%s)" % (vm.name, vm.id))
+        datadisksizeInBytes = None
+        diskofferingid = None
+        rootdisksizeInBytes = None
+        sshkeypairs = None
+
+        affinitygroupIdsArray = []
+        for affinitygroup in vm.affinitygroup:
+            affinitygroupIdsArray.append(affinitygroup.id)
+        affinitygroupids = ",".join(affinitygroupIdsArray)
+
+        if vm.diskofferingid:
+            diskofferingid = vm.diskofferingid
+        if vm.keypairs:
+            sshkeypairs = vm.keypairs
+        serviceofferingid = vm.serviceofferingid
+        templateid = vm.templateid
+
+        networkIdsArray = []
+        for nic in vm.nic:
+            networkIdsArray.append(nic.networkid)
+        networkids = ",".join(networkIdsArray)
+
+        volumes = Volume.list(
+            self.regular_user_apiclient,
+            virtualmachineid=vm.id,
+            projectid=projectid,
+            listall=True
+        )
+        for volume in volumes:
+            if volume.type == 'ROOT':
+                rootdisksizeInBytes = volume.size
+            elif volume.type == 'DATADISK':
+                datadisksizeInBytes = volume.size
+                diskofferingid = volume.diskofferingid
+
+        vmprofiles_list = AutoScaleVmProfile.list(
+            self.regular_user_apiclient,
+            listall=True,
+            projectid=projectid,
+            id=autoscalevmprofileid
+        )
+        vmprofile = vmprofiles_list[0]
+        vmprofile_otherdeployparams = vmprofile.otherdeployparams
+
+        self.logger.debug("vmprofile_otherdeployparams = " + str(vmprofile_otherdeployparams))
+        self.logger.debug("templateid = " + templateid)
+        self.logger.debug("serviceofferingid = " + serviceofferingid)
+        self.logger.debug("rootdisksizeInBytes = " + str(rootdisksizeInBytes))
+        self.logger.debug("datadisksizeInBytes = " + str(datadisksizeInBytes))
+        self.logger.debug("diskofferingid = " + str(diskofferingid))
+        self.logger.debug("sshkeypairs = " + str(sshkeypairs))
+        self.logger.debug("networkids = " + networkids)
+        self.logger.debug("affinitygroupids = " + affinitygroupids)
+
+        self.assertEquals(templateid, vmprofile.templateid)
+        self.assertEquals(serviceofferingid, vmprofile.serviceofferingid)
+
+        if vmprofile_otherdeployparams.rootdisksize:
+            self.assertEquals(int(rootdisksizeInBytes), int(vmprofile_otherdeployparams.rootdisksize) * (1024 ** 3))
+        elif vmprofile_otherdeployparams.overridediskofferingid:
+            self.assertEquals(vmprofile_otherdeployparams.overridediskofferingid, self.disk_offering_override.id)
+            self.assertEquals(int(rootdisksizeInBytes), int(self.disk_offering_override.disksize) * (1024 ** 3))
+        else:
+            self.assertEquals(int(rootdisksizeInBytes), int(self.templatesize) * (1024 ** 3))
+
+        if vmprofile_otherdeployparams.diskofferingid:
+            self.assertEquals(diskofferingid, vmprofile_otherdeployparams.diskofferingid)
+        if vmprofile_otherdeployparams.disksize:
+            self.assertEquals(int(datadisksizeInBytes), int(vmprofile_otherdeployparams.disksize) * (1024 ** 3))
+
+        if vmprofile_otherdeployparams.keypairs:
+            self.assertEquals(sshkeypairs, vmprofile_otherdeployparams.keypairs)
+        else:
+            self.assertIsNone(sshkeypairs)
+
+        if vmprofile_otherdeployparams.networkids:
+            self.assertEquals(networkids, vmprofile_otherdeployparams.networkids)
+        else:
+            self.assertEquals(networkids, networkid)
+
+        if vmprofile_otherdeployparams.affinitygroupids:
+            self.assertEquals(affinitygroupids, vmprofile_otherdeployparams.affinitygroupids)
+        else:
+            self.assertEquals(affinitygroupids, '')
+
+    def wait_for_vm_start(self, vm=None, project_id=None):
+        """ Wait until vm is Running """
+        def check_user_vm_state():
+            vms = VirtualMachine.list(
+                self.apiclient,
+                id=vm.id,
+                projectid=project_id,
+                listall=True
+            )
+            if isinstance(vms, list):
+                if vms[0].state == 'Running':
+                    return True, vms[0].state
+            return False, vms[0].state
+
+        self.message("Waiting for user VM %s (%s) to be Running" % (vm.name, vm.id))
+        res = wait_until(10, 30, check_user_vm_state)
+        if not res:
+            raise Exception("Failed to wait for user VM %s (%s) to be Running" % (vm.name, vm.id))
+        return res
+
+    @attr(tags=["advanced"], required_hardware="false")
+    def test_01_scale_up_verify(self):
+        """ Verify scale up of AutoScaling VM Group """
+        self.message("Running test_01_scale_up_verify")
+
+        # VM count increases from 0 to MIN_MEMBER
+        sleeptime = DEFAULT_INTERVAL * MIN_MEMBER + 5
+        self.message("Waiting %s seconds for %s VM(s) to be created" % (sleeptime, MIN_MEMBER))
+        time.sleep(sleeptime)
+        self.verifyVmCountAndProfiles(MIN_MEMBER)
+
+        # VM count increases from MIN_MEMBER to MAX_MEMBER
+        sleeptime = (self.check_interval_seconds + DEFAULT_DURATION + DEFAULT_QUIETTIME) * (MAX_MEMBER - MIN_MEMBER)
+        self.message("Waiting %s seconds for other %s VM(s) to be created" % (sleeptime, (MAX_MEMBER - MIN_MEMBER)))
+        time.sleep(sleeptime)
+        self.verifyVmCountAndProfiles(MAX_MEMBER)
+
+
+    @attr(tags=["advanced"], required_hardware="false")
+    def test_02_update_vmprofile_and_vmgroup(self):
+        """ Verify update of AutoScaling VM Group and VM Profile"""
+        self.message("Running test_02_update_vmprofile_and_vmgroup")
+
+        vmprofiles_list = AutoScaleVmProfile.list(
+            self.regular_user_apiclient,
+            listall=True,
+            id=self.autoscaling_vmprofile.id
+        )
+        self.assertEqual(
+            isinstance(vmprofiles_list, list),
+            True,
+            "List autoscale profiles should return a valid list"
+        )
+        self.assertEqual(
+            len(vmprofiles_list) == 1,
+            True,
+            "The number of autoscale profiles (%s) should be equal to 1" % (len(vmprofiles_list))
+        )
+
+        # Create new AS VM Profile
+        otherdeployparams_new = []
+        self.addOtherDeployParam(otherdeployparams_new, "rootdisksize", self.templatesize + 2)
+        self.addOtherDeployParam(otherdeployparams_new, "diskofferingid", self.disk_offering_custom_new.id)
+        self.addOtherDeployParam(otherdeployparams_new, "disksize", 5)
+        self.addOtherDeployParam(otherdeployparams_new, "keypairs", self.keypair_1.name)
+        self.addOtherDeployParam(otherdeployparams_new, "networkids", self.user_network_1.id)
+
+        try:
+            Autoscale.updateAutoscaleVMProfile(
+                self.regular_user_apiclient,
+                id = self.autoscaling_vmprofile.id,
+                serviceofferingid = self.service_offering_new.id,
+                expungevmgraceperiod = DEFAULT_EXPUNGE_VM_GRACE_PERIOD + 1,
+                otherdeployparams = otherdeployparams_new
+            )
+            self.fail("Autoscale VM Profile should not be updatable when VM Group is not Disabled")
+        except Exception as ex:
+            pass
+
+        try:
+            Autoscale.updateAutoscaleVMGroup(
+                self.regular_user_apiclient,
+                id = self.autoscaling_vmprofile.id,
+                name=NAME_PREFIX + format(datetime.datetime.now(), '%Y%m%d-%H%M%S'),
+                maxmembers = MAX_MEMBER + 1,
+                minmembers = MIN_MEMBER + 1,
+                interval = DEFAULT_INTERVAL + 1
+            )
+            self.fail("Autoscale VM Group should not be updatable when VM Group is not Disabled")
+        except Exception as ex:
+            pass
+
+        self.autoscaling_vmgroup.disable(self.regular_user_apiclient)
+
+        try:
+            Autoscale.updateAutoscaleVMProfile(
+                self.regular_user_apiclient,
+                id = self.autoscaling_vmprofile.id,
+                serviceofferingid = self.service_offering_new.id,
+                expungevmgraceperiod = DEFAULT_EXPUNGE_VM_GRACE_PERIOD + 1,
+                otherdeployparams = otherdeployparams_new
+            )
+        except Exception as ex:
+            self.fail("Autoscale VM Profile should be updatable when VM Group is Disabled")
+
+        try:
+            Autoscale.updateAutoscaleVMGroup(
+                self.regular_user_apiclient,
+                id = self.autoscaling_vmgroup.id,
+                name=NAME_PREFIX + format(datetime.datetime.now(), '%Y%m%d-%H%M%S'),
+                maxmembers = MAX_MEMBER + 1,
+                minmembers = MIN_MEMBER + 1,
+                interval = DEFAULT_INTERVAL + 1
+            )
+        except Exception as ex:
+            self.fail("Autoscale VM Group should be updatable when VM Group is Disabled")
+
+        self.autoscaling_vmgroup.enable(self.regular_user_apiclient)
+
+        # VM count increases from MAX_MEMBER to MAX_MEMBER+1
+        sleeptime = self.check_interval_seconds + DEFAULT_DURATION + DEFAULT_QUIETTIME
+        self.message("Waiting %s seconds for other %s VM(s) to be created" % (sleeptime, 1))
+        time.sleep(sleeptime)
+        self.verifyVmCountAndProfiles(MAX_MEMBER + 1)
+
+    @attr(tags=["advanced"], required_hardware="false")
+    def test_03_scale_down_verify(self):
+        """ Verify scale down of AutoScaling VM Group """
+        self.message("Running test_03_scale_down_verify")
+
+        self.autoscaling_vmgroup.disable(self.regular_user_apiclient)
+
+        policies = Autoscale.listAutoscalePolicies(
+            self.regular_user_apiclient,
+            action="ScaleUp",
+            vmgroupid=self.autoscaling_vmgroup.id
+        )
+        self.assertEqual(
+            isinstance(policies, list),
+            True,
+            "List autoscale policies should return a valid list"
+        )
+        self.assertEqual(
+            len(policies) == 1,
+            True,
+            "The number of autoscale policies (%s) should be equal to 1" % (len(policies))
+        )
+        scale_up_policy = policies[0]
+
+        conditions = Autoscale.listConditions(
+            self.regular_user_apiclient,
+            policyid=scale_up_policy.id
+        )
+        self.assertEqual(
+            isinstance(conditions, list),
+            True,
+            "List conditions should return a valid list"
+        )
+
+        for condition in conditions:
+            if condition.counterid == self.counter_cpu_id:
+                Autoscale.updateCondition(
+                    self.regular_user_apiclient,
+                    id=condition.id,
+                    relationaloperator="GT",
+                    threshold=101
+                )
+
+        policies = Autoscale.listAutoscalePolicies(
+            self.regular_user_apiclient,
+            action="ScaleDown",
+            vmgroupid=self.autoscaling_vmgroup.id
+        )
+        self.assertEqual(
+            isinstance(policies, list),
+            True,
+            "List autoscale policies should return a valid list"
+        )
+        self.assertEqual(
+            len(policies) == 1,
+            True,
+            "The number of autoscale policies (%s) should be equal to 1" % (len(policies))
+        )
+        scale_down_policy = policies[0]
+
+        new_condition_1 = AutoScaleCondition.create(
+            self.regular_user_apiclient,
+            counterid=self.counter_network_received_id,
+            relationaloperator="GE",
+            threshold=0
+        )
+        new_condition_2 = AutoScaleCondition.create(
+            self.regular_user_apiclient,
+            counterid=self.counter_network_transmit_id,
+            relationaloperator="GE",
+            threshold=0
+        )
+        new_condition_3 = AutoScaleCondition.create(
+            self.regular_user_apiclient,
+            counterid=self.counter_lb_connection_id,
+            relationaloperator="GE",
+            threshold=0
+        )
+        Autoscale.updateAutoscalePolicy(
+            self.regular_user_apiclient,
+            id=scale_down_policy.id,
+            conditionids=','.join([new_condition_1.id, new_condition_2.id, new_condition_3.id])
+        )
+
+        self.autoscaling_vmgroup.enable(self.regular_user_apiclient)
+
+        # VM count decreases from MAX_MEMBER+1 to MIN_MEMBER+1
+        sleeptime = (self.check_interval_seconds + DEFAULT_DURATION + DEFAULT_QUIETTIME + DEFAULT_EXPUNGE_VM_GRACE_PERIOD) * (MAX_MEMBER - MIN_MEMBER)
+        self.message("Waiting %s seconds for %s VM(s) to be destroyed" % (sleeptime, MAX_MEMBER - MIN_MEMBER))
+        time.sleep(sleeptime)
+        self.verifyVmCountAndProfiles(MIN_MEMBER+1)
+
+    @attr(tags=["advanced"], required_hardware="false")
+    def test_04_stop_remove_vm_in_vmgroup(self):
+        """ Verify removal of VM in AutoScaling VM Group"""
+        self.message("Running test_04_remove_vm_in_vmgroup")
+
+        vms = VirtualMachine.list(
+            self.regular_user_apiclient,
+            autoscalevmgroupid=self.autoscaling_vmgroup.id,
+            listall=True
+        )
+        self.assertEqual(
+            isinstance(vms, list),
+            True,
+            "List virtual machines should return a valid list"
+        )
+        self.assertEqual(
+            len(vms) >= MIN_MEMBER,
+            True,
+            "The number of virtual machines (%s) should be equal to or greater than %s" % (len(vms), MIN_MEMBER)
+        )
+
+        vm = vms[0]
+        try:
+            cmd = stopVirtualMachine.stopVirtualMachineCmd()
+            cmd.id = vm.id
+            cmd.forced = True
+            self.apiclient.stopVirtualMachine(cmd)
+            self.fail("VM should not be stopped when VM Group is not Disabled")
+        except Exception as ex:
+            pass
+
+        try:
+            VirtualMachine.delete(vm, self.regular_user_apiclient, expunge=False)
+            self.fail("VM should not be destroyed when VM Group is not Disabled")
+        except Exception as ex:
+            pass
+
+        self.autoscaling_vmgroup.disable(self.regular_user_apiclient)
+
+        try:
+            cmd = stopVirtualMachine.stopVirtualMachineCmd()
+            cmd.id = vm.id
+            cmd.forced = True
+            self.apiclient.stopVirtualMachine(cmd)
+        except Exception as ex:
+            self.fail("VM should be stopped when VM Group is Disabled")
+
+        try:
+            VirtualMachine.delete(vm, self.regular_user_apiclient, expunge=False)
+        except Exception as ex:
+            self.fail("VM should be destroyed when VM Group is Disabled")
+
+        self.verifyVmCountAndProfiles(MIN_MEMBER)
+
+        VirtualMachine.delete(vm, self.apiclient, expunge=True)
+
+    @attr(tags=["advanced"], required_hardware="false")
+    def test_05_remove_vmgroup(self):
+        """ Verify removal of AutoScaling VM Group"""
+        self.message("Running test_05_remove_vmgroup")
+
+        self.delete_vmgroup(self.autoscaling_vmgroup, self.regular_user_apiclient, cleanup=False, expected=False)
+        self.delete_vmgroup(self.autoscaling_vmgroup, self.regular_user_apiclient, cleanup=True, expected=True)
+
+    @attr(tags=["advanced"], required_hardware="false")
+    def test_06_autoscaling_vmgroup_on_project_network(self):
+        """ Testing VM autoscaling on project network """
+        self.message("Running test_06_autoscaling_vmgroup_on_project_network")
+
+        # Create project
+        project = Project.create(
+            self.regular_user_apiclient,
+            self.services["project"]
+        )
+        self.cleanup.append(project)
+
+        # Create project network
+        self.services["network"]["name"] = "Test Network Isolated - Project"
+        project_network = Network.create(
+            self.regular_user_apiclient,
+            self.services["network"],
+            networkofferingid=self.network_offering_isolated.id,
+            projectid=project.id,
+            zoneid=self.zone.id
+        )
+        self.cleanup.append(project_network)
+
+        # Acquire Public IP and create LoadBalancer rule for project
+        public_ip_address_project = PublicIPAddress.create(
+            self.regular_user_apiclient,
+            services=self.services["network"],
+            projectid = project.id,
+            networkid=project_network.id
+        )
+
+        load_balancer_rule_project = LoadBalancerRule.create(
+            self.regular_user_apiclient,
+            self.services["lbrule"],
+            projectid = project.id,
+            ipaddressid=public_ip_address_project.ipaddress.id,
+            networkid=project_network.id
+        )
+        self.cleanup.append(load_balancer_rule_project)
+
+        # Create AS conditions for project
+        scale_up_condition_project = AutoScaleCondition.create(
+            self.regular_user_apiclient,
+            projectid = project.id,
+            counterid = self.counter_cpu_id,
+            relationaloperator = "GE",
+            threshold = 1
+        )
+
+        scale_down_condition_project = AutoScaleCondition.create(
+            self.regular_user_apiclient,
+            projectid = project.id,
+            counterid = self.counter_cpu_or_memory_id,
+            relationaloperator = "LE",
+            threshold = 100
+        )
+
+        self.cleanup.append(scale_up_condition_project)
+        self.cleanup.append(scale_down_condition_project)
+
+        # Create AS policies for project
+        scale_up_policy_project = AutoScalePolicy.create(
+            self.regular_user_apiclient,
+            action='ScaleUp',
+            conditionids=scale_up_condition_project.id,
+            quiettime=DEFAULT_QUIETTIME,
+            duration=DEFAULT_DURATION
+        )
+
+        scale_down_policy_project = AutoScalePolicy.create(
+            self.regular_user_apiclient,
+            action='ScaleDown',
+            conditionids=scale_down_condition_project.id,
+            quiettime=DEFAULT_QUIETTIME,
+            duration=DEFAULT_DURATION
+        )
+
+        self.cleanup.append(scale_up_policy_project)
+        self.cleanup.append(scale_down_policy_project)
+
+        # Create AS VM Profile for project
+        autoscaling_vmprofile_project = AutoScaleVmProfile.create(
+            self.regular_user_apiclient,
+            serviceofferingid=self.service_offering.id,
+            zoneid=self.zone.id,
+            templateid=self.template.id,
+            expungevmgraceperiod=DEFAULT_EXPUNGE_VM_GRACE_PERIOD,
+            projectid = project.id
+        )
+
+        # Create AS VM Group for project
+        autoscaling_vmgroup_project = AutoScaleVmGroup.create(
+            self.regular_user_apiclient,
+            name=NAME_PREFIX + format(datetime.datetime.now(), '%Y%m%d-%H%M%S'),
+            lbruleid=load_balancer_rule_project.id,
+            minmembers=MIN_MEMBER,
+            maxmembers=MAX_MEMBER,
+            scaledownpolicyids=scale_down_policy_project.id,
+            scaleuppolicyids=scale_up_policy_project.id,
+            vmprofileid=autoscaling_vmprofile_project.id,
+            interval=DEFAULT_INTERVAL
+        )

Review Comment:
   @DaanHoogland 
   `autoscaling_vmgroup_project` is removed in the test.
   I will add  `autoscaling_vmprofile_project` to cleanup



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