Ejemplo n.º 1
0
def create_container(cmd,
                     resource_group_name,
                     name=None,
                     image=None,
                     location=None,
                     cpu=1,
                     memory=1.5,
                     restart_policy='Always',
                     ports=None,
                     protocol=None,
                     os_type='Linux',
                     ip_address=None,
                     dns_name_label=None,
                     command_line=None,
                     environment_variables=None,
                     secure_environment_variables=None,
                     registry_login_server=None,
                     registry_username=None,
                     registry_password=None,
                     azure_file_volume_share_name=None,
                     azure_file_volume_account_name=None,
                     azure_file_volume_account_key=None,
                     azure_file_volume_mount_path=None,
                     log_analytics_workspace=None,
                     log_analytics_workspace_key=None,
                     vnet=None,
                     vnet_name=None,
                     vnet_address_prefix='10.0.0.0/16',
                     subnet=None,
                     subnet_address_prefix='10.0.0.0/24',
                     network_profile=None,
                     gitrepo_url=None,
                     gitrepo_dir='.',
                     gitrepo_revision=None,
                     gitrepo_mount_path=None,
                     secrets=None,
                     secrets_mount_path=None,
                     file=None,
                     assign_identity=None,
                     identity_scope=None,
                     identity_role='Contributor',
                     no_wait=False):
    """Create a container group. """
    if file:
        return _create_update_from_file(cmd.cli_ctx, resource_group_name, name, location, file, no_wait)

    if not name:
        raise CLIError("error: the --name/-n argument is required unless specified with a passed in file.")

    if not image:
        raise CLIError("error: the --image argument is required unless specified with a passed in file.")

    ports = ports or [80]
    protocol = protocol or ContainerGroupNetworkProtocol.tcp

    container_resource_requirements = _create_resource_requirements(cpu=cpu, memory=memory)

    image_registry_credentials = _create_image_registry_credentials(registry_login_server=registry_login_server,
                                                                    registry_username=registry_username,
                                                                    registry_password=registry_password,
                                                                    image=image)

    command = shlex.split(command_line) if command_line else None

    volumes = []
    mounts = []

    azure_file_volume = _create_azure_file_volume(azure_file_volume_share_name=azure_file_volume_share_name,
                                                  azure_file_volume_account_name=azure_file_volume_account_name,
                                                  azure_file_volume_account_key=azure_file_volume_account_key)
    azure_file_volume_mount = _create_azure_file_volume_mount(azure_file_volume=azure_file_volume,
                                                              azure_file_volume_mount_path=azure_file_volume_mount_path)

    if azure_file_volume:
        volumes.append(azure_file_volume)
        mounts.append(azure_file_volume_mount)

    secrets_volume = _create_secrets_volume(secrets)
    secrets_volume_mount = _create_secrets_volume_mount(secrets_volume=secrets_volume,
                                                        secrets_mount_path=secrets_mount_path)

    if secrets_volume:
        volumes.append(secrets_volume)
        mounts.append(secrets_volume_mount)

    diagnostics = None
    tags = {}
    if log_analytics_workspace and log_analytics_workspace_key:
        log_analytics = LogAnalytics(
            workspace_id=log_analytics_workspace, workspace_key=log_analytics_workspace_key)

        diagnostics = ContainerGroupDiagnostics(
            log_analytics=log_analytics
        )
    elif log_analytics_workspace and not log_analytics_workspace_key:
        diagnostics, tags = _get_diagnostics_from_workspace(
            cmd.cli_ctx, log_analytics_workspace)
        if not diagnostics:
            raise CLIError('Log Analytics workspace "' + log_analytics_workspace + '" not found.')
    elif not log_analytics_workspace and log_analytics_workspace_key:
        raise CLIError('"--log-analytics-workspace-key" requires "--log-analytics-workspace".')

    gitrepo_volume = _create_gitrepo_volume(gitrepo_url=gitrepo_url, gitrepo_dir=gitrepo_dir, gitrepo_revision=gitrepo_revision)
    gitrepo_volume_mount = _create_gitrepo_volume_mount(gitrepo_volume=gitrepo_volume, gitrepo_mount_path=gitrepo_mount_path)

    if gitrepo_volume:
        volumes.append(gitrepo_volume)
        mounts.append(gitrepo_volume_mount)

    # Concatenate secure and standard environment variables
    if environment_variables and secure_environment_variables:
        environment_variables = environment_variables + secure_environment_variables
    else:
        environment_variables = environment_variables or secure_environment_variables

    identity = None
    if assign_identity is not None:
        identity = _build_identities_info(assign_identity)

    # Set up VNET, subnet and network profile if needed
    if subnet and not network_profile:
        network_profile = _get_vnet_network_profile(cmd, location, resource_group_name, vnet, vnet_address_prefix, subnet, subnet_address_prefix)

    cg_network_profile = None
    if network_profile:
        cg_network_profile = ContainerGroupNetworkProfile(id=network_profile)

    cgroup_ip_address = _create_ip_address(ip_address, ports, protocol, dns_name_label, network_profile)

    container = Container(name=name,
                          image=image,
                          resources=container_resource_requirements,
                          command=command,
                          ports=[ContainerPort(
                              port=p, protocol=protocol) for p in ports] if cgroup_ip_address else None,
                          environment_variables=environment_variables,
                          volume_mounts=mounts or None)

    cgroup = ContainerGroup(location=location,
                            identity=identity,
                            containers=[container],
                            os_type=os_type,
                            restart_policy=restart_policy,
                            ip_address=cgroup_ip_address,
                            image_registry_credentials=image_registry_credentials,
                            volumes=volumes or None,
                            network_profile=cg_network_profile,
                            diagnostics=diagnostics,
                            tags=tags)

    container_group_client = cf_container_groups(cmd.cli_ctx)

    lro = sdk_no_wait(no_wait, container_group_client.create_or_update, resource_group_name,
                      name, cgroup)

    if assign_identity is not None and identity_scope:
        from azure.cli.core.commands.arm import assign_identity
        cg = container_group_client.get(resource_group_name, name)
        assign_identity(cmd.cli_ctx, lambda: cg, lambda cg: cg, identity_role, identity_scope)

    return lro
Ejemplo n.º 2
0
    def execute(self, context: dict) -> int:
        # Check name again in case it was templated.
        self._check_name(self.name)

        self._ci_hook = AzureContainerInstanceHook(self.ci_conn_id)

        if self.fail_if_exists:
            self.log.info("Testing if container group already exists")
            if self._ci_hook.exists(self.resource_group, self.name):
                raise AirflowException("Container group exists")

        if self.registry_conn_id:
            registry_hook = AzureContainerRegistryHook(self.registry_conn_id)
            image_registry_credentials: Optional[list] = [
                registry_hook.connection,
            ]
        else:
            image_registry_credentials = None

        environment_variables = []
        for key, value in self.environment_variables.items():
            if key in self.secured_variables:
                e = EnvironmentVariable(name=key, secure_value=value)
            else:
                e = EnvironmentVariable(name=key, value=value)
            environment_variables.append(e)

        volumes: List[Union[Volume, Volume]] = []
        volume_mounts: List[Union[VolumeMount, VolumeMount]] = []
        for conn_id, account_name, share_name, mount_path, read_only in self.volumes:
            hook = AzureContainerVolumeHook(conn_id)

            mount_name = "mount-%d" % len(volumes)
            volumes.append(
                hook.get_file_volume(mount_name, share_name, account_name,
                                     read_only))
            volume_mounts.append(
                VolumeMount(name=mount_name,
                            mount_path=mount_path,
                            read_only=read_only))

        exit_code = 1
        try:
            self.log.info("Starting container group with %.1f cpu %.1f mem",
                          self.cpu, self.memory_in_gb)
            if self.gpu:
                self.log.info("GPU count: %.1f, GPU SKU: %s", self.gpu.count,
                              self.gpu.sku)

            resources = ResourceRequirements(requests=ResourceRequests(
                memory_in_gb=self.memory_in_gb, cpu=self.cpu, gpu=self.gpu))

            if self.ip_address and not self.ports:
                self.ports = [ContainerPort(port=80)]
                self.log.info(
                    "Default port set. Container will listen on port 80")

            container = Container(
                name=self.name,
                image=self.image,
                resources=resources,
                command=self.command,
                environment_variables=environment_variables,
                volume_mounts=volume_mounts,
                ports=self.ports,
            )

            container_group = ContainerGroup(
                location=self.region,
                containers=[
                    container,
                ],
                image_registry_credentials=image_registry_credentials,
                volumes=volumes,
                restart_policy=self.restart_policy,
                os_type=self.os_type,
                tags=self.tags,
                ip_address=self.ip_address,
            )

            self._ci_hook.create_or_update(self.resource_group, self.name,
                                           container_group)

            self.log.info("Container group started %s/%s", self.resource_group,
                          self.name)

            exit_code = self._monitor_logging(self.resource_group, self.name)

            self.log.info("Container had exit code: %s", exit_code)
            if exit_code != 0:
                raise AirflowException(
                    "Container had a non-zero exit code, %s" % exit_code)
            return exit_code

        except CloudError:
            self.log.exception("Could not start container group")
            raise AirflowException("Could not start container group")

        finally:
            if exit_code == 0 or self.remove_on_error:
                self.on_kill()
Ejemplo n.º 3
0
def create_container(cmd,
                     resource_group_name,
                     name=None,
                     image=None,
                     location=None,
                     cpu=1,
                     memory=1.5,
                     restart_policy='Always',
                     ports=None,
                     protocol=None,
                     os_type='Linux',
                     ip_address=None,
                     dns_name_label=None,
                     command_line=None,
                     environment_variables=None,
                     registry_login_server=None,
                     registry_username=None,
                     registry_password=None,
                     azure_file_volume_share_name=None,
                     azure_file_volume_account_name=None,
                     azure_file_volume_account_key=None,
                     azure_file_volume_mount_path=None,
                     log_analytics_workspace=None,
                     log_analytics_workspace_key=None,
                     gitrepo_url=None,
                     gitrepo_dir='.',
                     gitrepo_revision=None,
                     gitrepo_mount_path=None,
                     secrets=None,
                     secrets_mount_path=None,
                     file=None,
                     no_wait=False):
    """Create a container group. """

    if file:
        return _create_update_from_file(cmd.cli_ctx, resource_group_name, name,
                                        location, file, no_wait)

    if not name:
        raise CLIError(
            "error: the --name/-n argument is required unless specified with a passed in file."
        )

    if not image:
        raise CLIError(
            "error: the --image argument is required unless specified with a passed in file."
        )

    ports = ports or [80]
    protocol = protocol or ContainerGroupNetworkProtocol.tcp

    container_resource_requirements = _create_resource_requirements(
        cpu=cpu, memory=memory)

    image_registry_credentials = _create_image_registry_credentials(
        registry_login_server=registry_login_server,
        registry_username=registry_username,
        registry_password=registry_password,
        image=image)

    command = shlex.split(command_line) if command_line else None

    volumes = []
    mounts = []

    azure_file_volume = _create_azure_file_volume(
        azure_file_volume_share_name=azure_file_volume_share_name,
        azure_file_volume_account_name=azure_file_volume_account_name,
        azure_file_volume_account_key=azure_file_volume_account_key)
    azure_file_volume_mount = _create_azure_file_volume_mount(
        azure_file_volume=azure_file_volume,
        azure_file_volume_mount_path=azure_file_volume_mount_path)

    if azure_file_volume:
        volumes.append(azure_file_volume)
        mounts.append(azure_file_volume_mount)

    secrets_volume = _create_secrets_volume(secrets)
    secrets_volume_mount = _create_secrets_volume_mount(
        secrets_volume=secrets_volume, secrets_mount_path=secrets_mount_path)

    if secrets_volume:
        volumes.append(secrets_volume)
        mounts.append(secrets_volume_mount)

    diagnostics = None
    tags = {}
    if log_analytics_workspace and log_analytics_workspace_key:
        log_analytics = LogAnalytics(workspace_id=log_analytics_workspace,
                                     workspace_key=log_analytics_workspace_key)

        diagnostics = ContainerGroupDiagnostics(log_analytics=log_analytics)
    elif log_analytics_workspace and not log_analytics_workspace_key:
        diagnostics, tags = _get_diagnostics_from_workspace(
            cmd.cli_ctx, log_analytics_workspace)
        if not diagnostics:
            raise CLIError('Log Analytics workspace "' +
                           log_analytics_workspace + '" not found.')
    elif not log_analytics_workspace and log_analytics_workspace_key:
        raise CLIError(
            '"--log-analytics-workspace-key" requires "--log-analytics-workspace".'
        )

    gitrepo_volume = _create_gitrepo_volume(gitrepo_url=gitrepo_url,
                                            gitrepo_dir=gitrepo_dir,
                                            gitrepo_revision=gitrepo_revision)
    gitrepo_volume_mount = _create_gitrepo_volume_mount(
        gitrepo_volume=gitrepo_volume, gitrepo_mount_path=gitrepo_mount_path)

    if gitrepo_volume:
        volumes.append(gitrepo_volume)
        mounts.append(gitrepo_volume_mount)

    cgroup_ip_address = _create_ip_address(ip_address, ports, protocol,
                                           dns_name_label)

    container = Container(
        name=name,
        image=image,
        resources=container_resource_requirements,
        command=command,
        ports=[ContainerPort(port=p, protocol=protocol)
               for p in ports] if cgroup_ip_address else None,
        environment_variables=environment_variables,
        volume_mounts=mounts or None)

    cgroup = ContainerGroup(
        location=location,
        containers=[container],
        os_type=os_type,
        restart_policy=restart_policy,
        ip_address=cgroup_ip_address,
        image_registry_credentials=image_registry_credentials,
        volumes=volumes or None,
        diagnostics=diagnostics,
        tags=tags)

    container_group_client = cf_container_groups(cmd.cli_ctx)
    return sdk_no_wait(no_wait, container_group_client.create_or_update,
                       resource_group_name, name, cgroup)
Ejemplo n.º 4
0
def create_container(client,
                     resource_group_name,
                     name,
                     image,
                     location=None,
                     cpu=1,
                     memory=1.5,
                     restart_policy='Always',
                     ports=None,
                     os_type='Linux',
                     ip_address=None,
                     dns_name_label=None,
                     command_line=None,
                     environment_variables=None,
                     registry_login_server=None,
                     registry_username=None,
                     registry_password=None,
                     azure_file_volume_share_name=None,
                     azure_file_volume_account_name=None,
                     azure_file_volume_account_key=None,
                     azure_file_volume_mount_path=None,
                     secrets=None,
                     secrets_mount_path=None):
    """Create a container group. """

    ports = ports or [80]

    container_resource_requirements = _create_resource_requirements(
        cpu=cpu, memory=memory)

    image_registry_credentials = _create_image_registry_credentials(
        registry_login_server=registry_login_server,
        registry_username=registry_username,
        registry_password=registry_password,
        image=image)

    command = shlex.split(command_line) if command_line else None

    volumes = []
    mounts = []

    azure_file_volume = _create_azure_file_volume(
        azure_file_volume_share_name=azure_file_volume_share_name,
        azure_file_volume_account_name=azure_file_volume_account_name,
        azure_file_volume_account_key=azure_file_volume_account_key)
    azure_file_volume_mount = _create_azure_file_volume_mount(
        azure_file_volume=azure_file_volume,
        azure_file_volume_mount_path=azure_file_volume_mount_path)

    if azure_file_volume:
        volumes.append(azure_file_volume)
        mounts.append(azure_file_volume_mount)

    secrets_volume = _create_secrets_volume(secrets)
    secrets_volume_mount = _create_secrets_volume_mount(
        secrets_volume=secrets_volume, secrets_mount_path=secrets_mount_path)

    if secrets_volume:
        volumes.append(secrets_volume)
        mounts.append(secrets_volume_mount)

    cgroup_ip_address = _create_ip_address(ip_address, ports, dns_name_label)

    container = Container(
        name=name,
        image=image,
        resources=container_resource_requirements,
        command=command,
        ports=[ContainerPort(port=p)
               for p in ports] if cgroup_ip_address else None,
        environment_variables=environment_variables,
        volume_mounts=mounts or None)

    cgroup = ContainerGroup(
        location=location,
        containers=[container],
        os_type=os_type,
        restart_policy=restart_policy,
        ip_address=cgroup_ip_address,
        image_registry_credentials=image_registry_credentials,
        volumes=volumes or None)

    return client.create_or_update(resource_group_name, name, cgroup)
Ejemplo n.º 5
0
    def _start_container(self, resource_handler):
        log.debug('Starting Azure ACI')
        location = self.res['location'].lower()
        self.resource_client.resource_groups.create_or_update(
            self.res['resource_group'], {'location': self.res['location']})
        container_group_name = unique_vmname(self.node_def)
        network_type = self.res['network_type']
        network_profile = None
        if 'gpu_type' in self.res:
            count = self.res['gpu_count'] if 'gpu_count' in self.res else 1
            gpu = GpuResource(count=count, sku=self.res['gpu_type'])
            container_resource_requests = ResourceRequests(
                memory_in_gb=self.res['memory'],
                cpu=self.res['cpu_cores'],
                gpu=gpu)
        else:
            container_resource_requests = ResourceRequests(
                memory_in_gb=self.res['memory'], cpu=self.res['cpu_cores'])
        container_resource_requirements = ResourceRequirements(
            requests=container_resource_requests)
        ports = []
        ipports = []
        for porte in self.res.get('ports', []):
            port = porte
            protocol = 'TCP'
            if isinstance(porte, str) and '/' in porte:
                (port, protocol) = port.split('/')
                port = int(port)
            ports.append(ContainerPort(port=port, protocol=protocol))
            ipports.append(Port(protocol=protocol, port=port))
        environment = []
        if network_type.lower() == 'public':
            pubip_var = EnvironmentVariable(name='_OCCOPUS_ALLOCATED_FQDN',
                                            value='%s.%s.azurecontainer.io' %
                                            (container_group_name, location))
            environment.append(pubip_var)
        for env in self.env:
            edata = env.split('=', 1)
            if len(edata) != 2: continue
            env_var = EnvironmentVariable(name=edata[0], value=edata[1])
            environment.append(env_var)
        container = Container(
            name=container_group_name,
            image=self.res['image'],
            resources=container_resource_requirements,
            ports=ports,
            command=self.command if self.command is not None else None,
            environment_variables=environment)
        if network_type.lower() == 'public':
            group_ip_address = IpAddress(ports=ipports,
                                         dns_name_label=container_group_name,
                                         type='Public')
            self.vnet_name = None
        elif network_type.lower() == 'private':
            vnet_name = unique_vmname(self.node_def) + '-vnet' if self.res.get(
                'vnet_name', None) == None else self.res['vnet_name']
            self.vnet_name = vnet_name
            subnet_name = unique_vmname(
                self.node_def) + '-subnet' if self.res.get(
                    'subnet_name', None) == None else self.res['subnet_name']
            network_profile_name = unique_vmname(self.node_def) + '-netprofile'
            if self.res.get('vnet_name', None) == None:
                log.debug('Creating vnet')
                async_vnet_creation = self.network_client.virtual_networks.create_or_update(
                    self.res['resource_group'], vnet_name, {
                        'location': location,
                        'address_space': {
                            'address_prefixes': ['10.0.0.0/16']
                        }
                    })
                async_vnet_creation.wait()
                self.created_resources['virtual_network'] = vnet_name
                log.debug('Created vnet')
            if self.res.get('subnet_name', None) == None:
                # Create Subnet
                log.debug('Creating Subnet')
                aci_delegation_service_name = "Microsoft.ContainerInstance/containerGroups"
                aci_delegation = Delegation(
                    name=aci_delegation_service_name,
                    service_name=aci_delegation_service_name)
                subnet = Subnet(name=subnet_name,
                                location=location,
                                address_prefix='10.0.0.0/24',
                                delegations=[aci_delegation])
                subnet_info = self.network_client.subnets.create_or_update(
                    self.res['resource_group'], vnet_name, subnet_name,
                    subnet).result()
                self.created_resources['subnet'] = subnet_name
                log.debug('Creatied Subnet')
            else:
                subnet_info = self.network_client.subnets.get(
                    self.res['resource_group'], vnet_name, subnet_name)
            default_network_profile_name = "aci-network-profile-{}-{}".format(
                vnet_name, subnet_name)
            network_profile_ops = self.network_client.network_profiles
            network_profile = NetworkProfile(
                name=default_network_profile_name,
                location=location,
                container_network_interface_configurations=[
                    ContainerNetworkInterfaceConfiguration(
                        name="eth0",
                        ip_configurations=[
                            IPConfigurationProfile(name="ipconfigprofile",
                                                   subnet=subnet_info)
                        ])
                ])
            network_profile = network_profile_ops.create_or_update(
                self.res['resource_group'], network_profile_name,
                network_profile).result()
            group_ip_address = IpAddress(ports=ipports, type='Private')
        else:
            errormsg = '[{0}] Network type "{1}" is not supported. Please use either "Public" or "Private"'.format(
                resource_handler.name, network_type)
            log.debug(errormsg)
            raise NodeCreationError(None, errormsg)

        cg_network_profile = None
        if network_profile:
            cg_network_profile = ContainerGroupNetworkProfile(
                id=network_profile.id)
            self.created_resources['network_profile'] = network_profile_name

        group = ContainerGroup(location=location,
                               containers=[container],
                               os_type=self.res['os_type'],
                               ip_address=group_ip_address,
                               network_profile=cg_network_profile)
        # Create the container group
        self.aci_client.container_groups.create_or_update(
            self.res['resource_group'], container_group_name, group)
        return container_group_name
Ejemplo n.º 6
0
def create_container(cmd,
                     resource_group_name,
                     name=None,
                     image=None,
                     location=None,
                     cpu=1,
                     memory=1.5,
                     restart_policy='Always',
                     ports=None,
                     os_type='Linux',
                     ip_address=None,
                     dns_name_label=None,
                     command_line=None,
                     environment_variables=None,
                     registry_login_server=None,
                     registry_username=None,
                     registry_password=None,
                     azure_file_volume_share_name=None,
                     azure_file_volume_account_name=None,
                     azure_file_volume_account_key=None,
                     azure_file_volume_mount_path=None,
                     gitrepo_url=None,
                     gitrepo_dir='.',
                     gitrepo_revision=None,
                     gitrepo_mount_path=None,
                     secrets=None,
                     secrets_mount_path=None,
                     file=None):
    """Create a container group. """

    if file:
        return _create_update_from_file(cmd.cli_ctx, resource_group_name, name,
                                        location, file)

    if not name:
        raise CLIError(
            "error: the --name/-n argument is required unless specified with a passed in file."
        )

    if not image:
        raise CLIError(
            "error: the --image argument is required unless specified with a passed in file."
        )

    ports = ports or [80]

    container_resource_requirements = _create_resource_requirements(
        cpu=cpu, memory=memory)

    image_registry_credentials = _create_image_registry_credentials(
        registry_login_server=registry_login_server,
        registry_username=registry_username,
        registry_password=registry_password,
        image=image)

    command = shlex.split(command_line) if command_line else None

    volumes = []
    mounts = []

    azure_file_volume = _create_azure_file_volume(
        azure_file_volume_share_name=azure_file_volume_share_name,
        azure_file_volume_account_name=azure_file_volume_account_name,
        azure_file_volume_account_key=azure_file_volume_account_key)
    azure_file_volume_mount = _create_azure_file_volume_mount(
        azure_file_volume=azure_file_volume,
        azure_file_volume_mount_path=azure_file_volume_mount_path)

    if azure_file_volume:
        volumes.append(azure_file_volume)
        mounts.append(azure_file_volume_mount)

    secrets_volume = _create_secrets_volume(secrets)
    secrets_volume_mount = _create_secrets_volume_mount(
        secrets_volume=secrets_volume, secrets_mount_path=secrets_mount_path)

    if secrets_volume:
        volumes.append(secrets_volume)
        mounts.append(secrets_volume_mount)

    gitrepo_volume = _create_gitrepo_volume(gitrepo_url=gitrepo_url,
                                            gitrepo_dir=gitrepo_dir,
                                            gitrepo_revision=gitrepo_revision)
    gitrepo_volume_mount = _create_gitrepo_volume_mount(
        gitrepo_volume=gitrepo_volume, gitrepo_mount_path=gitrepo_mount_path)

    if gitrepo_volume:
        volumes.append(gitrepo_volume)
        mounts.append(gitrepo_volume_mount)

    cgroup_ip_address = _create_ip_address(ip_address, ports, dns_name_label)

    container = Container(
        name=name,
        image=image,
        resources=container_resource_requirements,
        command=command,
        ports=[ContainerPort(port=p)
               for p in ports] if cgroup_ip_address else None,
        environment_variables=environment_variables,
        volume_mounts=mounts or None)

    cgroup = ContainerGroup(
        location=location,
        containers=[container],
        os_type=os_type,
        restart_policy=restart_policy,
        ip_address=cgroup_ip_address,
        image_registry_credentials=image_registry_credentials,
        volumes=volumes or None)

    container_group_client = cf_container_groups(cmd.cli_ctx)
    raw_response = container_group_client.create_or_update(resource_group_name,
                                                           name,
                                                           cgroup,
                                                           raw=True)
    return raw_response.output