def test_get_user_connected_hours_0_hours_always_on(): region = 'us-east-1' list_user_sessions = [1.0, 1.0, 1.0] workspace = {'WorkspaceProperties': {'RunningMode': 'ALWAYS_ON'}} metrics_helper = MetricsHelper(region) result = metrics_helper.get_user_connected_hours(list_user_sessions, workspace) assert result == 6
def __init__(self, settings): self.settings = settings self.max_retries = 20 self.metrics_helper = MetricsHelper(self.settings.get('region')) self.workspaces_client = boto3.client( 'workspaces', region_name=self.settings.get('region'), config=botoConfig) self.cloudwatch_client = boto3.client( 'cloudwatch', region_name=self.settings.get('region'), config=botoConfig)
def test_get_user_connected_hours_0_hours(): region = 'us-east-1' list_user_sessions = [] workspace = { 'WorkspaceProperties': { 'RunningModeAutoStopTimeoutInMinutes': 120, 'RunningMode': 'AUTO_STOP' } } metrics_helper = MetricsHelper(region) result = metrics_helper.get_user_connected_hours(list_user_sessions, workspace) assert result == 0
def test_get_cloudwatch_metric_data_points_none(): region = 'us-east-1' metrics_helper = MetricsHelper(region) client_stubber = Stubber(metrics_helper.client) workspace_id = '123qwer' list_time_ranges = [{ 'end_time': '2021-05-06T00:00:00Z', 'start_time': '2021-05-01T00:00:00Z' }] client_stubber.add_client_error('get_metric_statistics', 'InvalidRequest') client_stubber.activate() result = metrics_helper.get_cloudwatch_metric_data_points( workspace_id, list_time_ranges, "UserConnected") assert result is None
def test_get_user_sessions_7(): region = 'us-east-1' metrics_helper = MetricsHelper(region) workspace = { 'WorkspaceId': '123qwer', 'WorkspaceProperties': { 'RunningMode': 'Auto_Stop', 'RunningModeAutoStopTimeoutInMinutes': 60 } } list_user_session_data_points = [0, 1] result = metrics_helper.get_user_sessions(list_user_session_data_points, workspace) assert result == [1]
def test_get_user_sessions_29(): region = 'us-east-1' metrics_helper = MetricsHelper(region) workspace = { 'WorkspaceId': '123qwer', 'WorkspaceProperties': { 'RunningMode': 'ALWAYS_ON' } } list_user_session_data_points = [ 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1 ] result = metrics_helper.get_user_sessions(list_user_session_data_points, workspace) assert result == [1, 1]
def test_get_list_time_ranges(): region = 'us-east-1' start_time = '2021-05-01T00:00:00Z' end_time = '2021-05-20T13:16:11Z' metrics_helper = MetricsHelper(region) result = metrics_helper.get_list_time_ranges(start_time, end_time) assert result == [{ 'end_time': '2021-05-06T00:00:00Z', 'start_time': '2021-05-01T00:00:00Z' }, { 'end_time': '2021-05-11T00:00:00Z', 'start_time': '2021-05-06T00:00:00Z' }, { 'end_time': '2021-05-16T00:00:00Z', 'start_time': '2021-05-11T00:00:00Z' }, { 'end_time': '2021-05-21T00:00:00Z', 'start_time': '2021-05-16T00:00:00Z' }]
def test_get_billable_hours_none(mocker): region = 'us-east-1' metrics_helper = MetricsHelper(region) workspace = { 'WorkspaceId': '123qwer', 'WorkspaceProperties': { 'RunningMode': 'Auto_Stop', 'RunningModeAutoStopTimeoutInMinutes': 60 } } start_time = '2021-05-01T00:00:00Z' end_time = '2021-05-06T00:00:00Z' mocker.patch.object(metrics_helper, 'get_list_time_ranges') mocker.patch.object(metrics_helper, 'get_cloudwatch_metric_data_points') metrics_helper.get_cloudwatch_metric_data_points.return_value = None mocker.patch.object(metrics_helper, 'get_list_user_session_data_points') mocker.patch.object(metrics_helper, 'get_user_connected_hours') mocker.patch.object(metrics_helper, 'get_user_sessions') spy_get_list_time_ranges = mocker.spy(metrics_helper, 'get_list_time_ranges') spy_get_cloudwatch_metric_data_points = mocker.spy( metrics_helper, 'get_cloudwatch_metric_data_points') spy_get_list_user_session_data_points = mocker.spy( metrics_helper, 'get_list_user_session_data_points') spy_get_user_connected_hours = mocker.spy(metrics_helper, 'get_user_connected_hours') spy_get_user_sessions = mocker.spy(metrics_helper, 'get_user_sessions') result = metrics_helper.get_billable_hours(start_time, end_time, workspace) spy_get_list_time_ranges.assert_called_once() spy_get_cloudwatch_metric_data_points.assert_called_once() spy_get_list_user_session_data_points.not_called() spy_get_user_connected_hours.not_called() spy_get_user_sessions.not_called() assert result is None
def test_get_list_user_session_data_points(): region = 'us-east-1' list_metric_data_points = [{ 'Timestamp': datetime.datetime(2021, 5, 2, 1, 5, tzinfo=tzlocal()), 'Maximum': 1.0, 'Unit': 'Count' }, { 'Timestamp': datetime.datetime(2021, 5, 2, 1, 10, tzinfo=tzlocal()), 'Maximum': 1.0, 'Unit': 'Count' }, { 'Timestamp': datetime.datetime(2021, 5, 1, 20, 40, tzinfo=tzlocal()), 'Maximum': 0.0, 'Unit': 'Count' }, { 'Timestamp': datetime.datetime(2021, 5, 1, 11, 50, tzinfo=tzlocal()), 'Maximum': 0.0, 'Unit': 'Count' }, { 'Timestamp': datetime.datetime(2021, 5, 2, 12, 15, tzinfo=tzlocal()), 'Maximum': 0.0, 'Unit': 'Count' }, { 'Timestamp': datetime.datetime(2021, 5, 2, 3, 25, tzinfo=tzlocal()), 'Maximum': 1.0, 'Unit': 'Count' }, { 'Timestamp': datetime.datetime(2021, 5, 1, 23, 0, tzinfo=tzlocal()), 'Maximum': 1.0, 'Unit': 'Count' }, { 'Timestamp': datetime.datetime(2021, 5, 1, 14, 10, tzinfo=tzlocal()), 'Maximum': 1.0, 'Unit': 'Count' }, { 'Timestamp': datetime.datetime(2021, 5, 2, 9, 55, tzinfo=tzlocal()), 'Maximum': 0.0, 'Unit': 'Count' }, { 'Timestamp': datetime.datetime(2021, 5, 1, 18, 5, tzinfo=tzlocal()), 'Maximum': 0.0, 'Unit': 'Count' }, { 'Timestamp': datetime.datetime(2021, 5, 1, 13, 40, tzinfo=tzlocal()), 'Maximum': 0.0, 'Unit': 'Count' }, { 'Timestamp': datetime.datetime(2021, 5, 1, 4, 50, tzinfo=tzlocal()), 'Maximum': 0.0, 'Unit': 'Count' }, { 'Timestamp': datetime.datetime(2021, 5, 2, 0, 35, tzinfo=tzlocal()), 'Maximum': 0.0, 'Unit': 'Count' }, { 'Timestamp': datetime.datetime(2021, 5, 1, 15, 45, tzinfo=tzlocal()), 'Maximum': 0.0, 'Unit': 'Count' }, { 'Timestamp': datetime.datetime(2021, 5, 1, 11, 20, tzinfo=tzlocal()), 'Maximum': 0.0, 'Unit': 'Count' }, { 'Timestamp': datetime.datetime(2021, 5, 2, 2, 55, tzinfo=tzlocal()), 'Maximum': 0.0, 'Unit': 'Count' }, { 'Timestamp': datetime.datetime(2021, 5, 1, 17, 35, tzinfo=tzlocal()), 'Maximum': 0.0, 'Unit': 'Count' }, { 'Timestamp': datetime.datetime(2021, 5, 1, 8, 45, tzinfo=tzlocal()), 'Maximum': 0.0, 'Unit': 'Count' }] metrics_helper = MetricsHelper(region) result = metrics_helper.get_list_user_session_data_points( list_metric_data_points) assert result == [ 0.0, 0.0, 0.0, 0.0, 0.0, 1.0, 0.0, 0.0, 0.0, 0.0, 1.0, 0.0, 1.0, 1.0, 0.0, 1.0, 0.0, 0.0 ]
def test_get_cloudwatch_metric_data_points(): region = 'us-east-1' metrics_helper = MetricsHelper(region) client_stubber = Stubber(metrics_helper.client) workspace_id = '123qwer' start_time = '2021-05-01T00:00:00Z' end_time = '2021-05-06T00:00:00Z' list_time_ranges = [{ 'end_time': '2021-05-06T00:00:00Z', 'start_time': '2021-05-01T00:00:00Z' }] response = { 'Label': 'UserConnected', 'Datapoints': [{ 'Timestamp': datetime.datetime(2021, 5, 2, 11, 0, tzinfo=tzutc()), 'Maximum': 1.0, 'Unit': 'Count' }, { 'Timestamp': datetime.datetime(2021, 5, 1, 7, 0, tzinfo=tzutc()), 'Maximum': 1.0, 'Unit': 'Count' }, { 'Timestamp': datetime.datetime(2021, 5, 2, 6, 0, tzinfo=tzutc()), 'Maximum': 1.0, 'Unit': 'Count' }, { 'Timestamp': datetime.datetime(2021, 5, 1, 2, 0, tzinfo=tzutc()), 'Maximum': 0.0, 'Unit': 'Count' }, { 'Timestamp': datetime.datetime(2021, 5, 2, 1, 0, tzinfo=tzutc()), 'Maximum': 0.0, 'Unit': 'Count' }] } expected_params = { 'Dimensions': [{ 'Name': 'WorkspaceId', 'Value': workspace_id }], 'Namespace': 'AWS/WorkSpaces', 'MetricName': 'UserConnected', 'StartTime': start_time, 'EndTime': end_time, 'Period': 300, 'Statistics': ['Maximum'] } client_stubber.add_response('get_metric_statistics', response, expected_params) client_stubber.activate() result = metrics_helper.get_cloudwatch_metric_data_points( workspace_id, list_time_ranges, "UserConnected") assert result == [{ 'Timestamp': datetime.datetime(2021, 5, 2, 11, 0, tzinfo=tzutc()), 'Maximum': 1.0, 'Unit': 'Count' }, { 'Timestamp': datetime.datetime(2021, 5, 1, 7, 0, tzinfo=tzutc()), 'Maximum': 1.0, 'Unit': 'Count' }, { 'Timestamp': datetime.datetime(2021, 5, 2, 6, 0, tzinfo=tzutc()), 'Maximum': 1.0, 'Unit': 'Count' }, { 'Timestamp': datetime.datetime(2021, 5, 1, 2, 0, tzinfo=tzutc()), 'Maximum': 0.0, 'Unit': 'Count' }, { 'Timestamp': datetime.datetime(2021, 5, 2, 1, 0, tzinfo=tzutc()), 'Maximum': 0.0, 'Unit': 'Count' }]
class WorkspacesHelper(object): def __init__(self, settings): self.settings = settings self.max_retries = 20 self.metrics_helper = MetricsHelper(self.settings.get('region')) self.workspaces_client = boto3.client( 'workspaces', region_name=self.settings.get('region'), config=botoConfig) self.cloudwatch_client = boto3.client( 'cloudwatch', region_name=self.settings.get('region'), config=botoConfig) def process_workspace(self, workspace): """ This method processes the given workspace and returns an object with the result :param workspace: :return: Object with the results of optimization """ workspace_id = workspace['WorkspaceId'] log.debug('workspaceID: %s', workspace_id) workspace_running_mode = workspace['WorkspaceProperties'][ 'RunningMode'] log.debug('workspaceRunningMode: %s', workspace_running_mode) workspace_bundle_type = workspace['WorkspaceProperties'][ 'ComputeTypeName'] log.debug('workspaceBundleType: %s', workspace_bundle_type) billable_time = self.metrics_helper.get_billable_hours( self.settings['startTime'], self.settings['endTime'], workspace) tags = self.get_tags(workspace_id) if self.check_for_skip_tag(tags): log.info('Skipping WorkSpace %s due to Skip_Convert tag', workspace_id) hourly_threshold = "n/a" workspace_terminated = '' optimization_result = { 'resultCode': '-S-', 'newMode': workspace_running_mode } else: hourly_threshold = self.get_hourly_threshold(workspace_bundle_type) workspace_terminated = self.get_termination_status( workspace_id, billable_time, tags) optimization_result = self.compare_usage_metrics( workspace_id, billable_time, hourly_threshold, workspace_running_mode) return { 'workspaceID': workspace_id, 'billableTime': billable_time, 'hourlyThreshold': hourly_threshold, 'optimizationResult': optimization_result['resultCode'], 'newMode': optimization_result['newMode'], 'bundleType': workspace_bundle_type, 'initialMode': workspace_running_mode, 'userName': workspace.get('UserName', ''), 'computerName': workspace.get('ComputerName', ''), 'directoryId': workspace.get('DirectoryId', ''), 'tags': tags, 'workspaceTerminated': workspace_terminated } def get_hourly_threshold(self, bundle_type): """ Returns the hourly threshold value for the given bundle type. :param bundle_type: :return: """ if bundle_type in self.settings.get('hourlyLimits'): return int(self.settings.get('hourlyLimits')[bundle_type]) else: return None def check_for_skip_tag(self, tags): """ Return a boolean value to indicate if the workspace needs to be skipped from the solution workflow :param tags: :return: True or False to indicate if the workspace can be skipped """ # Added for case insensitive matching. Works with standard alphanumeric tags if tags is None: return True else: for tag_pair in tags: if tag_pair['Key'].lower() == 'Skip_Convert'.lower(): return True return False def get_tags(self, workspace_id): """ Return the list of the tags on the given workspace. :param workspace_id: :return: List of tags for the workspace """ try: workspace_tags = self.workspaces_client.describe_tags( ResourceId=workspace_id) log.debug(workspace_tags) tags = workspace_tags['TagList'] except botocore.exceptions.ClientError as error: log.error( "Error {} while getting tags for the workspace {}".format( error, workspace_id)) return None return tags def modify_workspace_properties(self, workspace_id, new_running_mode): """ This method changes the running mode of the workspace to the give new running mode. :param workspace_id: :param new_running_mode: :return: Result code to indicate new running mode for the workspace """ log.debug('modifyWorkspaceProperties') if not self.settings.get('isDryRun'): try: self.workspaces_client.modify_workspace_properties( WorkspaceId=workspace_id, WorkspaceProperties={'RunningMode': new_running_mode}) except Exception as e: log.error('Exceeded retries for %s due to error: %s', workspace_id, e) return '-E-' # return the status to indicate that the workspace was not processed. else: log.info( 'Skipping modifyWorkspaceProperties for Workspace %s due to dry run', workspace_id) if new_running_mode == ALWAYS_ON: result = '-M-' else: result = '-H-' return result def get_workspaces_for_directory(self, directory_id): """ :param: AWS region :return: List of workspaces for a given directory. This method returns the list of AWS directories in the given region. """ log.debug( "Getting the workspace for the directory {}".format(directory_id)) list_workspaces = [] try: response = self.workspaces_client.describe_workspaces( DirectoryId=directory_id) list_workspaces = response.get('Workspaces', []) next_token = response.get('NextToken', None) while next_token is not None: response = self.workspaces_client.describe_workspaces( DirectoryId=directory_id, NextToken=next_token) list_workspaces.extend(response.get('Workspaces', [])) next_token = response.get('NextToken', None) except botocore.exceptions.ClientError as e: log.error( "Error while getting the list of workspace for directory ID {}. Error: {}" .format(directory_id, e)) log.debug( "Returning the list of directories as {}".format(list_workspaces)) return list_workspaces def get_termination_status(self, workspace_id, billable_time, tags): """ This method returns whether the workspace needs to be terminated. :param workspace_id: :param billable_time: :param tags: :return: 'Yes' if the workspace is terminated and '' if not. """ log.debug("Today is {}".format(today)) log.debug("Last day is {}".format(last_day)) log.debug( "Getting the termination status for workspace: {}, billable time: {} and tags {}" .format(workspace_id, billable_time, tags)) log.debug("Terminate unused workspaces parameter is set to {}".format( TERMINATE_UNUSED_WORKSPACES)) log.debug( "Current month first day is {}".format(current_month_first_day)) workspace_terminated = '' try: # change this back after testing if (TERMINATE_UNUSED_WORKSPACES == "Yes" or TERMINATE_UNUSED_WORKSPACES == "Dry Run") and today == last_day: log.debug( "Today is the last day of the month. Processing further.") last_known_user_connection_timestamp = self.get_last_known_user_connection_timestamp( workspace_id) workspace_used_in_current_month = self.check_workspace_usage_for_current_month( last_known_user_connection_timestamp) workspace_available_on_first_day_of_month = self.check_if_workspace_available_on_first_day( workspace_id) log.debug( "For workspace {}, billable time is {}, tags are {}, workspace_available_on_first_day_of_month" " is {}, workspace_used_in_current_month is {}".format( workspace_id, billable_time, tags, workspace_available_on_first_day_of_month, workspace_used_in_current_month)) if not workspace_used_in_current_month and workspace_available_on_first_day_of_month and billable_time == 0: log.debug( "The workspace {} was not used in current month. Checking other criteria for " "termination.".format(workspace_id)) workspace_terminated = self.check_if_workspace_needs_to_be_terminated( workspace_id) except Exception as error: log.error( "Error {} while checking the workspace termination status for workspace : {}" .format(error, workspace_id)) log.debug("Returning the termination status as {}".format( workspace_terminated)) return workspace_terminated def get_last_known_user_connection_timestamp(self, workspace_id): """ This method return the LastKnownUserConnectionTimestamp for the given workspace_id :param: ID for the given workspace :return: LastKnownUserConnectionTimestamp for the workspace """ log.debug( "Getting the last known user connection timestamp for the workspace_id {}" .format(workspace_id)) try: response = self.workspaces_client.describe_workspaces_connection_status( WorkspaceIds=[workspace_id]) last_known_timestamp = response['WorkspacesConnectionStatus'][ 0].get('LastKnownUserConnectionTimestamp') except Exception as error: log.error(error) return None log.debug("Returning the last known timestamp as {}".format( last_known_timestamp)) return last_known_timestamp def check_workspace_usage_for_current_month( self, last_known_user_connection_timestamp): """ This method returns a boolean value to indicate if the workspace was used in current month :param: last_known_user_connection_timestamp: Last known connection timestamp :return: returns a boolean value to indicate if the workspace was used in current month """ log.debug("Checking the workspace usage for the current month") workspace_used_in_current_month = True try: if last_known_user_connection_timestamp is not None: log.debug( "Last know timestamp value is not None. Processing further." ) log.debug("Current month first day is {}".format( current_month_first_day)) last_known_user_connection_day = last_known_user_connection_timestamp.date( ) workspace_used_in_current_month = not last_known_user_connection_day < current_month_first_day except Exception as error: log.error( "Error occurred while checking the workspace usage for the workspace: {}" .format(error)) log.debug( "Returning the workspace usage in current month as {}".format( workspace_used_in_current_month)) return workspace_used_in_current_month def check_if_workspace_available_on_first_day(self, workspace_id): """ This methods checks if the workspace was available on the first day of the month :param workspace_id: Workspace ID for the workspace """ workspace_available = False log.debug( "Checking if the workspace {} was available between first day {} and " "second day {} ".format(workspace_id, first_day, second_day)) try: metrics = self.cloudwatch_client.get_metric_statistics( Dimensions=[{ 'Name': 'WorkspaceId', 'Value': workspace_id }], Namespace='AWS/WorkSpaces', MetricName='Available', StartTime=first_day, EndTime=second_day, Period=300, Statistics=['Maximum']) if metrics.get('Datapoints', None): workspace_available = True except Exception as error: log.error(error) log.debug("Returning the value {} for workspace available.".format( workspace_available)) return workspace_available def check_if_workspace_needs_to_be_terminated(self, workspace_id): """ This method checks if the workspace needs to terminated based on the usage. :param workspace_id: :param billable_time: :param tags: :return: A string value 'Yes' if the workspace is terminate and an empty string '' if not terminated """ workspace_terminated = '' if self.settings.get('terminateUnusedWorkspaces') == 'Dry Run': log.debug( "Termination option for workspace {} is set to DryRun. The report was updated but the " "terminate action was not called".format(workspace_id)) workspace_terminated = 'Yes - Dry Run' elif self.settings.get( 'terminateUnusedWorkspaces' ) == 'Yes' and not self.settings.get('isDryRun'): log.debug( 'All the criteria for termination of workspace {} are met. Calling the terminate ' 'action.'.format(workspace_id)) workspace_terminated = self.terminate_unused_workspace( workspace_id) return workspace_terminated def terminate_unused_workspace(self, workspace_id): """ This methods terminates the given workspace. :param workspace_id: Workspace ID for the workspace """ log.debug("Terminating the workspace with workspace id {}".format( workspace_id)) workspace_terminated = '' try: response = self.workspaces_client.terminate_workspaces( TerminateWorkspaceRequests=[ { 'WorkspaceId': workspace_id }, ]) if not response.get('FailedRequests'): workspace_terminated = 'Yes' log.debug( "Successfully terminated the workspace with workspace id {}" .format(workspace_id)) except Exception as error: log.error("Error {} occurred when terminating workspace {}".format( error, workspace_id)) return workspace_terminated def compare_usage_metrics(self, workspace_id, billable_time, hourly_threshold, workspace_running_mode): """ This method compares the usage metrics for the workspace :param workspace_id: workspace id :param billable_time: billable time :param hourly_threshold: hourly threshold for the bundle type :param workspace_running_mode: new running mode :return: The result code and the new running mode for the workspace """ if billable_time is None: result_code = '-E-' new_mode = workspace_running_mode elif hourly_threshold is None: result_code = '-S-' new_mode = workspace_running_mode elif workspace_running_mode == AUTO_STOP: result_code, new_mode = self.compare_usage_metrics_for_auto_stop( workspace_id, billable_time, hourly_threshold, workspace_running_mode) elif workspace_running_mode == ALWAYS_ON: result_code, new_mode = self.compare_usage_metrics_for_always_on( workspace_id, billable_time, hourly_threshold, workspace_running_mode) else: log.error( 'workspaceRunningMode {} is unrecognized for workspace {}'. format(workspace_running_mode, workspace_id)) result_code = '-S-' new_mode = workspace_running_mode return {'resultCode': result_code, 'newMode': new_mode} def compare_usage_metrics_for_auto_stop(self, workspace_id, billable_time, hourly_threshold, workspace_running_mode): """ This method compares the usage metrics for Auto stop mode :param workspace_id: workspace id :param billable_time: billable time :param hourly_threshold: hourly threshold :param workspace_running_mode: workspace running mode :return: Result code and new running mode """ log.debug('workspaceRunningMode {} == AUTO_STOP'.format( workspace_running_mode)) # If billable time is over the threshold for this bundle type if billable_time > hourly_threshold: log.debug('billableTime {} > hourlyThreshold {}'.format( billable_time, hourly_threshold)) # Change the workspace to ALWAYS_ON result_code = self.modify_workspace_properties( workspace_id, ALWAYS_ON) # if there was an exception in the modify workspace API call, new mode is same as old mode if result_code == '-E-': new_mode = AUTO_STOP else: new_mode = ALWAYS_ON # Otherwise, report no change for the Workspace else: # billable_time <= hourly_threshold: log.debug('billableTime {} <= hourlyThreshold {}'.format( billable_time, hourly_threshold)) result_code = '-N-' new_mode = AUTO_STOP return result_code, new_mode def compare_usage_metrics_for_always_on(self, workspace_id, billable_time, hourly_threshold, workspace_running_mode): """ This method compares the usage metrics for Always ON mode :param workspace_id: workspace id :param billable_time: billable time :param hourly_threshold: hourly threshold :param workspace_running_mode: workspace running mode :return: Result code and new running mode """ log.debug('workspaceRunningMode {} == ALWAYS_ON'.format( workspace_running_mode)) # Only perform metrics gathering for ALWAYS_ON Workspaces at the end of the month. if self.settings.get('testEndOfMonth'): log.debug('testEndOfMonth {} == True'.format( self.settings.get('testEndOfMonth'))) # If billable time is under the threshold for this bundle type if billable_time <= hourly_threshold: log.debug('billableTime {} < hourlyThreshold {}'.format( billable_time, hourly_threshold)) # Change the workspace to AUTO_STOP result_code = self.modify_workspace_properties( workspace_id, AUTO_STOP) # if there was an exception in the modify workspace API call, new mode is same as old mode if result_code == '-E-': new_mode = ALWAYS_ON else: new_mode = AUTO_STOP # Otherwise, report no change for the Workspace else: # billable_time > hourly_threshold: log.debug('billableTime {} >= hourlyThreshold {}'.format( billable_time, hourly_threshold)) result_code = '-N-' new_mode = ALWAYS_ON else: log.debug('testEndOfMonth {} == False'.format( self.settings.get('testEndOfMonth'))) result_code = '-N-' new_mode = ALWAYS_ON return result_code, new_mode def append_entry(self, old_csv, result): s = ',' csv = old_csv + s.join(( result['workspaceID'], str(result['billableTime']), str(result['hourlyThreshold']), result['optimizationResult'], result['bundleType'], result['initialMode'], result['newMode'], result['userName'], result['computerName'], result['directoryId'], result['workspaceTerminated'], ''.join(('"', str(result['tags']), '"')) + '\n' # Adding quotes to the string to help with csv format )) return csv def expand_csv(self, raw_csv): csv = raw_csv.replace(',-M-', ',ToMonthly').replace(',-H-', ',ToHourly'). \ replace(',-E-', ',Failed to change the mode').replace(',-N-', ',No Change').replace(',-S-', ',Skipped') return csv