def __init__(self, config):
# grab config lists
self.adminList = self._config_str_to_list(config.get('admin-users'))
self.metricsAdmins = self._config_str_to_list(
config.get('metrics-admins'))
self.mongodb_dbList = self._config_str_to_list(
config.get('mongodb-databases'))
# check for required parameters
for p in [
'mongodb-host', 'mongodb-databases', 'mongodb-user',
'mongodb-pwd'
]:
if p not in config:
error_msg = '"{}" config variable must be defined '.format(p)
error_msg += 'to start a MetricsMongoDBController!'
raise ValueError(error_msg)
# instantiate the mongo client
self.metrics_dbi = MongoMetricsDBI(config.get('mongodb-host'),
self.mongodb_dbList,
config.get('mongodb-user', ''),
config.get('mongodb-pwd', ''))
# for access to the Catalog API
self.auth_service_url = config['auth-service-url']
self.catalog_url = config['kbase-endpoint'] + '/catalog'
# commonly used data
self.kbstaff_list = None
self.ws_narratives = None
self.client_groups = None
self.cat_client = None
self.narrative_name_map = {}
class MetricsMongoDBController:
def _config_str_to_list(self, list_str):
user_list = list()
if list_str:
user_list = [x.strip() for x in list_str.split(',') if x.strip()]
else:
warnings.warn('no {} are set in config of'
' MetricsMongoDBController'.format(list_str))
return user_list
def _is_admin(self, username):
return username in self.adminList
def _is_metrics_admin(self, username):
return username in self.metricsAdmins
def _is_kbstaff(self, username):
kb_list = self._get_kbstaff_list()
return username in kb_list
def _get_kbstaff_list(self):
if self.kbstaff_list is None:
kbstaff = self.metrics_dbi.list_kbstaff_usernames()
self.kbstaff_list = [kbs['username'] for kbs in kbstaff]
return self.kbstaff_list
def _convert_isodate_to_milis(self, src_list, dt_list):
for src in src_list:
for ldt in dt_list:
if ldt in src and isinstance(src[ldt], datetime.datetime):
src[ldt] = _unix_time_millis_from_datetime(src[ldt])
return src_list
def _parse_app_id(self, et_jobinput):
app_id = ''
if 'app_id' in et_jobinput:
app_id = et_jobinput['app_id'].replace('.', '/')
return app_id
def _parse_method(self, et_jobinput):
method_id = ''
if 'method' in et_jobinput:
method_id = et_jobinput['method'].replace('/', '.')
return method_id
def _update_user_info(self, params, token):
"""
update user info
If match not found, insert that record as new.
"""
params = self._process_parameters(params)
auth2_ret = self.metrics_dbi.aggr_user_details(params['user_ids'],
params['minTime'],
params['maxTime'])
if not auth2_ret:
print("No user records returned for update!")
return 0
up_dated = 0
up_serted = 0
print('Retrieved {} user record(s) for update!'.format(len(auth2_ret)))
id_keys = ['username', 'email']
data_keys = ['full_name', 'signup_at', 'last_signin_at', 'roles']
for u_data in auth2_ret:
id_data = {x: u_data[x] for x in id_keys}
user_data = {x: u_data[x] for x in data_keys}
is_kbstaff = True if self._is_kbstaff(
id_data['username']) else False
update_ret = self.metrics_dbi.update_user_records(
id_data, user_data, is_kbstaff)
if update_ret.raw_result['updatedExisting']:
up_dated += update_ret.raw_result['nModified']
elif update_ret.raw_result.get('upserted'):
up_serted += 1
print('updated {} and upserted {} users.'.format(up_dated, up_serted))
return up_dated + up_serted
def _update_daily_activities(self, params, token):
"""
update user activities reported from Workspace.workspaceObjects.
If match not found, insert that record as new.
"""
ws_ret = self._get_activities_from_wsobjs(params, token)
act_list = ws_ret['metrics_result']
if not act_list:
print("No daily activity records returned for update!")
return 0
up_dated = 0
up_serted = 0
print('Retrieved {} activity record(s) for '
'update!'.format(len(act_list)))
id_keys = ['_id']
count_keys = ['obj_numModified']
for a_data in act_list:
id_data = {x: a_data[x] for x in id_keys}
count_data = {x: a_data[x] for x in count_keys}
update_ret = self.metrics_dbi.update_activity_records(
id_data, count_data)
if update_ret.raw_result['updatedExisting']:
up_dated += update_ret.raw_result['nModified']
elif update_ret.raw_result.get('upserted'):
up_serted += 1
print('updated {} and upserted {} '
'activities.'.format(up_dated, up_serted))
return up_dated + up_serted
def _update_narratives(self, params, token):
"""
update user narratives reported from Workspace.
If match not found, insert that record as new.
"""
ws_ret = self._get_narratives_from_wsobjs(params, token)
narr_list = ws_ret['metrics_result']
up_dated = 0
up_serted = 0
if not narr_list:
print("No narrative records returned for update!")
return 0
print('Retrieved {} narratives record(s) for '
'update!'.format(len(narr_list)))
id_keys = ['object_id', 'object_version', 'workspace_id']
other_keys = [
'name', 'last_saved_at', 'last_saved_by', 'numObj', 'deleted',
'nice_name', 'desc'
]
for n_data in narr_list:
id_data = {x: n_data[x] for x in id_keys}
other_data = {x: n_data[x] for x in other_keys}
update_ret = self.metrics_dbi.update_narrative_records(
id_data, other_data)
if update_ret.raw_result['updatedExisting']:
up_dated += update_ret.raw_result['nModified']
elif update_ret.raw_result['upserted']:
up_serted += 1
print('updated {} and upserted {} '
'narratives.'.format(up_dated, up_serted))
return up_dated + up_serted
# End functions to write to the metrics database
# functions to get the requested records from other dbs...
@cache_it_json(limit=1024, expire=60 * 60 / 2)
def _get_narratives_from_wsobjs(self, params, token):
"""
_get_narratives_from_wsobjs--Given a time period, fetch the narrative
information from workspace.workspaces and workspace.workspaceObjects./
Based on the narratives in workspace.workspaceObjects, if additional
info available then add to existing data from workspace.workspaces.
"""
params = self._process_parameters(params)
# get the ws/narratives with del=False
ws_narrs = self.metrics_dbi.list_ws_narratives(minT=params['minTime'],
maxT=params['maxTime'])
ws_ids = [wnarr['workspace_id'] for wnarr in ws_narrs]
wsobjs = self.metrics_dbi.list_user_objects_from_wsobjs(
params['minTime'], params['maxTime'], ws_ids)
ws_narrs1 = []
for wsn in ws_narrs:
for obj in wsobjs:
if wsn['workspace_id'] == obj['workspace_id']:
if wsn['name'] == obj['object_name']:
wsn[u'object_id'] = obj['object_id']
wsn[u'object_version'] = obj['object_version']
break
elif ':' in wsn['name']:
wts = wsn['name'].split(':')[1]
if '_' in wts:
wts = wts.split('_')[1]
p = re.compile(wts, re.IGNORECASE)
if p.search(obj['object_name']):
wsn[u'object_id'] = obj['object_id']
wsn[u'object_version'] = obj['object_version']
break
if wsn.get('object_id'):
wsn[u'last_saved_by'] = wsn.pop('username')
ws_nm, wsn[u'nice_name'], wsn[
u'n_ver'] = self._map_ws_narr_names(wsn['workspace_id'])
wsn.pop('narr_keys')
wsn.pop('narr_values')
ws_narrs1.append(wsn)
return {'metrics_result': ws_narrs1}
@cache_it_json(limit=1024, expire=60 * 60 / 2)
def _map_ws_narr_names(self, ws_id):
"""
_map_ws_narr_names-returns the workspace/narrative name
and version with given ws_id
"""
if self.narrative_name_map == {}:
self.narrative_name_map = self._get_narrative_name_map()
w_nm = ''
n_nm = ''
n_ver = '1'
try:
w_nm, n_nm, n_ver = self.narrative_name_map[int(ws_id)]
except ValueError as ve:
# e.g.,ws_id == "srividya22:1447279981090"
w_nm = ws_id
n_nm = ws_id
except KeyError as ke:
# no match, simply pass
# print('No workspace/narrative_name matched key {}'.format(ws_id))
pass
return (w_nm, n_nm, n_ver)
@cache_it_json(limit=1024, expire=60 * 60 / 2)
def _get_activities_from_wsobjs(self, params, token):
params = self._process_parameters(params)
wsobjs_act = self.metrics_dbi.aggr_activities_from_wsobjs(
params['minTime'], params['maxTime'])
ws_owners = self.metrics_dbi.list_ws_owners()
for wo in ws_owners:
for obj in wsobjs_act:
if wo['ws_id'] == obj['_id']['ws_id']:
obj['_id']['username'] = wo['username']
break
return {'metrics_result': wsobjs_act}
@cache_it_json(limit=1024, expire=60 * 60 / 2)
def _join_task_ujs(self, exec_tasks, ujs_jobs):
"""
combine/join exec_tasks with ujs_jobs list to get the final return data
"""
ujs_ret = []
for j in ujs_jobs:
u_j_s = self._assemble_ujs_state(j, exec_tasks)
ujs_ret.append(u_j_s)
return ujs_ret
@cache_it_json(limit=1024, expire=60 * 60 / 2)
def _assemble_ujs_state(self, ujs, exec_tasks):
u_j_s = copy.deepcopy(ujs)
u_j_s['job_id'] = str(u_j_s.pop('_id'))
u_j_s['exec_start_time'] = u_j_s.pop('started', None)
u_j_s['creation_time'] = u_j_s.pop('created')
u_j_s['modification_time'] = u_j_s.pop('updated')
authparam = u_j_s.pop('authparam')
authstrat = u_j_s.pop('authstrat')
if authstrat == 'kbaseworkspace':
u_j_s['wsid'] = authparam
if u_j_s.get('desc'):
desc = u_j_s.pop('desc').split()[-1]
if '.' in desc:
u_j_s['method'] = desc
for exec_task in exec_tasks:
if str(exec_task['ujs_job_id']) == u_j_s['job_id']:
if 'job_input' in exec_task:
et_job_in = exec_task['job_input']
u_j_s['app_id'] = self._parse_app_id(et_job_in)
if not u_j_s.get('method'):
u_j_s['method'] = self._parse_method(et_job_in)
if not u_j_s.get('wsid'):
if 'wsid' in et_job_in:
u_j_s['wsid'] = et_job_in['wsid']
elif 'params' in et_job_in and et_job_in['params']:
p_ws = et_job_in['params'][0]
if isinstance(p_ws, dict) and 'ws_id' in p_ws:
u_j_s['wsid'] = p_ws['ws_id']
# try to get workspace_name--first by wsid, then from 'job_input'
if u_j_s.get('wsid') and not u_j_s.get('workspace_name'):
ws_name = self._map_ws_narr_names(u_j_s['wsid'])[0]
u_j_s['workspace_name'] = ws_name
if not u_j_s.get(
'workspace_name') or u_j_s['workspace_name'] == '':
if 'params' in et_job_in and et_job_in['params']:
p_ws = et_job_in['params'][0]
if isinstance(p_ws, dict):
if 'workspace' in p_ws:
u_j_s['workspace_name'] = p_ws['workspace']
elif 'workspace_name' in p_ws:
u_j_s['workspace_name'] = p_ws[
'workspace_name']
break
if not u_j_s.get('app_id') and u_j_s.get('method'):
u_j_s['app_id'] = u_j_s['method'].replace('.', '/')
if (not u_j_s.get('finish_time') and not u_j_s.get('error')
and u_j_s.get('complete')):
u_j_s['finish_time'] = u_j_s.pop('modification_time')
# remove None u_j_s['workspace_name']
if ('workspace_name' in u_j_s and (u_j_s['workspace_name'] is None
or u_j_s['workspace_name'] == '')):
u_j_s.pop('workspace_name')
# get the narrative name and version via u_j_s['wsid']
if u_j_s.get('wsid'):
w_nm, n_name, n_ver = self._map_ws_narr_names(u_j_s['wsid'])
if n_name != '':
u_j_s['narrative_name'] = n_name
u_j_s['narrative_objNo'] = n_ver
elif (u_j_s.get('workspace_name', None)
and 'narrative' in u_j_s['workspace_name']):
u_j_s['narrative_name'] = u_j_s['workspace_name']
u_j_s['narrative_objNo'] = 1
# get the client groups
u_j_s['client_groups'] = ['njs'] # default client groups to 'njs'
if self.client_groups:
for clnt in self.client_groups:
clnt_id = clnt['app_id']
ujs_a_id = str(u_j_s.get('app_id'))
if str(clnt_id).lower() == ujs_a_id.lower():
u_j_s['client_groups'] = clnt['client_groups']
break
return u_j_s
def _process_parameters(self, params):
params['user_ids'] = params.get('user_ids', [])
if not isinstance(params['user_ids'], list):
raise ValueError('Variable user_ids must be a list.')
exclude_set = ('kbasetest', '***ROOT***', 'ciservices')
params['user_ids'] = [
u for u in params['user_ids'] if u not in exclude_set
]
epoch_range = params.get('epoch_range')
if epoch_range:
if len(epoch_range) != 2:
raise ValueError('Invalide epoch_range. Size must be 2.')
start_time, end_time = epoch_range
if start_time and end_time:
start_time = _convert_to_datetime(start_time)
end_time = _convert_to_datetime(end_time)
elif start_time and not end_time:
start_time = _convert_to_datetime(start_time)
end_time = start_time + datetime.timedelta(hours=48)
elif not start_time and end_time:
end_time = _convert_to_datetime(end_time)
start_time = end_time - datetime.timedelta(hours=48)
else:
end_time = datetime.datetime.utcnow()
start_time = end_time - datetime.timedelta(hours=48)
else: # set the most recent 48 hours range
end_time = datetime.datetime.utcnow()
start_time = end_time - datetime.timedelta(hours=48)
params['minTime'] = _unix_time_millis_from_datetime(start_time)
params['maxTime'] = _unix_time_millis_from_datetime(end_time)
return params
@cache_it_json(limit=1024, expire=60 * 60 / 2)
def _get_narrative_name_map(self):
"""
_get_narrative_name_map: Fetch the narrative id and name
(or narrative_nice_name if it exists) into a dictionary
of {key=ws_id, value=(ws_nm, narr_nm, narr_ver)}
"""
# 1. get the ws_narrative data to start, including deleted ones
if self.ws_narratives is None:
self.ws_narratives = self.metrics_dbi.list_ws_narratives(
include_del=True)
# 2. loop through all self.ws_narratives
narrative_name_map = {}
for wsnarr in self.ws_narratives:
ws_nm = wsnarr.get('name', '') # workspace_name or ''
narr_nm = ws_nm # default narrative_name
narr_ver = '1' # default narrative_objNo
n_keys = wsnarr['narr_keys']
n_vals = wsnarr['narr_values']
for i in range(0, len(n_keys)):
if n_keys[i] == 'narrative_nice_name':
narr_nm = n_vals[i]
if n_keys[i] == 'narrative':
narr_ver = n_vals[i]
narrative_name_map[wsnarr['workspace_id']] = (ws_nm, narr_nm,
narr_ver)
return narrative_name_map
@cache_it_json(limit=1024, expire=60 * 60 * 1)
def _get_client_groups_from_cat(self, token):
"""
_get_client_groups_from_cat: Get the client_groups data from Catalog API
return an array of the following structure (example with data):
{
u'app_id': u'assemblyrast/run_arast',
u'client_groups': [u'bigmemlong'],
u'function_name': u'run_arast',
u'module_name': u'AssemblyRAST'},
}
"""
# initialize client(s) for accessing other services
self.cat_client = Catalog(self.catalog_url,
auth_svc=self.auth_service_url,
token=token)
# Pull the data
client_groups = self.cat_client.get_client_groups({})
return [{
'app_id': client_group.get('app_id'),
'client_groups': client_group.get('client_groups')
} for client_group in client_groups]
def __init__(self, config):
# grab config lists
self.adminList = self._config_str_to_list(config.get('admin-users'))
self.metricsAdmins = self._config_str_to_list(
config.get('metrics-admins'))
self.mongodb_dbList = self._config_str_to_list(
config.get('mongodb-databases'))
# check for required parameters
for p in [
'mongodb-host', 'mongodb-databases', 'mongodb-user',
'mongodb-pwd'
]:
if p not in config:
error_msg = '"{}" config variable must be defined '.format(p)
error_msg += 'to start a MetricsMongoDBController!'
raise ValueError(error_msg)
# instantiate the mongo client
self.metrics_dbi = MongoMetricsDBI(config.get('mongodb-host'),
self.mongodb_dbList,
config.get('mongodb-user', ''),
config.get('mongodb-pwd', ''))
# for access to the Catalog API
self.auth_service_url = config['auth-service-url']
self.catalog_url = config['kbase-endpoint'] + '/catalog'
# commonly used data
self.kbstaff_list = None
self.ws_narratives = None
self.client_groups = None
self.cat_client = None
self.narrative_name_map = {}
def map_ws_narrative_names(self, requesting_user, ws_ids, token):
"""
get_ws_narratives--Give the list of workspace ids, map ws_nm, narr_nm and narr_ver
(or narrative_nice_name if it exists) into a dictionary
of {key=ws_id, value=(ws_nm, narr_nm, narr_ver)}
----------------------
[{'ws_id': 8726,
'narr_name_map': (u'wjriehl:1468439004137', u'Updater Testing', u'1')},
{'ws_id': 99991,
'narr_name_map': (u'fakeusr:narrative_1513709108341', u'Faking Test', u'1')}]
"""
if not self._is_admin(requesting_user):
raise ValueError('You do not have permisson to '
'invoke this action.')
map_results = []
for w_id in ws_ids:
map_ret = self._map_ws_narr_names(w_id)
map_results.append({'ws_id': w_id, 'narr_name_map': map_ret})
return map_results
def get_user_job_states(self, requesting_user, params, token):
"""
get_user_job_states--generate data for appcatalog/stats from querying
execution_engine, userjobstates, catalog and workspace
----------------------
To get the job's 'status', 'complete'=true/false, etc.,
we can do joining as follows
--userjobstate.jobstate['_id']==exec_engine.exec_tasks['ujs_job_id']
"""
if not self._is_admin(requesting_user):
params['user_ids'] = [requesting_user]
# 1. get the ws_narrative and client_groups data for lookups
if self.ws_narratives is None:
self.ws_narratives = self.metrics_dbi.list_ws_narratives(
include_del=True)
if self.client_groups is None:
self.client_groups = self._get_client_groups_from_cat(token)
# 2. query dbs to get lists of tasks and jobs
params = self._process_parameters(params)
exec_tasks = self.metrics_dbi.list_exec_tasks(params['minTime'],
params['maxTime'])
ujs_jobs = self.metrics_dbi.list_ujs_results(params['user_ids'],
params['minTime'],
params['maxTime'])
ujs_jobs = self._convert_isodate_to_milis(
ujs_jobs, ['created', 'started', 'updated'])
return {'job_states': self._join_task_ujs(exec_tasks, ujs_jobs)}
def get_narrative_stats(self,
requesting_user,
params,
token,
exclude_kbstaff=True):
"""
get_narrative_stats--generate narrative stats data for reporting purposes
[{'2016-7': 1}, {'2017-12': 1}]
"""
if not self._is_admin(requesting_user):
raise ValueError('You do not have permisson to '
'invoke this action.')
params = self._process_parameters(params)
# 1. get the narr_owners data for lookups
if exclude_kbstaff:
excludes = self._get_kbstaff_list()
else:
excludes = []
params['user_ids'] = []
narr_data = self.metrics_dbi.list_narrative_info(
owner_list=params['user_ids'], excluded_users=excludes)
n_ws = [nd['ws'] for nd in narr_data]
# 2. query db to get lists of narratives with ws_ids and first_access_date
ws_firstAccs = self.metrics_dbi.list_ws_firstAccess(params['minTime'],
params['maxTime'],
ws_list=n_ws)
narr_stats = {}
# Futher counting the narratives by grouping into yyyy-mm
for narr in ws_firstAccs:
narr_stats[narr['yyyy-mm']] = narr['ws_count']
return {'metrics_result': narr_stats}
# begin putting the deleted functions back
def get_total_logins_from_ws(self,
requesting_user,
params,
token,
exclude_kbstaff=False):
if not self._is_admin(requesting_user):
raise ValueError('You do not have permisson to '
'invoke this action.')
params = self._process_parameters(params)
params['minTime'] = datetime.datetime.fromtimestamp(params['minTime'] /
1000)
params['maxTime'] = datetime.datetime.fromtimestamp(params['maxTime'] /
1000)
if exclude_kbstaff:
kb_list = self._get_kbstaff_list()
db_ret = self.metrics_dbi.aggr_total_logins(
params['user_ids'], params['minTime'], params['maxTime'],
kb_list)
else:
db_ret = self.metrics_dbi.aggr_total_logins(
params['user_ids'], params['minTime'], params['maxTime'])
return {'metrics_result': db_ret}
def get_user_login_stats_from_ws(self, requesting_user, params, token):
if not self._is_admin(requesting_user):
raise ValueError('You do not have permisson to '
'invoke this action.')
params = self._process_parameters(params)
params['minTime'] = datetime.datetime.fromtimestamp(params['minTime'] /
1000)
params['maxTime'] = datetime.datetime.fromtimestamp(params['maxTime'] /
1000)
db_ret = self.metrics_dbi.aggr_user_logins_from_ws(
params['user_ids'], params['minTime'], params['maxTime'])
return {'metrics_result': db_ret}
def get_user_numObjs_from_ws(self, requesting_user, params, token):
if not self._is_admin(requesting_user):
raise ValueError('You do not have permisson to '
'invoke this action.')
params = self._process_parameters(params)
params['minTime'] = datetime.datetime.fromtimestamp(params['minTime'] /
1000)
params['maxTime'] = datetime.datetime.fromtimestamp(params['maxTime'] /
1000)
db_ret = self.metrics_dbi.aggr_user_numObjs(params['user_ids'],
params['minTime'],
params['maxTime'])
return {'metrics_result': db_ret}
def get_narratives(self, requesting_user, params, token):
# just a wrap around a method with permission checking
# should be pointing to the metrics db eventually
if not self._is_admin(requesting_user):
raise ValueError('You do not have permisson to '
'invoke this action.')
return self._get_narratives_from_wsobjs(requesting_user, params, token)
def get_user_ws_stats(self, requesting_user, params, token):
if not self._is_admin(requesting_user):
raise ValueError('You do not have permisson to '
'invoke this action.')
params = self._process_parameters(params)
params['minTime'] = datetime.datetime.fromtimestamp(params['minTime'] /
1000)
params['maxTime'] = datetime.datetime.fromtimestamp(params['maxTime'] /
1000)
db_ret = self.metrics_dbi.aggr_user_ws(params['user_ids'],
params['minTime'],
params['maxTime'])
return {'metrics_result': db_ret}
# end putting the deleted functions back
# function(s) to update the metrics db
def update_metrics(self, requesting_user, params, token):
"""
update_metrics--updates the metrics db collections
"""
if not self._is_metrics_admin(requesting_user):
raise ValueError('You do not have permission to '
'invoke this action.')
# 1. update users
action_result1 = self._update_user_info(params, token)
# 2. update activities
action_result2 = self._update_daily_activities(params, token)
# 3. update narratives
action_result3 = self._update_narratives(params, token)
return {
'metrics_result': {
'user_updates': action_result1,
'activity_updates': action_result2,
'narrative_updates': action_result3
}
}
# functions to get the requested records from metrics db...
def get_active_users_counts(self,
requesting_user,
params,
token,
exclude_kbstaff=True):
"""
get_active_users_counts--query (and aggregate) the metrics mongodb
to get active user count per day.
"""
if not self._is_admin(requesting_user):
raise ValueError('You do not have permisson to '
'invoke this action.')
kb_list = self._get_kbstaff_list()
params = self._process_parameters(params)
if exclude_kbstaff:
mt_ret = self.metrics_dbi.aggr_unique_users_per_day(
params['minTime'], params['maxTime'], kb_list)
else:
mt_ret = self.metrics_dbi.aggr_unique_users_per_day(
params['minTime'], params['maxTime'], [])
if not mt_ret:
print("No active user count records returned!")
return {'metrics_result': mt_ret}
def get_user_details(self,
requesting_user,
params,
token,
exclude_kbstaff=False):
"""
get_user_details--query the metrics/users db to retrieve user info.
"""
if not self._is_admin(requesting_user):
raise ValueError('You do not have permisson to '
'invoke this action.')
params = self._process_parameters(params)
mt_ret = self.metrics_dbi.get_user_info(params['user_ids'],
params['minTime'],
params['maxTime'],
exclude_kbstaff)
if not mt_ret:
print("No user records returned!")
else:
mt_ret = self._convert_isodate_to_milis(
mt_ret, ['signup_at', 'last_signin_at'])
return {'metrics_result': mt_ret}
def get_signup_retn_users(self,
requesting_user,
params,
token,
exclude_kbstaff=False):
"""
get_signup_retn_users--query the metrics/users db to retrieve
monthly user signups and returning user counts.
"""
if not self._is_admin(requesting_user):
raise ValueError('You do not have permisson to '
'invoke this action.')
params = self._process_parameters(params)
if exclude_kbstaff:
kb_list = self._get_kbstaff_list()
mt_ret = self.metrics_dbi.aggr_signup_retn_users(
params['user_ids'], params['minTime'], params['maxTime'],
kb_list)
else:
mt_ret = self.metrics_dbi.aggr_signup_retn_users(
params['user_ids'], params['minTime'], params['maxTime'])
if not mt_ret:
print("No signup/returning user records returned!")
return {'metrics_result': mt_ret}