def gatherWMDataMiningStats(wmstatsUrl,
reqmgrUrl,
wmMiningUrl,
mcmUrl,
mcmCert,
mcmKey,
tmpDir,
archived=False,
log=logging.info):
server, database = splitCouchServiceURL(wmMiningUrl)
analyticsServer = CouchServer(server)
couchdb = analyticsServer.connectDatabase(database)
WMStats = WMStatsReader(wmstatsUrl,
reqdbURL=reqmgrUrl,
reqdbCouchApp="ReqMgr")
reqMgrServer, reqMgrDB = splitCouchServiceURL(reqmgrUrl)
reqMgr = CouchServer(reqMgrServer).connectDatabase(reqMgrDB, False)
if archived:
funcName = "Archived Requests"
else:
funcName = "Active Requests"
log.info("%s: Getting job information from %s and %s. Please wait." %
(funcName, wmstatsUrl, reqmgrUrl))
if archived:
checkStates = [
'normal-archived', 'rejected-archived', 'aborted-archived'
]
jobInfoFlag = False
else:
checkStates = WMStatsReader.ACTIVE_STATUS
jobInfoFlag = True
requests = WMStats.getRequestByStatus(checkStates,
jobInfoFlag=jobInfoFlag,
legacyFormat=True)
requestCollection = RequestInfoCollection(requests)
result = requestCollection.getJSONData()
requestsDict = requestCollection.getData()
log.info("%s: Total %s requests retrieved\n" % (funcName, len(result)))
report = {}
nMCMCalls = 0
with McM(cert=mcmCert, key=mcmKey, url=mcmUrl, tmpDir=tmpDir) as mcm:
for wf in result.keys():
# Store a copy of the CouchDB document so we can compare later before updating
if couchdb.documentExists(wf):
oldCouchDoc = couchdb.document(wf)
wfExists = True
else:
oldCouchDoc = CouchDoc(id=wf)
wfExists = False
newCouchDoc = copy.deepcopy(oldCouchDoc)
ancientCouchDoc = copy.deepcopy(oldCouchDoc)
report[wf] = oldCouchDoc
# FIXME: remove report, only have two instances of couchDoc
if 'filterEfficiency' not in oldCouchDoc or 'runWhiteList' not in oldCouchDoc:
runWhiteList = []
filterEfficiency = None
try:
# log.debug("Looking up %s in ReqMgr" % wf)
rmDoc = reqMgr.document(wf)
runWhiteList = rmDoc.get('RunWhiteList', [])
filterEfficiency = rmDoc.get('FilterEfficiency', None)
except:
pass # ReqMgr no longer has the workflow
report[wf].update({
'filterEfficiency': filterEfficiency,
'runWhiteList': runWhiteList
})
if oldCouchDoc.get('mcmTotalEvents', 'Unknown') == 'Unknown' or \
oldCouchDoc.get('mcmApprovalTime', 'Unknown') == 'Unknown':
prepID = oldCouchDoc.get('prepID', None)
if prepID and nMCMCalls <= maxMCMCalls:
log.info("Trying to update McM info for %s, PREPID %s" %
(wf, prepID))
# Get information from McM. Don't call too many times, can take a long time
nMCMCalls += 1
try:
mcmHistory = mcm.getHistory(prepID=prepID)
if 'mcmApprovalTime' not in oldCouchDoc:
report[wf].update({'mcmApprovalTime': 'NoMcMData'})
found = False
for entry in mcmHistory:
if entry['action'] == 'set status' and entry[
'step'] == 'announced':
dateString = entry['updater'][
'submission_date']
dt = datetime.strptime(dateString,
'%Y-%m-%d-%H-%M')
report[wf].update({
'mcmApprovalTime':
time.mktime(dt.timetuple())
})
found = True
if not found:
log.error(
"History found but no approval time for %s" %
wf)
except McMNoDataError:
log.error("Setting NoMcMData for %s" % wf)
report[wf].update({'mcmApprovalTime': 'NoMcMData'})
except (RuntimeError, IOError):
exc_type, dummy_exc_value, dummy_exc_traceback = sys.exc_info(
)
log.error(
"%s getting history from McM for PREP ID %s. May be transient and/or SSO problem."
% (exc_type, prepID))
except:
exc_type, exc_value, exc_traceback = sys.exc_info()
log.error(
"%s getting history from McM for PREP ID %s. Unknown error."
% (exc_type, prepID))
try:
mcmRequest = mcm.getRequest(prepID=prepID)
report[wf].update({
'mcmTotalEvents':
mcmRequest.get('total_events', 'NoMcMData')
})
except (RuntimeError, IOError):
exc_type, exc_value, exc_traceback = sys.exc_info()
log.error(
"%s getting request from McM for PREP ID %s. May be transient and/or SSO problem."
% (exc_type, prepID))
except:
exc_type, exc_value, exc_traceback = sys.exc_info()
log.error(
"%s getting request from McM for PREP ID %s. Unknown error."
% (exc_type, prepID))
# Basic parameters of the workflow
priority = requests[wf].get('priority', 0)
requestType = requests[wf].get('request_type', 'Unknown')
targetLumis = requests[wf].get('input_lumis', 0)
targetEvents = requests[wf].get('input_events', 0)
campaign = requests[wf].get('campaign', 'Unknown')
prep_id = requests[wf].get('prep_id', None)
outputdatasets = requests[wf].get('outputdatasets', [])
statuses = requests[wf].get('request_status', [])
if not statuses:
log.error("Could not find any status from workflow: %s" %
wf) # Should not happen but it does.
# Remove a single task_ from the start of PREP ID if it exists
if prep_id and prep_id.startswith('task_'):
prep_id.replace('task_', '', 1)
# Can be an empty list, full list, empty string, or non-empty string!
inputdataset = requests[wf].get('inputdataset', "")
if isinstance(inputdataset, list):
if inputdataset:
inputdataset = inputdataset[0]
else:
inputdataset = ''
outputTier = 'Unknown'
try:
outputTiers = []
for ds in outputdatasets:
if isinstance(ds, list):
outputTiers.append(ds[0].split('/')[-1])
else:
outputTiers.append(ds.split('/')[-1])
except:
log.error(
"Could not decode outputdatasets: %s" % outputdatasets
) # Sometimes is a list of lists, not just a list. Bail
if inputdataset:
inputTier = inputdataset.split('/')[-1]
if inputTier in ['GEN']:
outputTier = 'LHE'
elif inputTier in ['RAW', 'RECO']:
outputTier = 'AOD'
elif inputTier in ['GEN-SIM']:
outputTier = 'AODSIM'
elif 'AODSIM' in outputTiers:
outputTier = 'AODSIM'
else:
if len(outputTiers) == 1 and 'GEN' in outputTiers:
if 'STEP0ATCERN' in wf:
outputTier = 'STEP0'
else:
outputTier = 'FullGen'
elif 'GEN-SIM' in outputTiers and 'AODSIM' in outputTiers and requestType == 'TaskChain':
outputTier = 'RelVal'
elif 'RECO' in outputTiers and requestType == 'TaskChain':
outputTier = 'RelVal'
elif 'GEN-SIM' in outputTiers:
outputTier = 'GEN-SIM'
elif 'AODSIM' in outputTiers:
outputTier = 'AODSIM'
elif 'RECO' in outputTiers:
outputTier = 'AOD'
elif 'AOD' in outputTiers:
outputTier = 'AOD'
else:
outputTier = 'GEN-SIM'
# Calculate completion ratios for events and lumi sections, take minimum for all datasets
eventPercent = 200
lumiPercent = 200
datasetReports = requestsDict[
wf].getProgressSummaryByOutputDataset()
for dataset in datasetReports:
dsr = datasetReports[dataset].getReport()
events = dsr.get('events', 0)
lumis = dsr.get('totalLumis', 0)
if targetLumis:
lumiPercent = min(lumiPercent, lumis / targetLumis * 100)
if targetEvents:
eventPercent = min(eventPercent,
events / targetEvents * 100)
if eventPercent > 100:
eventPercent = 0
if lumiPercent > 100:
lumiPercent = 0
# Sum up all jobs across agents to see if we've run the first, last
successJobs = 0
totalJobs = 0
for agent in result[wf]:
jobs = result[wf][agent]
successJobs += jobs['sucess']
totalJobs += jobs['created']
try:
if totalJobs and not report[wf].get('firstJobTime', None):
report[wf].update({'firstJobTime': int(time.time())})
if totalJobs and successJobs == totalJobs and not report[
wf].get('lastJobTime', None):
report[wf].update({'lastJobTime': int(time.time())})
except:
pass
# Figure out current status of workflow and transition times
finalStatus = None
newTime = None
approvedTime = None
assignedTime = None
acquireTime = None
completedTime = None
closeoutTime = None
announcedTime = None
archivedTime = None
requestDate = None
for status in statuses:
finalStatus = status['status']
if status['status'] == 'new':
newTime = status['update_time']
if status['status'] == 'assignment-approved':
approvedTime = status['update_time']
if status['status'] == 'assigned':
assignedTime = status['update_time']
if status['status'] == 'completed':
completedTime = status['update_time']
if status['status'] == 'acquired':
acquireTime = status['update_time']
if status['status'] == 'closed-out':
closeoutTime = status['update_time']
if status['status'] == 'announced':
announcedTime = status['update_time']
if status['status'] == 'normal-archived':
archivedTime = status['update_time']
# Build or modify the report dictionary for the WF
report.setdefault(wf, {})
if approvedTime and not report[wf].get('approvedTime', None):
report[wf].update({'approvedTime': approvedTime})
if assignedTime and not report[wf].get('assignedTime', None):
report[wf].update({'assignedTime': assignedTime})
if acquireTime and not report[wf].get('acquireTime', None):
report[wf].update({'acquireTime': acquireTime})
if closeoutTime and not report[wf].get('closeoutTime', None):
report[wf].update({'closeoutTime': closeoutTime})
if announcedTime and not report[wf].get('announcedTime', None):
report[wf].update({'announcedTime': announcedTime})
if completedTime and not report[wf].get('completedTime', None):
report[wf].update({'completedTime': completedTime})
if newTime and not report[wf].get('newTime', None):
report[wf].update({'newTime': newTime})
if archivedTime and not report[wf].get('archivedTime', None):
report[wf].update({'archivedTime': archivedTime})
try:
dt = requests[wf]['request_date']
requestDate = '%4.4d-%2.2d-%2.2d %2.2d:%2.2d:%2.2d' % tuple(dt)
report[wf].update({'requestDate': requestDate})
except:
pass
report[wf].update({
'priority': priority,
'status': finalStatus,
'type': requestType
})
report[wf].update({
'totalLumis': targetLumis,
'totalEvents': targetEvents,
})
report[wf].update({
'campaign': campaign,
'prepID': prep_id,
'outputTier': outputTier,
})
report[wf].update({
'outputDatasets': outputdatasets,
'inputDataset': inputdataset,
})
report[wf].setdefault('lumiPercents', {})
report[wf].setdefault('eventPercents', {})
lumiProgress = 0
eventProgress = 0
for percentage in [
1, 10, 20, 30, 40, 50, 60, 70, 80, 90, 95, 98, 99, 100
]:
percent = str(percentage)
percentReported = report[wf]['lumiPercents'].get(percent, None)
if not percentReported and lumiPercent >= percentage:
report[wf]['lumiPercents'][percent] = int(time.time())
if lumiPercent >= percentage:
lumiProgress = percentage
percentReported = report[wf]['eventPercents'].get(
percent, None)
if not percentReported and eventPercent >= percentage:
report[wf]['eventPercents'][percent] = int(time.time())
if eventPercent >= percentage:
eventProgress = percentage
report[wf].update({
'eventProgress': eventProgress,
'lumiProgress': lumiProgress,
})
newCouchDoc.update(report[wf])
# Queue the updated document for addition if it's changed.
if ancientCouchDoc != newCouchDoc:
if wfExists:
# log.debug("Workflow updated: %s" % wf)
pass
else:
# log.debug("Workflow created: %s" % wf)
pass
try:
newCouchDoc['updateTime'] = int(time.time())
report[wf]['updateTime'] = int(time.time())
dummy = json.dumps(
newCouchDoc
) # Make sure it encodes before trying to queue
couchdb.queue(newCouchDoc)
except:
log.error("Failed to queue document:%s \n" %
pprint.pprint(newCouchDoc))
log.info("%s: Finished getting job. wait for the next Cycle" % funcName)
# Commit all changes to CouchDB
couchdb.commit()
requests = WMStats.getRequestByStatus(checkStates, jobInfoFlag = jobInfoFlag)
requestCollection = RequestInfoCollection(requests)
result = requestCollection.getJSONData()
requestsDict = requestCollection.getData()
print "Total %s requests retrieved\n" % len(result)
report = {}
for wf in result.keys():
# Store a copy of the CouchDB document so we can compare later before updating
if couchdb.documentExists(wf):
oldCouchDoc = couchdb.document(wf)
wfExists = True
else:
oldCouchDoc = CouchDoc(id=wf)
wfExists = False
newCouchDoc = copy.deepcopy(oldCouchDoc)
ancientCouchDoc = copy.deepcopy(oldCouchDoc)
report[wf] = oldCouchDoc
# FIXME: remove report, only have two instances of couchDoc
if not oldCouchDoc.has_key('filterEfficiency') or not oldCouchDoc.has_key('runWhiteList'):
runWhiteList = []
filterEfficiency = None
try:
print "Looking up %s in ReqMgr" % wf
rmDoc = reqMgr.document(wf)
runWhiteList = rmDoc.get('RunWhiteList', [])
filterEfficiency = rmDoc.get('FilterEfficiency', None)