def testConservativeShiftedSeries(self):
retention = 10
startTime = 0
dataList = [[]]
# time == 0
self.assertEqual(unpackTimeSeries(dataList, retention, startTime, 0, bootstrap=False, allowRealTimeAlerting=False), [[]])
# time == 5
dataList[0].append(self.generateRedisDataPoint(5, 100.))
self.assertEqual(unpackTimeSeries(dataList, retention, startTime, 5, bootstrap=False, allowRealTimeAlerting=False), [[]])
# time == 9, 10, 11
self.assertEqual(unpackTimeSeries(dataList, retention, startTime, 9, bootstrap=False, allowRealTimeAlerting=False), [[]])
self.assertEqual(unpackTimeSeries(dataList, retention, startTime, 10, bootstrap=False, allowRealTimeAlerting=False), [[100.]])
self.assertEqual(unpackTimeSeries(dataList, retention, startTime, 11, bootstrap=False, allowRealTimeAlerting=False), [[100.]])
# time == 15
dataList[0].append(self.generateRedisDataPoint(15, 200.))
# time == 25
dataList[0].append(self.generateRedisDataPoint(25, 300.))
self.assertEqual(unpackTimeSeries(dataList, retention, startTime, 25, bootstrap=False, allowRealTimeAlerting=False), [[100., 200.]])
# time == 29, 30
self.assertEqual(unpackTimeSeries(dataList, retention, startTime, 29, bootstrap=False, allowRealTimeAlerting=False), [[100., 200.]])
self.assertEqual(unpackTimeSeries(dataList, retention, startTime, 30, bootstrap=False, allowRealTimeAlerting=False), [[100., 200., 300.]])
def testBootstrapMode(self):
retention = 10
startTime = 0
dataList = [[]]
# time == 0, 10
dataList[0].append(self.generateRedisDataPoint(0, 100.))
dataList[0].append(self.generateRedisDataPoint(10, 200.))
# time == 20
self.assertEqual(unpackTimeSeries(dataList, retention, startTime, 20, bootstrap=True, allowRealTimeAlerting=True), [[100., 200., None]])
self.assertEqual(unpackTimeSeries(dataList, retention, startTime, 20, bootstrap=True, allowRealTimeAlerting=False), [[100., 200., None]])
dataList[0].append(self.generateRedisDataPoint(20, 300.))
self.assertEqual(unpackTimeSeries(dataList, retention, startTime, 20, bootstrap=True, allowRealTimeAlerting=True), [[100., 200., 300.]])
self.assertEqual(unpackTimeSeries(dataList, retention, startTime, 20, bootstrap=True, allowRealTimeAlerting=False), [[100., 200., 300.]])
def testNodataSeries(self):
retention = 10
startTime = 0
dataList = [[]]
# time == 0
self.assertEqual(unpackTimeSeries(dataList, retention, startTime, 0, bootstrap=False, allowRealTimeAlerting=False), [[]])
self.assertEqual(unpackTimeSeries(dataList, retention, startTime, 0, bootstrap=False, allowRealTimeAlerting=True), [[]])
# time == 9, 10, 11
self.assertEqual(unpackTimeSeries(dataList, retention, startTime, 9, bootstrap=False, allowRealTimeAlerting=False), [[]])
self.assertEqual(unpackTimeSeries(dataList, retention, startTime, 9, bootstrap=False, allowRealTimeAlerting=True), [[]])
self.assertEqual(unpackTimeSeries(dataList, retention, startTime, 10, bootstrap=False, allowRealTimeAlerting=False), [[None]])
self.assertEqual(unpackTimeSeries(dataList, retention, startTime, 10, bootstrap=False, allowRealTimeAlerting=True), [[None]])
self.assertEqual(unpackTimeSeries(dataList, retention, startTime, 11, bootstrap=False, allowRealTimeAlerting=False), [[None]])
self.assertEqual(unpackTimeSeries(dataList, retention, startTime, 11, bootstrap=False, allowRealTimeAlerting=True), [[None]])
# time == 20
self.assertEqual(unpackTimeSeries(dataList, retention, startTime, 20, bootstrap=False, allowRealTimeAlerting=False), [[None, None]])
self.assertEqual(unpackTimeSeries(dataList, retention, startTime, 20, bootstrap=False, allowRealTimeAlerting=True), [[None, None]])
def testNonZeroStartTimeSeries(self):
retention = 10
startTime = 2
dataList = [[]]
# time == 11
self.assertEqual(unpackTimeSeries(dataList, retention, startTime, 11, bootstrap=False, allowRealTimeAlerting=False), [[]])
self.assertEqual(unpackTimeSeries(dataList, retention, startTime, 11, bootstrap=False, allowRealTimeAlerting=True), [[]])
dataList[0].append(self.generateRedisDataPoint(11, 100.))
self.assertEqual(unpackTimeSeries(dataList, retention, startTime, 11, bootstrap=False, allowRealTimeAlerting=False), [[]])
self.assertEqual(unpackTimeSeries(dataList, retention, startTime, 11, bootstrap=False, allowRealTimeAlerting=True), [[100.]])
# time == 12
self.assertEqual(unpackTimeSeries(dataList, retention, startTime, 12, bootstrap=False, allowRealTimeAlerting=False), [[100.]])
self.assertEqual(unpackTimeSeries(dataList, retention, startTime, 12, bootstrap=False, allowRealTimeAlerting=True), [[100.]])
def testRealtimeAlignedSeries(self):
retention = 10
startTime = 0
dataList = [[]]
# time == 0
self.assertEqual(unpackTimeSeries(dataList, retention, startTime, 0, bootstrap=False, allowRealTimeAlerting=True), [[]])
dataList[0].append(self.generateRedisDataPoint(0, 100.))
self.assertEqual(unpackTimeSeries(dataList, retention, startTime, 0, bootstrap=False, allowRealTimeAlerting=True), [[100.]])
# time == 9, 10
self.assertEqual(unpackTimeSeries(dataList, retention, startTime, 9, bootstrap=False, allowRealTimeAlerting=True), [[100.]])
self.assertEqual(unpackTimeSeries(dataList, retention, startTime, 10, bootstrap=False, allowRealTimeAlerting=True), [[100.]])
dataList[0].append(self.generateRedisDataPoint(10, 200.))
# time == 20
dataList[0].append(self.generateRedisDataPoint(20, 300.))
self.assertEqual(unpackTimeSeries(dataList, retention, startTime, 20, bootstrap=False, allowRealTimeAlerting=True), [[100., 200., 300.]])
# time == 29, 30
self.assertEqual(unpackTimeSeries(dataList, retention, startTime, 29, bootstrap=False, allowRealTimeAlerting=True), [[100., 200., 300.]])
self.assertEqual(unpackTimeSeries(dataList, retention, startTime, 30, bootstrap=False, allowRealTimeAlerting=True), [[100., 200., 300.]])