public void runAdhocConfig(
AnomalyFunctionSpec spec,
String windowStartIsoString,
String windowEndIsoString,
String executionName)
throws Exception, SchedulerException {
AnomalyFunction anomalyFunction = anomalyFunctionFactory.fromSpec(spec);
String triggerKey = String.format("file-based_anomaly_function_trigger_%s", executionName);
Trigger trigger = TriggerBuilder.newTrigger().withIdentity(triggerKey).startNow().build();
String jobKey = String.format("file-based_anomaly_function_job_%s", executionName);
buildAndScheduleJob(
jobKey, trigger, anomalyFunction, spec, windowStartIsoString, windowEndIsoString);
}
public void runAdHoc(Long id, String windowStartIsoString, String windowEndIsoString)
throws Exception {
synchronized (sync) {
AnomalyFunctionSpec spec = specDAO.findById(id);
if (spec == null) {
throw new IllegalArgumentException("No function with id " + id);
}
AnomalyFunction anomalyFunction = anomalyFunctionFactory.fromSpec(spec);
String triggerKey = String.format("ad_hoc_anomaly_function_trigger_%d", spec.getId());
Trigger trigger = TriggerBuilder.newTrigger().withIdentity(triggerKey).startNow().build();
String jobKey = String.format("ad_hoc_anomaly_function_job_%d", spec.getId());
buildAndScheduleJob(
jobKey, trigger, anomalyFunction, spec, windowStartIsoString, windowEndIsoString);
}
}
public void start(Long id) throws Exception {
synchronized (sync) {
AnomalyFunctionSpec spec = specDAO.findById(id);
if (spec == null) {
throw new IllegalArgumentException("No function with id " + id);
}
AnomalyFunction anomalyFunction = anomalyFunctionFactory.fromSpec(spec);
String triggerKey = String.format("scheduled_anomaly_function_trigger_%d", spec.getId());
CronTrigger trigger =
TriggerBuilder.newTrigger()
.withIdentity(triggerKey)
.withSchedule(CronScheduleBuilder.cronSchedule(spec.getCron()))
.build();
String jobKey = String.format("scheduled_anomaly_function_job_%d", spec.getId());
scheduledJobKeys.put(id, jobKey);
buildAndScheduleJob(jobKey, trigger, anomalyFunction, spec, null, null); // use schedule time
// to determine
// start/end
}
}
public List<TaskResult> execute(TaskInfo taskInfo, TaskContext taskContext) throws Exception {
List<TaskResult> taskResult = new ArrayList<>();
LOG.info("Begin executing task {}", taskInfo);
resultDAO = taskContext.getResultDAO();
relationDAO = taskContext.getRelationDAO();
sessionFactory = taskContext.getSessionFactory();
anomalyFunctionFactory = taskContext.getAnomalyFunctionFactory();
anomalyFunctionSpec = taskInfo.getAnomalyFunctionSpec();
anomalyFunction = anomalyFunctionFactory.fromSpec(anomalyFunctionSpec);
windowStart = taskInfo.getWindowStartTime();
windowEnd = taskInfo.getWindowEndTime();
// Compute metric function
TimeGranularity timeGranularity =
new TimeGranularity(
anomalyFunctionSpec.getBucketSize(), anomalyFunctionSpec.getBucketUnit());
// TODO put sum into the function config
metricFunction = new MetricFunction(MetricAggFunction.SUM, anomalyFunctionSpec.getMetric());
// Collection
collection = anomalyFunctionSpec.getCollection();
// Filters
String filters = anomalyFunctionSpec.getFilters();
LOG.info(
"Running anomaly detection job with metricFunction: {}, collection: {}",
metricFunction,
collection);
CollectionSchema collectionSchema = null;
try {
collectionSchema = CACHE_REGISTRY_INSTANCE.getCollectionSchemaCache().get(collection);
} catch (Exception e) {
LOG.error("Exception when reading collection schema cache", e);
}
collectionDimensions = collectionSchema.getDimensionNames();
// Get existing anomalies for this time range
knownAnomalies = getExistingAnomalies();
// Seed request with top-level...
TimeSeriesRequest topLevelRequest = new TimeSeriesRequest();
topLevelRequest.setCollectionName(collection);
List<MetricFunction> metricFunctions = Collections.singletonList(metricFunction);
List<MetricExpression> metricExpressions = Utils.convertToMetricExpressions(metricFunctions);
topLevelRequest.setMetricExpressions(metricExpressions);
topLevelRequest.setAggregationTimeGranularity(timeGranularity);
topLevelRequest.setStart(windowStart);
topLevelRequest.setEnd(windowEnd);
topLevelRequest.setEndDateInclusive(false);
if (StringUtils.isNotBlank(filters)) {
topLevelRequest.setFilterSet(ThirdEyeUtils.getFilterSet(filters));
}
String exploreDimension = taskInfo.getGroupByDimension();
if (StringUtils.isNotBlank(exploreDimension)) {
topLevelRequest.setGroupByDimensions(
Collections.singletonList(taskInfo.getGroupByDimension()));
}
LOG.info(
"Running anomaly detection job with windowStartProp: {}, windowEndProp: {}, metricExpressions: {}, timeGranularity: {}, windowStart: {}, windowEnd: {}",
windowStart,
windowEnd,
metricExpressions,
timeGranularity);
List<AnomalyResult> results = exploreCombination(topLevelRequest);
LOG.info("{} anomalies found in total", anomalyCounter);
return taskResult;
}
