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optimize to fetch only fields relevant to doc level queries in doc le…
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…vel monitor instead of entire _source for each doc (#1441)

* optimize to fetch only fields relevant to doc level queries in doc level monitor

Signed-off-by: Surya Sashank Nistala <[email protected]>

* fix test for settings check

Signed-off-by: Surya Sashank Nistala <[email protected]>

* fix ktlint

Signed-off-by: Surya Sashank Nistala <[email protected]>

---------

Signed-off-by: Surya Sashank Nistala <[email protected]>
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@eirsep
eirsep authored Feb 22, 2024
1 parent f643454 commit 77df38b
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Showing 7 changed files with 438 additions and 14 deletions.
1 change: 1 addition & 0 deletions alerting/src/main/kotlin/org/opensearch/alerting/AlertingPlugin.kt
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Original file line number Diff line number Diff line change
Expand Up @@ -344,6 +344,7 @@ internal class AlertingPlugin : PainlessExtension, ActionPlugin, ScriptPlugin, R
LegacyOpenDistroAlertingSettings.REQUEST_TIMEOUT,
LegacyOpenDistroAlertingSettings.MAX_ACTION_THROTTLE_VALUE,
LegacyOpenDistroAlertingSettings.FILTER_BY_BACKEND_ROLES,
AlertingSettings.DOC_LEVEL_MONITOR_FETCH_ONLY_QUERY_FIELDS_ENABLED,
DestinationSettings.EMAIL_USERNAME,
DestinationSettings.EMAIL_PASSWORD,
DestinationSettings.ALLOW_LIST,
Expand Down
66 changes: 54 additions & 12 deletions alerting/src/main/kotlin/org/opensearch/alerting/DocumentLevelMonitorRunner.kt
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Original file line number Diff line number Diff line change
Expand Up @@ -25,8 +25,6 @@ import org.opensearch.alerting.model.MonitorRunResult
import org.opensearch.alerting.model.userErrorMessage
import org.opensearch.alerting.opensearchapi.suspendUntil
import org.opensearch.alerting.script.DocumentLevelTriggerExecutionContext
import org.opensearch.alerting.settings.AlertingSettings.Companion.PERCOLATE_QUERY_DOCS_SIZE_MEMORY_PERCENTAGE_LIMIT
import org.opensearch.alerting.settings.AlertingSettings.Companion.PERCOLATE_QUERY_MAX_NUM_DOCS_IN_MEMORY
import org.opensearch.alerting.util.AlertingException
import org.opensearch.alerting.util.IndexUtils
import org.opensearch.alerting.util.defaultToPerExecutionAction
Expand Down Expand Up @@ -236,6 +234,28 @@ class DocumentLevelMonitorRunner : MonitorRunner() {
}
}

val fieldsToBeQueried = mutableSetOf<String>()
if (monitorCtx.fetchOnlyQueryFieldNames) {
for (it in queries) {
if (it.queryFieldNames.isEmpty()) {
fieldsToBeQueried.clear()
logger.debug(
"Monitor ${monitor.id} : " +
"Doc Level query ${it.id} : ${it.query} doesn't have queryFieldNames populated. " +
"Cannot optimize monitor to fetch only query-relevant fields. " +
"Querying entire doc source."
)
break
}
fieldsToBeQueried.addAll(it.queryFieldNames)
}
if (fieldsToBeQueried.isNotEmpty())
logger.debug(
"Monitor ${monitor.id} Querying only fields " +
"${fieldsToBeQueried.joinToString()} instead of entire _source of documents"
)
}

// Prepare DocumentExecutionContext for each index
val docExecutionContext = DocumentExecutionContext(queries, indexLastRunContext, indexUpdatedRunContext)

Expand All @@ -252,6 +272,7 @@ class DocumentLevelMonitorRunner : MonitorRunner() {
docsToQueries,
updatedIndexNames,
concreteIndicesSeenSoFar,
ArrayList(fieldsToBeQueried)
)
}
}
Expand Down Expand Up @@ -683,6 +704,7 @@ class DocumentLevelMonitorRunner : MonitorRunner() {
docsToQueries: MutableMap<String, MutableList<String>>,
monitorInputIndices: List<String>,
concreteIndices: List<String>,
fieldsToBeQueried: List<String>,
) {
val count: Int = docExecutionCtx.updatedLastRunContext["shards_count"] as Int
for (i: Int in 0 until count) {
Expand All @@ -697,8 +719,8 @@ class DocumentLevelMonitorRunner : MonitorRunner() {
shard,
prevSeqNo,
maxSeqNo,
null,
docIds
docIds,
fieldsToBeQueried
)
val startTime = System.currentTimeMillis()
transformedDocs.addAll(
Expand Down Expand Up @@ -789,19 +811,15 @@ class DocumentLevelMonitorRunner : MonitorRunner() {
shard: String,
prevSeqNo: Long?,
maxSeqNo: Long,
query: String?,
docIds: List<String>? = null,
fieldsToFetch: List<String>,
): SearchHits {
if (prevSeqNo?.equals(maxSeqNo) == true && maxSeqNo != 0L) {
return SearchHits.empty()
}
val boolQueryBuilder = BoolQueryBuilder()
boolQueryBuilder.filter(QueryBuilders.rangeQuery("_seq_no").gt(prevSeqNo).lte(maxSeqNo))

if (query != null) {
boolQueryBuilder.must(QueryBuilders.queryStringQuery(query))
}

if (!docIds.isNullOrEmpty()) {
boolQueryBuilder.filter(QueryBuilders.termsQuery("_id", docIds))
}
Expand All @@ -816,6 +834,13 @@ class DocumentLevelMonitorRunner : MonitorRunner() {
.size(10000)
)
.preference(Preference.PRIMARY_FIRST.type())

if (monitorCtx.fetchOnlyQueryFieldNames && fieldsToFetch.isNotEmpty()) {
request.source().fetchSource(false)
for (field in fieldsToFetch) {
request.source().fetchField(field)
}
}
val response: SearchResponse = monitorCtx.client!!.suspendUntil { monitorCtx.client!!.search(request, it) }
if (response.status() !== RestStatus.OK) {
logger.error("Failed search shard. Response: $response")
Expand Down Expand Up @@ -906,7 +931,11 @@ class DocumentLevelMonitorRunner : MonitorRunner() {
): List<Pair<String, TransformedDocDto>> {
return hits.mapNotNull(fun(hit: SearchHit): Pair<String, TransformedDocDto>? {
try {
val sourceMap = hit.sourceAsMap
val sourceMap = if (hit.hasSource()) {
hit.sourceAsMap
} else {
constructSourceMapFromFieldsInHit(hit)
}
transformDocumentFieldNames(
sourceMap,
conflictingFields,
Expand All @@ -927,6 +956,19 @@ class DocumentLevelMonitorRunner : MonitorRunner() {
})
}

private fun constructSourceMapFromFieldsInHit(hit: SearchHit): MutableMap<String, Any> {
if (hit.fields == null)
return mutableMapOf()
val sourceMap: MutableMap<String, Any> = mutableMapOf()
for (field in hit.fields) {
if (field.value.values != null && field.value.values.isNotEmpty())
if (field.value.values.size == 1) {
sourceMap[field.key] = field.value.values[0]
} else sourceMap[field.key] = field.value.values
}
return sourceMap
}

/**
* Traverses document fields in leaves recursively and appends [fieldNameSuffixIndex] to field names with same names
* but different mappings & [fieldNameSuffixPattern] to field names which have unique names.
Expand Down Expand Up @@ -984,15 +1026,15 @@ class DocumentLevelMonitorRunner : MonitorRunner() {
*
*/
private fun isInMemoryDocsSizeExceedingMemoryLimit(docsBytesSize: Long, monitorCtx: MonitorRunnerExecutionContext): Boolean {
var thresholdPercentage = PERCOLATE_QUERY_DOCS_SIZE_MEMORY_PERCENTAGE_LIMIT.get(monitorCtx.settings)
var thresholdPercentage = monitorCtx.percQueryDocsSizeMemoryPercentageLimit
val heapMaxBytes = monitorCtx.jvmStats!!.mem.heapMax.bytes
val thresholdBytes = (thresholdPercentage.toDouble() / 100.0) * heapMaxBytes

return docsBytesSize > thresholdBytes
}

private fun isInMemoryNumDocsExceedingMaxDocsPerPercolateQueryLimit(numDocs: Int, monitorCtx: MonitorRunnerExecutionContext): Boolean {
var maxNumDocsThreshold = PERCOLATE_QUERY_MAX_NUM_DOCS_IN_MEMORY.get(monitorCtx.settings)
var maxNumDocsThreshold = monitorCtx.percQueryMaxNumDocsInMemory
return numDocs >= maxNumDocsThreshold
}

Expand Down
6 changes: 5 additions & 1 deletion alerting/src/main/kotlin/org/opensearch/alerting/MonitorRunnerExecutionContext.kt
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Original file line number Diff line number Diff line change
Expand Up @@ -50,5 +50,9 @@ data class MonitorRunnerExecutionContext(

@Volatile var maxActionableAlertCount: Long = AlertingSettings.DEFAULT_MAX_ACTIONABLE_ALERT_COUNT,
@Volatile var indexTimeout: TimeValue? = null,
@Volatile var findingsIndexBatchSize: Int = AlertingSettings.DEFAULT_FINDINGS_INDEXING_BATCH_SIZE
@Volatile var findingsIndexBatchSize: Int = AlertingSettings.DEFAULT_FINDINGS_INDEXING_BATCH_SIZE,
@Volatile var fetchOnlyQueryFieldNames: Boolean = true,
@Volatile var percQueryMaxNumDocsInMemory: Int = AlertingSettings.DEFAULT_PERCOLATE_QUERY_NUM_DOCS_IN_MEMORY,
@Volatile var percQueryDocsSizeMemoryPercentageLimit: Int =
AlertingSettings.DEFAULT_PERCOLATE_QUERY_DOCS_SIZE_MEMORY_PERCENTAGE_LIMIT,
)
20 changes: 20 additions & 0 deletions alerting/src/main/kotlin/org/opensearch/alerting/MonitorRunnerService.kt
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Original file line number Diff line number Diff line change
Expand Up @@ -25,11 +25,14 @@ import org.opensearch.alerting.script.TriggerExecutionContext
import org.opensearch.alerting.settings.AlertingSettings
import org.opensearch.alerting.settings.AlertingSettings.Companion.ALERT_BACKOFF_COUNT
import org.opensearch.alerting.settings.AlertingSettings.Companion.ALERT_BACKOFF_MILLIS
import org.opensearch.alerting.settings.AlertingSettings.Companion.DOC_LEVEL_MONITOR_FETCH_ONLY_QUERY_FIELDS_ENABLED
import org.opensearch.alerting.settings.AlertingSettings.Companion.FINDINGS_INDEXING_BATCH_SIZE
import org.opensearch.alerting.settings.AlertingSettings.Companion.INDEX_TIMEOUT
import org.opensearch.alerting.settings.AlertingSettings.Companion.MAX_ACTIONABLE_ALERT_COUNT
import org.opensearch.alerting.settings.AlertingSettings.Companion.MOVE_ALERTS_BACKOFF_COUNT
import org.opensearch.alerting.settings.AlertingSettings.Companion.MOVE_ALERTS_BACKOFF_MILLIS
import org.opensearch.alerting.settings.AlertingSettings.Companion.PERCOLATE_QUERY_DOCS_SIZE_MEMORY_PERCENTAGE_LIMIT
import org.opensearch.alerting.settings.AlertingSettings.Companion.PERCOLATE_QUERY_MAX_NUM_DOCS_IN_MEMORY
import org.opensearch.alerting.settings.DestinationSettings.Companion.ALLOW_LIST
import org.opensearch.alerting.settings.DestinationSettings.Companion.HOST_DENY_LIST
import org.opensearch.alerting.settings.DestinationSettings.Companion.loadDestinationSettings
Expand Down Expand Up @@ -182,6 +185,23 @@ object MonitorRunnerService : JobRunner, CoroutineScope, AbstractLifecycleCompon
monitorCtx.findingsIndexBatchSize = it
}

monitorCtx.fetchOnlyQueryFieldNames = DOC_LEVEL_MONITOR_FETCH_ONLY_QUERY_FIELDS_ENABLED.get(monitorCtx.settings)
monitorCtx.clusterService!!.clusterSettings.addSettingsUpdateConsumer(DOC_LEVEL_MONITOR_FETCH_ONLY_QUERY_FIELDS_ENABLED) {
monitorCtx.fetchOnlyQueryFieldNames = it
}

monitorCtx.percQueryMaxNumDocsInMemory = PERCOLATE_QUERY_MAX_NUM_DOCS_IN_MEMORY.get(monitorCtx.settings)
monitorCtx.clusterService!!.clusterSettings.addSettingsUpdateConsumer(PERCOLATE_QUERY_MAX_NUM_DOCS_IN_MEMORY) {
monitorCtx.percQueryMaxNumDocsInMemory = it
}

monitorCtx.percQueryDocsSizeMemoryPercentageLimit =
PERCOLATE_QUERY_DOCS_SIZE_MEMORY_PERCENTAGE_LIMIT.get(monitorCtx.settings)
monitorCtx.clusterService!!.clusterSettings
.addSettingsUpdateConsumer(PERCOLATE_QUERY_DOCS_SIZE_MEMORY_PERCENTAGE_LIMIT) {
monitorCtx.percQueryDocsSizeMemoryPercentageLimit = it
}

return this
}

Expand Down
14 changes: 13 additions & 1 deletion alerting/src/main/kotlin/org/opensearch/alerting/settings/AlertingSettings.kt
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Original file line number Diff line number Diff line change
Expand Up @@ -18,6 +18,8 @@ class AlertingSettings {
companion object {
const val DEFAULT_MAX_ACTIONABLE_ALERT_COUNT = 50L
const val DEFAULT_FINDINGS_INDEXING_BATCH_SIZE = 1000
const val DEFAULT_PERCOLATE_QUERY_NUM_DOCS_IN_MEMORY = 50000
const val DEFAULT_PERCOLATE_QUERY_DOCS_SIZE_MEMORY_PERCENTAGE_LIMIT = 10

val ALERTING_MAX_MONITORS = Setting.intSetting(
"plugins.alerting.monitor.max_monitors",
Expand All @@ -44,7 +46,17 @@ class AlertingSettings {
*/
val PERCOLATE_QUERY_MAX_NUM_DOCS_IN_MEMORY = Setting.intSetting(
"plugins.alerting.monitor.percolate_query_max_num_docs_in_memory",
300000, 1000,
DEFAULT_PERCOLATE_QUERY_NUM_DOCS_IN_MEMORY, 1000,
Setting.Property.NodeScope, Setting.Property.Dynamic
)

/**
* Boolean setting to enable/disable optimizing doc level monitors by fetchign only fields mentioned in queries.
* Enabled by default. If disabled, will fetch entire source of documents while fetch data from shards.
*/
val DOC_LEVEL_MONITOR_FETCH_ONLY_QUERY_FIELDS_ENABLED = Setting.boolSetting(
"plugins.alerting.monitor.doc_level_monitor_query_field_names_enabled",
true,
Setting.Property.NodeScope, Setting.Property.Dynamic
)

Expand Down
147 changes: 147 additions & 0 deletions alerting/src/test/kotlin/org/opensearch/alerting/DocumentMonitorRunnerIT.kt
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Original file line number Diff line number Diff line change
Expand Up @@ -10,6 +10,7 @@ import org.apache.hc.core5.http.io.entity.StringEntity
import org.opensearch.action.search.SearchResponse
import org.opensearch.alerting.alerts.AlertIndices.Companion.ALL_ALERT_INDEX_PATTERN
import org.opensearch.alerting.alerts.AlertIndices.Companion.ALL_FINDING_INDEX_PATTERN
import org.opensearch.alerting.settings.AlertingSettings
import org.opensearch.client.Response
import org.opensearch.client.ResponseException
import org.opensearch.common.xcontent.json.JsonXContent
Expand Down Expand Up @@ -75,6 +76,152 @@ class DocumentMonitorRunnerIT : AlertingRestTestCase() {
assertEquals("Alert saved for test monitor", 0, alerts.size)
}

fun `test dryrun execute monitor with queryFieldNames set up with correct field`() {

val testTime = DateTimeFormatter.ISO_OFFSET_DATE_TIME.format(ZonedDateTime.now().truncatedTo(MILLIS))
val testDoc = """{
"message" : "This is an error from IAD region",
"test_strict_date_time" : "$testTime",
"test_field" : "us-west-2"
}"""

val index = createTestIndex()

val docQuery =
DocLevelQuery(query = "test_field:\"us-west-2\"", name = "3", fields = listOf(), queryFieldNames = listOf("test_field"))
val docLevelInput = DocLevelMonitorInput("description", listOf(index), listOf(docQuery))

val action = randomAction(template = randomTemplateScript("Hello {{ctx.monitor.name}}"), destinationId = createDestination().id)
val monitor = randomDocumentLevelMonitor(
inputs = listOf(docLevelInput),
triggers = listOf(randomDocumentLevelTrigger(condition = ALWAYS_RUN, actions = listOf(action)))
)

indexDoc(index, "1", testDoc)

val response = executeMonitor(monitor, params = DRYRUN_MONITOR)

val output = entityAsMap(response)
assertEquals(monitor.name, output["monitor_name"])

assertEquals(1, output.objectMap("trigger_results").values.size)

for (triggerResult in output.objectMap("trigger_results").values) {
assertEquals(1, triggerResult.objectMap("action_results").values.size)
for (alertActionResult in triggerResult.objectMap("action_results").values) {
for (actionResult in alertActionResult.values) {
@Suppress("UNCHECKED_CAST") val actionOutput = (actionResult as Map<String, Map<String, String>>)["output"]
as Map<String, String>
assertEquals("Hello ${monitor.name}", actionOutput["subject"])
assertEquals("Hello ${monitor.name}", actionOutput["message"])
}
}
}

val alerts = searchAlerts(monitor)
assertEquals("Alert saved for test monitor", 0, alerts.size)
}

fun `test dryrun execute monitor with queryFieldNames set up with wrong field`() {

val testTime = DateTimeFormatter.ISO_OFFSET_DATE_TIME.format(ZonedDateTime.now().truncatedTo(MILLIS))
val testDoc = """{
"message" : "This is an error from IAD region",
"test_strict_date_time" : "$testTime",
"test_field" : "us-west-2"
}"""

val index = createTestIndex()
// using wrong field name
val docQuery = DocLevelQuery(
query = "test_field:\"us-west-2\"",
name = "3",
fields = listOf(),
queryFieldNames = listOf("wrong_field")
)
val docLevelInput = DocLevelMonitorInput("description", listOf(index), listOf(docQuery))

val action = randomAction(template = randomTemplateScript("Hello {{ctx.monitor.name}}"), destinationId = createDestination().id)
val monitor = randomDocumentLevelMonitor(
inputs = listOf(docLevelInput),
triggers = listOf(randomDocumentLevelTrigger(condition = ALWAYS_RUN, actions = listOf(action)))
)

indexDoc(index, "1", testDoc)

val response = executeMonitor(monitor, params = DRYRUN_MONITOR)

val output = entityAsMap(response)
assertEquals(monitor.name, output["monitor_name"])

assertEquals(1, output.objectMap("trigger_results").values.size)

for (triggerResult in output.objectMap("trigger_results").values) {
assertEquals(0, triggerResult.objectMap("action_results").values.size)
for (alertActionResult in triggerResult.objectMap("action_results").values) {
for (actionResult in alertActionResult.values) {
@Suppress("UNCHECKED_CAST") val actionOutput = (actionResult as Map<String, Map<String, String>>)["output"]
as Map<String, String>
assertEquals("Hello ${monitor.name}", actionOutput["subject"])
assertEquals("Hello ${monitor.name}", actionOutput["message"])
}
}
}

val alerts = searchAlerts(monitor)
assertEquals("Alert saved for test monitor", 0, alerts.size)
}

fun `test fetch_query_field_names setting is disabled by configuring queryFieldNames set up with wrong field still works`() {
adminClient().updateSettings(AlertingSettings.DOC_LEVEL_MONITOR_FETCH_ONLY_QUERY_FIELDS_ENABLED.key, "false")
val testTime = DateTimeFormatter.ISO_OFFSET_DATE_TIME.format(ZonedDateTime.now().truncatedTo(MILLIS))
val testDoc = """{
"message" : "This is an error from IAD region",
"test_strict_date_time" : "$testTime",
"test_field" : "us-west-2"
}"""

val index = createTestIndex()
// using wrong field name
val docQuery = DocLevelQuery(
query = "test_field:\"us-west-2\"",
name = "3",
fields = listOf(),
queryFieldNames = listOf("wrong_field")
)
val docLevelInput = DocLevelMonitorInput("description", listOf(index), listOf(docQuery))

val action = randomAction(template = randomTemplateScript("Hello {{ctx.monitor.name}}"), destinationId = createDestination().id)
val monitor = randomDocumentLevelMonitor(
inputs = listOf(docLevelInput),
triggers = listOf(randomDocumentLevelTrigger(condition = ALWAYS_RUN, actions = listOf(action)))
)

indexDoc(index, "1", testDoc)

val response = executeMonitor(monitor, params = DRYRUN_MONITOR)

val output = entityAsMap(response)
assertEquals(monitor.name, output["monitor_name"])

assertEquals(1, output.objectMap("trigger_results").values.size)

for (triggerResult in output.objectMap("trigger_results").values) {
assertEquals(1, triggerResult.objectMap("action_results").values.size)
for (alertActionResult in triggerResult.objectMap("action_results").values) {
for (actionResult in alertActionResult.values) {
@Suppress("UNCHECKED_CAST") val actionOutput = (actionResult as Map<String, Map<String, String>>)["output"]
as Map<String, String>
assertEquals("Hello ${monitor.name}", actionOutput["subject"])
assertEquals("Hello ${monitor.name}", actionOutput["message"])
}
}
}

val alerts = searchAlerts(monitor)
assertEquals("Alert saved for test monitor", 0, alerts.size)
}

fun `test execute monitor returns search result with dryrun`() {
val testIndex = createTestIndex()
val testTime = DateTimeFormatter.ISO_OFFSET_DATE_TIME.format(ZonedDateTime.now().truncatedTo(MILLIS))
Expand Down
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