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[APM] Reinstate ML multi-metric job (elastic#117836)
Closes elastic#101734. This reverts commit 008421f. Additionally, incorporate suggested changes from elastic#101734 (comment).
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27 changes: 27 additions & 0 deletions
27
x-pack/plugins/apm/common/anomaly_detection/apm_ml_anomaly_query.ts
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|---|---|---|
| @@ -0,0 +1,27 @@ | ||
| /* | ||
| * Copyright Elasticsearch B.V. and/or licensed to Elasticsearch B.V. under one | ||
| * or more contributor license agreements. Licensed under the Elastic License | ||
| * 2.0; you may not use this file except in compliance with the Elastic License | ||
| * 2.0. | ||
| */ | ||
|
|
||
| import { ApmMlDetectorIndex } from './apm_ml_detectors'; | ||
|
|
||
| export function apmMlAnomalyQuery(detectorIndex: ApmMlDetectorIndex) { | ||
| return [ | ||
| { | ||
| bool: { | ||
| filter: [ | ||
| { | ||
| terms: { | ||
| result_type: ['model_plot', 'record'], | ||
| }, | ||
| }, | ||
| { | ||
| term: { detector_index: detectorIndex }, | ||
| }, | ||
| ], | ||
| }, | ||
| }, | ||
| ]; | ||
| } |
12 changes: 12 additions & 0 deletions
12
x-pack/plugins/apm/common/anomaly_detection/apm_ml_detectors.ts
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| Original file line number | Diff line number | Diff line change |
|---|---|---|
| @@ -0,0 +1,12 @@ | ||
| /* | ||
| * Copyright Elasticsearch B.V. and/or licensed to Elasticsearch B.V. under one | ||
| * or more contributor license agreements. Licensed under the Elastic License | ||
| * 2.0; you may not use this file except in compliance with the Elastic License | ||
| * 2.0. | ||
| */ | ||
|
|
||
| export const enum ApmMlDetectorIndex { | ||
| txLatency = 0, | ||
| txThroughput = 1, | ||
| txFailureRate = 2, | ||
| } |
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18 changes: 9 additions & 9 deletions
18
x-pack/plugins/ml/server/models/data_recognizer/modules/apm_transaction/manifest.json
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| Original file line number | Diff line number | Diff line change |
|---|---|---|
| @@ -1,29 +1,29 @@ | ||
| { | ||
| "id": "apm_transaction", | ||
| "title": "APM", | ||
| "description": "Detect anomalies in transactions from your APM services.", | ||
| "description": "Detect anomalies in transaction latency, throughput and failure rate from your APM services for metric data.", | ||
| "type": "Transaction data", | ||
| "logoFile": "logo.json", | ||
| "defaultIndexPattern": "apm-*-transaction", | ||
| "defaultIndexPattern": "apm-*-metric,metrics-apm*", | ||
| "query": { | ||
| "bool": { | ||
| "filter": [ | ||
| { "term": { "processor.event": "transaction" } }, | ||
| { "exists": { "field": "transaction.duration" } } | ||
| { "term": { "processor.event": "metric" } }, | ||
| { "term": { "metricset.name": "transaction" } } | ||
| ] | ||
| } | ||
| }, | ||
| "jobs": [ | ||
| { | ||
| "id": "high_mean_transaction_duration", | ||
| "file": "high_mean_transaction_duration.json" | ||
| "id": "apm_tx_metrics", | ||
| "file": "apm_tx_metrics.json" | ||
| } | ||
| ], | ||
| "datafeeds": [ | ||
| { | ||
| "id": "datafeed-high_mean_transaction_duration", | ||
| "file": "datafeed_high_mean_transaction_duration.json", | ||
| "job_id": "high_mean_transaction_duration" | ||
| "id": "datafeed-apm_tx_metrics", | ||
| "file": "datafeed_apm_tx_metrics.json", | ||
| "job_id": "apm_tx_metrics" | ||
| } | ||
| ] | ||
| } |
53 changes: 53 additions & 0 deletions
53
...k/plugins/ml/server/models/data_recognizer/modules/apm_transaction/ml/apm_tx_metrics.json
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|---|---|---|
| @@ -0,0 +1,53 @@ | ||
| { | ||
| "job_type": "anomaly_detector", | ||
| "groups": [ | ||
| "apm" | ||
| ], | ||
| "description": "Detects anomalies in transaction latency, throughput and error percentage for metric data.", | ||
| "analysis_config": { | ||
| "bucket_span": "15m", | ||
| "summary_count_field_name" : "doc_count", | ||
| "detectors" : [ | ||
| { | ||
| "detector_description" : "high latency by transaction type for an APM service", | ||
| "function" : "high_mean", | ||
| "field_name" : "transaction_latency", | ||
| "by_field_name" : "transaction.type", | ||
| "partition_field_name" : "service.name" | ||
| }, | ||
| { | ||
| "detector_description" : "transaction throughput for an APM service", | ||
| "function" : "mean", | ||
| "field_name" : "transaction_throughput", | ||
| "by_field_name" : "transaction.type", | ||
| "partition_field_name" : "service.name" | ||
| }, | ||
| { | ||
| "detector_description" : "failed transaction rate for an APM service", | ||
| "function" : "high_mean", | ||
| "field_name" : "failed_transaction_rate", | ||
| "by_field_name" : "transaction.type", | ||
| "partition_field_name" : "service.name" | ||
| } | ||
| ], | ||
| "influencers" : [ | ||
| "transaction.type", | ||
| "service.name" | ||
| ] | ||
| }, | ||
| "analysis_limits": { | ||
| "model_memory_limit": "32mb" | ||
| }, | ||
| "data_description": { | ||
| "time_field" : "@timestamp", | ||
| "time_format" : "epoch_ms" | ||
| }, | ||
| "model_plot_config": { | ||
| "enabled" : true, | ||
| "annotations_enabled" : true | ||
| }, | ||
| "results_index_name" : "custom-apm", | ||
| "custom_settings": { | ||
| "created_by": "ml-module-apm-transaction" | ||
| } | ||
| } |
98 changes: 98 additions & 0 deletions
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.../ml/server/models/data_recognizer/modules/apm_transaction/ml/datafeed_apm_tx_metrics.json
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|---|---|---|
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| { | ||
| "job_id": "JOB_ID", | ||
| "indices": [ | ||
| "INDEX_PATTERN_NAME" | ||
| ], | ||
| "chunking_config" : { | ||
| "mode" : "off" | ||
| }, | ||
| "query": { | ||
| "bool": { | ||
| "filter": [ | ||
| { "term": { "processor.event": "metric" } }, | ||
| { "term": { "metricset.name": "transaction" } } | ||
| ] | ||
| } | ||
| }, | ||
| "aggregations" : { | ||
| "buckets" : { | ||
| "composite" : { | ||
| "size" : 5000, | ||
| "sources" : [ | ||
| { | ||
| "date" : { | ||
| "date_histogram" : { | ||
| "field" : "@timestamp", | ||
| "fixed_interval" : "90s" | ||
| } | ||
| } | ||
| }, | ||
| { | ||
| "transaction.type" : { | ||
| "terms" : { | ||
| "field" : "transaction.type" | ||
| } | ||
| } | ||
| }, | ||
| { | ||
| "service.name" : { | ||
| "terms" : { | ||
| "field" : "service.name" | ||
| } | ||
| } | ||
| } | ||
| ] | ||
| }, | ||
| "aggs" : { | ||
| "@timestamp" : { | ||
| "max" : { | ||
| "field" : "@timestamp" | ||
| } | ||
| }, | ||
| "transaction_throughput" : { | ||
| "rate" : { | ||
| "unit" : "minute" | ||
| } | ||
| }, | ||
| "transaction_latency" : { | ||
| "avg" : { | ||
| "field" : "transaction.duration.histogram" | ||
| } | ||
| }, | ||
| "error_count" : { | ||
| "filter" : { | ||
| "term" : { | ||
| "event.outcome" : "failure" | ||
| } | ||
| }, | ||
| "aggs" : { | ||
| "actual_error_count" : { | ||
| "value_count" : { | ||
| "field" : "event.outcome" | ||
| } | ||
| } | ||
| } | ||
| }, | ||
| "success_count" : { | ||
| "filter" : { | ||
| "term" : { | ||
| "event.outcome" : "success" | ||
| } | ||
| } | ||
| }, | ||
| "failed_transaction_rate" : { | ||
| "bucket_script" : { | ||
| "buckets_path" : { | ||
| "failure_count" : "error_count>_count", | ||
| "success_count" : "success_count>_count" | ||
| }, | ||
| "script" : "if ((params.failure_count + params.success_count)==0){return 0;}else{return 100 * (params.failure_count/(params.failure_count + params.success_count));}" | ||
| } | ||
| } | ||
| } | ||
| } | ||
| }, | ||
| "indices_options": { | ||
| "ignore_unavailable": true | ||
| } | ||
| } |
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...s/data_recognizer/modules/apm_transaction/ml/datafeed_high_mean_transaction_duration.json
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...ver/models/data_recognizer/modules/apm_transaction/ml/high_mean_transaction_duration.json
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