iSharkFly-Docs
/
opensearch-docs-cn
mirror of https://github.com/iSharkFly-Docs/opensearch-docs-cn
1
0
Fork 0
Code Issues Packages Projects Releases Wiki Activity
opensearch-docs-cn/_monitoring-plugins/ad/api.md

3343 lines
76 KiB
Markdown
Raw Normal View History

Breaks site
2021-05-28 13:48:19 -04:00
---
layout: default
title: Anomaly detection API
parent: Anomaly detection
nav_order: 1
---
# Anomaly detection API
Use these anomaly detection operations to programmatically create and manage detectors.
---
#### Table of contents
- TOC
{:toc}
---
## Create anomaly detector
Add "introduced" labels for APIs
2021-07-26 19:14:22 -04:00
Introduced 1.0
{: .label .label-purple }
Breaks site
2021-05-28 13:48:19 -04:00
Creates an anomaly detector.
ad changes for 1.1
2021-10-04 15:08:00 -04:00
This command creates a detector named `test-detector` that finds anomalies based on the sum of the `value` field:
Breaks site
2021-05-28 13:48:19 -04:00
#### Request
```json
POST _plugins/_anomaly_detection/detectors
{
"name": "test-detector",
"description": "Test detector",
"time_field": "timestamp",
"indices": [
"order*"
],
"feature_attributes": [
{
"feature_name": "total_order",
"feature_enabled": true,
"aggregation_query": {
"total_order": {
"sum": {
"field": "value"
}
}
}
}
],
"filter_query": {
"bool": {
"filter": [
{
"exists": {
"field": "value",
"boost": 1
}
}
],
"adjust_pure_negative": true,
"boost": 1
}
},
"detection_interval": {
"period": {
"interval": 1,
"unit": "Minutes"
}
},
"window_delay": {
"period": {
"interval": 1,
"unit": "Minutes"
}
}
}
```
#### Sample response
```json
{
"_id": "m4ccEnIBTXsGi3mvMt9p",
"_version": 1,
"_seq_no": 3,
"_primary_term": 1,
"anomaly_detector": {
"name": "test-detector",
"description": "Test detector",
"time_field": "timestamp",
"indices": [
"order*"
],
"filter_query": {
"bool": {
"filter": [
{
"exists": {
"field": "value",
"boost": 1
}
}
],
"adjust_pure_negative": true,
"boost": 1
}
},
"detection_interval": {
"period": {
"interval": 1,
"unit": "Minutes"
}
},
"window_delay": {
"period": {
"interval": 1,
"unit": "Minutes"
}
},
"schema_version": 0,
"feature_attributes": [
{
"feature_id": "mYccEnIBTXsGi3mvMd8_",
"feature_name": "total_order",
"feature_enabled": true,
"aggregation_query": {
"total_order": {
"sum": {
"field": "value"
}
}
}
}
]
}
}
```
To set a category field for high cardinality:
#### Request
```json
POST _plugins/_anomaly_detection/detectors
{
"name": "Host OK Rate Detector",
"description": "ok rate",
"time_field": "@timestamp",
"indices": [
"host-cloudwatch"
],
"category_field": [
"host"
],
"feature_attributes": [
{
"feature_name": "latency_max",
"feature_enabled": true,
"aggregation_query": {
"latency_max": {
"max": {
"field": "latency"
}
}
}
}
],
"window_delay": {
"period": {
"interval": 10,
"unit": "MINUTES"
}
},
"detection_interval": {
"period": {
"interval": 1,
"unit": "MINUTES"
}
}
}
```
#### Sample response
```json
{
"_id": "4CIGoHUBTpMGN-4KzBQg",
"_version": 1,
"_seq_no": 0,
"anomaly_detector": {
"name": "Host OK Rate Detector",
"description": "ok rate",
"time_field": "@timestamp",
"indices": [
"server-metrics"
],
"filter_query": {
"match_all": {
"boost": 1
}
},
"detection_interval": {
"period": {
"interval": 1,
"unit": "Minutes"
}
},
"window_delay": {
"period": {
"interval": 10,
"unit": "MINUTES"
}
},
"shingle_size": 1,
"schema_version": 2,
"feature_attributes": [
{
"feature_id": "0Kld3HUBhpHMyt2e_UHn",
"feature_name": "latency_max",
"feature_enabled": true,
"aggregation_query": {
"latency_max": {
"max": {
"field": "latency"
}
}
}
}
],
"last_update_time": 1604707601438,
"category_field": [
"host"
]
},
"_primary_term": 1
}
```
You can specify the following options.
Options | Description | Type | Required
:--- | :--- |:--- |:--- |
`name` | The name of the detector. | `string` | Yes
`description` | A description of the detector. | `string` | Yes
`time_field` | The name of the time field. | `string` | Yes
`indices` | A list of indices to use as the data source. | `list` | Yes
`feature_attributes` | Specify a `feature_name`, set the `enabled` parameter to `true`, and specify an aggregation query. | `list` | Yes
`filter_query` | Provide an optional filter query for your feature. | `object` | No
`detection_interval` | The time interval for your anomaly detector. | `object` | Yes
`window_delay` | Add extra processing time for data collection. | `object` | No
`category_field` | Categorizes or slices data with a dimension. Similar to `GROUP BY` in SQL. | `list` | No
---
incorporated feedback
2021-10-04 17:11:45 -04:00
## Get detector
Add "introduced" labels for APIs
2021-07-26 19:14:22 -04:00
Introduced 1.0
{: .label .label-purple }
Breaks site
2021-05-28 13:48:19 -04:00
incorporated feedback
2021-10-04 17:11:45 -04:00
Returns all information about a detector based on the `detector_id`.
Breaks site
2021-05-28 13:48:19 -04:00
#### Request
```json
incorporated feedback
2021-10-04 17:11:45 -04:00
GET _plugins/_anomaly_detection/detectors/<detectorId>
```
#### Sample response
```json
Breaks site
2021-05-28 13:48:19 -04:00
{
incorporated feedback
2021-10-04 17:11:45 -04:00
"_id" : "m4ccEnIBTXsGi3mvMt9p",
"_version" : 1,
"_primary_term" : 1,
"_seq_no" : 3,
"anomaly_detector" : {
"name" : "test-detector",
"description" : "Test detector",
"time_field" : "timestamp",
"indices" : [
"order*"
],
"filter_query" : {
"bool" : {
"filter" : [
{
"exists" : {
"field" : "value",
"boost" : 1.0
}
}
],
"adjust_pure_negative" : true,
"boost" : 1.0
}
},
"detection_interval" : {
"period" : {
"interval" : 1,
"unit" : "Minutes"
}
},
"window_delay" : {
"period" : {
"interval" : 1,
"unit" : "Minutes"
}
},
"schema_version" : 0,
"feature_attributes" : [
{
"feature_id" : "mYccEnIBTXsGi3mvMd8_",
"feature_name" : "total_order",
"feature_enabled" : true,
"aggregation_query" : {
"total_order" : {
"sum" : {
"field" : "value"
}
}
}
}
],
"last_update_time" : 1589441737319
}
}
```
Use `job=true` to get anomaly detection job information.
#### Request
```json
GET _plugins/_anomaly_detection/detectors/<detectorId>?job=true
```
#### Sample response
```json
{
"_id": "LJxGsXcBoDQA8W1Q--A1",
"_version": 1,
"_primary_term": 1,
"_seq_no": 0,
"anomaly_detector": {
"name": "test2",
"description": "test",
ad 1.1
2021-10-01 14:22:47 -04:00
"time_field": "timestamp",
"indices": [
more updates
2021-10-03 13:35:18 -04:00
"server_log"
ad 1.1
2021-10-01 14:22:47 -04:00
],
incorporated feedback
2021-10-04 17:11:45 -04:00
"filter_query": {
"match_all": {
"boost": 1
}
},
ad 1.1
2021-10-01 14:22:47 -04:00
"detection_interval": {
"period": {
"interval": 1,
"unit": "Minutes"
}
},
"window_delay": {
"period": {
"interval": 1,
"unit": "Minutes"
}
},
incorporated feedback
2021-10-04 17:11:45 -04:00
"shingle_size": 8,
"schema_version": 0,
ad 1.1
2021-10-01 14:22:47 -04:00
"feature_attributes": [
{
incorporated feedback
2021-10-04 17:11:45 -04:00
"feature_id": "K5xGsXcBoDQA8W1Q-uCF",
ad 1.1
2021-10-01 14:22:47 -04:00
"feature_name": "F1",
incorporated feedback
2021-10-04 17:11:45 -04:00
"feature_enabled": "true",
ad 1.1
2021-10-01 14:22:47 -04:00
"aggregation_query": {
"f_1": {
"sum": {
"field": "value"
}
}
}
}
incorporated feedback
2021-10-04 17:11:45 -04:00
],
"last_update_time": 1613586955060,
"detector_type": "MULTI_ENTITY"
},
"anomaly_detector_job": {
"name": "LJxGsXcBoDQA8W1Q--A1",
"schedule": {
"interval": {
"start_time": 1613587220387,
"period": 1,
"unit": "Minutes"
}
},
"window_delay": {
"period": {
"interval": 1,
"unit": "Minutes"
}
},
"enabled": "false",
"enabled_time": 1613587220387,
"last_update_time": 1613587289169,
"lock_duration_seconds": 60,
"disabled_time": 1613587289169
},
"anomaly_detection_task": {
"task_id": "WZ5LsXcBoDQA8W1QmUa3",
"last_update_time": 1613587349022,
"error": "Task cancelled by user",
"state": "STOPPED",
"detector_id": "LJxGsXcBoDQA8W1Q--A1",
"task_progress": 0.26321793,
"init_progress": 1,
"current_piece": 1611030900000,
"execution_start_time": 1613587257783,
"execution_end_time": 1613587349022,
"is_latest": "true",
"task_type": "HISTORICAL",
"coordinating_node": "NSw5j-3YQeGkH8KESVKlzw",
"worker_node": "NSw5j-3YQeGkH8KESVKlzw",
"detector": {
"name": "test2",
"description": "test",
"time_field": "timestamp",
"indices": [
"server_log"
],
"filter_query": {
"match_all": {
"boost": 1
}
},
"detection_interval": {
"period": {
"interval": 1,
"unit": "Minutes"
}
},
"window_delay": {
"period": {
"interval": 1,
"unit": "Minutes"
}
},
"shingle_size": 8,
"schema_version": 0,
"feature_attributes": [
{
"feature_id": "K5xGsXcBoDQA8W1Q-uCF",
"feature_name": "F1",
"feature_enabled": "true",
"aggregation_query": {
"f_1": {
"sum": {
"field": "value"
}
}
}
}
],
"last_update_time": 1613586955060,
"detector_type": "MULTI_ENTITY"
}
ad 1.1
2021-10-01 14:22:47 -04:00
}
Breaks site
2021-05-28 13:48:19 -04:00
}
```
incorporated feedback
2021-10-04 17:11:45 -04:00
Use `task=true` to get historical analysis task information.
#### Request
```json
GET _plugins/_anomaly_detection/detectors/<detectorId>?task=true
```
Breaks site
2021-05-28 13:48:19 -04:00
#### Sample response
```json
{
incorporated feedback
2021-10-04 17:11:45 -04:00
"_id": "BwzKQXcB89DLS7G9rg7Y",
"_version": 1,
"_primary_term": 2,
"_seq_no": 10,
Breaks site
2021-05-28 13:48:19 -04:00
"anomaly_detector": {
incorporated feedback
2021-10-04 17:11:45 -04:00
"name": "test-ylwu1",
"description": "test",
Breaks site
2021-05-28 13:48:19 -04:00
"time_field": "timestamp",
"indices": [
incorporated feedback
2021-10-04 17:11:45 -04:00
"ser*"
Breaks site
2021-05-28 13:48:19 -04:00
],
"filter_query": {
incorporated feedback
2021-10-04 17:11:45 -04:00
"match_all": {
Breaks site
2021-05-28 13:48:19 -04:00
"boost": 1
}
},
"detection_interval": {
"period": {
"interval": 10,
incorporated feedback
2021-10-04 17:11:45 -04:00
"unit": "Minutes"
Breaks site
2021-05-28 13:48:19 -04:00
}
},
"window_delay": {
"period": {
"interval": 1,
incorporated feedback
2021-10-04 17:11:45 -04:00
"unit": "Minutes"
Breaks site
2021-05-28 13:48:19 -04:00
}
},
incorporated feedback
2021-10-04 17:11:45 -04:00
"shingle_size": 8,
Breaks site
2021-05-28 13:48:19 -04:00
"schema_version": 0,
"feature_attributes": [
{
incorporated feedback
2021-10-04 17:11:45 -04:00
"feature_id": "BgzKQXcB89DLS7G9rg7G",
"feature_name": "F1",
Breaks site
2021-05-28 13:48:19 -04:00
"feature_enabled": true,
"aggregation_query": {
incorporated feedback
2021-10-04 17:11:45 -04:00
"f_1": {
Breaks site
2021-05-28 13:48:19 -04:00
"sum": {
"field": "value"
}
}
}
}
],
incorporated feedback
2021-10-04 17:11:45 -04:00
"ui_metadata": {
"features": {
"F1": {
"aggregationBy": "sum",
"aggregationOf": "value",
"featureType": "simple_aggs"
}
}
},
"last_update_time": 1611716538071,
"user": {
"name": "admin",
"backend_roles": [
"admin"
],
"roles": [
"all_access",
"own_index"
],
"custom_attribute_names": [],
"user_requested_tenant": "__user__"
},
"detector_type": "HISTORICAL_SINGLE_ENTITY",
"detection_date_range": {
"start_time": 1580094137997,
"end_time": 1611716537997
Breaks site
2021-05-28 13:48:19 -04:00
}
incorporated feedback
2021-10-04 17:11:45 -04:00
},
"anomaly_detection_task": {
"task_id": "sgxaRXcB89DLS7G9RfIO",
"last_update_time": 1611776648699,
"started_by": "admin",
"state": "FINISHED",
"detector_id": "BwzKQXcB89DLS7G9rg7Y",
"task_progress": 1,
"init_progress": 1,
"current_piece": 1611716400000,
"execution_start_time": 1611776279822,
"execution_end_time": 1611776648679,
"is_latest": true,
"task_type": "HISTORICAL",
"coordinating_node": "gs213KqjS4q7H4Bmn_ZuLA",
"worker_node": "PgfR3JhbT7yJMx7bwQ6E3w",
"detector": {
"name": "test-ylwu1",
"description": "test",
"time_field": "timestamp",
"indices": [
"ser*"
],
"filter_query": {
"match_all": {
"boost": 1
}
},
"detection_interval": {
"period": {
"interval": 10,
"unit": "Minutes"
}
},
"window_delay": {
"period": {
"interval": 1,
"unit": "Minutes"
}
},
"shingle_size": 8,
"schema_version": 0,
"feature_attributes": [
{
"feature_id": "BgzKQXcB89DLS7G9rg7G",
"feature_name": "F1",
"feature_enabled": true,
"aggregation_query": {
"f_1": {
"sum": {
"field": "value"
}
}
}
}
],
"ui_metadata": {
"features": {
"F1": {
"aggregationBy": "sum",
"aggregationOf": "value",
"featureType": "simple_aggs"
}
}
},
"last_update_time": 1611716538071,
"user": {
"name": "admin",
"backend_roles": [
"admin"
],
"roles": [
"all_access",
"own_index"
],
"custom_attribute_names": [],
"user_requested_tenant": "__user__"
},
"detector_type": "HISTORICAL_SINGLE_ENTITY",
"detection_date_range": {
"start_time": 1580094137997,
"end_time": 1611716537997
}
},
"user": {
"name": "admin",
"backend_roles": [
"admin"
],
"roles": [
"all_access",
"own_index"
],
"custom_attribute_names": [],
"user_requested_tenant": "__user__"
Breaks site
2021-05-28 13:48:19 -04:00
}
incorporated feedback
2021-10-04 17:11:45 -04:00
}
ad 1.1
2021-10-01 14:22:47 -04:00
}
```
Breaks site
2021-05-28 13:48:19 -04:00
---
incorporated feedback
2021-10-04 17:11:45 -04:00
## Update detector
Add "introduced" labels for APIs
2021-07-26 19:14:22 -04:00
Introduced 1.0
{: .label .label-purple }
Breaks site
2021-05-28 13:48:19 -04:00
incorporated feedback
2021-10-04 17:11:45 -04:00
Updates a detector with any changes, including the description or adding or removing of features.
To update a detector, you need to first stop the detector.
Breaks site
2021-05-28 13:48:19 -04:00
#### Request
```json
incorporated feedback
2021-10-04 17:11:45 -04:00
PUT _plugins/_anomaly_detection/detectors/<detectorId>
ad 1.1
2021-10-01 14:22:47 -04:00
{
incorporated feedback
2021-10-04 17:11:45 -04:00
"name": "test-detector",
"description": "Test detector",
"time_field": "timestamp",
"indices": [
"order*"
],
"feature_attributes": [
{
"feature_name": "total_order",
"feature_enabled": true,
"aggregation_query": {
"total_order": {
"sum": {
"field": "value"
}
}
}
}
],
"filter_query": {
"bool": {
"filter": [
{
"exists": {
"field": "value",
"boost": 1
}
}
],
"adjust_pure_negative": true,
"boost": 1
}
},
"detection_interval": {
"period": {
"interval": 10,
"unit": "MINUTES"
}
},
"window_delay": {
"period": {
"interval": 1,
"unit": "MINUTES"
}
}
ad 1.1
2021-10-01 14:22:47 -04:00
}
```
Breaks site
2021-05-28 13:48:19 -04:00
#### Sample response
```json
incorporated feedback
2021-10-04 17:11:45 -04:00
{
"_id" : "m4ccEnIBTXsGi3mvMt9p",
"_version" : 2,
"_seq_no" : 4,
"_primary_term" : 1,
"anomaly_detector" : {
"name" : "test-detector",
"description" : "Test detector",
"time_field" : "timestamp",
"indices" : [
"order*"
],
"filter_query" : {
"bool" : {
"filter" : [
{
"exists" : {
"field" : "value",
"boost" : 1.0
}
}
],
"adjust_pure_negative" : true,
"boost" : 1.0
}
},
"detection_interval" : {
"period" : {
"interval" : 10,
"unit" : "Minutes"
}
},
"window_delay" : {
"period" : {
"interval" : 1,
"unit" : "Minutes"
}
},
"schema_version" : 0,
"feature_attributes" : [
{
"feature_id" : "xxokEnIBcpeWMD987A1X",
"feature_name" : "total_order",
"feature_enabled" : true,
"aggregation_query" : {
"total_order" : {
"sum" : {
"field" : "value"
}
}
}
}
]
}
}
ad 1.1
2021-10-01 14:22:47 -04:00
```
Breaks site
2021-05-28 13:48:19 -04:00
---
incorporated feedback
2021-10-04 17:11:45 -04:00
## Preview detector
Add "introduced" labels for APIs
2021-07-26 19:14:22 -04:00
Introduced 1.0
{: .label .label-purple }
Breaks site
2021-05-28 13:48:19 -04:00
incorporated feedback
2021-10-04 17:11:45 -04:00
Passes a date range to the anomaly detector to return any anomalies within that date range.
Breaks site
2021-05-28 13:48:19 -04:00
#### Request
```json
incorporated feedback
2021-10-04 17:11:45 -04:00
POST _plugins/_anomaly_detection/detectors/<detectorId>/_preview
Breaks site
2021-05-28 13:48:19 -04:00
{
incorporated feedback
2021-10-04 17:11:45 -04:00
"period_start": 1612982516000,
"period_end": 1614278539000,
"detector": {
"name": "test-detector",
"description": "test server_log",
"time_field": "timestamp",
"indices": [
"server_log"
],
"detection_interval": {
"period": {
"interval": 1,
"unit": "Minutes"
}
},
"window_delay": {
"period": {
"interval": 1,
"unit": "Minutes"
}
},
"feature_attributes": [
{
"feature_name": "F1",
"feature_enabled": true,
"aggregation_query": {
"f_1": {
"sum": {
"field": "value"
}
Breaks site
2021-05-28 13:48:19 -04:00
}
}
}
incorporated feedback
2021-10-04 17:11:45 -04:00
]
Breaks site
2021-05-28 13:48:19 -04:00
}
}
```
#### Sample response
```json
{
incorporated feedback
2021-10-04 17:11:45 -04:00
"anomaly_result": [
...
{
"detector_id": "m4ccEnIBTXsGi3mvMt9p",
"data_start_time": 1588843020000,
"data_end_time": 1588843620000,
"feature_data": [
{
"feature_id": "xxokEnIBcpeWMD987A1X",
"feature_name": "total_order",
"data": 489.9929131106
Breaks site
2021-05-28 13:48:19 -04:00
}
incorporated feedback
2021-10-04 17:11:45 -04:00
],
"anomaly_grade": 0,
"confidence": 0.99
}
...
],
"anomaly_detector": {
"name": "test-detector",
"description": "Test detector",
"time_field": "timestamp",
"indices": [
"order*"
],
"filter_query": {
"bool": {
"filter": [
{
"exists": {
"field": "value",
"boost": 1
}
}
],
"adjust_pure_negative": true,
"boost": 1
}
},
"detection_interval": {
"period": {
"interval": 10,
"unit": "MINUTES"
}
},
"window_delay": {
"period": {
"interval": 1,
"unit": "MINUTES"
}
},
"schema_version": 0,
"feature_attributes": [
Breaks site
2021-05-28 13:48:19 -04:00
{
incorporated feedback
2021-10-04 17:11:45 -04:00
"feature_id": "xxokEnIBcpeWMD987A1X",
"feature_name": "total_order",
"feature_enabled": true,
"aggregation_query": {
"total_order": {
"sum": {
"field": "value"
Breaks site
2021-05-28 13:48:19 -04:00
}
incorporated feedback
2021-10-04 17:11:45 -04:00
}
Breaks site
2021-05-28 13:48:19 -04:00
}
}
incorporated feedback
2021-10-04 17:11:45 -04:00
],
"last_update_time": 1589442309241
Breaks site
2021-05-28 13:48:19 -04:00
}
}
```
incorporated feedback
2021-10-04 17:11:45 -04:00
If you specify a category field, each result is associated with an entity:
Breaks site
2021-05-28 13:48:19 -04:00
incorporated feedback
2021-10-04 17:11:45 -04:00
#### Sample response
Breaks site
2021-05-28 13:48:19 -04:00
```json
{
incorporated feedback
2021-10-04 17:11:45 -04:00
"anomaly_result": [
{
"detector_id": "4CIGoHUBTpMGN-4KzBQg",
"data_start_time": 1604277960000,
"data_end_time": 1604278020000,
"schema_version": 0,
"anomaly_grade": 0,
"confidence": 0.99
}
],
"entity": [
{
"name": "host",
"value": "i-00f28ec1eb8997686"
}
]
},
{
"detector_id": "4CIGoHUBTpMGN-4KzBQg",
"data_start_time": 1604278020000,
"data_end_time": 1604278080000,
"schema_version": 0,
"feature_data": [
{
"feature_id": "0Kld3HUBhpHMyt2e_UHn",
"feature_name": "latency_max",
"data": -17
}
],
"anomaly_grade": 0,
"confidence": 0.99,
"entity": [
{
"name": "host",
"value": "i-00f28ec1eb8997686"
}
]
}
...
```
Or, you can specify the detector ID:
```json
POST _plugins/_anomaly_detection/detectors/_preview
{
"detector_id": "sYkUvHcBiZv51f-Lv8QN",
"period_start": 1612982516000,
"period_end": 1614278539000
}
```
---
## Start detector job
Introduced 1.0
{: .label .label-purple }
Starts a real-time or historical anomaly detector job.
#### Request
```json
POST _plugins/_anomaly_detection/detectors/<detectorId>/_start
```
#### Sample response
```json
{
"_id" : "m4ccEnIBTXsGi3mvMt9p",
"_version" : 1,
"_seq_no" : 6,
"_primary_term" : 1
}
```
To start historical analysis:
```json
POST _plugins/_anomaly_detection/detectors/<detectorId>/_start
{
"start_time": 1503168590000,
"end_time": 1617301324000
}
```
---
## Stop detector job
Introduced 1.0
{: .label .label-purple }
Stops a real-time or historical anomaly detector job.
#### Request
```json
POST _plugins/_anomaly_detection/detectors/<detectorId>/_stop
```
#### Sample response
```json
Stopped detector: m4ccEnIBTXsGi3mvMt9p
```
To stop historical analysis:
```json
POST _plugins/_anomaly_detection/detectors/<detectorId>/_stop?historical=true
```
---
## Search detector result
Introduced 1.0
{: .label .label-purple }
Returns all results for a search query.
#### Request
```json
GET _plugins/_anomaly_detection/detectors/results/_search
POST _plugins/_anomaly_detection/detectors/results/_search
{
"query": {
"bool": {
"must": {
"range": {
"anomaly_score": {
"gte": 0.6,
"lte": 1
}
}
}
}
}
}
```
#### Sample response
```json
{
"took": 9,
"timed_out": false,
"_shards": {
"total": 25,
"successful": 25,
"skipped": 0,
"failed": 0
},
"hits": {
"total": {
"value": 2,
"relation": "eq"
},
"max_score": 1,
"hits": [
{
"_index": ".opensearch-anomaly-results-history-2020.04.30-1",
"_type": "_doc",
"_id": "_KBrzXEBbpoKkFM5mStm",
"_version": 1,
"_seq_no": 58,
"_primary_term": 1,
"_score": 1,
"_source": {
"detector_id": "2KDozHEBbpoKkFM58yr6",
"anomaly_score": 0.8995068350366767,
"execution_start_time": 1588289313114,
"data_end_time": 1588289313114,
"confidence": 0.84214852704501,
"data_start_time": 1588289253114,
"feature_data": [
{
"feature_id": "X0fpzHEB5NGZmIRkXKcy",
"feature_name": "total_error",
"data": 20
}
],
"execution_end_time": 1588289313126,
"anomaly_grade": 0
}
},
{
"_index": ".opensearch-anomaly-results-history-2020.04.30-1",
"_type": "_doc",
"_id": "EqB1zXEBbpoKkFM5qyyE",
"_version": 1,
"_seq_no": 61,
"_primary_term": 1,
"_score": 1,
"_source": {
"detector_id": "2KDozHEBbpoKkFM58yr6",
"anomaly_score": 0.7086834513354907,
"execution_start_time": 1588289973113,
"data_end_time": 1588289973113,
"confidence": 0.42162017029510446,
"data_start_time": 1588289913113,
"feature_data": [
{
"feature_id": "X0fpzHEB5NGZmIRkXKcy",
"feature_name": "memory_usage",
"data": 20.0347333108
}
],
"execution_end_time": 1588289973124,
"anomaly_grade": 0
}
}
]
}
}
```
In high cardinality detectors, the result contains entity information.
To see an ordered set of anomaly records for an entity with an anomaly within a certain time range for a specific feature value:
#### Request
```json
POST _plugins/_anomaly_detection/detectors/results/_search
{
"query": {
"bool": {
"filter": [
{
"term": {
"detector_id": "4CIGoHUBTpMGN-4KzBQg"
}
},
{
"range": {
"anomaly_grade": {
"gt": 0
}
}
},
{
"nested": {
Breaks site
2021-05-28 13:48:19 -04:00
"path": "entity",
"query": {
"bool": {
"must": [
{
"term": {
"entity.value": "i-00f28ec1eb8997685"
}
}
]
}
}
}
}
]
}
},
"size": 8,
"sort": [
{
"execution_end_time": {
"order": "desc"
}
}
],
"track_total_hits": true
}
```
#### Sample response
```json
{
"took": 443,
"timed_out": false,
"_shards": {
"total": 1,
"successful": 1,
"skipped": 0,
"failed": 0
},
"hits": {
"total": {
"value": 7,
"relation": "eq"
},
"max_score": null,
"hits": [
{
ad changes for 1.1
2021-10-04 15:08:00 -04:00
"_index": ".opensearch-anomaly-results-history-2020.11.07-1",
Breaks site
2021-05-28 13:48:19 -04:00
"_type": "_doc",
"_id": "BiItoHUBTpMGN-4KARY5",
"_version": 1,
"_seq_no": 206,
"_primary_term": 1,
"_score": null,
"_source": {
"detector_id": "4CIGoHUBTpMGN-4KzBQg",
"schema_version": 2,
"anomaly_score": 2.462550517055763,
"execution_start_time": 1604710105400,
"data_end_time": 1604710094516,
"confidence": 0.8246254862573076,
"data_start_time": 1604710034516,
"feature_data": [
{
"feature_id": "0Kld3HUBhpHMyt2e_UHn",
"feature_name": "latency_max",
"data": 3526
}
],
"execution_end_time": 1604710105401,
"anomaly_grade": 0.08045977011494891,
"entity": [
{
"name": "host",
"value": "i-00f28ec1eb8997685"
}
]
},
"sort": [
1604710105401
]
},
{
ad changes for 1.1
2021-10-04 15:08:00 -04:00
"_index": ".opensearch-anomaly-results-history-2020.11.07-1",
Breaks site
2021-05-28 13:48:19 -04:00
"_type": "_doc",
"_id": "wiImoHUBTpMGN-4KlhXs",
"_version": 1,
"_seq_no": 156,
"_primary_term": 1,
"_score": null,
"_source": {
"detector_id": "4CIGoHUBTpMGN-4KzBQg",
"schema_version": 2,
"anomaly_score": 4.892453213261217,
"execution_start_time": 1604709684971,
"data_end_time": 1604709674522,
"confidence": 0.8313735633713821,
"data_start_time": 1604709614522,
"feature_data": [
{
"feature_id": "0Kld3HUBhpHMyt2e_UHn",
"feature_name": "latency_max",
"data": 5709
}
],
"execution_end_time": 1604709684971,
"anomaly_grade": 0.06542056074767538,
"entity": [
{
"name": "host",
"value": "i-00f28ec1eb8997685"
}
]
},
"sort": [
1604709684971
]
},
{
ad changes for 1.1
2021-10-04 15:08:00 -04:00
"_index": ".opensearch-anomaly-results-history-2020.11.07-1",
Breaks site
2021-05-28 13:48:19 -04:00
"_type": "_doc",
"_id": "ZiIcoHUBTpMGN-4KhhVA",
"_version": 1,
"_seq_no": 79,
"_primary_term": 1,
"_score": null,
"_source": {
"detector_id": "4CIGoHUBTpMGN-4KzBQg",
"schema_version": 2,
"anomaly_score": 3.187717536855158,
"execution_start_time": 1604709025343,
"data_end_time": 1604709014520,
"confidence": 0.8301116064308817,
"data_start_time": 1604708954520,
"feature_data": [
{
"feature_id": "0Kld3HUBhpHMyt2e_UHn",
"feature_name": "latency_max",
"data": 441
}
],
"execution_end_time": 1604709025344,
"anomaly_grade": 0.040767386091133916,
"entity": [
{
"name": "host",
"value": "i-00f28ec1eb8997685"
}
]
},
"sort": [
1604709025344
]
}
]
}
}
```
minor fixes
2021-10-04 15:41:37 -04:00
You can query the anomaly results for historical analysis with the `task_id`:
Breaks site
2021-05-28 13:48:19 -04:00
#### Request
```json
GET _plugins/_anomaly_detection/detectors/results/_search
{
"query": {
"term": {
"task_id": {
"value": "NnlV9HUBQxqfQ7vBJNzy"
}
}
}
}
```
#### Sample response
```json
{
"took": 1,
"timed_out": false,
"_shards": {
"total": 1,
"successful": 1,
"skipped": 0,
"failed": 0
},
"hits": {
"total": {
"value": 1,
"relation": "eq"
},
"max_score": 2.1366,
"hits": [
{
ad changes for 1.1
2021-10-04 15:08:00 -04:00
"_index": ".opensearch-anomaly-detection-state",
Breaks site
2021-05-28 13:48:19 -04:00
"_type": "_doc",
"_id": "CoM8WncBtt2qvI-LZO7_",
"_version": 8,
"_seq_no": 1351,
"_primary_term": 3,
"_score": 2.1366,
"_source": {
"detector_id": "dZc8WncBgO2zoQoFWVBA",
"worker_node": "dk6-HuKQRMKm2fi8TSDHsg",
"task_progress": 0.09486946,
"last_update_time": 1612126667008,
"execution_start_time": 1612126643455,
"state": "RUNNING",
"coordinating_node": "gs213KqjS4q7H4Bmn_ZuLA",
"current_piece": 1583503800000,
"task_type": "HISTORICAL",
"started_by": "admin",
"init_progress": 1,
"is_latest": true,
"detector": {
"description": "test",
"ui_metadata": {
"features": {
"F1": {
"aggregationBy": "sum",
"aggregationOf": "value",
"featureType": "simple_aggs"
}
}
},
"detection_date_range": {
"start_time": 1580504240308,
"end_time": 1612126640308
},
"feature_attributes": [
{
"feature_id": "dJc8WncBgO2zoQoFWVAt",
"feature_enabled": true,
"feature_name": "F1",
"aggregation_query": {
"f_1": {
"sum": {
"field": "value"
}
}
}
}
],
"schema_version": 0,
"time_field": "timestamp",
"last_update_time": 1612126640448,
"indices": [
more updates
2021-10-03 13:35:18 -04:00
"server_log"
Breaks site
2021-05-28 13:48:19 -04:00
],
"window_delay": {
"period": {
"unit": "Minutes",
"interval": 1
}
},
"detection_interval": {
"period": {
"unit": "Minutes",
"interval": 10
}
},
"name": "test-historical-detector",
"filter_query": {
"match_all": {
"boost": 1
}
},
"shingle_size": 8,
"user": {
"backend_roles": [
"admin"
],
"custom_attribute_names": [],
"roles": [
"all_access",
"own_index"
],
"name": "admin",
"user_requested_tenant": "__user__"
},
"detector_type": "HISTORICAL_SINGLE_ENTITY"
},
"user": {
"backend_roles": [
"admin"
],
"custom_attribute_names": [],
"roles": [
"all_access",
"own_index"
],
"name": "admin",
"user_requested_tenant": "__user__"
}
}
}
]
}
}
```
more updates
2021-10-03 13:35:18 -04:00
---
## Search detector tasks
Introduced 1.1
{: .label .label-purple }
Searches detector tasks.
#### Request
```json
POST _plugins/_anomaly_detection/detectors/tasks/_search
{
"query": {
"bool": {
"filter": [
{
"term": {
"detector_id": {
"value": "_6WPu3cBBnauGn7oxUAv"
}
}
},
{
"term": {
"task_type": {
"value": "HISTORICAL_HC_DETECTOR"
}
}
}
]
}
},
"sort": [
{
"execution_start_time": {
"order": "desc"
}
}
]
}
```
#### Sample response
```json
{
ad changes for 1.1
2021-10-04 15:08:00 -04:00
"took": 5,
"timed_out": false,
"_shards": {
"total": 1,
"successful": 1,
"skipped": 0,
"failed": 0
more updates
2021-10-03 13:35:18 -04:00
},
ad changes for 1.1
2021-10-04 15:08:00 -04:00
"hits": {
"total": {
"value": 1,
"relation": "eq"
more updates
2021-10-03 13:35:18 -04:00
},
ad changes for 1.1
2021-10-04 15:08:00 -04:00
"max_score": null,
"hits": [
more updates
2021-10-03 13:35:18 -04:00
{
ad changes for 1.1
2021-10-04 15:08:00 -04:00
"_index": ".opensearch-anomaly-detection-state",
"_type": "_doc",
"_id": "TM3tOHwBCi2h__AOXlyQ",
"_version": 3,
"_seq_no": 14,
"_primary_term": 1,
"_score": null,
"_source": {
"detector_id": "rlDtOHwBD5tpxlbyW7Nt",
"error": "",
"detection_date_range": {
"start_time": 1632437852100,
"end_time": 1633042652100
more updates
2021-10-03 13:35:18 -04:00
},
ad changes for 1.1
2021-10-04 15:08:00 -04:00
"task_progress": 0.5,
"last_update_time": 1633042667358,
"execution_start_time": 1633042652810,
"state": "RUNNING",
"coordinating_node": "2hEGbUw6ShaiKe05n_xLdA",
"task_type": "HISTORICAL_HC_DETECTOR",
"started_by": "admin",
"init_progress": 0,
"is_latest": true,
"detector": {
"category_field": [
more updates
2021-10-03 13:35:18 -04:00
"type"
],
ad changes for 1.1
2021-10-04 15:08:00 -04:00
"description": "test",
"ui_metadata": {
"features": {
"test-feature": {
"aggregationBy": "sum",
"aggregationOf": "value",
"featureType": "simple_aggs"
more updates
2021-10-03 13:35:18 -04:00
}
},
ad changes for 1.1
2021-10-04 15:08:00 -04:00
"filters": []
more updates
2021-10-03 13:35:18 -04:00
},
ad changes for 1.1
2021-10-04 15:08:00 -04:00
"feature_attributes": [
more updates
2021-10-03 13:35:18 -04:00
{
ad changes for 1.1
2021-10-04 15:08:00 -04:00
"feature_id": "7VDtOHwBD5tpxlbyWqPs",
"feature_enabled": true,
"feature_name": "test-feature",
"aggregation_query": {
"test_feature": {
"sum": {
"field": "value"
more updates
2021-10-03 13:35:18 -04:00
}
}
}
}
],
ad changes for 1.1
2021-10-04 15:08:00 -04:00
"schema_version": 0,
"time_field": "timestamp",
"last_update_time": 1633042652012,
"indices": [
more updates
2021-10-03 13:35:18 -04:00
"server_log"
],
ad changes for 1.1
2021-10-04 15:08:00 -04:00
"window_delay": {
"period": {
"unit": "Minutes",
"interval": 1
more updates
2021-10-03 13:35:18 -04:00
}
},
ad changes for 1.1
2021-10-04 15:08:00 -04:00
"detection_interval": {
"period": {
"unit": "Minutes",
"interval": 5
more updates
2021-10-03 13:35:18 -04:00
}
},
ad changes for 1.1
2021-10-04 15:08:00 -04:00
"name": "test-detector",
"filter_query": {
"match_all": {
"boost": 1
more updates
2021-10-03 13:35:18 -04:00
}
},
ad changes for 1.1
2021-10-04 15:08:00 -04:00
"shingle_size": 8,
"user": {
"backend_roles": [
more updates
2021-10-03 13:35:18 -04:00
"admin"
],
ad changes for 1.1
2021-10-04 15:08:00 -04:00
"custom_attribute_names": [],
"roles": [
more updates
2021-10-03 13:35:18 -04:00
"own_index",
"all_access"
],
ad changes for 1.1
2021-10-04 15:08:00 -04:00
"name": "admin",
"user_requested_tenant": null
more updates
2021-10-03 13:35:18 -04:00
},
ad changes for 1.1
2021-10-04 15:08:00 -04:00
"detector_type": "MULTI_ENTITY"
more updates
2021-10-03 13:35:18 -04:00
},
ad changes for 1.1
2021-10-04 15:08:00 -04:00
"user": {
"backend_roles": [
more updates
2021-10-03 13:35:18 -04:00
"admin"
],
ad changes for 1.1
2021-10-04 15:08:00 -04:00
"custom_attribute_names": [],
"roles": [
more updates
2021-10-03 13:35:18 -04:00
"own_index",
"all_access"
],
ad changes for 1.1
2021-10-04 15:08:00 -04:00
"name": "admin",
"user_requested_tenant": "__user__"
more updates
2021-10-03 13:35:18 -04:00
}
incorporated feedback
2021-10-04 17:11:45 -04:00
},
"sort": [
1633042652810
]
}
]
ad changes for 1.1
2021-10-04 15:08:00 -04:00
}
Breaks site
2021-05-28 13:48:19 -04:00
}
```
incorporated feedback
2021-10-04 17:11:45 -04:00
---
## Delete detector
Introduced 1.0
{: .label .label-purple }
Deletes a detector based on the `detector_id`.
To delete a detector, you need to first stop the detector.
Breaks site
2021-05-28 13:48:19 -04:00
#### Request
```json
incorporated feedback
2021-10-04 17:11:45 -04:00
DELETE _plugins/_anomaly_detection/detectors/<detectorId>
Breaks site
2021-05-28 13:48:19 -04:00
```
incorporated feedback
2021-10-04 17:11:45 -04:00
Breaks site
2021-05-28 13:48:19 -04:00
#### Sample response
```json
{
incorporated feedback
2021-10-04 17:11:45 -04:00
"_index": ".opensearch-anomaly-detectors",
"_type": "_doc",
"_id": "m4ccEnIBTXsGi3mvMt9p",
"_version": 2,
"result": "deleted",
"forced_refresh": true,
"_shards": {
"total": 2,
"successful": 2,
"failed": 0
},
"_seq_no": 6,
"_primary_term": 1
}
```
---
## Delete detector results
Introduced 1.1
{: .label .label-purple }
Deletes the results of a detector based on a query.
#### Request
```json
DELETE _plugins/_anomaly_detection/detectors/results
{
"query": {
"bool": {
"filter": [
{
"term": {
"detector_id": {
"value": "rlDtOHwBD5tpxlbyW7Nt"
Breaks site
2021-05-28 13:48:19 -04:00
}
}
incorporated feedback
2021-10-04 17:11:45 -04:00
},
Breaks site
2021-05-28 13:48:19 -04:00
{
incorporated feedback
2021-10-04 17:11:45 -04:00
"term": {
"task_id": {
"value": "TM3tOHwBCi2h__AOXlyQ"
Breaks site
2021-05-28 13:48:19 -04:00
}
}
incorporated feedback
2021-10-04 17:11:45 -04:00
},
{
"range": {
"data_start_time": {
"lte": 1632441600000
}
Breaks site
2021-05-28 13:48:19 -04:00
}
}
incorporated feedback
2021-10-04 17:11:45 -04:00
]
Breaks site
2021-05-28 13:48:19 -04:00
}
}
}
```
incorporated feedback
2021-10-04 17:11:45 -04:00
#### Sample response
```json
{
"took": 48,
"timed_out": false,
"total": 28,
"updated": 0,
"created": 0,
"deleted": 28,
"batches": 1,
"version_conflicts": 0,
"noops": 0,
"retries": {
"bulk": 0,
"search": 0
},
"throttled_millis": 0,
"requests_per_second": -1,
"throttled_until_millis": 0,
"failures": []
}
```
Breaks site
2021-05-28 13:48:19 -04:00
---
## Search detector
Add "introduced" labels for APIs
2021-07-26 19:14:22 -04:00
Introduced 1.0
{: .label .label-purple }
Breaks site
2021-05-28 13:48:19 -04:00
Returns all anomaly detectors for a search query.
#### Request
```json
GET _plugins/_anomaly_detection/detectors/_search
POST _plugins/_anomaly_detection/detectors/_search
{
"query": {
more updates
2021-10-03 13:35:18 -04:00
"bool": {
"filter": [
{
"terms": {
"indices": [
"server_log"
]
}
}
]
Breaks site
2021-05-28 13:48:19 -04:00
}
}
}
```
#### Sample response
```json
{
ad changes for 1.1
2021-10-04 15:08:00 -04:00
"took": 2,
Breaks site
2021-05-28 13:48:19 -04:00
"timed_out": false,
"_shards": {
ad changes for 1.1
2021-10-04 15:08:00 -04:00
"total": 1,
"successful": 1,
Breaks site
2021-05-28 13:48:19 -04:00
"skipped": 0,
"failed": 0
},
"hits": {
"total": {
ad changes for 1.1
2021-10-04 15:08:00 -04:00
"value": 1,
Breaks site
2021-05-28 13:48:19 -04:00
"relation": "eq"
},
ad changes for 1.1
2021-10-04 15:08:00 -04:00
"max_score": 0,
Breaks site
2021-05-28 13:48:19 -04:00
"hits": [
{
ad changes for 1.1
2021-10-04 15:08:00 -04:00
"_index": ".opensearch-anomaly-detectors",
Breaks site
2021-05-28 13:48:19 -04:00
"_type": "_doc",
ad changes for 1.1
2021-10-04 15:08:00 -04:00
"_id": "rlDtOHwBD5tpxlbyW7Nt",
"_version": 1,
"_seq_no": 0,
Breaks site
2021-05-28 13:48:19 -04:00
"_primary_term": 1,
ad changes for 1.1
2021-10-04 15:08:00 -04:00
"_score": 0,
Breaks site
2021-05-28 13:48:19 -04:00
"_source": {
"name": "test-detector",
ad changes for 1.1
2021-10-04 15:08:00 -04:00
"description": "test",
Breaks site
2021-05-28 13:48:19 -04:00
"time_field": "timestamp",
"indices": [
ad changes for 1.1
2021-10-04 15:08:00 -04:00
"server_log"
Breaks site
2021-05-28 13:48:19 -04:00
],
"filter_query": {
ad changes for 1.1
2021-10-04 15:08:00 -04:00
"match_all": {
Breaks site
2021-05-28 13:48:19 -04:00
"boost": 1
}
},
"detection_interval": {
"period": {
ad changes for 1.1
2021-10-04 15:08:00 -04:00
"interval": 5,
"unit": "Minutes"
Breaks site
2021-05-28 13:48:19 -04:00
}
},
"window_delay": {
"period": {
"interval": 1,
ad changes for 1.1
2021-10-04 15:08:00 -04:00
"unit": "Minutes"
Breaks site
2021-05-28 13:48:19 -04:00
}
},
ad changes for 1.1
2021-10-04 15:08:00 -04:00
"shingle_size": 8,
Breaks site
2021-05-28 13:48:19 -04:00
"schema_version": 0,
"feature_attributes": [
{
ad changes for 1.1
2021-10-04 15:08:00 -04:00
"feature_id": "7VDtOHwBD5tpxlbyWqPs",
"feature_name": "test-feature",
Breaks site
2021-05-28 13:48:19 -04:00
"feature_enabled": true,
"aggregation_query": {
ad changes for 1.1
2021-10-04 15:08:00 -04:00
"test_feature": {
Breaks site
2021-05-28 13:48:19 -04:00
"sum": {
"field": "value"
}
}
}
}
],
ad changes for 1.1
2021-10-04 15:08:00 -04:00
"last_update_time": 1633042652012,
"category_field": [
"type"
],
"user": {
"name": "admin",
"backend_roles": [
"admin"
],
"roles": [
"own_index",
"all_access"
],
"custom_attribute_names": [],
"user_requested_tenant": null
},
"detector_type": "MULTI_ENTITY"
Breaks site
2021-05-28 13:48:19 -04:00
}
}
]
}
}
```
---
## Get detector stats
Add "introduced" labels for APIs
2021-07-26 19:14:22 -04:00
Introduced 1.0
{: .label .label-purple }
Breaks site
2021-05-28 13:48:19 -04:00
Provides information about how the plugin is performing.
#### Request
```json
GET _plugins/_anomaly_detection/stats
GET _plugins/_anomaly_detection/<nodeId>/stats
GET _plugins/_anomaly_detection/<nodeId>/stats/<stat>
GET _plugins/_anomaly_detection/stats/<stat>
```
#### Sample response
```json
{
"anomaly_detectors_index_status": "yellow",
"anomaly_detection_state_status": "yellow",
more updates
2021-10-03 13:35:18 -04:00
"single_entity_detector_count": 0,
"detector_count": 1,
"multi_entity_detector_count": 0,
Breaks site
2021-05-28 13:48:19 -04:00
"anomaly_detection_job_index_status": "yellow",
"models_checkpoint_index_status": "yellow",
"anomaly_results_index_status": "yellow",
"nodes": {
more updates
2021-10-03 13:35:18 -04:00
"hhfW2ZNVTJCtbs8rO-nF4g": {
"ad_execute_request_count": 6,
"models": [
{
"detector_id": "mmZFeXsB7JcKN0mdnMf4",
"model_type": "entity",
"last_used_time": 1629827578975,
"model_id": "mmZFeXsB7JcKN0mdnMf4_entity_ic43SHH11NWr32xXgjRFwg",
"last_checkpoint_time": 1629827339211,
"entity": [
Breaks site
2021-05-28 13:48:19 -04:00
{
more updates
2021-10-03 13:35:18 -04:00
"name": "host",
"value": "server_2"
Breaks site
2021-05-28 13:48:19 -04:00
},
{
more updates
2021-10-03 13:35:18 -04:00
"name": "service",
"value": "app_6"
Breaks site
2021-05-28 13:48:19 -04:00
}
more updates
2021-10-03 13:35:18 -04:00
]
},
{
"detector_id": "mmZFeXsB7JcKN0mdnMf4",
"model_type": "entity",
ad changes for 1.1
2021-10-04 15:08:00 -04:00
"last_used_time": 1629827578979,
"model_id": "mmZFeXsB7JcKN0mdnMf4_entity_OIsxy2nXMVdngK6Vv3X0uw",
"last_checkpoint_time": 1629827342444,
more updates
2021-10-03 13:35:18 -04:00
"entity": [
{
"name": "host",
ad changes for 1.1
2021-10-04 15:08:00 -04:00
"value": "server_2"
more updates
2021-10-03 13:35:18 -04:00
},
{
"name": "service",
ad changes for 1.1
2021-10-04 15:08:00 -04:00
"value": "app_2"
more updates
2021-10-03 13:35:18 -04:00
}
]
},
{
"detector_id": "mmZFeXsB7JcKN0mdnMf4",
"model_type": "entity",
"last_used_time": 1629827578978,
"model_id": "mmZFeXsB7JcKN0mdnMf4_entity_I0L8K8ktyVnyL59CVFCLVQ",
"last_checkpoint_time": 1629827342068,
"entity": [
{
"name": "host",
"value": "server_1"
},
{
"name": "service",
"value": "app_4"
}
]
},
{
"detector_id": "mmZFeXsB7JcKN0mdnMf4",
"model_type": "entity",
"last_used_time": 1629827578975,
"model_id": "mmZFeXsB7JcKN0mdnMf4_entity_ZoNYVJsq5ry6e-SWXmAt1Q",
"last_checkpoint_time": 1629827339435,
"entity": [
{
"name": "host",
"value": "server_1"
},
{
"name": "service",
"value": "app_6"
}
]
},
{
"detector_id": "mmZFeXsB7JcKN0mdnMf4",
"model_type": "entity",
"last_used_time": 1629827578978,
"model_id": "mmZFeXsB7JcKN0mdnMf4_entity_qo2ANH_NS7Bg8iV4AJpHOw",
"last_checkpoint_time": 1629827341187,
"entity": [
{
"name": "host",
"value": "server_3"
},
{
"name": "service",
"value": "app_0"
}
]
},
{
"detector_id": "mmZFeXsB7JcKN0mdnMf4",
"model_type": "entity",
"last_used_time": 1629827578980,
"model_id": "mmZFeXsB7JcKN0mdnMf4_entity_412FoQwCykWTAhjVfDGQDg",
"last_checkpoint_time": 1629827342983,
"entity": [
{
"name": "host",
"value": "server_1"
},
{
"name": "service",
"value": "app_2"
}
]
}
],
"ad_canceled_batch_task_count": 0,
"ad_hc_execute_request_count": 6,
"ad_hc_execute_failure_count": 0,
"model_count": 21,
"ad_execute_failure_count": 0,
"ad_batch_task_failure_count": 0,
"ad_total_batch_task_execution_count": 0,
"ad_executing_batch_task_count": 0
}
}
}
```
The `model_count` parameter shows the total number of models running on each node’s memory.
historical detector to historical analysis
2021-10-04 15:38:02 -04:00
For historical analysis, you see the values for the following fields:
more updates
2021-10-03 13:35:18 -04:00
- `ad_total_batch_task_execution_count`
- `ad_executing_batch_task_count`
- `ad_canceled_batch_task_count`
- `ad_batch_task_failure_count`
incorporated feedback
2021-10-04 17:11:45 -04:00
If haven't run any historical analysis, these values show up as 0.
historical detector to historical analysis
2021-10-04 15:38:02 -04:00
more updates
2021-10-03 13:35:18 -04:00
#### Sample response
```json
{
"anomaly_detectors_index_status": "green",
"anomaly_detection_state_status": "green",
"single_entity_detector_count": 0,
"detector_count": 1,
"multi_entity_detector_count": 1,
"anomaly_detection_job_index_status": "green",
"models_checkpoint_index_status": "green",
"anomaly_results_index_status": "green",
"nodes": {
"bCtWtxWPThq0BIn5P5I4Xw": {
"ad_execute_request_count": 0,
"models": [
{
"detector_id": "rlDtOHwBD5tpxlbyW7Nt",
"model_type": "entity",
"last_used_time": 1633044152729,
"model_id": "rlDtOHwBD5tpxlbyW7Nt_entity_error20",
"last_checkpoint_time": 1633043556222,
"entity": [
{
"name": "type",
"value": "error20"
}
]
},
{
"detector_id": "rlDtOHwBD5tpxlbyW7Nt",
"model_type": "entity",
"last_used_time": 1633044152767,
"model_id": "rlDtOHwBD5tpxlbyW7Nt_entity_error31",
"last_checkpoint_time": 1633043855146,
"entity": [
{
"name": "type",
"value": "error31"
}
]
},
{
"detector_id": "rlDtOHwBD5tpxlbyW7Nt",
"model_type": "entity",
ad changes for 1.1
2021-10-04 15:08:00 -04:00
"last_used_time": 1633044152732,
"model_id": "rlDtOHwBD5tpxlbyW7Nt_entity_error16",
"last_checkpoint_time": 1633043557253,
more updates
2021-10-03 13:35:18 -04:00
"entity": [
{
"name": "type",
ad changes for 1.1
2021-10-04 15:08:00 -04:00
"value": "error16"
more updates
2021-10-03 13:35:18 -04:00
}
]
ad changes for 1.1
2021-10-04 15:08:00 -04:00
}
],
"ad_canceled_batch_task_count": 0,
"ad_hc_execute_request_count": 0,
"ad_hc_execute_failure_count": 0,
"model_count": 8,
"ad_execute_failure_count": 0,
"ad_batch_task_failure_count": 0,
"ad_total_batch_task_execution_count": 15,
"ad_executing_batch_task_count": 3
},
"dIyavWhmSYWGz65b4u-lpQ": {
"ad_execute_request_count": 0,
"models": [
more updates
2021-10-03 13:35:18 -04:00
{
"detector_id": "rlDtOHwBD5tpxlbyW7Nt",
"model_type": "entity",
ad changes for 1.1
2021-10-04 15:08:00 -04:00
"last_used_time": 1633044152729,
"model_id": "rlDtOHwBD5tpxlbyW7Nt_entity_error3",
"last_checkpoint_time": 1633043256013,
more updates
2021-10-03 13:35:18 -04:00
"entity": [
{
"name": "type",
ad changes for 1.1
2021-10-04 15:08:00 -04:00
"value": "error3"
more updates
2021-10-03 13:35:18 -04:00
}
]
},
{
"detector_id": "rlDtOHwBD5tpxlbyW7Nt",
"model_type": "entity",
ad changes for 1.1
2021-10-04 15:08:00 -04:00
"last_used_time": 1633044152727,
"model_id": "rlDtOHwBD5tpxlbyW7Nt_entity_error1",
"last_checkpoint_time": 1633043254819,
more updates
2021-10-03 13:35:18 -04:00
"entity": [
{
"name": "type",
ad changes for 1.1
2021-10-04 15:08:00 -04:00
"value": "error1"
more updates
2021-10-03 13:35:18 -04:00
}
]
},
{
"detector_id": "rlDtOHwBD5tpxlbyW7Nt",
"model_type": "entity",
ad changes for 1.1
2021-10-04 15:08:00 -04:00
"last_used_time": 1633044152735,
"model_id": "rlDtOHwBD5tpxlbyW7Nt_entity_error22",
"last_checkpoint_time": 1633043557023,
more updates
2021-10-03 13:35:18 -04:00
"entity": [
{
"name": "type",
ad changes for 1.1
2021-10-04 15:08:00 -04:00
"value": "error22"
more updates
2021-10-03 13:35:18 -04:00
}
]
},
{
"detector_id": "rlDtOHwBD5tpxlbyW7Nt",
"model_type": "entity",
ad changes for 1.1
2021-10-04 15:08:00 -04:00
"last_used_time": 1633044152763,
"model_id": "rlDtOHwBD5tpxlbyW7Nt_entity_error29",
"last_checkpoint_time": 1633043855226,
more updates
2021-10-03 13:35:18 -04:00
"entity": [
{
"name": "type",
ad changes for 1.1
2021-10-04 15:08:00 -04:00
"value": "error29"
more updates
2021-10-03 13:35:18 -04:00
}
]
}
],
"ad_canceled_batch_task_count": 0,
"ad_hc_execute_request_count": 0,
"ad_hc_execute_failure_count": 0,
"model_count": 11,
"ad_execute_failure_count": 0,
"ad_batch_task_failure_count": 0,
"ad_total_batch_task_execution_count": 14,
"ad_executing_batch_task_count": 3
},
"2hEGbUw6ShaiKe05n_xLdA": {
"ad_execute_request_count": 5,
"models": [
{
"detector_id": "rlDtOHwBD5tpxlbyW7Nt",
"model_type": "entity",
"last_used_time": 1633044152714,
"model_id": "rlDtOHwBD5tpxlbyW7Nt_entity_error5",
"last_checkpoint_time": 1633043256689,
"entity": [
{
"name": "type",
"value": "error5"
}
]
},
{
"detector_id": "rlDtOHwBD5tpxlbyW7Nt",
"model_type": "entity",
"last_used_time": 1633044152720,
"model_id": "rlDtOHwBD5tpxlbyW7Nt_entity_error15",
"last_checkpoint_time": 1633043553786,
"entity": [
{
"name": "type",
"value": "error15"
}
]
},
{
"detector_id": "rlDtOHwBD5tpxlbyW7Nt",
"model_type": "entity",
"last_used_time": 1633044152724,
"model_id": "rlDtOHwBD5tpxlbyW7Nt_entity_error17",
"last_checkpoint_time": 1633043554909,
"entity": [
{
"name": "type",
"value": "error17"
}
]
},
{
"detector_id": "rlDtOHwBD5tpxlbyW7Nt",
"model_type": "entity",
"last_used_time": 1633044152751,
"model_id": "rlDtOHwBD5tpxlbyW7Nt_entity_error27",
"last_checkpoint_time": 1633043855105,
"entity": [
{
"name": "type",
"value": "error27"
}
]
}
],
"ad_canceled_batch_task_count": 0,
"ad_hc_execute_request_count": 5,
"ad_hc_execute_failure_count": 0,
"model_count": 13,
"ad_execute_failure_count": 0,
"ad_batch_task_failure_count": 0,
"ad_total_batch_task_execution_count": 14,
"ad_executing_batch_task_count": 3
}
}
}
```
---
## Create monitor
Introduced 1.0
{: .label .label-purple }
Create a monitor to set up alerts for the detector.
#### Request
```json
POST _plugins/_alerting/monitors
{
"type": "monitor",
"name": "test-monitor",
"enabled": true,
"schedule": {
"period": {
"interval": 20,
"unit": "MINUTES"
}
},
"inputs": [
{
"search": {
"indices": [
ad changes for 1.1
2021-10-04 15:08:00 -04:00
".opensearch-anomaly-results*"
more updates
2021-10-03 13:35:18 -04:00
],
"query": {
"size": 1,
"query": {
"bool": {
"filter": [
{
"range": {
"data_end_time": {
"from": "{{period_end}}||-20m",
"to": "{{period_end}}",
"include_lower": true,
"include_upper": true,
"boost": 1
}
}
},
{
"term": {
"detector_id": {
"value": "m4ccEnIBTXsGi3mvMt9p",
"boost": 1
}
}
}
],
"adjust_pure_negative": true,
"boost": 1
}
},
"sort": [
{
"anomaly_grade": {
"order": "desc"
}
},
{
"confidence": {
"order": "desc"
}
}
],
Breaks site
2021-05-28 13:48:19 -04:00
"aggregations": {
"max_anomaly_grade": {
"max": {
"field": "anomaly_grade"
}
}
}
}
}
}
],
"triggers": [
{
"name": "test-trigger",
"severity": "1",
"condition": {
"script": {
"source": "return ctx.results[0].aggregations.max_anomaly_grade.value != null && ctx.results[0].aggregations.max_anomaly_grade.value > 0.7 && ctx.results[0].hits.hits[0]._source.confidence > 0.7",
"lang": "painless"
}
},
"actions": [
{
"name": "test-action",
"destination_id": "ld7912sBlQ5JUWWFThoW",
"message_template": {
"source": "This is my message body."
},
"throttle_enabled": false,
"subject_template": {
"source": "TheSubject"
}
}
]
}
]
}
```
#### Sample response
```json
{
"_id": "OClTEnIBmSf7y6LP11Jz",
"_version": 1,
"_seq_no": 10,
"_primary_term": 1,
"monitor": {
"type": "monitor",
"schema_version": 1,
"name": "test-monitor",
"enabled": true,
"enabled_time": 1589445384043,
"schedule": {
"period": {
"interval": 20,
"unit": "MINUTES"
}
},
"inputs": [
{
"search": {
"indices": [
ad changes for 1.1
2021-10-04 15:08:00 -04:00
".opensearch-anomaly-results*"
Breaks site
2021-05-28 13:48:19 -04:00
],
"query": {
"size": 1,
"query": {
"bool": {
"filter": [
{
"range": {
"data_end_time": {
"from": "{{period_end}}||-20m",
"to": "{{period_end}}",
"include_lower": true,
"include_upper": true,
"boost": 1
}
}
},
{
"term": {
"detector_id": {
"value": "m4ccEnIBTXsGi3mvMt9p",
"boost": 1
}
}
}
],
"adjust_pure_negative": true,
"boost": 1
}
},
"sort": [
{
"anomaly_grade": {
"order": "desc"
}
},
{
"confidence": {
"order": "desc"
}
}
],
"aggregations": {
"max_anomaly_grade": {
"max": {
"field": "anomaly_grade"
}
}
}
}
}
more updates
2021-10-03 13:35:18 -04:00
}
],
"triggers": [
{
"id": "NilTEnIBmSf7y6LP11Jr",
"name": "test-trigger",
"severity": "1",
"condition": {
"script": {
"source": "return ctx.results[0].aggregations.max_anomaly_grade.value != null && ctx.results[0].aggregations.max_anomaly_grade.value > 0.7 && ctx.results[0].hits.hits[0]._source.confidence > 0.7",
"lang": "painless"
}
},
"actions": [
{
"id": "NylTEnIBmSf7y6LP11Jr",
"name": "test-action",
"destination_id": "ld7912sBlQ5JUWWFThoW",
"message_template": {
"source": "This is my message body.",
"lang": "mustache"
},
"throttle_enabled": false,
"subject_template": {
"source": "TheSubject",
"lang": "mustache"
}
}
]
}
],
"last_update_time": 1589445384043
}
}
```
---
## Profile detector
Introduced 1.0
{: .label .label-purple }
Returns information related to the current state of the detector and memory usage, including current errors and shingle size, to help troubleshoot the detector.
This command helps locate logs by identifying the nodes that run the anomaly detector job for each detector.
It also helps track the initialization percentage, the required shingles, and the estimated time left.
#### Request
```json
GET _plugins/_anomaly_detection/detectors/<detectorId>/_profile/
GET _plugins/_anomaly_detection/detectors/<detectorId>/_profile?_all=true
GET _plugins/_anomaly_detection/detectors/<detectorId>/_profile/<type>
GET _plugins/_anomaly_detection/detectors/<detectorId>/_profile/<type1>,<type2>
```
#### Sample Responses
```json
GET _plugins/_anomaly_detection/detectors/<detectorId>/_profile
{
ad changes for 1.1
2021-10-04 15:08:00 -04:00
"state": "DISABLED",
"error": "Stopped detector: AD models memory usage exceeds our limit."
more updates
2021-10-03 13:35:18 -04:00
}
GET _plugins/_anomaly_detection/detectors/<detectorId>/_profile?_all=true&pretty
{
"state": "RUNNING",
"error": "",
"models": [
{
"model_id": "rlDtOHwBD5tpxlbyW7Nt_entity_error20",
"entity": [
{
"name": "type",
"value": "error20"
}
],
"model_size_in_bytes": 403491,
"node_id": "bCtWtxWPThq0BIn5P5I4Xw"
},
{
"model_id": "rlDtOHwBD5tpxlbyW7Nt_entity_error31",
"entity": [
{
"name": "type",
"value": "error31"
}
],
"model_size_in_bytes": 403491,
"node_id": "bCtWtxWPThq0BIn5P5I4Xw"
},
{
"model_id": "rlDtOHwBD5tpxlbyW7Nt_entity_error21",
"entity": [
{
"name": "type",
"value": "error21"
}
],
"model_size_in_bytes": 403491,
"node_id": "bCtWtxWPThq0BIn5P5I4Xw"
},
{
"model_id": "rlDtOHwBD5tpxlbyW7Nt_entity_error13",
"entity": [
{
"name": "type",
"value": "error13"
}
],
"model_size_in_bytes": 403491,
"node_id": "bCtWtxWPThq0BIn5P5I4Xw"
},
{
"model_id": "rlDtOHwBD5tpxlbyW7Nt_entity_error24",
"entity": [
{
"name": "type",
"value": "error24"
}
],
"model_size_in_bytes": 403491,
"node_id": "bCtWtxWPThq0BIn5P5I4Xw"
},
{
"model_id": "rlDtOHwBD5tpxlbyW7Nt_entity_error25",
"entity": [
{
"name": "type",
"value": "error25"
}
],
"model_size_in_bytes": 403491,
"node_id": "bCtWtxWPThq0BIn5P5I4Xw"
},
{
"model_id": "rlDtOHwBD5tpxlbyW7Nt_entity_error28",
"entity": [
{
"name": "type",
"value": "error28"
}
],
"model_size_in_bytes": 403491,
"node_id": "bCtWtxWPThq0BIn5P5I4Xw"
},
{
"model_id": "rlDtOHwBD5tpxlbyW7Nt_entity_error16",
"entity": [
{
"name": "type",
"value": "error16"
}
],
"model_size_in_bytes": 403491,
"node_id": "bCtWtxWPThq0BIn5P5I4Xw"
},
{
"model_id": "rlDtOHwBD5tpxlbyW7Nt_entity_error3",
"entity": [
{
"name": "type",
"value": "error3"
}
],
"model_size_in_bytes": 403491,
"node_id": "dIyavWhmSYWGz65b4u-lpQ"
},
{
ad changes for 1.1
2021-10-04 15:08:00 -04:00
"model_id": "rlDtOHwBD5tpxlbyW7Nt_entity_error27",
more updates
2021-10-03 13:35:18 -04:00
"entity": [
{
"name": "type",
ad changes for 1.1
2021-10-04 15:08:00 -04:00
"value": "error27"
more updates
2021-10-03 13:35:18 -04:00
}
],
"model_size_in_bytes": 403491,
"node_id": "2hEGbUw6ShaiKe05n_xLdA"
ad changes for 1.1
2021-10-04 15:08:00 -04:00
}
],
"total_size_in_bytes": 12911712,
"init_progress": {
"percentage": "100%"
},
"total_entities": 33,
"active_entities": 32,
"ad_task": {
"ad_task": {
"task_id": "Os4HOXwBCi2h__AONgpc",
"last_update_time": 1633044347855,
"started_by": "admin",
"state": "RUNNING",
"detector_id": "rlDtOHwBD5tpxlbyW7Nt",
"task_progress": 0,
"init_progress": 0,
"execution_start_time": 1633044346460,
"is_latest": true,
"task_type": "HISTORICAL_HC_DETECTOR",
"coordinating_node": "2hEGbUw6ShaiKe05n_xLdA",
"detector": {
"name": "test-detector",
"description": "test",
"time_field": "timestamp",
"indices": [
"server_log"
],
"filter_query": {
"match_all": {
"boost": 1
}
},
"detection_interval": {
"period": {
"interval": 5,
"unit": "Minutes"
}
},
"window_delay": {
"period": {
"interval": 1,
"unit": "Minutes"
}
},
"shingle_size": 8,
"schema_version": 0,
"feature_attributes": [
{
"feature_id": "7VDtOHwBD5tpxlbyWqPs",
"feature_name": "test-feature",
"feature_enabled": true,
"aggregation_query": {
"test_feature": {
"sum": {
"field": "value"
}
}
}
}
],
"ui_metadata": {
"features": {
"test-feature": {
"aggregationBy": "sum",
"aggregationOf": "value",
"featureType": "simple_aggs"
}
},
"filters": []
},
"last_update_time": 1633042652012,
"category_field": [
"type"
],
"user": {
"name": "admin",
"backend_roles": [
"admin"
],
"roles": [
"own_index",
"all_access"
],
"custom_attribute_names": [],
"user_requested_tenant": null
},
"detector_type": "MULTI_ENTITY"
},
"detection_date_range": {
"start_time": 1632437820000,
"end_time": 1633042620000
},
"user": {
"name": "admin",
"backend_roles": [
"admin"
],
"roles": [
"own_index",
"all_access"
],
"custom_attribute_names": [],
"user_requested_tenant": "__user__"
}
Breaks site
2021-05-28 13:48:19 -04:00
},
ad changes for 1.1
2021-10-04 15:08:00 -04:00
"node_id": "2hEGbUw6ShaiKe05n_xLdA",
"task_id": "Os4HOXwBCi2h__AONgpc",
"task_type": "HISTORICAL_HC_DETECTOR",
"detector_task_slots": 10,
"total_entities_count": 32,
"pending_entities_count": 22,
"running_entities_count": 10,
"running_entities": [
"error9",
"error8",
"error7",
"error6",
"error5",
"error4",
"error32",
"error31",
"error30",
"error3"
],
"entity_task_profiles": [
{
"shingle_size": 8,
"rcf_total_updates": 994,
"threshold_model_trained": true,
"threshold_model_training_data_size": 0,
"model_size_in_bytes": 1593240,
"node_id": "bCtWtxWPThq0BIn5P5I4Xw",
"entity": [
{
"name": "type",
"value": "error6"
}
],
"task_id": "P84HOXwBCi2h__AOOgrC",
"task_type": "HISTORICAL_HC_ENTITY"
},
{
"shingle_size": 8,
"rcf_total_updates": 994,
"threshold_model_trained": true,
"threshold_model_training_data_size": 0,
"model_size_in_bytes": 1593240,
"node_id": "dIyavWhmSYWGz65b4u-lpQ",
"entity": [
{
"name": "type",
"value": "error4"
}
],
"task_id": "Kc4HOXwBCi2h__AOOw6Y",
"task_type": "HISTORICAL_HC_ENTITY"
},
{
"shingle_size": 8,
"rcf_total_updates": 994,
"threshold_model_trained": true,
"threshold_model_training_data_size": 0,
"model_size_in_bytes": 1593240,
"node_id": "dIyavWhmSYWGz65b4u-lpQ",
"entity": [
{
"name": "type",
"value": "error8"
}
],
"task_id": "Pc4HOXwBCi2h__AOOgqJ",
"task_type": "HISTORICAL_HC_ENTITY"
},
{
"shingle_size": 8,
"rcf_total_updates": 994,
"threshold_model_trained": true,
"threshold_model_training_data_size": 0,
"model_size_in_bytes": 1593240,
"node_id": "2hEGbUw6ShaiKe05n_xLdA",
"entity": [
{
"name": "type",
"value": "error7"
}
],
"task_id": "Ps4HOXwBCi2h__AOOgqh",
"task_type": "HISTORICAL_HC_ENTITY"
}
]
},
"model_count": 32
}
GET _plugins/_anomaly_detection/detectors/<detectorId>/_profile/total_size_in_bytes
{
"total_size_in_bytes": 13369344
}
```
historical detector to historical analysis
2021-10-04 15:38:02 -04:00
You can see the `ad_task` field only for historical analysis.
ad changes for 1.1
2021-10-04 15:08:00 -04:00
minor fix
2021-10-04 17:21:36 -04:00
The `model_count` parameter shows the total number of models that a detector runs on each node’s memory. This is useful if you have several models running on your cluster and want to know the count.
ad changes for 1.1
2021-10-04 15:08:00 -04:00
If you configured the category field, you can see the number of unique values in the field and all active entities with models running in memory.
You can use this data to estimate how much memory is required for anomaly detection so you can decide how to size your cluster. For example, if a detector has one million entities and only 10 of them are active in memory, you need to scale your cluster up or out.
#### Request
```json
GET _plugins/_anomaly_detection/detectors/<detectorId>/_profile?_all=true&pretty
{
"state": "RUNNING",
"error": "",
"models": [
Breaks site
2021-05-28 13:48:19 -04:00
{
ad changes for 1.1
2021-10-04 15:08:00 -04:00
"model_id": "rlDtOHwBD5tpxlbyW7Nt_entity_error20",
more updates
2021-10-03 13:35:18 -04:00
"entity": [
{
"name": "type",
ad changes for 1.1
2021-10-04 15:08:00 -04:00
"value": "error20"
more updates
2021-10-03 13:35:18 -04:00
}
],
"model_size_in_bytes": 403491,
ad changes for 1.1
2021-10-04 15:08:00 -04:00
"node_id": "bCtWtxWPThq0BIn5P5I4Xw"
Breaks site
2021-05-28 13:48:19 -04:00
},
{
ad changes for 1.1
2021-10-04 15:08:00 -04:00
"model_id": "rlDtOHwBD5tpxlbyW7Nt_entity_error13",
more updates
2021-10-03 13:35:18 -04:00
"entity": [
{
"name": "type",
ad changes for 1.1
2021-10-04 15:08:00 -04:00
"value": "error13"
more updates
2021-10-03 13:35:18 -04:00
}
],
"model_size_in_bytes": 403491,
ad changes for 1.1
2021-10-04 15:08:00 -04:00
"node_id": "bCtWtxWPThq0BIn5P5I4Xw"
Breaks site
2021-05-28 13:48:19 -04:00
},
{
more updates
2021-10-03 13:35:18 -04:00
"model_id": "rlDtOHwBD5tpxlbyW7Nt_entity_error27",
"entity": [
{
"name": "type",
"value": "error27"
}
],
"model_size_in_bytes": 403491,
"node_id": "2hEGbUw6ShaiKe05n_xLdA"
Breaks site
2021-05-28 13:48:19 -04:00
}
],
more updates
2021-10-03 13:35:18 -04:00
"total_size_in_bytes": 12911712,
Breaks site
2021-05-28 13:48:19 -04:00
"init_progress": {
more updates
2021-10-03 13:35:18 -04:00
"percentage": "100%"
},
"total_entities": 33,
"active_entities": 32,
"ad_task": {
"ad_task": {
"task_id": "Os4HOXwBCi2h__AONgpc",
"last_update_time": 1633044347855,
"started_by": "admin",
"state": "RUNNING",
"detector_id": "rlDtOHwBD5tpxlbyW7Nt",
"task_progress": 0,
"init_progress": 0,
"execution_start_time": 1633044346460,
"is_latest": true,
"task_type": "HISTORICAL_HC_DETECTOR",
"coordinating_node": "2hEGbUw6ShaiKe05n_xLdA",
"detector": {
"name": "test-detector",
"description": "test",
"time_field": "timestamp",
"indices": [
"server_log"
],
"filter_query": {
"match_all": {
"boost": 1
}
},
"detection_interval": {
"period": {
"interval": 5,
"unit": "Minutes"
}
},
"window_delay": {
"period": {
"interval": 1,
"unit": "Minutes"
}
},
"shingle_size": 8,
"schema_version": 0,
"feature_attributes": [
{
"feature_id": "7VDtOHwBD5tpxlbyWqPs",
"feature_name": "test-feature",
"feature_enabled": true,
"aggregation_query": {
"test_feature": {
"sum": {
"field": "value"
}
}
}
}
],
"ui_metadata": {
"features": {
"test-feature": {
"aggregationBy": "sum",
"aggregationOf": "value",
"featureType": "simple_aggs"
}
},
"filters": []
},
"last_update_time": 1633042652012,
"category_field": [
"type"
],
"user": {
"name": "admin",
"backend_roles": [
"admin"
],
"roles": [
"own_index",
"all_access"
],
"custom_attribute_names": [],
"user_requested_tenant": null
},
"detector_type": "MULTI_ENTITY"
},
"detection_date_range": {
"start_time": 1632437820000,
"end_time": 1633042620000
},
"user": {
"name": "admin",
"backend_roles": [
"admin"
],
"roles": [
"own_index",
"all_access"
],
"custom_attribute_names": [],
"user_requested_tenant": "__user__"
}
},
"node_id": "2hEGbUw6ShaiKe05n_xLdA",
"task_id": "Os4HOXwBCi2h__AONgpc",
"task_type": "HISTORICAL_HC_DETECTOR",
"detector_task_slots": 10,
"total_entities_count": 32,
"pending_entities_count": 22,
"running_entities_count": 10,
"running_entities": [
"error9",
"error8",
"error7",
"error6",
"error5",
"error4",
"error32",
"error31",
"error30",
"error3"
],
"entity_task_profiles": [
{
"shingle_size": 8,
"rcf_total_updates": 994,
"threshold_model_trained": true,
"threshold_model_training_data_size": 0,
"model_size_in_bytes": 1593240,
"node_id": "bCtWtxWPThq0BIn5P5I4Xw",
"entity": [
{
"name": "type",
"value": "error6"
}
],
"task_id": "P84HOXwBCi2h__AOOgrC",
"task_type": "HISTORICAL_HC_ENTITY"
},
{
"shingle_size": 8,
"rcf_total_updates": 994,
"threshold_model_trained": true,
"threshold_model_training_data_size": 0,
"model_size_in_bytes": 1593240,
"node_id": "bCtWtxWPThq0BIn5P5I4Xw",
"entity": [
{
"name": "type",
"value": "error5"
}
],
"task_id": "QM4HOXwBCi2h__AOOgre",
"task_type": "HISTORICAL_HC_ENTITY"
},
{
"shingle_size": 8,
"rcf_total_updates": 994,
"threshold_model_trained": true,
"threshold_model_training_data_size": 0,
"model_size_in_bytes": 1593240,
"node_id": "bCtWtxWPThq0BIn5P5I4Xw",
"entity": [
{
"name": "type",
"value": "error9"
}
],
"task_id": "PM4HOXwBCi2h__AOOgp3",
"task_type": "HISTORICAL_HC_ENTITY"
},
{
"shingle_size": 8,
"rcf_total_updates": 994,
"threshold_model_trained": true,
"threshold_model_training_data_size": 0,
"model_size_in_bytes": 1593240,
"node_id": "2hEGbUw6ShaiKe05n_xLdA",
"entity": [
{
"name": "type",
"value": "error3"
}
],
"task_id": "Fs4HOXwBCi2h__AOPBLH",
"task_type": "HISTORICAL_HC_ENTITY"
},
{
"shingle_size": 8,
"rcf_total_updates": 994,
"threshold_model_trained": true,
"threshold_model_training_data_size": 0,
"model_size_in_bytes": 1593240,
"node_id": "2hEGbUw6ShaiKe05n_xLdA",
"entity": [
{
"name": "type",
"value": "error32"
}
],
"task_id": "Ks4HOXwBCi2h__AOOw7D",
"task_type": "HISTORICAL_HC_ENTITY"
},
{
"shingle_size": 8,
"rcf_total_updates": 994,
"threshold_model_trained": true,
"threshold_model_training_data_size": 0,
"model_size_in_bytes": 1593240,
"node_id": "2hEGbUw6ShaiKe05n_xLdA",
"entity": [
{
"name": "type",
"value": "error7"
}
],
"task_id": "Ps4HOXwBCi2h__AOOgqh",
"task_type": "HISTORICAL_HC_ENTITY"
}
]
},
"model_count": 32
Breaks site
2021-05-28 13:48:19 -04:00
}
```
ad changes for 1.1
2021-10-04 15:08:00 -04:00
For a single-entity detector:
Breaks site
2021-05-28 13:48:19 -04:00
ad changes for 1.1
2021-10-04 15:08:00 -04:00
#### Sample response
Breaks site
2021-05-28 13:48:19 -04:00
```json
{
ad changes for 1.1
2021-10-04 15:08:00 -04:00
"state": "INIT",
"total_size_in_bytes": 0,
Breaks site
2021-05-28 13:48:19 -04:00
"init_progress": {
ad changes for 1.1
2021-10-04 15:08:00 -04:00
"percentage": "0%",
"needed_shingles": 128
Breaks site
2021-05-28 13:48:19 -04:00
},
ad changes for 1.1
2021-10-04 15:08:00 -04:00
"ad_task": {
"ad_task": {
"task_id": "cfUNOXwBFLNqSEcxAlde",
"last_update_time": 1633044731640,
"started_by": "admin",
"state": "RUNNING",
"detector_id": "qL4NOXwB__6eNorTAKtJ",
"task_progress": 0.49603173,
"init_progress": 1,
"current_piece": 1632739800000,
"execution_start_time": 1633044726365,
"is_latest": true,
"task_type": "HISTORICAL_SINGLE_ENTITY",
"coordinating_node": "bCtWtxWPThq0BIn5P5I4Xw",
"worker_node": "dIyavWhmSYWGz65b4u-lpQ",
"detector": {
"name": "detector1",
"description": "test",
"time_field": "timestamp",
"indices": [
"server_log"
],
"filter_query": {
"match_all": {
"boost": 1
}
},
"detection_interval": {
"period": {
"interval": 5,
"unit": "Minutes"
}
},
"window_delay": {
"period": {
"interval": 1,
"unit": "Minutes"
}
},
"shingle_size": 8,
"schema_version": 0,
"feature_attributes": [
{
"feature_id": "p74NOXwB__6eNorTAKss",
"feature_name": "test-feature",
"feature_enabled": true,
"aggregation_query": {
"test_feature": {
"sum": {
"field": "value"
}
}
}
}
],
"ui_metadata": {
"features": {
"test-feature": {
"aggregationBy": "sum",
"aggregationOf": "value",
"featureType": "simple_aggs"
}
},
"filters": []
},
"last_update_time": 1633044725832,
"user": {
"name": "admin",
"backend_roles": [
"admin"
],
"roles": [
"own_index",
"all_access"
],
"custom_attribute_names": [],
"user_requested_tenant": "__user__"
},
"detector_type": "SINGLE_ENTITY"
},
"detection_date_range": {
"start_time": 1632439925885,
"end_time": 1633044725885
},
"user": {
"name": "admin",
"backend_roles": [
"admin"
],
"roles": [
"own_index",
"all_access"
],
"custom_attribute_names": [],
"user_requested_tenant": "__user__"
}
},
"shingle_size": 8,
"rcf_total_updates": 1994,
"threshold_model_trained": true,
"threshold_model_training_data_size": 0,
"model_size_in_bytes": 1593240,
"node_id": "dIyavWhmSYWGz65b4u-lpQ",
"detector_task_slots": 1
}
Breaks site
2021-05-28 13:48:19 -04:00
}
```
more updates
2021-10-03 13:35:18 -04:00
The `total_entities` parameter shows you the total number of entities including the number of category fields for a detector.
minor fix
2021-10-04 17:21:36 -04:00
Getting the total count of entities is an expensive operation for real-time analysis of a detector with more than one category field. By default, for a real-time detection profile, a detector counts the number of entities up to a value of 10,000. For historical analysis, the anomaly detection plugin only detects the top 1,000 entities by default and caches the top entities in memory to reduce the cost of getting the total count of entities for historical analysis.
more updates
2021-10-03 13:35:18 -04:00
ad changes for 1.1
2021-10-04 15:08:00 -04:00
The `profile` operation also provides information about each entity, such as the entity’s `last_sample_timestamp` and `last_active_timestamp`. `last_sample_timestamp` shows the last document in the input data source index containing the entity, while `last_active_timestamp` shows the timestamp when the entity’s model was last seen in the model cache.
Breaks site
2021-05-28 13:48:19 -04:00
If there are no anomaly results for an entity, either the entity doesn't have any sample data or its model is removed from the model cache.
#### Request
```json
more updates
2021-10-03 13:35:18 -04:00
GET _plugins/_anomaly_detection/detectors/<detectorId>/_profile?_all=true
{
"entity": [
{
"name": "host",
"value": "i-00f28ec1eb8997686"
}
]
}
```
#### Sample Responses
```json
Breaks site
2021-05-28 13:48:19 -04:00
{
"category_field": "host",
"value": "i-00f28ec1eb8997686",
"is_active": true,
"last_active_timestamp": 1604026394879,
"last_sample_timestamp": 1604026394879,
"init_progress": {
"percentage": "100%"
},
"model": {
"model_id": "TFUdd3UBBwIAGQeRh5IS_entity_i-00f28ec1eb8997686",
"model_size_in_bytes": 712480,
"node_id": "MQ-bTBW3Q2uU_2zX3pyEQg"
},
"state": "RUNNING"
}
```
minor change
2021-10-04 17:18:04 -04:00
To get profile information for only historical analysis, specify `ad_task`.
Specifying `_all` is an expensive operation for multi-category high cardinality detectors.
Breaks site
2021-05-28 13:48:19 -04:00
#### Request
```json
GET _plugins/_anomaly_detection/detectors/<detectorId>/_profile?_all
GET _plugins/_anomaly_detection/detectors/<detectorId>/_profile/ad_task
```
#### Sample Responses
```json
{
"ad_task": {
"ad_task": {
"task_id": "JXxyG3YBv5IHYYfMlFS2",
"last_update_time": 1606778263543,
"state": "STOPPED",
"detector_id": "SwvxCHYBPhugfWD9QAL6",
"task_progress": 0.010480972,
"init_progress": 1,
"current_piece": 1578140400000,
"execution_start_time": 1606778262709,
"is_latest": true,
"task_type": "HISTORICAL",
"detector": {
"name": "historical_test1",
"description": "test",
"time_field": "timestamp",
"indices": [
more updates
2021-10-03 13:35:18 -04:00
"server_log"
Breaks site
2021-05-28 13:48:19 -04:00
],
"filter_query": {
"match_all": {
"boost": 1
}
},
"detection_interval": {
"period": {
"interval": 5,
"unit": "Minutes"
}
},
"window_delay": {
"period": {
"interval": 1,
"unit": "Minutes"
}
},
"shingle_size": 8,
"schema_version": 0,
"feature_attributes": [
{
"feature_id": "zgvyCHYBPhugfWD9Ap_F",
"feature_name": "sum",
"feature_enabled": true,
"aggregation_query": {
"sum": {
"sum": {
"field": "value"
}
}
}
},
{
"feature_id": "zwvyCHYBPhugfWD9Ap_G",
"feature_name": "max",
"feature_enabled": true,
"aggregation_query": {
"max": {
"max": {
"field": "value"
}
}
}
}
],
"ui_metadata": {
"features": {
"max": {
"aggregationBy": "max",
"aggregationOf": "value",
"featureType": "simple_aggs"
},
"sum": {
"aggregationBy": "sum",
"aggregationOf": "value",
"featureType": "simple_aggs"
}
},
"filters": [],
"filterType": "simple_filter"
},
"last_update_time": 1606467935713,
"detector_type": "HISTORICAL_SIGLE_ENTITY",
"detection_date_range": {
"start_time": 1577840400000,
"end_time": 1606463775000
}
}
},
"shingle_size": 8,
"rcf_total_updates": 1994,
"threshold_model_trained": true,
"threshold_model_training_data_size": 0,
"node_id": "Q9yznwxvTz-yJxtz7rJlLg"
}
}
```
---