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---
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
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Introduced 1.0
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Creates an anomaly detector.
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This command creates a single-flow detector named `test-detector` that finds anomalies based on the sum of the `value` field:
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#### Request
```json
POST _plugins/_anomaly_detection/detectors
{
"name": "test-detector",
"description": "Test detector",
"time_field": "timestamp",
"indices": [
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"server_log*"
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],
"feature_attributes": [
{
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"feature_name": "test",
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"feature_enabled": true,
"aggregation_query": {
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"test": {
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"sum": {
"field": "value"
}
}
}
}
],
"filter_query": {
"bool": {
"filter": [
{
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"range": {
"value": {
"gt": 1
}
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}
}
],
"adjust_pure_negative": true,
"boost": 1
}
},
"detection_interval": {
"period": {
"interval": 1,
"unit": "Minutes"
}
},
"window_delay": {
"period": {
"interval": 1,
"unit": "Minutes"
}
}
}
```
#### Sample response
```json
{
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"_id": "VEHKTXwBwf_U8gjUXY2s",
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"_version": 1,
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"_seq_no": 5,
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"anomaly_detector": {
"name": "test-detector",
"description": "Test detector",
"time_field": "timestamp",
"indices": [
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"server_log*"
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],
"filter_query": {
"bool": {
"filter": [
{
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"range": {
"value": {
"from": 1,
"to": null,
"include_lower": false,
"include_upper": true,
"boost": 1
}
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}
}
],
"adjust_pure_negative": true,
"boost": 1
}
},
"detection_interval": {
"period": {
"interval": 1,
"unit": "Minutes"
}
},
"window_delay": {
"period": {
"interval": 1,
"unit": "Minutes"
}
},
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"shingle_size": 8,
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"schema_version": 0,
"feature_attributes": [
{
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"feature_id": "U0HKTXwBwf_U8gjUXY2m",
"feature_name": "test",
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"feature_enabled": true,
"aggregation_query": {
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"test": {
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"sum": {
"field": "value"
}
}
}
}
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],
"last_update_time": 1633392680364,
"user": {
"name": "admin",
"backend_roles": [
"admin"
],
"roles": [
"own_index",
"all_access"
],
"custom_attribute_names": [],
"user_requested_tenant": "__user__"
},
"detector_type": "SINGLE_ENTITY"
},
"_primary_term": 1
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}
```
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To create high cardinality detector by specifying a category field:
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#### Request
```json
POST _plugins/_anomaly_detection/detectors
{
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"name": "test-hc-detector",
"description": "Test detector",
"time_field": "timestamp",
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"indices": [
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"server_log*"
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],
"feature_attributes": [
{
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"feature_name": "test",
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"feature_enabled": true,
"aggregation_query": {
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"test": {
"sum": {
"field": "value"
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}
}
}
}
],
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"filter_query": {
"bool": {
"filter": [
{
"range": {
"value": {
"gt": 1
}
}
}
],
"adjust_pure_negative": true,
"boost": 1
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}
},
"detection_interval": {
"period": {
"interval": 1,
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"unit": "Minutes"
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}
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},
"window_delay": {
"period": {
"interval": 1,
"unit": "Minutes"
}
},
"category_field": [
"ip"
]
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}
```
#### Sample response
```json
{
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"_id": "b0HRTXwBwf_U8gjUw43R",
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"_version": 1,
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"_seq_no": 6,
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"anomaly_detector": {
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"name": "test-hc-detector",
"description": "Test detector",
"time_field": "timestamp",
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"indices": [
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"server_log*"
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],
"filter_query": {
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"bool": {
"filter": [
{
"range": {
"value": {
"from": 1,
"to": null,
"include_lower": false,
"include_upper": true,
"boost": 1
}
}
}
],
"adjust_pure_negative": true,
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"boost": 1
}
},
"detection_interval": {
"period": {
"interval": 1,
"unit": "Minutes"
}
},
"window_delay": {
"period": {
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"interval": 1,
"unit": "Minutes"
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}
},
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"shingle_size": 8,
"schema_version": 0,
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"feature_attributes": [
{
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"feature_id": "bkHRTXwBwf_U8gjUw43K",
"feature_name": "test",
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"feature_enabled": true,
"aggregation_query": {
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"test": {
"sum": {
"field": "value"
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}
}
}
}
],
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"last_update_time": 1633393165265,
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"category_field": [
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"ip"
],
"user": {
"name": "admin",
"backend_roles": [
"admin"
],
"roles": [
"own_index",
"all_access"
],
"custom_attribute_names": [],
"user_requested_tenant": "__user__"
},
"detector_type": "MULTI_ENTITY"
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},
"_primary_term": 1
}
```
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You can specify a maximum of two category fields:
```json
"category_field": [
"ip"
]
```
```json
"category_field": [
"ip", "error_type"
]
```
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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
---
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## Get detector
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Returns all information about a detector based on the `detector_id`.
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#### Request
```json
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GET _plugins/_anomaly_detection/detectors/<detectorId>
```
#### Sample response
```json
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{
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"_id": "VEHKTXwBwf_U8gjUXY2s",
"_version": 1,
"_primary_term": 1,
"_seq_no": 5,
"anomaly_detector": {
"name": "test-detector",
"description": "Test detector",
"time_field": "timestamp",
"indices": [
"server_log*"
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],
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"filter_query": {
"bool": {
"filter": [
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{
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"range": {
"value": {
"from": 1,
"to": null,
"include_lower": false,
"include_upper": true,
"boost": 1
}
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}
}
],
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"adjust_pure_negative": true,
"boost": 1
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}
},
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"detection_interval": {
"period": {
"interval": 1,
"unit": "Minutes"
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}
},
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"window_delay": {
"period": {
"interval": 1,
"unit": "Minutes"
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}
},
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"shingle_size": 8,
"schema_version": 0,
"feature_attributes": [
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{
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"feature_id": "U0HKTXwBwf_U8gjUXY2m",
"feature_name": "test",
"feature_enabled": true,
"aggregation_query": {
"test": {
"sum": {
"field": "value"
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}
}
}
}
],
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"last_update_time": 1633392680364,
"user": {
"name": "admin",
"backend_roles": [
"admin"
],
"roles": [
"own_index",
"all_access"
],
"custom_attribute_names": [],
"user_requested_tenant": "__user__"
},
"detector_type": "SINGLE_ENTITY"
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}
}
```
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Use `task=true` to get real-time analysis task information.
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#### Request
```json
GET _plugins/_anomaly_detection/detectors/<detectorId>?job=true
```
#### Sample response
```json
{
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"_id": "VEHKTXwBwf_U8gjUXY2s",
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"_version": 1,
"_primary_term": 1,
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"_seq_no": 5,
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"anomaly_detector": {
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"name": "test-detector",
"description": "Test detector",
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"time_field": "timestamp",
"indices": [
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"server_log*"
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],
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"filter_query": {
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"bool": {
"filter": [
{
"range": {
"value": {
"from": 1,
"to": null,
"include_lower": false,
"include_upper": true,
"boost": 1
}
}
}
],
"adjust_pure_negative": true,
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"boost": 1
}
},
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"detection_interval": {
"period": {
"interval": 1,
"unit": "Minutes"
}
},
"window_delay": {
"period": {
"interval": 1,
"unit": "Minutes"
}
},
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"shingle_size": 8,
"schema_version": 0,
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"feature_attributes": [
{
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"feature_id": "U0HKTXwBwf_U8gjUXY2m",
"feature_name": "test",
"feature_enabled": true,
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"aggregation_query": {
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"test": {
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"sum": {
"field": "value"
}
}
}
}
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],
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"last_update_time": 1633392680364,
"user": {
"name": "admin",
"backend_roles": [
"admin"
],
"roles": [
"own_index",
"all_access"
],
"custom_attribute_names": [],
"user_requested_tenant": "__user__"
},
"detector_type": "SINGLE_ENTITY"
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},
"anomaly_detector_job": {
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"name": "VEHKTXwBwf_U8gjUXY2s",
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"schedule": {
"interval": {
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"start_time": 1633393656357,
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"period": 1,
"unit": "Minutes"
}
},
"window_delay": {
"period": {
"interval": 1,
"unit": "Minutes"
}
},
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"enabled": true,
"enabled_time": 1633393656357,
"last_update_time": 1633393656357,
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"lock_duration_seconds": 60,
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"user": {
"name": "admin",
"backend_roles": [
"admin"
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],
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"roles": [
"own_index",
"all_access"
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],
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"custom_attribute_names": [],
"user_requested_tenant": "__user__"
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}
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}
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}
```
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Use `task=true` to get historical analysis task information.
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You can set both `job=true` and `task=true` to get information for both real-time and historical analysis tasks.
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#### Request
```json
GET _plugins/_anomaly_detection/detectors/<detectorId>?task=true
```
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#### Sample response
```json
{
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"_id": "VEHKTXwBwf_U8gjUXY2s",
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"_version": 1,
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"_primary_term": 1,
"_seq_no": 5,
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"anomaly_detector": {
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"name": "test-detector",
"description": "Test detector",
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"time_field": "timestamp",
"indices": [
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"server_log*"
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],
"filter_query": {
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"bool": {
"filter": [
{
"range": {
"value": {
"from": 1,
"to": null,
"include_lower": false,
"include_upper": true,
"boost": 1
}
}
}
],
"adjust_pure_negative": true,
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"boost": 1
}
},
"detection_interval": {
"period": {
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"interval": 1,
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"unit": "Minutes"
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}
},
"window_delay": {
"period": {
"interval": 1,
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"unit": "Minutes"
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}
},
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"shingle_size": 8,
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"schema_version": 0,
"feature_attributes": [
{
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"feature_id": "U0HKTXwBwf_U8gjUXY2m",
"feature_name": "test",
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"feature_enabled": true,
"aggregation_query": {
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"test": {
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"sum": {
"field": "value"
}
}
}
}
],
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"last_update_time": 1633392680364,
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"user": {
"name": "admin",
"backend_roles": [
"admin"
],
"roles": [
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"own_index",
"all_access"
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],
"custom_attribute_names": [],
"user_requested_tenant": "__user__"
},
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"detector_type": "SINGLE_ENTITY"
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},
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"realtime_detection_task": {
"task_id": "nkTZTXwBjd8s6RK4QlMq",
"last_update_time": 1633393776375,
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"started_by": "admin",
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"error": "",
"state": "RUNNING",
"detector_id": "VEHKTXwBwf_U8gjUXY2s",
"task_progress": 0,
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"init_progress": 1,
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"execution_start_time": 1633393656362,
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"is_latest": true,
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"task_type": "REALTIME_SINGLE_ENTITY",
"coordinating_node": "SWD7ihu9TaaW1zKwFZNVNg",
incorporated feedback
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"detector": {
updated requests and responses
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"name": "test-detector",
"description": "Test detector",
incorporated feedback
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"time_field": "timestamp",
"indices": [
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"server_log*"
incorporated feedback
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],
"filter_query": {
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"bool": {
"filter": [
{
"range": {
"value": {
"from": 1,
"to": null,
"include_lower": false,
"include_upper": true,
"boost": 1
}
}
}
],
"adjust_pure_negative": true,
incorporated feedback
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"boost": 1
}
},
"detection_interval": {
"period": {
updated requests and responses
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"interval": 1,
incorporated feedback
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"unit": "Minutes"
}
},
"window_delay": {
"period": {
"interval": 1,
"unit": "Minutes"
}
},
"shingle_size": 8,
"schema_version": 0,
"feature_attributes": [
{
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"feature_id": "U0HKTXwBwf_U8gjUXY2m",
"feature_name": "test",
incorporated feedback
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"feature_enabled": true,
"aggregation_query": {
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"test": {
incorporated feedback
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"sum": {
"field": "value"
}
}
}
}
],
updated requests and responses
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"last_update_time": 1633392680364,
incorporated feedback
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"user": {
"name": "admin",
"backend_roles": [
"admin"
],
"roles": [
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"own_index",
"all_access"
incorporated feedback
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],
"custom_attribute_names": [],
"user_requested_tenant": "__user__"
},
updated requests and responses
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"detector_type": "SINGLE_ENTITY"
incorporated feedback
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},
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"estimated_minutes_left": 0,
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"user": {
"name": "admin",
"backend_roles": [
"admin"
],
"roles": [
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"own_index",
"all_access"
incorporated feedback
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],
"custom_attribute_names": [],
"user_requested_tenant": "__user__"
Breaks site
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}
updated requests and responses
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},
"historical_analysis_task": {
"task_id": "99DaTXwB6HknB84StRN1",
"last_update_time": 1633393797040,
"started_by": "admin",
"state": "RUNNING",
"detector_id": "VEHKTXwBwf_U8gjUXY2s",
"task_progress": 0.89285713,
"init_progress": 1,
"current_piece": 1633328940000,
"execution_start_time": 1633393751412,
"is_latest": true,
"task_type": "HISTORICAL_SINGLE_ENTITY",
"coordinating_node": "SWD7ihu9TaaW1zKwFZNVNg",
"worker_node": "2Z4q22BySEyzakYt_A0A2A",
"detector": {
"name": "test-detector",
"description": "Test detector",
"time_field": "timestamp",
"indices": [
"server_log*"
],
"filter_query": {
"bool": {
"filter": [
{
"range": {
"value": {
"from": 1,
"to": null,
"include_lower": false,
"include_upper": true,
"boost": 1
}
}
}
],
"adjust_pure_negative": true,
"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": "U0HKTXwBwf_U8gjUXY2m",
"feature_name": "test",
"feature_enabled": true,
"aggregation_query": {
"test": {
"sum": {
"field": "value"
}
}
}
}
],
"last_update_time": 1633392680364,
"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": 1632788951329,
"end_time": 1633393751329
},
"user": {
"name": "admin",
"backend_roles": [
"admin"
],
"roles": [
"own_index",
"all_access"
],
"custom_attribute_names": [],
"user_requested_tenant": "__user__"
}
}
}
```
---
## Update detector
Introduced 1.0
{: .label .label-purple }
Updates a detector with any changes, including the description or adding or removing of features.
To update a detector, you need to first stop both real-time detection and historical analysis.
You can't update a category field.
{: .note }
#### Request
```json
PUT _plugins/_anomaly_detection/detectors/<detectorId>
{
"name": "test-detector",
"description": "Test update detector",
"time_field": "timestamp",
"indices": [
"server_log*"
],
"feature_attributes": [
incorporated feedback
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{
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"feature_name": "test",
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"feature_enabled": true,
"aggregation_query": {
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"test": {
incorporated feedback
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"sum": {
"field": "value"
}
}
}
}
],
"filter_query": {
"bool": {
"filter": [
{
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"range": {
"value": {
"gt": 1
}
incorporated feedback
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}
}
],
"adjust_pure_negative": true,
"boost": 1
}
},
"detection_interval": {
"period": {
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"interval": 1,
"unit": "Minutes"
incorporated feedback
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}
},
"window_delay": {
"period": {
"interval": 1,
updated requests and responses
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"unit": "Minutes"
incorporated feedback
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}
}
ad 1.1
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}
```
Breaks site
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#### Sample response
```json
incorporated feedback
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{
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"_id": "VEHKTXwBwf_U8gjUXY2s",
"_version": 2,
"_seq_no": 7,
"anomaly_detector": {
"name": "test-detector",
"description": "Test update detector",
"time_field": "timestamp",
"indices": [
"server_log*"
incorporated feedback
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],
updated requests and responses
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"filter_query": {
"bool": {
"filter": [
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{
updated requests and responses
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"range": {
"value": {
"from": 1,
"to": null,
"include_lower": false,
"include_upper": true,
"boost": 1
}
incorporated feedback
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}
}
],
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"adjust_pure_negative": true,
"boost": 1
incorporated feedback
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}
},
updated requests and responses
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"detection_interval": {
"period": {
"interval": 1,
"unit": "Minutes"
incorporated feedback
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}
},
updated requests and responses
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"window_delay": {
"period": {
"interval": 1,
"unit": "Minutes"
incorporated feedback
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}
},
updated requests and responses
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"shingle_size": 8,
"schema_version": 0,
"feature_attributes": [
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{
updated requests and responses
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"feature_id": "3kHiTXwBwf_U8gjUlY15",
"feature_name": "test",
"feature_enabled": true,
"aggregation_query": {
"test": {
"sum": {
"field": "value"
incorporated feedback
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}
}
}
}
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],
"last_update_time": 1633394267522,
"user": {
"name": "admin",
"backend_roles": [
"admin"
],
"roles": [
"own_index",
"all_access"
],
"custom_attribute_names": [],
"user_requested_tenant": "__user__"
},
"detector_type": "SINGLE_ENTITY"
},
"_primary_term": 1
}
```
---
## 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 both real-time detection and historical analysis.
#### Request
```json
DELETE _plugins/_anomaly_detection/detectors/<detectorId>
```
#### Sample response
```json
{
"_index": ".opendistro-anomaly-detectors",
"_type": "_doc",
"_id": "70TxTXwBjd8s6RK4j1Pj",
"_version": 2,
"result": "deleted",
"forced_refresh": true,
"_shards": {
"total": 2,
"successful": 2,
"failed": 0
},
"_seq_no": 9,
"_primary_term": 1
incorporated feedback
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}
ad 1.1
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```
Breaks site
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---
incorporated feedback
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## Preview detector
Add "introduced" labels for APIs
2021-07-26 19:14:22 -04:00
Introduced 1.0
{: .label .label-purple }
Breaks site
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incorporated feedback
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Passes a date range to the anomaly detector to return any anomalies within that date range.
Breaks site
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updated requests and responses
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To preview a single-flow detector:
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#### Request
```json
incorporated feedback
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POST _plugins/_anomaly_detection/detectors/<detectorId>/_preview
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{
updated requests and responses
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"period_start": 1633048868000,
"period_end": 1633394468000,
incorporated feedback
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"detector": {
"name": "test-detector",
updated requests and responses
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"description": "Test update detector",
incorporated feedback
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"time_field": "timestamp",
"indices": [
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"server_log*"
],
"feature_attributes": [
{
"feature_name": "test",
"feature_enabled": true,
"aggregation_query": {
"test": {
"sum": {
"field": "value"
}
}
}
}
incorporated feedback
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],
updated requests and responses
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"filter_query": {
"bool": {
"filter": [
{
"range": {
"value": {
"gt": 1
}
}
}
],
"adjust_pure_negative": true,
"boost": 1
}
},
incorporated feedback
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"detection_interval": {
"period": {
"interval": 1,
"unit": "Minutes"
}
},
"window_delay": {
"period": {
"interval": 1,
"unit": "Minutes"
}
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}
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}
}
```
#### Sample response
```json
{
incorporated feedback
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"anomaly_result": [
{
updated requests and responses
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"detector_id": null,
"data_start_time": 1633049280000,
"data_end_time": 1633049340000,
"schema_version": 0,
incorporated feedback
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"feature_data": [
{
updated requests and responses
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"feature_id": "8EHmTXwBwf_U8gjU0Y0u",
"feature_name": "test",
"data": 0
Breaks site
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}
incorporated feedback
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],
"anomaly_grade": 0,
updated requests and responses
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"confidence": 0
},
incorporated feedback
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...
],
"anomaly_detector": {
"name": "test-detector",
updated requests and responses
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"description": "Test update detector",
incorporated feedback
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"time_field": "timestamp",
"indices": [
updated requests and responses
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"server_log*"
incorporated feedback
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],
"filter_query": {
"bool": {
"filter": [
{
updated requests and responses
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"range": {
"value": {
"from": 1,
"to": null,
"include_lower": false,
"include_upper": true,
"boost": 1
}
incorporated feedback
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}
}
],
"adjust_pure_negative": true,
"boost": 1
}
},
"detection_interval": {
"period": {
updated requests and responses
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"interval": 1,
"unit": "Minutes"
incorporated feedback
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}
},
"window_delay": {
"period": {
"interval": 1,
updated requests and responses
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"unit": "Minutes"
incorporated feedback
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}
},
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"shingle_size": 8,
incorporated feedback
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"schema_version": 0,
"feature_attributes": [
Breaks site
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{
updated requests and responses
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"feature_id": "8EHmTXwBwf_U8gjU0Y0u",
"feature_name": "test",
incorporated feedback
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"feature_enabled": true,
"aggregation_query": {
updated requests and responses
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"test": {
incorporated feedback
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"sum": {
"field": "value"
Breaks site
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}
incorporated feedback
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}
Breaks site
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}
}
incorporated feedback
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],
updated requests and responses
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"detector_type": "SINGLE_ENTITY"
Breaks site
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}
}
```
incorporated feedback
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If you specify a category field, each result is associated with an entity:
Breaks site
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updated requests and responses
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#### Request
incorporated feedback
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```json
updated requests and responses
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POST _plugins/_anomaly_detection/detectors/<detectorId>/_preview
incorporated feedback
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{
updated requests and responses
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"period_start": 1633048868000,
"period_end": 1633394468000,
"detector": {
"name": "test-detector",
"description": "Test update detector",
"time_field": "timestamp",
"indices": [
"server_log*"
],
"feature_attributes": [
{
"feature_name": "test",
"feature_enabled": true,
"aggregation_query": {
"test": {
"sum": {
"field": "value"
}
}
}
}
],
"filter_query": {
"bool": {
"filter": [
{
"range": {
"value": {
"gt": 1
}
}
}
],
"adjust_pure_negative": true,
"boost": 1
}
},
"detection_interval": {
"period": {
"interval": 1,
"unit": "Minutes"
}
},
"window_delay": {
"period": {
"interval": 1,
"unit": "Minutes"
}
},
"category_field": [
"error_type"
]
}
}
```
#### Sample response
```json
{
"anomaly_result": [
{
"detector_id": null,
"data_start_time": 1633049280000,
"data_end_time": 1633049340000,
"schema_version": 0,
"feature_data": [
{
"feature_id": "tkTpTXwBjd8s6RK4DlOZ",
"feature_name": "test",
"data": 0
}
],
"anomaly_grade": 0,
"confidence": 0,
"entity": [
{
"name": "error_type",
"value": "error1"
}
]
},
...
],
"anomaly_detector": {
"name": "test-detector",
"description": "Test update detector",
"time_field": "timestamp",
"indices": [
"server_log*"
],
"filter_query": {
"bool": {
"filter": [
{
"range": {
"value": {
"from": 1,
"to": null,
"include_lower": false,
"include_upper": true,
"boost": 1
}
}
}
],
"adjust_pure_negative": true,
"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": "tkTpTXwBjd8s6RK4DlOZ",
"feature_name": "test",
"feature_enabled": true,
"aggregation_query": {
"test": {
"sum": {
"field": "value"
}
}
}
}
],
"category_field": [
"error_type"
],
"detector_type": "MULTI_ENTITY"
}
}
```
You can preview a detector with the detector ID:
```json
POST _plugins/_anomaly_detection/detectors/_preview
{
"detector_id": "VEHKTXwBwf_U8gjUXY2s",
"period_start": 1633048868000,
"period_end": 1633394468000
}
```
Or:
```json
POST _opendistro/_anomaly_detection/detectors/VEHKTXwBwf_U8gjUXY2s/_preview
{
"period_start": 1633048868000,
"period_end": 1633394468000
}
```
#### Sample response
```json
{
"anomaly_result": [
{
"detector_id": "VEHKTXwBwf_U8gjUXY2s",
"data_start_time": 1633049280000,
"data_end_time": 1633049340000,
"schema_version": 0,
"feature_data": [
{
"feature_id": "3kHiTXwBwf_U8gjUlY15",
"feature_name": "test",
"data": 0
}
],
"anomaly_grade": 0,
"confidence": 0,
"user": {
"name": "admin",
"backend_roles": [
"admin"
],
"roles": [
"own_index",
"all_access"
],
"custom_attribute_names": [],
"user_requested_tenant": "__user__"
}
},
...
],
"anomaly_detector": {
"name": "test-detector",
"description": "Test update detector",
"time_field": "timestamp",
"indices": [
"server_log*"
],
"filter_query": {
"bool": {
"filter": [
{
"range": {
"value": {
"from": 1,
"to": null,
"include_lower": false,
"include_upper": true,
"boost": 1
}
}
}
],
"adjust_pure_negative": true,
"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": "3kHiTXwBwf_U8gjUlY15",
"feature_name": "test",
"feature_enabled": true,
"aggregation_query": {
"test": {
"sum": {
"field": "value"
}
}
}
}
],
"last_update_time": 1633394267522,
"user": {
"name": "admin",
"backend_roles": [
"admin"
],
"roles": [
"own_index",
"all_access"
],
"custom_attribute_names": [],
"user_requested_tenant": "__user__"
},
"detector_type": "SINGLE_ENTITY"
}
}
incorporated feedback
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```
---
## Start detector job
Introduced 1.0
{: .label .label-purple }
Starts a real-time or historical anomaly detector job.
updated requests and responses
2021-10-05 05:36:58 -04:00
To start a real-time detector job:
incorporated feedback
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#### Request
```json
POST _plugins/_anomaly_detection/detectors/<detectorId>/_start
```
#### Sample response
```json
{
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"_id": "VEHKTXwBwf_U8gjUXY2s",
"_version": 3,
"_seq_no": 6,
"_primary_term": 1
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}
```
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The `_id` represents the real-time job ID, which is the same as the detector ID.
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To start historical analysis:
```json
POST _plugins/_anomaly_detection/detectors/<detectorId>/_start
{
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"start_time": 1633048868000,
"end_time": 1633394468000
}
```
#### Sample response
```json
{
"_id": "f9DsTXwB6HknB84SoRTY",
"_version": 1,
"_seq_no": 958,
"_primary_term": 1
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}
```
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The `_id` represents the historical batch task ID, which is a random universally unique identifier (UUID).
incorporated feedback
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---
## Stop detector job
Introduced 1.0
{: .label .label-purple }
Stops a real-time or historical anomaly detector job.
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To stop a real-time detector job:
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#### Request
```json
POST _plugins/_anomaly_detection/detectors/<detectorId>/_stop
```
#### Sample response
```json
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{
"_id": "VEHKTXwBwf_U8gjUXY2s",
"_version": 0,
"_seq_no": 0,
"_primary_term": 0
}
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```
To stop historical analysis:
```json
POST _plugins/_anomaly_detection/detectors/<detectorId>/_stop?historical=true
```
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#### Sample response
```json
{
"_id": "f9DsTXwB6HknB84SoRTY",
"_version": 0,
"_seq_no": 0,
"_primary_term": 0
}
```
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---
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## Search detector
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Introduced 1.0
{: .label .label-purple }
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Returns all anomaly detectors for a search query.
To search detectors using the `server_log*` index:
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#### Request
```json
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GET _plugins/_anomaly_detection/detectors/_search
POST _plugins/_anomaly_detection/detectors/_search
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{
"query": {
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"wildcard": {
"indices": {
"value": "server_log*"
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}
}
}
}
```
#### Sample response
```json
{
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"took": 2,
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"timed_out": false,
"_shards": {
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"total": 1,
"successful": 1,
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"skipped": 0,
"failed": 0
},
"hits": {
"total": {
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"value": 4,
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"relation": "eq"
},
"max_score": 1,
"hits": [
{
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"_index": ".opendistro-anomaly-detectors",
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"_type": "_doc",
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"_id": "Zi5zTXwBwf_U8gjUTfJG",
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"_version": 1,
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"_seq_no": 1,
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"_primary_term": 1,
"_score": 1,
"_source": {
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"name": "test",
"description": "test",
"time_field": "timestamp",
"indices": [
"server_log"
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],
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"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": [
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{
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"feature_id": "ZS5zTXwBwf_U8gjUTfIn",
"feature_name": "test_feature",
"feature_enabled": true,
"aggregation_query": {
"test_feature": {
"sum": {
"field": "value"
}
}
}
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}
],
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"last_update_time": 1633386974533,
"category_field": [
"error_type"
],
"user": {
"name": "admin",
"backend_roles": [
"admin"
],
"roles": [
"own_index",
"all_access"
],
"custom_attribute_names": [],
"user_requested_tenant": "__user__"
},
"detector_type": "MULTI_ENTITY"
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}
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},
...
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]
}
}
```
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---
## Search detector tasks
Introduced 1.1
{: .label .label-purple }
Searches detector tasks.
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To search for the latest detector task for a high cardinality detector:
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#### Request
```json
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GET _plugins/_anomaly_detection/detectors/tasks/_search
POST _plugins/_anomaly_detection/detectors/tasks/_search
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{
"query": {
"bool": {
"filter": [
{
"term": {
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"detector_id": "Zi5zTXwBwf_U8gjUTfJG"
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}
},
{
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"term": {
"task_type": "HISTORICAL_HC_DETECTOR"
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}
},
{
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"term": {
"is_latest": "true"
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}
}
]
}
}
}
```
#### Sample response
```json
{
"took": 1,
"timed_out": false,
"_shards": {
"total": 1,
"successful": 1,
"skipped": 0,
"failed": 0
},
"hits": {
"total": {
"value": 1,
"relation": "eq"
},
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"max_score": 0,
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"hits": [
{
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"_index": ".opendistro-anomaly-detection-state",
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"_type": "_doc",
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"_id": "fm-RTXwBYwCbWecgB753",
"_version": 34,
"_seq_no": 928,
"_primary_term": 1,
"_score": 0,
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"_source": {
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"detector_id": "Zi5zTXwBwf_U8gjUTfJG",
"error": "",
"detection_date_range": {
"start_time": 1630794960000,
"end_time": 1633386960000
},
"task_progress": 1,
"last_update_time": 1633389090738,
"execution_start_time": 1633388922742,
"state": "FINISHED",
"coordinating_node": "2Z4q22BySEyzakYt_A0A2A",
"task_type": "HISTORICAL_HC_DETECTOR",
"execution_end_time": 1633389090738,
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"started_by": "admin",
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"init_progress": 0,
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"is_latest": true,
"detector": {
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"category_field": [
"error_type"
],
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"description": "test",
"ui_metadata": {
"features": {
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"test_feature": {
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"aggregationBy": "sum",
"aggregationOf": "value",
"featureType": "simple_aggs"
}
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},
"filters": []
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},
"feature_attributes": [
{
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"feature_id": "ZS5zTXwBwf_U8gjUTfIn",
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"feature_enabled": true,
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"feature_name": "test_feature",
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"aggregation_query": {
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"test_feature": {
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"sum": {
"field": "value"
}
}
}
}
],
"schema_version": 0,
"time_field": "timestamp",
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"last_update_time": 1633386974533,
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"indices": [
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"server_log"
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],
"window_delay": {
"period": {
"unit": "Minutes",
"interval": 1
}
},
"detection_interval": {
"period": {
"unit": "Minutes",
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"interval": 5
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}
},
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"name": "testhc",
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"filter_query": {
"match_all": {
"boost": 1
}
},
"shingle_size": 8,
"user": {
"backend_roles": [
"admin"
],
"custom_attribute_names": [],
"roles": [
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"own_index",
"all_access"
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],
"name": "admin",
"user_requested_tenant": "__user__"
},
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"detector_type": "MULTI_ENTITY"
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},
"user": {
"backend_roles": [
"admin"
],
"custom_attribute_names": [],
"roles": [
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"own_index",
"all_access"
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],
"name": "admin",
"user_requested_tenant": "__user__"
}
}
}
]
}
}
```
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To search for the latest entity-level task for a high cardinality detector:
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#### Request
```json
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GET _plugins/_anomaly_detection/detectors/tasks/_search
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POST _plugins/_anomaly_detection/detectors/tasks/_search
{
"query": {
"bool": {
"filter": [
{
"term": {
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"detector_id": "Zi5zTXwBwf_U8gjUTfJG"
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}
},
{
"term": {
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"task_type": "HISTORICAL_HC_ENTITY"
}
},
{
"term": {
"is_latest": "true"
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}
}
]
}
},
"sort": [
{
"execution_start_time": {
"order": "desc"
}
}
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],
"size": 100
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}
```
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To search for all entity-level batch task stats:
#### Request
```json
GET _plugins/_anomaly_detection/detectors/tasks/_search
POST _plugins/_anomaly_detection/detectors/tasks/_search
{
"size": 0,
"query": {
"bool": {
"filter": [
{
"term": {
"detector_id": {
"value": "Zi5zTXwBwf_U8gjUTfJG",
"boost": 1
}
}
},
{
"term": {
"parent_task_id": {
"value": "fm-RTXwBYwCbWecgB753",
"boost": 1
}
}
},
{
"terms": {
"task_type": [
"HISTORICAL_HC_ENTITY"
],
"boost": 1
}
}
]
}
},
"aggs": {
"test": {
"terms": {
"field": "state",
"size": 100
}
}
}
}
```
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#### Sample response
```json
{
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"took": 2,
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"timed_out": false,
"_shards": {
"total": 1,
"successful": 1,
"skipped": 0,
"failed": 0
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},
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"hits": {
"total": {
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"value": 32,
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"relation": "eq"
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},
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"max_score": null,
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"hits": []
},
"aggregations": {
"test": {
"doc_count_error_upper_bound": 0,
"sum_other_doc_count": 0,
"buckets": [
{
"key": "FINISHED",
"doc_count": 32
}
]
}
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}
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}
```
incorporated feedback
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---
updated requests and responses
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## Search detector result
incorporated feedback
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Introduced 1.0
{: .label .label-purple }
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Returns all results for a search query.
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To search anomaly results for `grade` greater than 0 for real-time analysis:
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#### Request
```json
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GET _plugins/_anomaly_detection/detectors/results/_search
POST _plugins/_anomaly_detection/detectors/results/_search
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{
"query": {
"bool": {
"filter": [
{
"term": {
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"detector_id": "Zi5zTXwBwf_U8gjUTfJG"
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}
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},
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{
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"range": {
"anomaly_grade": {
"gt": 0
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}
}
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}
],
"must_not": [
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{
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"exists": {
"field": "task_id"
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}
}
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]
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}
}
}
```
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Because real-time analysis doesn't have a batch task, the task ID in the anomaly result is null.
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#### Sample response
```json
{
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"took": 4,
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"timed_out": false,
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"_shards": {
"total": 3,
"successful": 3,
"skipped": 0,
"failed": 0
incorporated feedback
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},
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"hits": {
"total": {
"value": 90,
"relation": "eq"
},
"max_score": 0,
"hits": [
{
"_index": ".opendistro-anomaly-results-history-2021.10.04-1",
"_type": "_doc",
"_id": "686KTXwB6HknB84SMr6G",
"_version": 1,
"_seq_no": 103622,
"_primary_term": 1,
"_score": 0,
"_source": {
"detector_id": "Zi5zTXwBwf_U8gjUTfJG",
"confidence": 0.918886275269358,
"model_id": "Zi5zTXwBwf_U8gjUTfJG_entity_error16",
"schema_version": 4,
"anomaly_score": 1.1093755891885446,
"execution_start_time": 1633388475001,
"data_end_time": 1633388414989,
"data_start_time": 1633388114989,
"feature_data": [
{
"feature_id": "ZS5zTXwBwf_U8gjUTfIn",
"feature_name": "test_feature",
"data": 0.532
}
],
"execution_end_time": 1633388475014,
"user": {
"backend_roles": [
"admin"
],
"custom_attribute_names": [],
"roles": [
"own_index",
"all_access"
],
"name": "admin",
"user_requested_tenant": "__user__"
},
"anomaly_grade": 0.031023547546561225,
"entity": [
{
"name": "error_type",
"value": "error16"
}
]
}
},
...
]
}
incorporated feedback
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}
```
updated requests and responses
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You can run historical analysis as many times as you like. So, multiple tasks might exist for the same detector.
incorporated feedback
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updated requests and responses
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You can search for the latest historical batch task first and then search the historical batch task results.
Breaks site
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updated requests and responses
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To search anomaly results for `grade` greater than 0 for historical analysis with the `task_id`:
Breaks site
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#### Request
```json
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GET _plugins/_anomaly_detection/detectors/results/_search
POST _plugins/_anomaly_detection/detectors/results/_search
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{
"query": {
more updates
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"bool": {
"filter": [
{
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"term": {
"detector_id": "Zi5zTXwBwf_U8gjUTfJG"
}
},
{
"range": {
"anomaly_grade": {
"gt": 0
}
}
},
{
"term": {
"task_id": "fm-RTXwBYwCbWecgB753"
more updates
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}
}
]
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}
}
}
```
#### Sample response
```json
{
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"took": 915,
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"timed_out": false,
"_shards": {
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"total": 3,
"successful": 3,
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"skipped": 0,
"failed": 0
},
"hits": {
"total": {
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"value": 4115,
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"relation": "eq"
},
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"max_score": 0,
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"hits": [
{
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"_index": ".opendistro-anomaly-results-history-2021.10.04-1",
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"_type": "_doc",
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"_id": "VRyRTXwBDx7vzPBV8jYC",
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"_version": 1,
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"_seq_no": 149657,
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"_primary_term": 1,
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"_score": 0,
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"_source": {
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"detector_id": "Zi5zTXwBwf_U8gjUTfJG",
"confidence": 0.9642989263957601,
"task_id": "fm-RTXwBYwCbWecgB753",
"model_id": "Zi5zTXwBwf_U8gjUTfJG_entity_error24",
"schema_version": 4,
"anomaly_score": 1.2260712437521946,
"execution_start_time": 1633388982692,
"data_end_time": 1631721300000,
"data_start_time": 1631721000000,
"feature_data": [
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{
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"feature_id": "ZS5zTXwBwf_U8gjUTfIn",
"feature_name": "test_feature",
"data": 10
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}
],
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"execution_end_time": 1633388982709,
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"user": {
"backend_roles": [
"admin"
],
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"custom_attribute_names": [],
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"roles": [
"own_index",
"all_access"
],
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"name": "admin",
"user_requested_tenant": "__user__"
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},
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"anomaly_grade": 0.14249628345655782,
"entity": [
{
"name": "error_type",
"value": "error1"
}
]
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}
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},
...
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]
}
}
```
---
## Get detector stats
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Introduced 1.0
{: .label .label-purple }
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Provides information about how the plugin is performing.
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To get all stats:
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#### Request
```json
GET _plugins/_anomaly_detection/stats
```
#### Sample response
```json
{
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"anomaly_detectors_index_status": "green",
"anomaly_detection_state_status": "green",
"single_entity_detector_count": 2,
"detector_count": 5,
"multi_entity_detector_count": 3,
"anomaly_detection_job_index_status": "green",
"models_checkpoint_index_status": "green",
"anomaly_results_index_status": "green",
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"nodes": {
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"2Z4q22BySEyzakYt_A0A2A": {
"ad_execute_request_count": 95,
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"models": [
{
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"detector_id": "WTBnTXwBjd8s6RK4b1Sz",
"model_type": "rcf",
"last_used_time": 1633398197185,
"model_id": "WTBnTXwBjd8s6RK4b1Sz_model_rcf_0",
"last_checkpoint_time": 1633396573679
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},
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...
],
"ad_canceled_batch_task_count": 0,
"ad_hc_execute_request_count": 75,
"ad_hc_execute_failure_count": 0,
"model_count": 28,
"ad_execute_failure_count": 1,
"ad_batch_task_failure_count": 0,
"ad_total_batch_task_execution_count": 27,
"ad_executing_batch_task_count": 3
},
"SWD7ihu9TaaW1zKwFZNVNg": {
"ad_execute_request_count": 12,
"models": [
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{
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"detector_id": "Zi5zTXwBwf_U8gjUTfJG",
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"model_type": "entity",
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"last_used_time": 1633398375008,
"model_id": "Zi5zTXwBwf_U8gjUTfJG_entity_error13",
"last_checkpoint_time": 1633392973682,
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"entity": [
{
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"name": "error_type",
"value": "error13"
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}
]
},
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...
],
"ad_canceled_batch_task_count": 1,
"ad_hc_execute_request_count": 0,
"ad_hc_execute_failure_count": 0,
"model_count": 15,
"ad_execute_failure_count": 2,
"ad_batch_task_failure_count": 0,
"ad_total_batch_task_execution_count": 27,
"ad_executing_batch_task_count": 4
},
"TQDUXEzyTJyV0H6_T4hYUw": {
"ad_execute_request_count": 0,
"models": [
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{
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"detector_id": "Zi5zTXwBwf_U8gjUTfJG",
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"model_type": "entity",
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"last_used_time": 1633398375004,
"model_id": "Zi5zTXwBwf_U8gjUTfJG_entity_error24",
"last_checkpoint_time": 1633388177359,
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"entity": [
{
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"name": "error_type",
"value": "error24"
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}
]
},
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...
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],
"ad_canceled_batch_task_count": 0,
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"ad_hc_execute_request_count": 0,
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"ad_hc_execute_failure_count": 0,
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"model_count": 22,
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"ad_execute_failure_count": 0,
"ad_batch_task_failure_count": 0,
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"ad_total_batch_task_execution_count": 28,
"ad_executing_batch_task_count": 3
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}
}
}
```
The `model_count` parameter shows the total number of models running on each node’s memory.
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For historical analysis, you see the values for the following fields:
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- `ad_total_batch_task_execution_count`
- `ad_executing_batch_task_count`
- `ad_canceled_batch_task_count`
- `ad_batch_task_failure_count`
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If haven't run any historical analysis, these values show up as 0.
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To get all stats for a specific node:
#### Request
```json
GET _plugins/_anomaly_detection/<nodeId>/stats
```
To get specific stats for a node:
#### Request
```json
GET _plugins/_anomaly_detection/<nodeId>/stats/<stat>
GET _plugins/_anomaly_detection/<nodeId>/stats/ad_execute_request_count
```
more updates
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#### Sample response
```json
{
"nodes": {
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"SWD7ihu9TaaW1zKwFZNVNg": {
"ad_execute_request_count": 12
}
}
}
```
To get a specific type of stats:
#### Request
```json
GET _plugins/_anomaly_detection/stats/<stat>
GET _plugins/_anomaly_detection/stats/ad_executing_batch_task_count
```
#### Sample response
```json
{
"nodes": {
"2Z4q22BySEyzakYt_A0A2A": {
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"ad_executing_batch_task_count": 3
},
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"SWD7ihu9TaaW1zKwFZNVNg": {
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"ad_executing_batch_task_count": 3
},
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"TQDUXEzyTJyV0H6_T4hYUw": {
"ad_executing_batch_task_count": 4
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}
}
}
```
---
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## Profile detector
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Introduced 1.0
{: .label .label-purple }
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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.
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#### Request
```json
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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
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{
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"state": "DISABLED",
"error": "Stopped detector: AD models memory usage exceeds our limit."
}
GET _plugins/_anomaly_detection/detectors/<detectorId>/_profile?_all=true&pretty
{
"state": "RUNNING",
"error": "",
"models": [
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{
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"model_id": "3Dh6TXwBwf_U8gjURE0F_entity_KSLSh0Wv05RQXiBAQHTEZg",
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"entity": [
{
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"name": "ip",
"value": "192.168.1.1"
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},
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{
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"name": "error_type",
"value": "error8"
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}
],
"model_size_in_bytes": 403491,
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"node_id": "2Z4q22BySEyzakYt_A0A2A"
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},
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...
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],
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"total_size_in_bytes": 12911712,
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"init_progress": {
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"percentage": "100%"
},
"total_entities": 33,
"active_entities": 32,
"ad_task": {
"ad_task": {
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"task_id": "D3I5TnwBYwCbWecg7lN9",
"last_update_time": 1633399993685,
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"started_by": "admin",
"state": "RUNNING",
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"detector_id": "3Dh6TXwBwf_U8gjURE0F",
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"task_progress": 0,
"init_progress": 0,
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"execution_start_time": 1633399991933,
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"is_latest": true,
"task_type": "HISTORICAL_HC_DETECTOR",
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"coordinating_node": "2Z4q22BySEyzakYt_A0A2A",
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"detector": {
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"name": "testhc-mc",
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"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": [
{
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"feature_id": "2zh6TXwBwf_U8gjUQ039",
"feature_name": "test",
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"feature_enabled": true,
"aggregation_query": {
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"test": {
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"sum": {
"field": "value"
}
}
}
}
],
"ui_metadata": {
"features": {
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"test": {
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"aggregationBy": "sum",
"aggregationOf": "value",
"featureType": "simple_aggs"
}
},
"filters": []
},
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"last_update_time": 1633387430916,
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"category_field": [
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"ip",
"error_type"
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],
"user": {
"name": "admin",
"backend_roles": [
"admin"
],
"roles": [
"own_index",
"all_access"
],
"custom_attribute_names": [],
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"user_requested_tenant": "__user__"
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},
"detector_type": "MULTI_ENTITY"
},
"detection_date_range": {
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"start_time": 1632793800000,
"end_time": 1633398600000
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},
"user": {
"name": "admin",
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"backend_roles": [
"admin"
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],
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"roles": [
"own_index",
"all_access"
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],
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"custom_attribute_names": [],
"user_requested_tenant": "__user__"
}
},
"node_id": "2Z4q22BySEyzakYt_A0A2A",
"task_id": "D3I5TnwBYwCbWecg7lN9",
"task_type": "HISTORICAL_HC_DETECTOR",
"detector_task_slots": 10,
"total_entities_count": 32,
"pending_entities_count": 22,
"running_entities_count": 10,
"running_entities": [ """[{"name":"ip","value":"192.168.1.1"},{"name":"error_type","value":"error9"}]""",
...],
"entity_task_profiles": [
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{
"shingle_size": 8,
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"rcf_total_updates": 1994,
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"threshold_model_trained": true,
"threshold_model_training_data_size": 0,
"model_size_in_bytes": 1593240,
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"node_id": "2Z4q22BySEyzakYt_A0A2A",
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"entity": [
{
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"name": "ip",
"value": "192.168.1.1"
},
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{
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"name": "error_type",
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"value": "error7"
}
],
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"task_id": "E3I5TnwBYwCbWecg9FMm",
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"task_type": "HISTORICAL_HC_ENTITY"
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},
...
more updates
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]
},
"model_count": 32
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}
updated requests and responses
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GET _plugins/_anomaly_detection/detectors/<detectorId>/_profile/total_size_in_bytes
{
"total_size_in_bytes": 13369344
}
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```
updated requests and responses
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You can see the `ad_task` field only for historical analysis.
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.
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.
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For a single-entity detector:
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#### Sample response
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```json
{
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"state": "INIT",
"total_size_in_bytes": 0,
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"init_progress": {
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"percentage": "0%",
"needed_shingles": 128
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},
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"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
}
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}
```
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The `total_entities` parameter shows you the total number of entities including the number of category fields for a detector.
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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, so it doesn't cost much to get the total count of entities for historical analysis.
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ad changes for 1.1
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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.
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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
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GET _plugins/_anomaly_detection/detectors/<detectorId>/_profile?_all=true
{
"entity": [
{
"name": "host",
"value": "i-00f28ec1eb8997686"
}
]
}
```
#### Sample Responses
```json
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{
"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"
}
```
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To get profile information for only historical analysis, specify `ad_task`.
Specifying `_all` is an expensive operation for multi-category high cardinality detectors.
#### 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": "CHI0TnwBYwCbWecgqgRA",
"last_update_time": 1633399648413,
"started_by": "admin",
"state": "RUNNING",
"detector_id": "3Dh6TXwBwf_U8gjURE0F",
"task_progress": 0,
"init_progress": 0,
"execution_start_time": 1633399646784,
"is_latest": true,
"task_type": "HISTORICAL_HC_DETECTOR",
"coordinating_node": "2Z4q22BySEyzakYt_A0A2A",
"detector": {
"name": "testhc-mc",
"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": "2zh6TXwBwf_U8gjUQ039",
"feature_name": "test",
"feature_enabled": true,
"aggregation_query": {
"test": {
"sum": {
"field": "value"
}
}
}
}
],
"ui_metadata": {
"features": {
"test": {
"aggregationBy": "sum",
"aggregationOf": "value",
"featureType": "simple_aggs"
}
},
"filters": []
},
"last_update_time": 1633387430916,
"category_field": [
"ip",
"error_type"
],
"user": {
"name": "admin",
"backend_roles": [
"admin"
],
"roles": [
"own_index",
"all_access"
],
"custom_attribute_names": [],
"user_requested_tenant": "__user__"
},
"detector_type": "MULTI_ENTITY"
},
"detection_date_range": {
"start_time": 1632793800000,
"end_time": 1633398600000
},
"user": {
"name": "admin",
"backend_roles": [
"admin"
],
"roles": [
"own_index",
"all_access"
],
"custom_attribute_names": [],
"user_requested_tenant": "__user__"
}
},
"node_id": "2Z4q22BySEyzakYt_A0A2A",
"task_id": "CHI0TnwBYwCbWecgqgRA",
"task_type": "HISTORICAL_HC_DETECTOR",
"detector_task_slots": 10,
"total_entities_count": 32,
"pending_entities_count": 22,
"running_entities_count": 10,
"running_entities" : [
"""[{"name":"ip","value":"192.168.1.1"},{"name":"error_type","value":"error9"}]""",
...
],
"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": "2Z4q22BySEyzakYt_A0A2A",
"entity": [
{
"name": "ip",
"value": "192.168.1.1"
},
{
"name": "error_type",
"value": "error6"
}
],
"task_id": "9XI0TnwBYwCbWecgsAd6",
"task_type": "HISTORICAL_HC_ENTITY"
},
...
]
}
}
```
---
## 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"
}
}
},
{
"term": {
"task_id": {
"value": "TM3tOHwBCi2h__AOXlyQ"
}
}
},
{
"range": {
"data_start_time": {
"lte": 1632441600000
}
}
}
]
}
}
}
```
#### 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": []
}
```
---
## Create monitor
Introduced 1.0
{: .label .label-purple }
Create a monitor to set up alerts for the detector.
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#### Request
```json
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POST _plugins/_alerting/monitors
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{
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"type": "monitor",
"name": "test-monitor",
"enabled": true,
"schedule": {
"period": {
"interval": 20,
"unit": "MINUTES"
}
},
"inputs": [
{
"search": {
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"indices": [
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".opensearch-anomaly-results*"
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],
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"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
}
}
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}
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],
"adjust_pure_negative": true,
"boost": 1
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}
},
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"sort": [
{
"anomaly_grade": {
"order": "desc"
}
},
{
"confidence": {
"order": "desc"
}
}
],
"aggregations": {
"max_anomaly_grade": {
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"max": {
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"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": [
".opensearch-anomaly-results*"
],
"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": {
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"max": {
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"field": "anomaly_grade"
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}
}
}
}
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}
}
],
"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"
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},
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"throttle_enabled": false,
"subject_template": {
"source": "TheSubject",
"lang": "mustache"
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}
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}
]
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}
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],
"last_update_time": 1589445384043
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}
}
```
---