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layout | title | nav_order | parent | has_toc |
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default | Transforms APIs | 45 | Index transforms | true |
Transforms APIs
Aside from using OpenSearch Dashboards, you can also use the REST API to create, start, stop, and complete other operations relative to transform jobs.
Table of contents
- TOC {:toc}
Create a transform job
Introduced 1.0 {: .label .label-purple }
Creates a transform job.
Sample Request
PUT _plugins/_transform/<transform_id>
{
"transform": {
"enabled": true,
"continuous": true,
"schedule": {
"interval": {
"period": 1,
"unit": "Minutes",
"start_time": 1602100553
}
},
"description": "Sample transform job",
"source_index": "sample_index",
"target_index": "sample_target",
"data_selection_query": {
"match_all": {}
},
"page_size": 1,
"groups": [
{
"terms": {
"source_field": "customer_gender",
"target_field": "gender"
}
},
{
"terms": {
"source_field": "day_of_week",
"target_field": "day"
}
}
],
"aggregations": {
"quantity": {
"sum": {
"field": "total_quantity"
}
}
}
}
}
Sample Response
{
"_id": "sample",
"_version": 7,
"_seq_no": 13,
"_primary_term": 1,
"transform": {
"transform_id": "sample",
"schema_version": 7,
"continuous": true,
"schedule": {
"interval": {
"start_time": 1621467964243,
"period": 1,
"unit": "Minutes"
}
},
"metadata_id": null,
"updated_at": 1621467964243,
"enabled": true,
"enabled_at": 1621467964243,
"description": "Sample transform job",
"source_index": "sample_index",
"data_selection_query": {
"match_all": {
"boost": 1.0
}
},
"target_index": "sample_target",
"roles": [],
"page_size": 1,
"groups": [
{
"terms": {
"source_field": "customer_gender",
"target_field": "gender"
}
},
{
"terms": {
"source_field": "day_of_week",
"target_field": "day"
}
}
],
"aggregations": {
"quantity": {
"sum": {
"field": "total_quantity"
}
}
}
}
}
You can specify the following options in the HTTP request body:
Option | Data Type | Description | Required |
---|---|---|---|
enabled | Boolean | If true, the transform job is enabled at creation. | No |
continuous | Boolean | Specifies whether the transform job should be continuous. Continuous jobs execute every time they are scheduled according to the schedule option and run based off of newly transformed buckets and any new data added to source indexes. Non-continuous jobs execute only once. Default is false. |
No |
schedule | Object | The schedule the transform job runs on. | Yes |
start_time | Integer | The Unix epoch time of the transform job's start time. | Yes |
description | String | Describes the transform job. | No |
metadata_id | String | Any metadata to be associated with the transform job. | No |
source_index | String | The source index whose data to transform. | Yes |
target_index | String | The target index the newly transformed data is added into. You can create a new index or update an existing one. | Yes |
data_selection_query | Object | The query DSL to use to filter a subset of the source index for the transform job. See query DSL for more information. | Yes |
page_size | Integer | The number of buckets IM processes and indexes concurrently. Higher number means better performance but requires more memory. If your machine runs out of memory, IM automatically adjusts this field and retries until the operation succeeds. | Yes |
groups | Array | Specifies the grouping(s) to use in the transform job. Supported groups are terms , histogram , and date_histogram . For more information, see Bucket Aggregations. |
Yes if not using aggregations |
source_field | String | The field(s) to transform | Yes |
aggregations | Object | The aggregations to use in the transform job. Supported aggregations are: sum , max , min , value_count , avg , scripted_metric , and percentiles . For more information, see Metric Aggregations. |
Yes if not using groups |
Update a transform job
Introduced 1.0 {: .label .label-purple }
Updates a transform job if transform_id
already exists.
Sample Request
PUT _plugins/_transform/<transform_id>
{
"transform": {
"enabled": true,
"schedule": {
"interval": {
"period": 1,
"unit": "Minutes",
"start_time": 1602100553
}
},
"description": "Sample transform job",
"source_index": "sample_index",
"target_index": "sample_target",
"data_selection_query": {
"match_all": {}
},
"page_size": 1,
"groups": [
{
"terms": {
"source_field": "customer_gender",
"target_field": "gender"
}
},
{
"terms": {
"source_field": "day_of_week",
"target_field": "day"
}
}
],
"aggregations": {
"quantity": {
"sum": {
"field": "total_quantity"
}
}
}
}
}
Sample Response
{
"_id": "sample",
"_version": 2,
"_seq_no": 14,
"_primary_term": 1,
"transform": {
"transform_id": "sample",
"schema_version": 7,
"schedule": {
"interval": {
"start_time": 1602100553,
"period": 1,
"unit": "Minutes"
}
},
"metadata_id": null,
"updated_at": 1621889843874,
"enabled": true,
"enabled_at": 1621889843874,
"description": "Sample transform job",
"source_index": "sample_index",
"data_selection_query": {
"match_all": {
"boost": 1.0
}
},
"target_index": "sample_target",
"roles": [],
"page_size": 1,
"groups": [
{
"terms": {
"source_field": "customer_gender",
"target_field": "gender"
}
},
{
"terms": {
"source_field": "day_of_week",
"target_field": "day"
}
}
],
"aggregations": {
"quantity": {
"sum": {
"field": "total_quantity"
}
}
}
}
}
The Update operation supports the following URL parameters:
Parameter | Description | Required |
---|---|---|
if_seq_no |
Only perform the transform operation if the last operation that changed the transform job has the specified sequence number. | Yes |
if_primary_term |
Only perform the transform operation if the last operation that changed the transform job has the specified sequence term. | Yes |
You can update the following fields:
Option | Data Type | Description |
---|---|---|
schedule | Object | The schedule the transform job runs on. Contains the fields interval.start_time , interval.period , and interval.unit . |
start_time | Integer | The Unix epoch start time of the transform job. |
period | Integer | How often to execute the transform job. |
unit | String | The unit of time associated with the execution period. Available options are Minutes , Hours , and Days . |
description | Integer | Describes the transform job. |
page_size | Integer | The number of buckets IM processes and indexes concurrently. Higher number means better performance but requires more memory. If your machine runs out of memory, IM automatically adjusts this field and retries until the operation succeeds. |
Get a transform job's details
Introduced 1.0 {: .label .label-purple }
Returns a transform job's details.
Sample Request
GET _plugins/_transform/<transform_id>
Sample Response
{
"_id": "sample",
"_version": 7,
"_seq_no": 13,
"_primary_term": 1,
"transform": {
"transform_id": "sample",
"schema_version": 7,
"continuous": true,
"schedule": {
"interval": {
"start_time": 1621467964243,
"period": 1,
"unit": "Minutes"
}
},
"metadata_id": null,
"updated_at": 1621467964243,
"enabled": true,
"enabled_at": 1621467964243,
"description": "Sample transform job",
"source_index": "sample_index",
"data_selection_query": {
"match_all": {
"boost": 1.0
}
},
"target_index": "sample_target",
"roles": [],
"page_size": 1,
"groups": [
{
"terms": {
"source_field": "customer_gender",
"target_field": "gender"
}
},
{
"terms": {
"source_field": "day_of_week",
"target_field": "day"
}
}
],
"aggregations": {
"quantity": {
"sum": {
"field": "total_quantity"
}
}
}
}
}
You can also get details of all transform jobs by omitting transform_id
.
Sample Request
GET _plugins/_transform/
Sample Response
{
"total_transforms": 1,
"transforms": [
{
"_id": "sample",
"_seq_no": 13,
"_primary_term": 1,
"transform": {
"transform_id": "sample",
"schema_version": 7,
"continuous": true,
"schedule": {
"interval": {
"start_time": 1621467964243,
"period": 1,
"unit": "Minutes"
}
},
"metadata_id": null,
"updated_at": 1621467964243,
"enabled": true,
"enabled_at": 1621467964243,
"description": "Sample transform job",
"source_index": "sample_index",
"data_selection_query": {
"match_all": {
"boost": 1.0
}
},
"target_index": "sample_target",
"roles": [],
"page_size": 1,
"groups": [
{
"terms": {
"source_field": "customer_gender",
"target_field": "gender"
}
},
{
"terms": {
"source_field": "day_of_week",
"target_field": "day"
}
}
],
"aggregations": {
"quantity": {
"sum": {
"field": "total_quantity"
}
}
}
}
}
]
}
You can specify these options as the GET
API operation’s URL parameters to filter results:
Parameter | Description | Required |
---|---|---|
from | The starting index to search from. Default is 0. | No |
size | Specifies the amount of results to return. Default is 10. | No |
search | The search term to use to filter results. | No |
sortField | The field to sort results with. | No |
sortDirection | Specifies the direction to sort results in. Can be ASC or DESC . Default is ASC. |
No |
For example, this request returns two results starting from the eighth index.
Sample Request
GET _plugins/_transform?size=2&from=8
Sample Response
{
"total_transforms": 18,
"transforms": [
{
"_id": "sample8",
"_seq_no": 93,
"_primary_term": 1,
"transform": {
"transform_id": "sample8",
"schema_version": 7,
"schedule": {
"interval": {
"start_time": 1622063596812,
"period": 1,
"unit": "Minutes"
}
},
"metadata_id": "y4hFAB2ZURQ2dzY7BAMxWA",
"updated_at": 1622063657233,
"enabled": false,
"enabled_at": null,
"description": "Sample transform job",
"source_index": "sample_index3",
"data_selection_query": {
"match_all": {
"boost": 1.0
}
},
"target_index": "sample_target3",
"roles": [],
"page_size": 1,
"groups": [
{
"terms": {
"source_field": "customer_gender",
"target_field": "gender"
}
},
{
"terms": {
"source_field": "day_of_week",
"target_field": "day"
}
}
],
"aggregations": {
"quantity": {
"sum": {
"field": "total_quantity"
}
}
}
}
},
{
"_id": "sample9",
"_seq_no": 98,
"_primary_term": 1,
"transform": {
"transform_id": "sample9",
"schema_version": 7,
"schedule": {
"interval": {
"start_time": 1622063598065,
"period": 1,
"unit": "Minutes"
}
},
"metadata_id": "x8tCIiYMTE3veSbIJkit5A",
"updated_at": 1622063658388,
"enabled": false,
"enabled_at": null,
"description": "Sample transform job",
"source_index": "sample_index4",
"data_selection_query": {
"match_all": {
"boost": 1.0
}
},
"target_index": "sample_target4",
"roles": [],
"page_size": 1,
"groups": [
{
"terms": {
"source_field": "customer_gender",
"target_field": "gender"
}
},
{
"terms": {
"source_field": "day_of_week",
"target_field": "day"
}
}
],
"aggregations": {
"quantity": {
"sum": {
"field": "total_quantity"
}
}
}
}
}
]
}
Start a transform job
Introduced 1.0 {: .label .label-purple }
Transform jobs created using the API are automatically enabled, but if you ever need to enable a job, you can use the start
API operation.
Sample Request
POST _plugins/_transform/<transform_id>/_start
Sample Response
{
"acknowledged": true
}
Stop a transform job
Introduced 1.0 {: .label .label-purple }
Stops/disables a transform job.
Sample Request
POST _plugins/_transform/<transform_id>/_stop
Sample Response
{
"acknowledged": true
}
Get the status of a transform job
Introduced 1.0 {: .label .label-purple }
Returns the status and metadata of a transform job.
Sample Request
GET _plugins/_transform/<transform_id>/_explain
Sample Response
{
"sample": {
"metadata_id": "PzmjweME5xbgkenl9UpsYw",
"transform_metadata": {
"continuous_stats": {
"last_timestamp": 1621883525672,
"documents_behind": {
"sample_index": 72
}
},
"transform_id": "sample",
"last_updated_at": 1621883525873,
"status": "finished",
"failure_reason": "null",
"stats": {
"pages_processed": 0,
"documents_processed": 0,
"documents_indexed": 0,
"index_time_in_millis": 0,
"search_time_in_millis": 0
}
}
}
}
Preview a transform job's results
Introduced 1.0 {: .label .label-purple }
Returns a preview of what a transformed index would look like.
Sample Request
POST _plugins/_transform/_preview
{
"transform": {
"enabled": false,
"schedule": {
"interval": {
"period": 1,
"unit": "Minutes",
"start_time": 1602100553
}
},
"description": "test transform",
"source_index": "sample_index",
"target_index": "sample_target",
"data_selection_query": {
"match_all": {}
},
"page_size": 10,
"groups": [
{
"terms": {
"source_field": "customer_gender",
"target_field": "gender"
}
},
{
"terms": {
"source_field": "day_of_week",
"target_field": "day"
}
}
],
"aggregations": {
"quantity": {
"sum": {
"field": "total_quantity"
}
}
}
}
}
Sample Response
{
"documents" : [
{
"quantity" : 862.0,
"gender" : "FEMALE",
"day" : "Friday"
},
{
"quantity" : 682.0,
"gender" : "FEMALE",
"day" : "Monday"
},
{
"quantity" : 772.0,
"gender" : "FEMALE",
"day" : "Saturday"
},
{
"quantity" : 669.0,
"gender" : "FEMALE",
"day" : "Sunday"
},
{
"quantity" : 887.0,
"gender" : "FEMALE",
"day" : "Thursday"
}
]
}
Delete a transform job
Introduced 1.0 {: .label .label-purple }
Deletes a transform job. This operation does not delete the source or target indexes.
Sample Request
DELETE _plugins/_transform/<transform_id>
Sample Response
{
"took": 205,
"errors": false,
"items": [
{
"delete": {
"_index": ".opensearch-ism-config",
"_type": "_doc",
"_id": "sample",
"_version": 4,
"result": "deleted",
"forced_refresh": true,
"_shards": {
"total": 2,
"successful": 1,
"failed": 0
},
"_seq_no": 6,
"_primary_term": 1,
"status": 200
}
}
]
}