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--- | ||
layout: default | ||
title: Data Summary | ||
parent: OpenSearch Assistant for OpenSearch Dashboards | ||
nav_order: 1 | ||
has_children: false | ||
--- | ||
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# Data Summary | ||
**Experimental** | ||
{: .label .label-purple } | ||
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The OpenSearch-Dashboards Assistant data summary feature helps you generate summary for your data which reside in OpenSearch indices using LLM. | ||
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## Configuration | ||
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### Prerequisites | ||
1. Enable query enhancement from setting through path: Management -> Dashboards Managements -> Advanced settings -> Enable query enhancements | ||
2. Configure `os_query_assist_ppl` agent. You can follow the flow-framework's query assist [examples](https://github.com/opensearch-project/flow-framework/blob/main/sample-templates). | ||
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### Enable Alert Insight | ||
```yaml | ||
queryEnhancements.queryAssist.summary.enabled: true | ||
``` | ||
{% include copy.html %} | ||
### Create agents with OpenSearch flow-framework | ||
Use OpenSearch flow-framework to create the required agents. Please follow [flow-framework documentation](https://github.com/opensearch-project/flow-framework) to create the agents. | ||
You can start with the flow-framework example template for query assist summary agent, see the example template [here](https://github.com/opensearch-project/flow-framework/tree/main/sample-templates). | ||
### Configure agents | ||
Create root agents for data summary. | ||
``` | ||
POST /.plugins-ml-config/_doc/os_data2summary | ||
{ | ||
"type": "os_root_agent", | ||
"configuration": { | ||
"agent_id": "your agent id for summary" | ||
} | ||
} | ||
``` | ||
{% include copy-curl.html %} | ||
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### Verify | ||
You can verify if the agents are created successfully by calling the agents with example payload. | ||
Test agents for data summary. | ||
``` | ||
POST /_plugins/_ml/agents/<your agent id for summary>/_execute | ||
{ | ||
"parameters": { | ||
"sample_data":"'[{\"_index\":\"90943e30-9a47-11e8-b64d-95841ca0b247\",\"_source\":{\"referer\":\"http://twitter.com/success/gemini-9a\",\"request\":\"/beats/metricbeat/metricbeat-6.3.2-amd64.deb\",\"agent\":\"Mozilla/4.0 (compatible; MSIE 6.0; Windows NT 5.1; SV1; .NET CLR 1.1.4322)\",\"extension\":\"deb\",\"memory\":null,\"ip\":\"239.67.210.53\",\"index\":\"opensearch_dashboards_sample_data_logs\",\"message\":\"239.67.210.53 - - [2018-08-30T15:29:01.686Z] \\\"GET /beats/metricbeat/metricbeat-6.3.2-amd64.deb HTTP/1.1\\\" 404 2633 \\\"-\\\" \\\"Mozilla/4.0 (compatible; MSIE 6.0; Windows NT 5.1; SV1; .NET CLR 1.1.4322)\\\"\",\"url\":\"https://artifacts.opensearch.org/downloads/beats/metricbeat/metricbeat-6.3.2-amd64.deb\",\"tags\":\"success\",\"geo\":{\"srcdest\":\"CN:PL\",\"src\":\"CN\",\"coordinates\":{\"lat\":44.91167028,\"lon\":-108.4455092},\"dest\":\"PL\"},\"utc_time\":\"2024-09-05 15:29:01.686\",\"bytes\":2633,\"machine\":{\"os\":\"win xp\",\"ram\":21474836480},\"response\":\"404\",\"clientip\":\"239.67.210.53\",\"host\":\"artifacts.opensearch.org\",\"event\":{\"dataset\":\"sample_web_logs\"},\"phpmemory\":null,\"timestamp\":\"2024-09-05 15:29:01.686\"}}]'", | ||
"sample_count":1, | ||
"total_count":383, | ||
"question":"Are there any errors in my logs?", | ||
"ppl":"source=opensearch_dashboards_sample_data_logs| where QUERY_STRING(['response'], '4* OR 5*')"} | ||
} | ||
``` | ||
{% include copy-curl.html %} | ||
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## Data Summary API | ||
Call API `/api/assistant/data2summary` to generate data summary, `sample_count`, `total_count`, `question` and `ppl` are optional. | ||
``` | ||
POST /api/assistant/data2summary | ||
{ | ||
"sample_data":"'[{\"_index\":\"90943e30-9a47-11e8-b64d-95841ca0b247\",\"_source\":{\"referer\":\"http://twitter.com/success/gemini-9a\",\"request\":\"/beats/metricbeat/metricbeat-6.3.2-amd64.deb\",\"agent\":\"Mozilla/4.0 (compatible; MSIE 6.0; Windows NT 5.1; SV1; .NET CLR 1.1.4322)\",\"extension\":\"deb\",\"memory\":null,\"ip\":\"239.67.210.53\",\"index\":\"opensearch_dashboards_sample_data_logs\",\"message\":\"239.67.210.53 - - [2018-08-30T15:29:01.686Z] \\\"GET /beats/metricbeat/metricbeat-6.3.2-amd64.deb HTTP/1.1\\\" 404 2633 \\\"-\\\" \\\"Mozilla/4.0 (compatible; MSIE 6.0; Windows NT 5.1; SV1; .NET CLR 1.1.4322)\\\"\",\"url\":\"https://artifacts.opensearch.org/downloads/beats/metricbeat/metricbeat-6.3.2-amd64.deb\",\"tags\":\"success\",\"geo\":{\"srcdest\":\"CN:PL\",\"src\":\"CN\",\"coordinates\":{\"lat\":44.91167028,\"lon\":-108.4455092},\"dest\":\"PL\"},\"utc_time\":\"2024-09-05 15:29:01.686\",\"bytes\":2633,\"machine\":{\"os\":\"win xp\",\"ram\":21474836480},\"response\":\"404\",\"clientip\":\"239.67.210.53\",\"host\":\"artifacts.opensearch.org\",\"event\":{\"dataset\":\"sample_web_logs\"},\"phpmemory\":null,\"timestamp\":\"2024-09-05 15:29:01.686\"}}]'", | ||
"sample_count":1, | ||
"total_count":383, | ||
"question":"Are there any errors in my logs?", | ||
"ppl":"source=opensearch_dashboards_sample_data_logs| where QUERY_STRING(['response'], '4* OR 5*')" | ||
} | ||
``` | ||
{% include copy-curl.html %} | ||
Parameter | Description | Required | ||
:--- |:--------------------------------------------------------------------------------------------------------| :--- | `true` | ||
question | user's natual language question to query data | `false` | ||
ppl | PPL to query data, in query assist, this is generated by LLM from user's natual language question | `false` | ||
sample_data | sampling data from query result | `true` | ||
sample_count | number of data entries in `sample_data` | `false` | ||
total_count | total number of data in query result | `false` | ||
## Data Summary UI in Discover Page | ||
Enter the discover page, after you change query language to PPL, you will see summary panel. | ||
<img width="700" src="{{site.url}}{{site.baseurl}}/images/dashboards-assistant/data-summary.png" alt="data summary"> |
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