opensearch-docs-cn/_ml-commons-plugin/agents-tools/tools/search-index-tool.md

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Add agent framework/throttling/hidden model/OS assistant and update conversational search documentation (#6354) * Add agent framework documentation Signed-off-by: Fanit Kolchina <kolchfa@amazon.com> * Add hidden model and API updates Signed-off-by: Fanit Kolchina <kolchfa@amazon.com> * Vale error Signed-off-by: Fanit Kolchina <kolchfa@amazon.com> * Updated field names Signed-off-by: Fanit Kolchina <kolchfa@amazon.com> * Add updating credentials Signed-off-by: Fanit Kolchina <kolchfa@amazon.com> * Added tools table Signed-off-by: Fanit Kolchina <kolchfa@amazon.com> * Add OpenSearch forum thread for OS Assistant Signed-off-by: Fanit Kolchina <kolchfa@amazon.com> * Add tech review for conv search Signed-off-by: Fanit Kolchina <kolchfa@amazon.com> * Fix links Signed-off-by: Fanit Kolchina <kolchfa@amazon.com> * Add tools Signed-off-by: Fanit Kolchina <kolchfa@amazon.com> * Add links to tools Signed-off-by: Fanit Kolchina <kolchfa@amazon.com> * More info about tools Signed-off-by: Fanit Kolchina <kolchfa@amazon.com> * Tool parameters Signed-off-by: Fanit Kolchina <kolchfa@amazon.com> * Update cat-index-tool.md Signed-off-by: kolchfa-aws <105444904+kolchfa-aws@users.noreply.github.com> * Parameter clarification Signed-off-by: Fanit Kolchina <kolchfa@amazon.com> * Tech review feedback Signed-off-by: Fanit Kolchina <kolchfa@amazon.com> * Typo fix Signed-off-by: Fanit Kolchina <kolchfa@amazon.com> * More tech review feedback: RAG tool Signed-off-by: Fanit Kolchina <kolchfa@amazon.com> * Tech review feedback: memory APis Signed-off-by: Fanit Kolchina <kolchfa@amazon.com> * Update _ml-commons-plugin/agents-tools/index.md Co-authored-by: Melissa Vagi <vagimeli@amazon.com> Signed-off-by: kolchfa-aws <105444904+kolchfa-aws@users.noreply.github.com> * Update _ml-commons-plugin/agents-tools/tools/neural-sparse-tool.md Co-authored-by: Melissa Vagi <vagimeli@amazon.com> Signed-off-by: kolchfa-aws <105444904+kolchfa-aws@users.noreply.github.com> * Update _ml-commons-plugin/agents-tools/tools/neural-sparse-tool.md Co-authored-by: Melissa Vagi <vagimeli@amazon.com> Signed-off-by: kolchfa-aws <105444904+kolchfa-aws@users.noreply.github.com> * Update _ml-commons-plugin/agents-tools/tools/neural-sparse-tool.md Co-authored-by: Melissa Vagi <vagimeli@amazon.com> Signed-off-by: kolchfa-aws <105444904+kolchfa-aws@users.noreply.github.com> * Update _ml-commons-plugin/opensearch-assistant.md Co-authored-by: Melissa Vagi <vagimeli@amazon.com> Signed-off-by: kolchfa-aws <105444904+kolchfa-aws@users.noreply.github.com> * Update _ml-commons-plugin/agents-tools/tools/ppl-tool.md Co-authored-by: Melissa Vagi <vagimeli@amazon.com> Signed-off-by: kolchfa-aws <105444904+kolchfa-aws@users.noreply.github.com> * Apply suggestions from code review Co-authored-by: Melissa Vagi <vagimeli@amazon.com> Signed-off-by: kolchfa-aws <105444904+kolchfa-aws@users.noreply.github.com> * Separated search and get APIs and add conversational flow agent Signed-off-by: Fanit Kolchina <kolchfa@amazon.com> * More parameters for PPL tool Signed-off-by: Fanit Kolchina <kolchfa@amazon.com> * Added more parameters Signed-off-by: Fanit Kolchina <kolchfa@amazon.com> * Tech review feedback: PPL tool Signed-off-by: Fanit Kolchina <kolchfa@amazon.com> * Apply suggestions from code review Co-authored-by: Nathan Bower <nbower@amazon.com> Signed-off-by: kolchfa-aws <105444904+kolchfa-aws@users.noreply.github.com> * Rename to automating configurations Signed-off-by: Fanit Kolchina <kolchfa@amazon.com> * Editorial comments on the new text Signed-off-by: Fanit Kolchina <kolchfa@amazon.com> * Add parameter to PPl tool Signed-off-by: Fanit Kolchina <kolchfa@amazon.com> * Changed link to configurations Signed-off-by: Fanit Kolchina <kolchfa@amazon.com> * Rate limiter feedback and added warning Signed-off-by: Fanit Kolchina <kolchfa@amazon.com> --------- Signed-off-by: Fanit Kolchina <kolchfa@amazon.com> Signed-off-by: kolchfa-aws <105444904+kolchfa-aws@users.noreply.github.com> Co-authored-by: Melissa Vagi <vagimeli@amazon.com> Co-authored-by: Nathan Bower <nbower@amazon.com>
2024-02-20 12:09:31 -05:00
---
layout: default
title: Search Index tool
has_children: false
has_toc: false
nav_order: 90
parent: Tools
grand_parent: Agents and tools
---
<!-- vale off -->
# Search Index tool
**Introduced 2.12**
{: .label .label-purple }
<!-- vale on -->
This is an experimental feature and is not recommended for use in a production environment. For updates on the progress of the feature or if you want to leave feedback, see the associated [GitHub issue](https://github.com/opensearch-project/ml-commons/issues/1161).
{: .warning}
The `SearchIndexTool` searches an index using a query written in query domain-specific language (DSL) and returns the query results.
## Step 1: Register a flow agent that will run the SearchIndexTool
A flow agent runs a sequence of tools in order and returns the last tool's output. To create a flow agent, send the following register agent request:
```json
POST /_plugins/_ml/agents/_register
{
"name": "Test_Agent_For_Search_Index_Tool",
"type": "flow",
"description": "this is a test for search index tool",
"memory": {
"type": "demo"
},
"tools": [
{
"type": "SearchIndexTool"
}
]
}
```
{% include copy-curl.html %}
OpenSearch responds with an agent ID:
```json
{
"agent_id": "9X7xWI0Bpc3sThaJdY9i"
}
```
## Step 2: Run the agent
Before you run the agent, make sure that you add the sample OpenSearch Dashboards `Sample eCommerce orders` dataset. To learn more, see [Adding sample data]({{site.url}}{{site.baseurl}}/dashboards/quickstart#adding-sample-data).
Then, run the agent by sending the following request. The `SearchIndexTool` takes one parameter named `input`. This parameter includes the index name and the query:
```json
POST /_plugins/_ml/agents/9X7xWI0Bpc3sThaJdY9i/_execute
{
"parameters": {
"input": "{\"index\": \"opensearch_dashboards_sample_data_ecommerce\", \"query\": {\"size\": 20, \"_source\": \"email\"}}"
}
}
```
{% include copy-curl.html %}
For parameter descriptions, see [Execute parameters](#execute-parameters).
The query passed in the previous request is equivalent to the following query:
```json
GET opensearch_dashboards_sample_data_ecommerce/_search
{
"size": 20,
"_source": "email"
}
```
OpenSearch returns the query results:
```json
{
"inference_results": [
{
"output": [
{
"name": "response",
"result": """{"_index":"opensearch_dashboards_sample_data_ecommerce","_source":{"email":"eddie@underwood-family.zzz"},"_id":"_bJVWY0BAehlDanXJnAJ","_score":1.0}
{"_index":"opensearch_dashboards_sample_data_ecommerce","_source":{"email":"mary@bailey-family.zzz"},"_id":"_rJVWY0BAehlDanXJnAJ","_score":1.0}
{"_index":"opensearch_dashboards_sample_data_ecommerce","_source":{"email":"gwen@butler-family.zzz"},"_id":"_7JVWY0BAehlDanXJnAJ","_score":1.0}
{"_index":"opensearch_dashboards_sample_data_ecommerce","_source":{"email":"diane@chandler-family.zzz"},"_id":"ALJVWY0BAehlDanXJnEJ","_score":1.0}
{"_index":"opensearch_dashboards_sample_data_ecommerce","_source":{"email":"eddie@weber-family.zzz"},"_id":"AbJVWY0BAehlDanXJnEJ","_score":1.0}
{"_index":"opensearch_dashboards_sample_data_ecommerce","_source":{"email":"diane@goodwin-family.zzz"},"_id":"ArJVWY0BAehlDanXJnEJ","_score":1.0}
{"_index":"opensearch_dashboards_sample_data_ecommerce","_source":{"email":"oliver@rios-family.zzz"},"_id":"A7JVWY0BAehlDanXJnEJ","_score":1.0}
{"_index":"opensearch_dashboards_sample_data_ecommerce","_source":{"email":"abd@sutton-family.zzz"},"_id":"BLJVWY0BAehlDanXJnEJ","_score":1.0}
{"_index":"opensearch_dashboards_sample_data_ecommerce","_source":{"email":"wilhemina st.@tran-family.zzz"},"_id":"BbJVWY0BAehlDanXJnEJ","_score":1.0}
{"_index":"opensearch_dashboards_sample_data_ecommerce","_source":{"email":"rabbia al@baker-family.zzz"},"_id":"BrJVWY0BAehlDanXJnEJ","_score":1.0}
{"_index":"opensearch_dashboards_sample_data_ecommerce","_source":{"email":"rabbia al@romero-family.zzz"},"_id":"B7JVWY0BAehlDanXJnEJ","_score":1.0}
{"_index":"opensearch_dashboards_sample_data_ecommerce","_source":{"email":"eddie@gregory-family.zzz"},"_id":"CLJVWY0BAehlDanXJnEJ","_score":1.0}
{"_index":"opensearch_dashboards_sample_data_ecommerce","_source":{"email":"sultan al@pratt-family.zzz"},"_id":"CbJVWY0BAehlDanXJnEJ","_score":1.0}
{"_index":"opensearch_dashboards_sample_data_ecommerce","_source":{"email":"eddie@wolfe-family.zzz"},"_id":"CrJVWY0BAehlDanXJnEJ","_score":1.0}
{"_index":"opensearch_dashboards_sample_data_ecommerce","_source":{"email":"sultan al@thompson-family.zzz"},"_id":"C7JVWY0BAehlDanXJnEJ","_score":1.0}
{"_index":"opensearch_dashboards_sample_data_ecommerce","_source":{"email":"sultan al@boone-family.zzz"},"_id":"DLJVWY0BAehlDanXJnEJ","_score":1.0}
{"_index":"opensearch_dashboards_sample_data_ecommerce","_source":{"email":"george@hubbard-family.zzz"},"_id":"DbJVWY0BAehlDanXJnEJ","_score":1.0}
{"_index":"opensearch_dashboards_sample_data_ecommerce","_source":{"email":"boris@maldonado-family.zzz"},"_id":"DrJVWY0BAehlDanXJnEJ","_score":1.0}
{"_index":"opensearch_dashboards_sample_data_ecommerce","_source":{"email":"yahya@rivera-family.zzz"},"_id":"D7JVWY0BAehlDanXJnEJ","_score":1.0}
{"_index":"opensearch_dashboards_sample_data_ecommerce","_source":{"email":"brigitte@morris-family.zzz"},"_id":"ELJVWY0BAehlDanXJnEJ","_score":1.0}
"""
}
]
}
]
}
```
## Execute parameters
The following table lists all tool parameters that are available when registering an agent.
Parameter | Type | Description
:--- | :--- | :---
`input`| String | The index name and the query to use for search, in JSON format. The `index` parameter contains the name of the index and the `query` parameter contains the query formatted in Query DSL. For example, `"{\"index\": \"opensearch_dashboards_sample_data_ecommerce\", \"query\": {\"size\": 22, \"_source\": \"category\"}}"`. The `input` parameter and the `index` and `query` parameters it contains are required.