* 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>
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layout | title | has_children | has_toc | nav_order | parent | grand_parent |
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default | Search Index tool | false | false | 90 | Tools | Agents and tools |
Search Index tool
Introduced 2.12 {: .label .label-purple }
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.
{: .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:
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:
{
"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.
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:
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.
The query passed in the previous request is equivalent to the following query:
GET opensearch_dashboards_sample_data_ecommerce/_search
{
"size": 20,
"_source": "email"
}
OpenSearch returns the query results:
{
"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. |