* Add agent framework documentation Signed-off-by: Fanit Kolchina <[email protected]> * Add hidden model and API updates Signed-off-by: Fanit Kolchina <[email protected]> * Vale error Signed-off-by: Fanit Kolchina <[email protected]> * Updated field names Signed-off-by: Fanit Kolchina <[email protected]> * Add updating credentials Signed-off-by: Fanit Kolchina <[email protected]> * Added tools table Signed-off-by: Fanit Kolchina <[email protected]> * Add OpenSearch forum thread for OS Assistant Signed-off-by: Fanit Kolchina <[email protected]> * Add tech review for conv search Signed-off-by: Fanit Kolchina <[email protected]> * Fix links Signed-off-by: Fanit Kolchina <[email protected]> * Add tools Signed-off-by: Fanit Kolchina <[email protected]> * Add links to tools Signed-off-by: Fanit Kolchina <[email protected]> * More info about tools Signed-off-by: Fanit Kolchina <[email protected]> * Tool parameters Signed-off-by: Fanit Kolchina <[email protected]> * Update cat-index-tool.md Signed-off-by: kolchfa-aws <[email protected]> * Parameter clarification Signed-off-by: Fanit Kolchina <[email protected]> * Tech review feedback Signed-off-by: Fanit Kolchina <[email protected]> * Typo fix Signed-off-by: Fanit Kolchina <[email protected]> * More tech review feedback: RAG tool Signed-off-by: Fanit Kolchina <[email protected]> * Tech review feedback: memory APis Signed-off-by: Fanit Kolchina <[email protected]> * Update _ml-commons-plugin/agents-tools/index.md Co-authored-by: Melissa Vagi <[email protected]> Signed-off-by: kolchfa-aws <[email protected]> * Update _ml-commons-plugin/agents-tools/tools/neural-sparse-tool.md Co-authored-by: Melissa Vagi <[email protected]> Signed-off-by: kolchfa-aws <[email protected]> * Update _ml-commons-plugin/agents-tools/tools/neural-sparse-tool.md Co-authored-by: Melissa Vagi <[email protected]> Signed-off-by: kolchfa-aws <[email protected]> * Update _ml-commons-plugin/agents-tools/tools/neural-sparse-tool.md Co-authored-by: Melissa Vagi <[email protected]> Signed-off-by: kolchfa-aws <[email protected]> * Update _ml-commons-plugin/opensearch-assistant.md Co-authored-by: Melissa Vagi <[email protected]> Signed-off-by: kolchfa-aws <[email protected]> * Update _ml-commons-plugin/agents-tools/tools/ppl-tool.md Co-authored-by: Melissa Vagi <[email protected]> Signed-off-by: kolchfa-aws <[email protected]> * Apply suggestions from code review Co-authored-by: Melissa Vagi <[email protected]> Signed-off-by: kolchfa-aws <[email protected]> * Separated search and get APIs and add conversational flow agent Signed-off-by: Fanit Kolchina <[email protected]> * More parameters for PPL tool Signed-off-by: Fanit Kolchina <[email protected]> * Added more parameters Signed-off-by: Fanit Kolchina <[email protected]> * Tech review feedback: PPL tool Signed-off-by: Fanit Kolchina <[email protected]> * Apply suggestions from code review Co-authored-by: Nathan Bower <[email protected]> Signed-off-by: kolchfa-aws <[email protected]> * Rename to automating configurations Signed-off-by: Fanit Kolchina <[email protected]> * Editorial comments on the new text Signed-off-by: Fanit Kolchina <[email protected]> * Add parameter to PPl tool Signed-off-by: Fanit Kolchina <[email protected]> * Changed link to configurations Signed-off-by: Fanit Kolchina <[email protected]> * Rate limiter feedback and added warning Signed-off-by: Fanit Kolchina <[email protected]> --------- Signed-off-by: Fanit Kolchina <[email protected]> Signed-off-by: kolchfa-aws <[email protected]> Co-authored-by: Melissa Vagi <[email protected]> Co-authored-by: Nathan Bower <[email protected]>
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layout, title, has_children, has_toc, nav_order, parent, grand_parent
| layout | title | has_children | has_toc | nav_order | parent | grand_parent |
|---|---|---|---|---|---|---|
| default | Visualization tool | false | false | 120 | Tools | Agents and tools |
Visualization 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}
Use the VisualizationTool to find visualizations relevant to a question.
Step 1: Register a flow agent that will run the VisualizationTool
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_Visualization_tool",
"type": "flow",
"description": "this is a test agent for the VisuailizationTool",
"tools": [
{
"type": "VisualizationTool",
"name": "DemoVisualizationTool",
"parameters": {
"index": ".kibana",
"input": "${parameters.question}",
"size": 3
}
}
]
}
{% include copy-curl.html %}
For parameter descriptions, see Register parameters.
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:
POST /_plugins/_ml/agents/9X7xWI0Bpc3sThaJdY9i/_execute
{
"parameters": {
"question": "what's the revenue for today?"
}
}
{% include copy-curl.html %}
By default, OpenSearch returns the top three matching visualizations. You can use the size parameter to specify the number of results returned. The output is returned in CSV format. The output includes two columns: Title (the visualization title displayed in OpenSearch Dashboards) and Id (a unique ID for this visualization):
{
"inference_results": [
{
"output": [
{
"name": "response",
"result": """Title,Id
[eCommerce] Total Revenue,10f1a240-b891-11e8-a6d9-e546fe2bba5f
"""
}
]
}
]
}
Register parameters
The following table lists all tool parameters that are available when registering an agent.
| Parameter | Type | Required/Optional | Description |
|---|---|---|---|
input |
String | Required | The user input used to match visualizations. |
index |
String | Optional | The index to search. Default is .kibana (the system index for OpenSearch Dashboards data). |
size |
Integer | Optional | The number of visualizations to return. Default is 3. |
Execute parameters
The following table lists all tool parameters that are available when running the agent.
| Parameter | Type | Required/Optional | Description |
|---|---|---|---|
question |
String | Required | The natural language question to send to the LLM. |