opensearch-docs-cn/_ml-commons-plugin/api/agent-apis/search-agent.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 agent
parent: Agent APIs
grand_parent: ML Commons APIs
nav_order: 30
---
# Search for an agent
**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](https://github.com/opensearch-project/ml-commons/issues/1161).
{: .warning}
Use this command to search for agents you've already created. You can provide any OpenSearch search query in the request body.
## Path and HTTP methods
```json
GET /_plugins/_ml/agents/_search
POST /_plugins/_ml/agents/_search
```
#### Example request: Searching for all agents
```json
POST /_plugins/_ml/agents/_search
{
"query": {
"match_all": {}
},
"size": 1000
}
```
{% include copy-curl.html %}
#### Example request: Searching for agents of a certain type
```json
POST /_plugins/_ml/agents/_search
{
"query": {
"term": {
"type": {
"value": "flow"
}
}
}
}
```
{% include copy-curl.html %}
#### Example: Searching for an agent by description
```json
GET _plugins/_ml/agents/_search
{
"query": {
"bool": {
"should": [
{
"match": {
"description": "test agent"
}
}
]
}
},
"size": 1000
}
```
{% include copy-curl.html %}
#### Example response
```json
{
"took": 2,
"timed_out": false,
"_shards": {
"total": 1,
"successful": 1,
"skipped": 0,
"failed": 0
},
"hits": {
"total": {
"value": 6,
"relation": "eq"
},
"max_score": 0.15019803,
"hits": [
{
"_index": ".plugins-ml-agent",
"_id": "8HXlkI0BfUsSoeNTP_0P",
"_version": 1,
"_seq_no": 17,
"_primary_term": 2,
"_score": 0.13904166,
"_source": {
"created_time": 1707532959502,
"last_updated_time": 1707532959502,
"name": "Test_Agent_For_RagTool",
"description": "this is a test flow agent",
"type": "flow",
"tools": [
{
"description": "A description of the tool",
"include_output_in_agent_response": false,
"type": "RAGTool",
"parameters": {
"inference_model_id": "gnDIbI0BfUsSoeNT_jAw",
"embedding_model_id": "Yg7HZo0B9ggZeh2gYjtu_2",
"input": "${parameters.question}",
"source_field": """["text"]""",
"embedding_field": "embedding",
"index": "my_test_data",
"query_type": "neural",
"prompt": """
Human:You are a professional data analyst. You will always answer question based on the given context first. If the answer is not directly shown in the context, you will analyze the data and find the answer. If you don't know the answer, just say don't know.
Context:
${parameters.output_field}
Human:${parameters.question}
Assistant:"""
}
}
]
}
}
]
}
}
```
## Response fields
For response field descriptions, see [Register Agent API request fields]({{site.url}}{{site.baseurl}}/ml-commons-plugin/api/agent-apis/register-agent#request-fields).