kolchfa-aws 3f7468b504
Add agent framework/throttling/hidden model/OS assistant and update conversational search documentation (#6354)
* Add agent framework documentation

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* Add hidden model and API updates

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* Vale error

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* Updated field names

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* Add updating credentials

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* Added tools table

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* Add OpenSearch forum thread for OS Assistant

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* Add tech review for conv search

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* Fix links

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* Add tools

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* Add links to tools

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* More info about tools

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* Tool parameters

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* Update cat-index-tool.md

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* Parameter clarification

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* Tech review feedback

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* Typo fix

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* More tech review feedback: RAG tool

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* Tech review feedback: memory APis

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* Update _ml-commons-plugin/agents-tools/index.md

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* Update _ml-commons-plugin/agents-tools/tools/neural-sparse-tool.md

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* Update _ml-commons-plugin/agents-tools/tools/neural-sparse-tool.md

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* Update _ml-commons-plugin/agents-tools/tools/neural-sparse-tool.md

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* Update _ml-commons-plugin/opensearch-assistant.md

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* Update _ml-commons-plugin/agents-tools/tools/ppl-tool.md

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* Apply suggestions from code review

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* Separated search and get APIs and add conversational flow agent

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* More parameters for PPL tool

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* Added more parameters

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* Tech review feedback: PPL tool

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* Apply suggestions from code review

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* Rename to automating configurations

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* Editorial comments on the new text

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* Add parameter to PPl tool

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* Changed link to configurations

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* Rate limiter feedback and added warning

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---------

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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

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Markdown

---
layout: default
title: Train
parent: Train and Predict APIs
grand_parent: ML Commons APIs
nav_order: 10
---
# Train
The train API operation trains a model based on a selected algorithm. Training can occur both synchronously and asynchronously.
#### Example request
The following examples use the k-means algorithm to train index data.
**Train with k-means synchronously**
```json
POST /_plugins/_ml/_train/kmeans
{
"parameters": {
"centroids": 3,
"iterations": 10,
"distance_type": "COSINE"
},
"input_query": {
"_source": ["petal_length_in_cm", "petal_width_in_cm"],
"size": 10000
},
"input_index": [
"iris_data"
]
}
```
{% include copy-curl.html %}
**Train with k-means asynchronously**
```json
POST /_plugins/_ml/_train/kmeans?async=true
{
"parameters": {
"centroids": 3,
"iterations": 10,
"distance_type": "COSINE"
},
"input_query": {
"_source": ["petal_length_in_cm", "petal_width_in_cm"],
"size": 10000
},
"input_index": [
"iris_data"
]
}
```
{% include copy-curl.html %}
#### Example response
**Synchronous**
For synchronous responses, the API returns the `model_id`, which can be used to get or delete a model.
```json
{
"model_id" : "lblVmX8BO5w8y8RaYYvN",
"status" : "COMPLETED"
}
```
**Asynchronous**
For asynchronous responses, the API returns the `task_id`, which can be used to get or delete a task.
```json
{
"task_id" : "lrlamX8BO5w8y8Ra2otd",
"status" : "CREATED"
}
```