kolchfa-aws 3f7468b504
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

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---------

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

1.8 KiB

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default Predict Train and Predict APIs ML Commons APIs 20

Predict

ML Commons can predict new data with your trained model either from indexed data or a data frame. To use the Predict API, the model_id is required.

For information about user access for this API, see Model access control considerations.

Path and HTTP methods

POST /_plugins/_ml/_predict/<algorithm_name>/<model_id>

Example request

POST /_plugins/_ml/_predict/kmeans/<model-id>
{
    "input_query": {
        "_source": ["petal_length_in_cm", "petal_width_in_cm"],
        "size": 10000
    },
    "input_index": [
        "iris_data"
    ]
}

{% include copy-curl.html %}

Example response

{
  "status" : "COMPLETED",
  "prediction_result" : {
    "column_metas" : [
      {
        "name" : "ClusterID",
        "column_type" : "INTEGER"
      }
    ],
    "rows" : [
      {
        "values" : [
          {
            "column_type" : "INTEGER",
            "value" : 1
          }
        ]
      },
      {
        "values" : [
          {
            "column_type" : "INTEGER",
            "value" : 1
          }
        ]
      },
      {
        "values" : [
          {
            "column_type" : "INTEGER",
            "value" : 0
          }
        ]
      },
      {
        "values" : [
          {
            "column_type" : "INTEGER",
            "value" : 0
          }
        ]
      },
      {
        "values" : [
          {
            "column_type" : "INTEGER",
            "value" : 0
          }
        ]
      },
      {
        "values" : [
          {
            "column_type" : "INTEGER",
            "value" : 0
          }
        ]
      }
    ]
  }
}