kolchfa-aws 826e6771ed
Refactor ML section - local and remote models (#5609)
* Refactor ML section - local and remote models

Signed-off-by: Fanit Kolchina <kolchfa@amazon.com>

* Added command to calculate checksum

Signed-off-by: Fanit Kolchina <kolchfa@amazon.com>

* Add ONNX format to register API

Signed-off-by: Fanit Kolchina <kolchfa@amazon.com>

* Add sparse encoding predict example

Signed-off-by: Fanit Kolchina <kolchfa@amazon.com>

* Add API section

Signed-off-by: Fanit Kolchina <kolchfa@amazon.com>

* Refactor the API section

Signed-off-by: Fanit Kolchina <kolchfa@amazon.com>

* Typo

Signed-off-by: Fanit Kolchina <kolchfa@amazon.com>

* Implemented Vale comments

Signed-off-by: Fanit Kolchina <kolchfa@amazon.com>

* Add get connector API

Signed-off-by: Fanit Kolchina <kolchfa@amazon.com>

* Reword heading

Signed-off-by: Fanit Kolchina <kolchfa@amazon.com>

* Addressed tech review comments

Signed-off-by: Fanit Kolchina <kolchfa@amazon.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>

---------

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>
2023-11-17 15:59:27 -05:00

1.9 KiB

layout title parent grand_parent has_children nav_order
default Predict Train and Predict APIs ML Commons API true 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
          }
        ]
      }
    ]
  }
}