models
Creates, updates, deletes, gets or lists a models
resource.
Overview
Name | models |
Type | Resource |
Id | databricks_workspace.machinelearning.models |
Fields
The following fields are returned by SELECT
queries:
- searchmodels
- listmodels
- getmodel
Name | Datatype | Description |
---|---|---|
name | string | |
user_id | string | |
creation_timestamp | integer | |
description | string | |
last_updated_timestamp | integer | |
latest_versions | array | |
tags | array |
Name | Datatype | Description |
---|---|---|
name | string | |
user_id | string | |
creation_timestamp | integer | |
description | string | |
last_updated_timestamp | integer | |
latest_versions | array | |
tags | array |
Model details were returned successfully.
Name | Datatype | Description |
---|---|---|
registered_model_databricks | object |
Methods
The following methods are available for this resource:
Name | Accessible by | Required Params | Optional Params | Description |
---|---|---|---|---|
searchmodels | select | deployment_name | Search for registered models based on the specified | |
listmodels | select | deployment_name | Lists all available registered models, up to the limit specified in | |
getmodel | select | deployment_name | Get the details of a model. This is a Databricks workspace version of the | |
createmodel | insert | deployment_name | Creates a new registered model with the name specified in the request body. | |
updatemodel | update | deployment_name | Updates a registered model. | |
deletemodel | delete | deployment_name | Deletes a registered model. | |
renamemodel | exec | deployment_name | Renames a registered model. |
Parameters
Parameters can be passed in the WHERE
clause of a query. Check the Methods section to see which parameters are required or optional for each operation.
Name | Datatype | Description |
---|---|---|
deployment_name | string | The Databricks Workspace Deployment Name (default: dbc-abcd0123-a1bc) |
SELECT
examples
- searchmodels
- listmodels
- getmodel
Search for registered models based on the specified
SELECT
name,
user_id,
creation_timestamp,
description,
last_updated_timestamp,
latest_versions,
tags
FROM databricks_workspace.machinelearning.models
WHERE deployment_name = '{{ deployment_name }}' -- required;
Lists all available registered models, up to the limit specified in
SELECT
name,
user_id,
creation_timestamp,
description,
last_updated_timestamp,
latest_versions,
tags
FROM databricks_workspace.machinelearning.models
WHERE deployment_name = '{{ deployment_name }}' -- required;
Get the details of a model. This is a Databricks workspace version of the
SELECT
registered_model_databricks
FROM databricks_workspace.machinelearning.models
WHERE deployment_name = '{{ deployment_name }}' -- required;
INSERT
examples
- createmodel
- Manifest
Creates a new registered model with the name specified in the request body.
INSERT INTO databricks_workspace.machinelearning.models (
data__name,
data__description,
data__tags,
deployment_name
)
SELECT
'{{ name }}',
'{{ description }}',
'{{ tags }}',
'{{ deployment_name }}'
RETURNING
registered_model
;
# Description fields are for documentation purposes
- name: models
props:
- name: deployment_name
value: string
description: Required parameter for the models resource.
- name: name
value: required
- name: description
value: string
- name: tags
value: Array of object
UPDATE
examples
- updatemodel
Updates a registered model.
UPDATE databricks_workspace.machinelearning.models
SET
data__name = '{{ name }}',
data__description = '{{ description }}'
WHERE
deployment_name = '{{ deployment_name }}' --required;
DELETE
examples
- deletemodel
Deletes a registered model.
DELETE FROM databricks_workspace.machinelearning.models
WHERE deployment_name = '{{ deployment_name }}' --required;
Lifecycle Methods
- renamemodel
Renames a registered model.
EXEC databricks_workspace.machinelearning.models.renamemodel
@deployment_name='{{ deployment_name }}' --required
@@json=
'{
"name": "{{ name }}",
"new_name": "{{ new_name }}"
}';