DataRobot APIのリソース > APIリファレンスドキュメント > DataRobot REST API > Custom Model LLMs (GenAI)

Custom Model LLMs (GenAI)¶

This page outlines the operations, endpoints, parameters, and example requests and responses for the Custom Model LLMs (GenAI).

GET /api/v2/genai/customModelLLMValidations/¶

List custom model LLM validations.

Code samples¶

# You can also use wget
curl -X GET https://app.datarobot.com/api/v2/genai/customModelLLMValidations/ \
  -H "Accept: application/json" \
  -H "Authorization: Bearer {access-token}"

Parameters

Name	In	Type	Required	Description
useCaseId	query	any	false	Only retrieve the custom model LLM validations associated with these use case IDs.
playgroundId	query	string	false	Only retrieve the custom model LLM validations associated with this playground ID.
offset	query	integer	false	Skip the specified number of values.
limit	query	integer	false	Retrieve only the specified number of values.
search	query	any	false	Only retrieve the custom model LLM validations matching the search query.
sort	query	any	false	Apply this sort order to the results. Valid options are "name", "deploymentName", "userName", "creationDate". Prefix the attribute name with a dash to sort in descending order, e.g., sort=-creationDate.
completedOnly	query	boolean	false	If `true`, only retrieve the completed custom model LLM validations. The default is `false`.
deploymentId	query	string	false	Only retrieve the custom model LLM validations associated with this deployment ID.
modelId	query	string	false	Only retrieve the custom model LLM validations associated with this model ID.
promptColumnName	query	any	false	Only retrieve the custom model LLM validations where the custom model uses this column name for prompt input.
targetColumnName	query	any	false	Only retrieve the custom model LLM validations where the custom model uses this column name for prediction output.

Example responses¶

200 Response

{
  "count": 0,
  "data": [
    {
      "creationDate": "2019-08-24T14:15:22Z",
      "deploymentAccessData": {
        "authorizationHeader": "[REDACTED]",
        "datarobotKey": "string",
        "inputType": "CSV",
        "modelType": "TEXT_GENERATION",
        "predictionApiUrl": "string"
      },
      "deploymentId": "string",
      "deploymentName": "string",
      "errorMessage": "An unknown external LLM error occurred.",
      "id": "string",
      "modelId": "string",
      "name": "string",
      "predictionTimeout": 0,
      "promptColumnName": "string",
      "targetColumnName": "string",
      "tenantId": "string",
      "useCaseId": "string",
      "userId": "string",
      "userName": "string",
      "validationStatus": "TESTING"
    }
  ],
  "next": "string",
  "previous": "string",
  "totalCount": 0
}

Responses¶

Status	Meaning	Description	Schema
200	OK	Custom model LLM validations successfully retrieved.	ListCustomModelLLMValidationsResponse
422	Unprocessable Entity	Validation Error	HTTPValidationErrorResponse

To perform this operation, you must be authenticated by means of one of the following methods:

BearerAuth

POST /api/v2/genai/customModelLLMValidations/¶

Validate an LLM hosted in a custom model deployment for use in the playground.

Code samples¶

# You can also use wget
curl -X POST https://app.datarobot.com/api/v2/genai/customModelLLMValidations/ \
  -H "Content-Type: application/json" \
  -H "Accept: application/json" \
  -H "Authorization: Bearer {access-token}"

Body parameter¶

{
  "deploymentId": "string",
  "modelId": "string",
  "name": "Untitled",
  "predictionTimeout": 300,
  "promptColumnName": "string",
  "targetColumnName": "string",
  "useCaseId": "string"
}

Parameters

Name	In	Type	Required	Description
body	body	CreateCustomModelValidationRequest	true	none

Example responses¶

202 Response

{
  "creationDate": "2019-08-24T14:15:22Z",
  "deploymentAccessData": {
    "authorizationHeader": "[REDACTED]",
    "datarobotKey": "string",
    "inputType": "CSV",
    "modelType": "TEXT_GENERATION",
    "predictionApiUrl": "string"
  },
  "deploymentId": "string",
  "deploymentName": "string",
  "errorMessage": "An unknown external LLM error occurred.",
  "id": "string",
  "modelId": "string",
  "name": "string",
  "predictionTimeout": 0,
  "promptColumnName": "string",
  "targetColumnName": "string",
  "tenantId": "string",
  "useCaseId": "string",
  "userId": "string",
  "userName": "string",
  "validationStatus": "TESTING"
}

Responses¶

Status	Meaning	Description	Schema
202	Accepted	Custom model LLM validation job successfully accepted. Follow the `Location` header to poll for job execution status.	CustomModelLLMValidationResponse
422	Unprocessable Entity	Validation Error	HTTPValidationErrorResponse

To perform this operation, you must be authenticated by means of one of the following methods:

BearerAuth

DELETE /api/v2/genai/customModelLLMValidations/{validationId}/¶

Delete an existing custom model LLM validation.

Code samples¶

# You can also use wget
curl -X DELETE https://app.datarobot.com/api/v2/genai/customModelLLMValidations/{validationId}/ \
  -H "Accept: application/json" \
  -H "Authorization: Bearer {access-token}"

Parameters

Name	In	Type	Required	Description
validationId	path	string	true	The ID of the custom model LLM validation to delete.

Example responses¶

422 Response

{
  "detail": [
    {
      "loc": [
        "string"
      ],
      "msg": "string",
      "type": "string"
    }
  ]
}

Responses¶

Status	Meaning	Description	Schema
204	No Content	Custom model LLM validation successfully deleted.	None
422	Unprocessable Entity	Validation Error	HTTPValidationErrorResponse

To perform this operation, you must be authenticated by means of one of the following methods:

BearerAuth

GET /api/v2/genai/customModelLLMValidations/{validationId}/¶

Retrieve the status of validating a custom model LLM.

Code samples¶

# You can also use wget
curl -X GET https://app.datarobot.com/api/v2/genai/customModelLLMValidations/{validationId}/ \
  -H "Accept: application/json" \
  -H "Authorization: Bearer {access-token}"

Parameters

Name	In	Type	Required	Description
validationId	path	string	true	The ID of the custom model LLM validation to retrieve.

Example responses¶

200 Response

{
  "creationDate": "2019-08-24T14:15:22Z",
  "deploymentAccessData": {
    "authorizationHeader": "[REDACTED]",
    "datarobotKey": "string",
    "inputType": "CSV",
    "modelType": "TEXT_GENERATION",
    "predictionApiUrl": "string"
  },
  "deploymentId": "string",
  "deploymentName": "string",
  "errorMessage": "An unknown external LLM error occurred.",
  "id": "string",
  "modelId": "string",
  "name": "string",
  "predictionTimeout": 0,
  "promptColumnName": "string",
  "targetColumnName": "string",
  "tenantId": "string",
  "useCaseId": "string",
  "userId": "string",
  "userName": "string",
  "validationStatus": "TESTING"
}

Responses¶

Status	Meaning	Description	Schema
200	OK	Custom model LLM validation status successfully retrieved.	CustomModelLLMValidationResponse
422	Unprocessable Entity	Validation Error	HTTPValidationErrorResponse

To perform this operation, you must be authenticated by means of one of the following methods:

BearerAuth

PATCH /api/v2/genai/customModelLLMValidations/{validationId}/¶

Edit an existing custom model LLM validation.

Code samples¶

# You can also use wget
curl -X PATCH https://app.datarobot.com/api/v2/genai/customModelLLMValidations/{validationId}/ \
  -H "Content-Type: application/json" \
  -H "Accept: application/json" \
  -H "Authorization: Bearer {access-token}"

Body parameter¶

{
  "deploymentId": "string",
  "modelId": "string",
  "name": "string",
  "predictionTimeout": 1,
  "promptColumnName": "string",
  "targetColumnName": "string"
}

Parameters

Name	In	Type	Required	Description
validationId	path	string	true	The ID of the custom model LLM validation to edit.
body	body	EditCustomModelValidationRequest	true	none

Example responses¶

200 Response

{
  "creationDate": "2019-08-24T14:15:22Z",
  "deploymentAccessData": {
    "authorizationHeader": "[REDACTED]",
    "datarobotKey": "string",
    "inputType": "CSV",
    "modelType": "TEXT_GENERATION",
    "predictionApiUrl": "string"
  },
  "deploymentId": "string",
  "deploymentName": "string",
  "errorMessage": "An unknown external LLM error occurred.",
  "id": "string",
  "modelId": "string",
  "name": "string",
  "predictionTimeout": 0,
  "promptColumnName": "string",
  "targetColumnName": "string",
  "tenantId": "string",
  "useCaseId": "string",
  "userId": "string",
  "userName": "string",
  "validationStatus": "TESTING"
}

Responses¶

Status	Meaning	Description	Schema
200	OK	Custom model LLM validation successfully updated.	CustomModelLLMValidationResponse
422	Unprocessable Entity	Validation Error	HTTPValidationErrorResponse

To perform this operation, you must be authenticated by means of one of the following methods:

BearerAuth

POST /api/v2/genai/customModelLLMValidations/{validationId}/revalidate/¶

Revalidate an existing custom model LLM validation.

Code samples¶

# You can also use wget
curl -X POST https://app.datarobot.com/api/v2/genai/customModelLLMValidations/{validationId}/revalidate/ \
  -H "Accept: application/json" \
  -H "Authorization: Bearer {access-token}"

Parameters

Name	In	Type	Required	Description
validationId	path	string	true	The ID of the custom model LLM validation to revalidate.

Example responses¶

200 Response

{
  "creationDate": "2019-08-24T14:15:22Z",
  "deploymentAccessData": {
    "authorizationHeader": "[REDACTED]",
    "datarobotKey": "string",
    "inputType": "CSV",
    "modelType": "TEXT_GENERATION",
    "predictionApiUrl": "string"
  },
  "deploymentId": "string",
  "deploymentName": "string",
  "errorMessage": "An unknown external LLM error occurred.",
  "id": "string",
  "modelId": "string",
  "name": "string",
  "predictionTimeout": 0,
  "promptColumnName": "string",
  "targetColumnName": "string",
  "tenantId": "string",
  "useCaseId": "string",
  "userId": "string",
  "userName": "string",
  "validationStatus": "TESTING"
}

Responses¶

Status	Meaning	Description	Schema
200	OK	Custom model LLM successfully revalidated.	CustomModelLLMValidationResponse
422	Unprocessable Entity	Validation Error	HTTPValidationErrorResponse

To perform this operation, you must be authenticated by means of one of the following methods:

BearerAuth

Schemas¶

CreateCustomModelValidationRequest

{
  "deploymentId": "string",
  "modelId": "string",
  "name": "Untitled",
  "predictionTimeout": 300,
  "promptColumnName": "string",
  "targetColumnName": "string",
  "useCaseId": "string"
}

CreateCustomModelValidationRequest

Properties¶

Name	Type	Required	Restrictions	Description
deploymentId	string	true		The ID of the custom model deployment.
modelId	string¦null	false		The ID of the model used in the deployment.
name	string	false	maxLength: 5000	The name to use for the validated custom model.
predictionTimeout	integer	false	maximum: 1200 minimum: 1	The timeout in seconds for the prediction when validating a custom model. Defaults to 300.
promptColumnName	string	true	maxLength: 5000	The name of the column the custom model uses for prompt text input.
targetColumnName	string	true	maxLength: 5000	The name of the column the custom model uses for prediction output.
useCaseId	string¦null	false		The ID of the use case to associate with the validated custom model.

CustomModelLLMErrorMessages

"An unknown external LLM error occurred."

CustomModelLLMErrorMessages

Properties¶

Name	Type	Required	Restrictions	Description
CustomModelLLMErrorMessages	string	false		Error messages for custom model LLMs.

Enumerated Values¶

Property Value

CustomModelLLMErrorMessages [An unknown external LLM error occurred., A LLM prediction timeout error occurred., API token was deleted or revoked., External LLM access failed., External LLM does not exist or was deleted., External LLM has been unlinked., External LLM deployment has been deleted., No access to the external LLM deployment., Only unstructured deployment types are supported., An API token is required but was not provided in the request., Deployment prediction server did not accept the request., Deployment prediction does not comply with the expected format.]

CustomModelLLMValidationResponse

{
  "creationDate": "2019-08-24T14:15:22Z",
  "deploymentAccessData": {
    "authorizationHeader": "[REDACTED]",
    "datarobotKey": "string",
    "inputType": "CSV",
    "modelType": "TEXT_GENERATION",
    "predictionApiUrl": "string"
  },
  "deploymentId": "string",
  "deploymentName": "string",
  "errorMessage": "An unknown external LLM error occurred.",
  "id": "string",
  "modelId": "string",
  "name": "string",
  "predictionTimeout": 0,
  "promptColumnName": "string",
  "targetColumnName": "string",
  "tenantId": "string",
  "useCaseId": "string",
  "userId": "string",
  "userName": "string",
  "validationStatus": "TESTING"
}

CustomModelLLMValidationResponse

Properties¶

Name	Type	Required	Description
creationDate	string(date-time)	true	The creation date of the custom model validation (ISO 8601 formatted).
deploymentAccessData	DeploymentAccessDataApiFormatted¦null	true	The parameters used for accessing the deployment.
deploymentId	string	true	The ID of the custom model deployment.
deploymentName	string¦null	false	The name of the custom model deployment.
errorMessage	CustomModelLLMErrorMessages¦null	true	The error message associated with the validation error (if the validation failed).
id	string	true	The ID of the custom model validation.
modelId	string	true	The ID of the model used in the deployment.
name	string	true	The name of the validated custom model.
predictionTimeout	integer	true	The timeout in seconds for the prediction API used in this custom model validation.
promptColumnName	string	true	The name of the column the custom model uses for prompt text input.
targetColumnName	string	true	The name of the column the custom model uses for prediction output.
tenantId	string(uuid4)	true	The ID of the tenant the custom model validation belongs to.
useCaseId	string¦null	true	The ID of the use case associated with the validated custom model.
userId	string	true	The ID of the user that created this custom model validation.
userName	string¦null	false	The name of the user that created this custom model validation.
validationStatus	CustomModelValidationStatus	true	The status of the custom model validation.

CustomModelValidationStatus

"TESTING"

CustomModelValidationStatus

Properties¶

Name	Type	Required	Restrictions	Description
CustomModelValidationStatus	string	false		Status of custom model validation.

Enumerated Values¶

Property	Value
CustomModelValidationStatus	[`TESTING`, `PASSED`, `FAILED`]

DeploymentAccessDataApiFormatted

{
  "authorizationHeader": "[REDACTED]",
  "datarobotKey": "string",
  "inputType": "CSV",
  "modelType": "TEXT_GENERATION",
  "predictionApiUrl": "string"
}

DeploymentAccessDataApiFormatted

Properties¶

Name	Type	Required	Description
authorizationHeader	string	false	The `Authorization` header to use for the deployment.
datarobotKey	string¦null	true	The server key associated with the prediction API.
inputType	DeploymentInputType	true	The format of the input data.
modelType	SupportedDeploymentType	true	The type of the target output the deployment produces.
predictionApiUrl	string	true	The URL of the deployment's prediction API.

DeploymentInputType

"CSV"

DeploymentInputType

Properties¶

Name	Type	Required	Restrictions	Description
DeploymentInputType	string	false		The format of the input data submitted to a DataRobot deployment.

Enumerated Values¶

Property	Value
DeploymentInputType	[`CSV`, `JSON`]

EditCustomModelValidationRequest

{
  "deploymentId": "string",
  "modelId": "string",
  "name": "string",
  "predictionTimeout": 1,
  "promptColumnName": "string",
  "targetColumnName": "string"
}

EditCustomModelValidationRequest

Properties¶

Name	Type	Required	Restrictions	Description
deploymentId	string¦null	false		If specified, changes the ID of the deployment associated with this custom model validation.
modelId	string¦null	false		If specified, changes the ID of the model associated with this custom model validation.
name	string¦null	false	maxLength: 5000 minLength: 1 minLength: 1	If specified, renames the custom model validation to this value.
predictionTimeout	integer¦null	false	maximum: 1200 minimum: 1	If specified, sets the timeout in seconds for the prediction when validating a custom model.
promptColumnName	string¦null	false	maxLength: 5000	If specified, changes the name of the column that will be used to format the prompt text input for the custom model deployment.
targetColumnName	string¦null	false	maxLength: 5000	If specified, changes the name of the column that will be used to extract the prediction response from the custom model deployment.

HTTPValidationErrorResponse

{
  "detail": [
    {
      "loc": [
        "string"
      ],
      "msg": "string",
      "type": "string"
    }
  ]
}

HTTPValidationErrorResponse

Properties¶

Name	Type	Required	Restrictions	Description
detail	[ValidationError]	false		none

ListCustomModelLLMValidationsResponse

{
  "count": 0,
  "data": [
    {
      "creationDate": "2019-08-24T14:15:22Z",
      "deploymentAccessData": {
        "authorizationHeader": "[REDACTED]",
        "datarobotKey": "string",
        "inputType": "CSV",
        "modelType": "TEXT_GENERATION",
        "predictionApiUrl": "string"
      },
      "deploymentId": "string",
      "deploymentName": "string",
      "errorMessage": "An unknown external LLM error occurred.",
      "id": "string",
      "modelId": "string",
      "name": "string",
      "predictionTimeout": 0,
      "promptColumnName": "string",
      "targetColumnName": "string",
      "tenantId": "string",
      "useCaseId": "string",
      "userId": "string",
      "userName": "string",
      "validationStatus": "TESTING"
    }
  ],
  "next": "string",
  "previous": "string",
  "totalCount": 0
}

ListCustomModelLLMValidationsResponse

Properties¶

Name	Type	Required	Description
count	integer	true	The number of records on this page.
data	[CustomModelLLMValidationResponse]	true	The list of records.
next	string¦null	true	The URL to the next page, or `null` if there is no such page.
previous	string¦null	true	The URL to the previous page, or `null` if there is no such page.
totalCount	integer	true	The total number of records.

ListCustomModelValidationSortQueryParam

"name"

ListCustomModelValidationSortQueryParam

Properties¶

Name	Type	Required	Restrictions	Description
ListCustomModelValidationSortQueryParam	string	false		Sort order values for listing custom model validations.

Enumerated Values¶

Property	Value
ListCustomModelValidationSortQueryParam	[`name`, `-name`, `deploymentName`, `-deploymentName`, `userName`, `-userName`, `creationDate`, `-creationDate`]

SupportedDeploymentType

"TEXT_GENERATION"

SupportedDeploymentType

Properties¶

Name	Type	Required	Restrictions	Description
SupportedDeploymentType	string	false		The type of the target output a DataRobot deployment produces.

Enumerated Values¶

Property	Value
SupportedDeploymentType	[`TEXT_GENERATION`, `UNSTRUCTURED`, `REGRESSION`, `MULTICLASS`, `BINARY`, `NOT_SUPPORTED`]

ValidationError

{
  "loc": [
    "string"
  ],
  "msg": "string",
  "type": "string"
}

ValidationError

Properties¶

Name	Type	Required	Restrictions	Description
loc	[anyOf]	true		none

anyOf

Name	Type	Required	Restrictions	Description
» anonymous	string	false		none

or

Name	Type	Required	Restrictions	Description
» anonymous	integer	false		none

continued

Name	Type	Required	Restrictions	Description
msg	string	true		none
type	string	true		none

更新しました May 14, 2024

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