BedrockAgentCoreControl / Client / create_online_evaluation_config

create_online_evaluation_config

BedrockAgentCoreControl.Client.create_online_evaluation_config(**kwargs)

Creates an online evaluation configuration for continuous monitoring of agent performance. Online evaluation automatically samples live traffic from CloudWatch logs at specified rates and applies evaluators to assess agent quality in production.

See also: AWS API Documentation

Request Syntax

response = client.create_online_evaluation_config(
    clientToken='string',
    onlineEvaluationConfigName='string',
    description='string',
    rule={
        'samplingConfig': {
            'samplingPercentage': 123.0
        },
        'filters': [
            {
                'key': 'string',
                'operator': 'Equals'|'NotEquals'|'GreaterThan'|'LessThan'|'GreaterThanOrEqual'|'LessThanOrEqual'|'Contains'|'NotContains',
                'value': {
                    'stringValue': 'string',
                    'doubleValue': 123.0,
                    'booleanValue': True|False
                }
            },
        ],
        'sessionConfig': {
            'sessionTimeoutMinutes': 123
        }
    },
    dataSourceConfig={
        'cloudWatchLogs': {
            'logGroupNames': [
                'string',
            ],
            'serviceNames': [
                'string',
            ]
        }
    },
    evaluators=[
        {
            'evaluatorId': 'string'
        },
    ],
    evaluationExecutionRoleArn='string',
    enableOnCreate=True|False,
    tags={
        'string': 'string'
    }
)
Parameters:
  • clientToken (string) –

    A unique, case-sensitive identifier to ensure that the API request completes no more than one time. If you don’t specify this field, a value is randomly generated for you. If this token matches a previous request, the service ignores the request, but doesn’t return an error. For more information, see Ensuring idempotency.

    This field is autopopulated if not provided.

  • onlineEvaluationConfigName (string) –

    [REQUIRED]

    The name of the online evaluation configuration. Must be unique within your account.

  • description (string) – The description of the online evaluation configuration that explains its monitoring purpose and scope.

  • rule (dict) –

    [REQUIRED]

    The evaluation rule that defines sampling configuration, filters, and session detection settings for the online evaluation.

    • samplingConfig (dict) – [REQUIRED]

      The sampling configuration that determines what percentage of agent traces to evaluate.

      • samplingPercentage (float) – [REQUIRED]

        The percentage of agent traces to sample for evaluation, ranging from 0.01% to 100%.

    • filters (list) –

      The list of filters that determine which agent traces should be included in the evaluation based on trace properties.

      • (dict) –

        The filter that applies conditions to agent traces during online evaluation to determine which traces should be evaluated.

        • key (string) – [REQUIRED]

          The key or field name to filter on within the agent trace data.

        • operator (string) – [REQUIRED]

          The comparison operator to use for filtering.

        • value (dict) – [REQUIRED]

          The value to compare against using the specified operator.

          Note

          This is a Tagged Union structure. Only one of the following top level keys can be set: stringValue, doubleValue, booleanValue.

          • stringValue (string) –

            The string value for text-based filtering.

          • doubleValue (float) –

            The numeric value for numerical filtering and comparisons.

          • booleanValue (boolean) –

            The boolean value for true/false filtering conditions.

    • sessionConfig (dict) –

      The session configuration that defines timeout settings for detecting when agent sessions are complete and ready for evaluation.

      • sessionTimeoutMinutes (integer) – [REQUIRED]

        The number of minutes of inactivity after which an agent session is considered complete and ready for evaluation. Default is 15 minutes.

  • dataSourceConfig (dict) –

    [REQUIRED]

    The data source configuration that specifies CloudWatch log groups and service names to monitor for agent traces.

    Note

    This is a Tagged Union structure. Only one of the following top level keys can be set: cloudWatchLogs.

    • cloudWatchLogs (dict) –

      The CloudWatch logs configuration for reading agent traces from log groups.

      • logGroupNames (list) – [REQUIRED]

        The list of CloudWatch log group names to monitor for agent traces.

        • (string) –

      • serviceNames (list) – [REQUIRED]

        The list of service names to filter traces within the specified log groups. Used to identify relevant agent sessions.

        • (string) –

  • evaluators (list) –

    [REQUIRED]

    The list of evaluators to apply during online evaluation. Can include both built-in evaluators and custom evaluators created with CreateEvaluator.

    • (dict) –

      The reference to an evaluator used in online evaluation configurations, containing the evaluator identifier.

      Note

      This is a Tagged Union structure. Only one of the following top level keys can be set: evaluatorId.

      • evaluatorId (string) –

        The unique identifier of the evaluator. Can reference builtin evaluators (e.g., Builtin.Helpfulness) or custom evaluators.

  • evaluationExecutionRoleArn (string) –

    [REQUIRED]

    The Amazon Resource Name (ARN) of the IAM role that grants permissions to read from CloudWatch logs, write evaluation results, and invoke Amazon Bedrock models for evaluation.

  • enableOnCreate (boolean) –

    [REQUIRED]

    Whether to enable the online evaluation configuration immediately upon creation. If true, evaluation begins automatically.

  • tags (dict) –

    A map of tag keys and values to assign to an AgentCore Online Evaluation Config. Tags enable you to categorize your resources in different ways, for example, by purpose, owner, or environment.

    • (string) –

      • (string) –

Return type:

dict

Returns:

Response Syntax

{
    'onlineEvaluationConfigArn': 'string',
    'onlineEvaluationConfigId': 'string',
    'createdAt': datetime(2015, 1, 1),
    'outputConfig': {
        'cloudWatchConfig': {
            'logGroupName': 'string'
        }
    },
    'status': 'ACTIVE'|'CREATING'|'CREATE_FAILED'|'UPDATING'|'UPDATE_FAILED'|'DELETING',
    'executionStatus': 'ENABLED'|'DISABLED',
    'failureReason': 'string'
}

Response Structure

  • (dict) –

    • onlineEvaluationConfigArn (string) –

      The Amazon Resource Name (ARN) of the created online evaluation configuration.

    • onlineEvaluationConfigId (string) –

      The unique identifier of the created online evaluation configuration.

    • createdAt (datetime) –

      The timestamp when the online evaluation configuration was created.

    • outputConfig (dict) –

      The configuration that specifies where evaluation results should be written for monitoring and analysis.

      • cloudWatchConfig (dict) –

        The CloudWatch configuration for writing evaluation results to CloudWatch logs with embedded metric format.

        • logGroupName (string) –

          The name of the CloudWatch log group where evaluation results will be written. The log group will be created if it doesn’t exist.

    • status (string) –

      The status of the online evaluation configuration.

    • executionStatus (string) –

      The execution status indicating whether the online evaluation is currently running.

    • failureReason (string) –

      The reason for failure if the online evaluation configuration creation or execution failed.

Exceptions

  • BedrockAgentCoreControl.Client.exceptions.ServiceQuotaExceededException

  • BedrockAgentCoreControl.Client.exceptions.ValidationException

  • BedrockAgentCoreControl.Client.exceptions.AccessDeniedException

  • BedrockAgentCoreControl.Client.exceptions.ConflictException

  • BedrockAgentCoreControl.Client.exceptions.ThrottlingException

  • BedrockAgentCoreControl.Client.exceptions.InternalServerException