LookoutMetrics

Client

class LookoutMetrics.Client

A low-level client representing Amazon Lookout for Metrics (LookoutMetrics)

This is the Amazon Lookout for Metrics API Reference . For an introduction to the service with tutorials for getting started, visit Amazon Lookout for Metrics Developer Guide .

client = session.create_client('lookoutmetrics')

These are the available methods:

activate_anomaly_detector(**kwargs)

Activates an anomaly detector.

See also: AWS API Documentation

Request Syntax

response = client.activate_anomaly_detector(
    AnomalyDetectorArn='string'
)
Parameters
AnomalyDetectorArn (string) --

[REQUIRED]

The ARN of the anomaly detector.

Return type
dict
Returns
Response Syntax
{}

Response Structure

  • (dict) --

Exceptions

back_test_anomaly_detector(**kwargs)

Runs a backtest for anomaly detection for the specified resource.

See also: AWS API Documentation

Request Syntax

response = client.back_test_anomaly_detector(
    AnomalyDetectorArn='string'
)
Parameters
AnomalyDetectorArn (string) --

[REQUIRED]

The Amazon Resource Name (ARN) of the anomaly detector.

Return type
dict
Returns
Response Syntax
{}

Response Structure

  • (dict) --

Exceptions

can_paginate(operation_name)

Check if an operation can be paginated.

Parameters
operation_name (string) -- The operation name. This is the same name as the method name on the client. For example, if the method name is create_foo, and you'd normally invoke the operation as client.create_foo(**kwargs), if the create_foo operation can be paginated, you can use the call client.get_paginator("create_foo").
Returns
True if the operation can be paginated, False otherwise.
create_alert(**kwargs)

Creates an alert for an anomaly detector.

See also: AWS API Documentation

Request Syntax

response = client.create_alert(
    AlertName='string',
    AlertSensitivityThreshold=123,
    AlertDescription='string',
    AnomalyDetectorArn='string',
    Action={
        'SNSConfiguration': {
            'RoleArn': 'string',
            'SnsTopicArn': 'string'
        },
        'LambdaConfiguration': {
            'RoleArn': 'string',
            'LambdaArn': 'string'
        }
    },
    Tags={
        'string': 'string'
    }
)
Parameters
  • AlertName (string) --

    [REQUIRED]

    The name of the alert.

  • AlertSensitivityThreshold (integer) --

    [REQUIRED]

    An integer from 0 to 100 specifying the alert sensitivity threshold.

  • AlertDescription (string) -- A description of the alert.
  • AnomalyDetectorArn (string) --

    [REQUIRED]

    The ARN of the detector to which the alert is attached.

  • Action (dict) --

    [REQUIRED]

    Action that will be triggered when there is an alert.

    • SNSConfiguration (dict) --

      A configuration for an Amazon SNS channel.

      • RoleArn (string) -- [REQUIRED]

        The ARN of the IAM role that has access to the target SNS topic.

      • SnsTopicArn (string) -- [REQUIRED]

        The ARN of the target SNS topic.

    • LambdaConfiguration (dict) --

      A configuration for an AWS Lambda channel.

      • RoleArn (string) -- [REQUIRED]

        The ARN of an IAM role that has permission to invoke the Lambda function.

      • LambdaArn (string) -- [REQUIRED]

        The ARN of the Lambda function.

  • Tags (dict) --

    A list of tags to apply to the alert.

    • (string) --
      • (string) --
Return type

dict

Returns

Response Syntax

{
    'AlertArn': 'string'
}

Response Structure

  • (dict) --

    • AlertArn (string) --

      The ARN of the alert.

Exceptions

create_anomaly_detector(**kwargs)

Creates an anomaly detector.

See also: AWS API Documentation

Request Syntax

response = client.create_anomaly_detector(
    AnomalyDetectorName='string',
    AnomalyDetectorDescription='string',
    AnomalyDetectorConfig={
        'AnomalyDetectorFrequency': 'P1D'|'PT1H'|'PT10M'|'PT5M'
    },
    KmsKeyArn='string',
    Tags={
        'string': 'string'
    }
)
Parameters
  • AnomalyDetectorName (string) --

    [REQUIRED]

    The name of the detector.

  • AnomalyDetectorDescription (string) -- A description of the detector.
  • AnomalyDetectorConfig (dict) --

    [REQUIRED]

    Contains information about the configuration of the anomaly detector.

    • AnomalyDetectorFrequency (string) --

      The frequency at which the detector analyzes its source data.

  • KmsKeyArn (string) -- The ARN of the KMS key to use to encrypt your data.
  • Tags (dict) --

    A list of tags to apply to the anomaly detector.

    • (string) --
      • (string) --
Return type

dict

Returns

Response Syntax

{
    'AnomalyDetectorArn': 'string'
}

Response Structure

  • (dict) --

    • AnomalyDetectorArn (string) --

      The ARN of the detector.

Exceptions

create_metric_set(**kwargs)

Creates a dataset.

See also: AWS API Documentation

Request Syntax

response = client.create_metric_set(
    AnomalyDetectorArn='string',
    MetricSetName='string',
    MetricSetDescription='string',
    MetricList=[
        {
            'MetricName': 'string',
            'AggregationFunction': 'AVG'|'SUM',
            'Namespace': 'string'
        },
    ],
    Offset=123,
    TimestampColumn={
        'ColumnName': 'string',
        'ColumnFormat': 'string'
    },
    DimensionList=[
        'string',
    ],
    MetricSetFrequency='P1D'|'PT1H'|'PT10M'|'PT5M',
    MetricSource={
        'S3SourceConfig': {
            'RoleArn': 'string',
            'TemplatedPathList': [
                'string',
            ],
            'HistoricalDataPathList': [
                'string',
            ],
            'FileFormatDescriptor': {
                'CsvFormatDescriptor': {
                    'FileCompression': 'NONE'|'GZIP',
                    'Charset': 'string',
                    'ContainsHeader': True|False,
                    'Delimiter': 'string',
                    'HeaderList': [
                        'string',
                    ],
                    'QuoteSymbol': 'string'
                },
                'JsonFormatDescriptor': {
                    'FileCompression': 'NONE'|'GZIP',
                    'Charset': 'string'
                }
            }
        },
        'AppFlowConfig': {
            'RoleArn': 'string',
            'FlowName': 'string'
        },
        'CloudWatchConfig': {
            'RoleArn': 'string'
        },
        'RDSSourceConfig': {
            'DBInstanceIdentifier': 'string',
            'DatabaseHost': 'string',
            'DatabasePort': 123,
            'SecretManagerArn': 'string',
            'DatabaseName': 'string',
            'TableName': 'string',
            'RoleArn': 'string',
            'VpcConfiguration': {
                'SubnetIdList': [
                    'string',
                ],
                'SecurityGroupIdList': [
                    'string',
                ]
            }
        },
        'RedshiftSourceConfig': {
            'ClusterIdentifier': 'string',
            'DatabaseHost': 'string',
            'DatabasePort': 123,
            'SecretManagerArn': 'string',
            'DatabaseName': 'string',
            'TableName': 'string',
            'RoleArn': 'string',
            'VpcConfiguration': {
                'SubnetIdList': [
                    'string',
                ],
                'SecurityGroupIdList': [
                    'string',
                ]
            }
        }
    },
    Timezone='string',
    Tags={
        'string': 'string'
    }
)
Parameters
  • AnomalyDetectorArn (string) --

    [REQUIRED]

    The ARN of the anomaly detector that will use the dataset.

  • MetricSetName (string) --

    [REQUIRED]

    The name of the dataset.

  • MetricSetDescription (string) -- A description of the dataset you are creating.
  • MetricList (list) --

    [REQUIRED]

    A list of metrics that the dataset will contain.

    • (dict) --

      A calculation made by contrasting a measure and a dimension from your source data.

      • MetricName (string) -- [REQUIRED]

        The name of the metric.

      • AggregationFunction (string) -- [REQUIRED]

        The function with which the metric is calculated.

      • Namespace (string) --

        The namespace for the metric.

  • Offset (integer) -- After an interval ends, the amount of time that the detector waits before importing data.
  • TimestampColumn (dict) --

    Contains information about the column used for tracking time in your source data.

    • ColumnName (string) --

      The name of the timestamp column.

    • ColumnFormat (string) --

      The format of the timestamp column.

  • DimensionList (list) --

    A list of the fields you want to treat as dimensions.

    • (string) --
  • MetricSetFrequency (string) -- The frequency with which the source data will be analyzed for anomalies.
  • MetricSource (dict) --

    [REQUIRED]

    Contains information about how the source data should be interpreted.

    • S3SourceConfig (dict) --

      Contains information about the configuration of the S3 bucket that contains source files.

      • RoleArn (string) -- [REQUIRED]

        The ARN of an IAM role that has read and write access permissions to the source S3 bucket.

      • TemplatedPathList (list) --

        A list of templated paths to the source files.

        • (string) --
      • HistoricalDataPathList (list) --

        A list of paths to the historical data files.

        • (string) --
      • FileFormatDescriptor (dict) --

        Contains information about a source file's formatting.

        • CsvFormatDescriptor (dict) --

          Contains information about how a source CSV data file should be analyzed.

          • FileCompression (string) --

            The level of compression of the source CSV file.

          • Charset (string) --

            The character set in which the source CSV file is written.

          • ContainsHeader (boolean) --

            Whether or not the source CSV file contains a header.

          • Delimiter (string) --

            The character used to delimit the source CSV file.

          • HeaderList (list) --

            A list of the source CSV file's headers, if any.

            • (string) --
          • QuoteSymbol (string) --

            The character used as a quote character.

        • JsonFormatDescriptor (dict) --

          Contains information about how a source JSON data file should be analyzed.

          • FileCompression (string) --

            The level of compression of the source CSV file.

          • Charset (string) --

            The character set in which the source JSON file is written.

    • AppFlowConfig (dict) --

      An object containing information about the AppFlow configuration.

      • RoleArn (string) -- [REQUIRED]

        An IAM role that gives Amazon Lookout for Metrics permission to access the flow.

      • FlowName (string) -- [REQUIRED]

        name of the flow.

    • CloudWatchConfig (dict) --

      An object containing information about the Amazon CloudWatch monitoring configuration.

      • RoleArn (string) -- [REQUIRED]

        An IAM role that gives Amazon Lookout for Metrics permission to access data in Amazon CloudWatch.

    • RDSSourceConfig (dict) --

      An object containing information about the Amazon Relational Database Service (RDS) configuration.

      • DBInstanceIdentifier (string) -- [REQUIRED]

        A string identifying the database instance.

      • DatabaseHost (string) -- [REQUIRED]

        The host name of the database.

      • DatabasePort (integer) -- [REQUIRED]

        The port number where the database can be accessed.

      • SecretManagerArn (string) -- [REQUIRED]

        The Amazon Resource Name (ARN) of the AWS Secrets Manager role.

      • DatabaseName (string) -- [REQUIRED]

        The name of the RDS database.

      • TableName (string) -- [REQUIRED]

        The name of the table in the database.

      • RoleArn (string) -- [REQUIRED]

        The Amazon Resource Name (ARN) of the role.

      • VpcConfiguration (dict) -- [REQUIRED]

        An object containing information about the Amazon Virtual Private Cloud (VPC) configuration.

        • SubnetIdList (list) -- [REQUIRED]

          An array of strings containing the Amazon VPC subnet IDs (e.g., subnet-0bb1c79de3EXAMPLE .

          • (string) --
        • SecurityGroupIdList (list) -- [REQUIRED]

          An array of strings containing the list of security groups.

          • (string) --
    • RedshiftSourceConfig (dict) --

      An object containing information about the Amazon Redshift database configuration.

      • ClusterIdentifier (string) -- [REQUIRED]

        A string identifying the Redshift cluster.

      • DatabaseHost (string) -- [REQUIRED]

        The name of the database host.

      • DatabasePort (integer) -- [REQUIRED]

        The port number where the database can be accessed.

      • SecretManagerArn (string) -- [REQUIRED]

        The Amazon Resource Name (ARN) of the AWS Secrets Manager role.

      • DatabaseName (string) -- [REQUIRED]

        The Redshift database name.

      • TableName (string) -- [REQUIRED]

        The table name of the Redshift database.

      • RoleArn (string) -- [REQUIRED]

        The Amazon Resource Name (ARN) of the role providing access to the database.

      • VpcConfiguration (dict) -- [REQUIRED]

        Contains information about the Amazon Virtual Private Cloud (VPC) configuration.

        • SubnetIdList (list) -- [REQUIRED]

          An array of strings containing the Amazon VPC subnet IDs (e.g., subnet-0bb1c79de3EXAMPLE .

          • (string) --
        • SecurityGroupIdList (list) -- [REQUIRED]

          An array of strings containing the list of security groups.

          • (string) --
  • Timezone (string) -- The time zone in which your source data was recorded.
  • Tags (dict) --

    A list of tags to apply to the dataset.

    • (string) --
      • (string) --
Return type

dict

Returns

Response Syntax

{
    'MetricSetArn': 'string'
}

Response Structure

  • (dict) --

    • MetricSetArn (string) --

      The ARN of the dataset.

Exceptions

delete_alert(**kwargs)

Deletes an alert.

See also: AWS API Documentation

Request Syntax

response = client.delete_alert(
    AlertArn='string'
)
Parameters
AlertArn (string) --

[REQUIRED]

The ARN of the alert to delete.

Return type
dict
Returns
Response Syntax
{}

Response Structure

  • (dict) --

Exceptions

delete_anomaly_detector(**kwargs)

Deletes a detector. Deleting an anomaly detector will delete all of its corresponding resources including any configured datasets and alerts.

See also: AWS API Documentation

Request Syntax

response = client.delete_anomaly_detector(
    AnomalyDetectorArn='string'
)
Parameters
AnomalyDetectorArn (string) --

[REQUIRED]

The ARN of the detector to delete.

Return type
dict
Returns
Response Syntax
{}

Response Structure

  • (dict) --

Exceptions

describe_alert(**kwargs)

Describes an alert.

Amazon Lookout for Metrics API actions are eventually consistent. If you do a read operation on a resource immediately after creating or modifying it, use retries to allow time for the write operation to complete.

See also: AWS API Documentation

Request Syntax

response = client.describe_alert(
    AlertArn='string'
)
Parameters
AlertArn (string) --

[REQUIRED]

The ARN of the alert to describe.

Return type
dict
Returns
Response Syntax
{
    'Alert': {
        'Action': {
            'SNSConfiguration': {
                'RoleArn': 'string',
                'SnsTopicArn': 'string'
            },
            'LambdaConfiguration': {
                'RoleArn': 'string',
                'LambdaArn': 'string'
            }
        },
        'AlertDescription': 'string',
        'AlertArn': 'string',
        'AnomalyDetectorArn': 'string',
        'AlertName': 'string',
        'AlertSensitivityThreshold': 123,
        'AlertType': 'SNS'|'LAMBDA',
        'AlertStatus': 'ACTIVE'|'INACTIVE',
        'LastModificationTime': datetime(2015, 1, 1),
        'CreationTime': datetime(2015, 1, 1)
    }
}

Response Structure

  • (dict) --
    • Alert (dict) --

      Contains information about an alert.

      • Action (dict) --

        Action that will be triggered when there is an alert.

        • SNSConfiguration (dict) --

          A configuration for an Amazon SNS channel.

          • RoleArn (string) --

            The ARN of the IAM role that has access to the target SNS topic.

          • SnsTopicArn (string) --

            The ARN of the target SNS topic.

        • LambdaConfiguration (dict) --

          A configuration for an AWS Lambda channel.

          • RoleArn (string) --

            The ARN of an IAM role that has permission to invoke the Lambda function.

          • LambdaArn (string) --

            The ARN of the Lambda function.

      • AlertDescription (string) --

        A description of the alert.

      • AlertArn (string) --

        The ARN of the alert.

      • AnomalyDetectorArn (string) --

        The ARN of the detector to which the alert is attached.

      • AlertName (string) --

        The name of the alert.

      • AlertSensitivityThreshold (integer) --

        The minimum severity for an anomaly to trigger the alert.

      • AlertType (string) --

        The type of the alert.

      • AlertStatus (string) --

        The status of the alert.

      • LastModificationTime (datetime) --

        The time at which the alert was last modified.

      • CreationTime (datetime) --

        The time at which the alert was created.

Exceptions

describe_anomaly_detection_executions(**kwargs)

Returns information about the status of the specified anomaly detection jobs.

See also: AWS API Documentation

Request Syntax

response = client.describe_anomaly_detection_executions(
    AnomalyDetectorArn='string',
    Timestamp='string',
    MaxResults=123,
    NextToken='string'
)
Parameters
  • AnomalyDetectorArn (string) --

    [REQUIRED]

    The Amazon Resource Name (ARN) of the anomaly detector.

  • Timestamp (string) -- The timestamp of the anomaly detection job.
  • MaxResults (integer) -- The number of items to return in the response.
  • NextToken (string) -- Specify the pagination token that's returned by a previous request to retrieve the next page of results.
Return type

dict

Returns

Response Syntax

{
    'ExecutionList': [
        {
            'Timestamp': 'string',
            'Status': 'PENDING'|'IN_PROGRESS'|'COMPLETED'|'FAILED'|'FAILED_TO_SCHEDULE',
            'FailureReason': 'string'
        },
    ],
    'NextToken': 'string'
}

Response Structure

  • (dict) --

    • ExecutionList (list) --

      A list of detection jobs.

      • (dict) --

        The status of an anomaly detector run.

        • Timestamp (string) --

          The run's timestamp.

        • Status (string) --

          The run's status.

        • FailureReason (string) --

          The reason that the run failed, if applicable.

    • NextToken (string) --

      The pagination token that's included if more results are available.

Exceptions

describe_anomaly_detector(**kwargs)

Describes a detector.

Amazon Lookout for Metrics API actions are eventually consistent. If you do a read operation on a resource immediately after creating or modifying it, use retries to allow time for the write operation to complete.

See also: AWS API Documentation

Request Syntax

response = client.describe_anomaly_detector(
    AnomalyDetectorArn='string'
)
Parameters
AnomalyDetectorArn (string) --

[REQUIRED]

The ARN of the detector to describe.

Return type
dict
Returns
Response Syntax
{
    'AnomalyDetectorArn': 'string',
    'AnomalyDetectorName': 'string',
    'AnomalyDetectorDescription': 'string',
    'AnomalyDetectorConfig': {
        'AnomalyDetectorFrequency': 'P1D'|'PT1H'|'PT10M'|'PT5M'
    },
    'CreationTime': datetime(2015, 1, 1),
    'LastModificationTime': datetime(2015, 1, 1),
    'Status': 'ACTIVE'|'ACTIVATING'|'DELETING'|'FAILED'|'INACTIVE'|'BACK_TEST_ACTIVATING'|'BACK_TEST_ACTIVE'|'BACK_TEST_COMPLETE',
    'FailureReason': 'string',
    'KmsKeyArn': 'string'
}

Response Structure

  • (dict) --
    • AnomalyDetectorArn (string) --

      The ARN of the detector.

    • AnomalyDetectorName (string) --

      The name of the detector.

    • AnomalyDetectorDescription (string) --

      A description of the detector.

    • AnomalyDetectorConfig (dict) --

      Contains information about the detector's configuration.

      • AnomalyDetectorFrequency (string) --

        The interval at which the detector analyzes its source data.

    • CreationTime (datetime) --

      The time at which the detector was created.

    • LastModificationTime (datetime) --

      The time at which the detector was last modified.

    • Status (string) --

      The status of the detector.

    • FailureReason (string) --

      The reason that the detector failed, if any.

    • KmsKeyArn (string) --

      The ARN of the KMS key to use to encrypt your data.

Exceptions

describe_metric_set(**kwargs)

Describes a dataset.

Amazon Lookout for Metrics API actions are eventually consistent. If you do a read operation on a resource immediately after creating or modifying it, use retries to allow time for the write operation to complete.

See also: AWS API Documentation

Request Syntax

response = client.describe_metric_set(
    MetricSetArn='string'
)
Parameters
MetricSetArn (string) --

[REQUIRED]

The ARN of the dataset.

Return type
dict
Returns
Response Syntax
{
    'MetricSetArn': 'string',
    'AnomalyDetectorArn': 'string',
    'MetricSetName': 'string',
    'MetricSetDescription': 'string',
    'CreationTime': datetime(2015, 1, 1),
    'LastModificationTime': datetime(2015, 1, 1),
    'Offset': 123,
    'MetricList': [
        {
            'MetricName': 'string',
            'AggregationFunction': 'AVG'|'SUM',
            'Namespace': 'string'
        },
    ],
    'TimestampColumn': {
        'ColumnName': 'string',
        'ColumnFormat': 'string'
    },
    'DimensionList': [
        'string',
    ],
    'MetricSetFrequency': 'P1D'|'PT1H'|'PT10M'|'PT5M',
    'Timezone': 'string',
    'MetricSource': {
        'S3SourceConfig': {
            'RoleArn': 'string',
            'TemplatedPathList': [
                'string',
            ],
            'HistoricalDataPathList': [
                'string',
            ],
            'FileFormatDescriptor': {
                'CsvFormatDescriptor': {
                    'FileCompression': 'NONE'|'GZIP',
                    'Charset': 'string',
                    'ContainsHeader': True|False,
                    'Delimiter': 'string',
                    'HeaderList': [
                        'string',
                    ],
                    'QuoteSymbol': 'string'
                },
                'JsonFormatDescriptor': {
                    'FileCompression': 'NONE'|'GZIP',
                    'Charset': 'string'
                }
            }
        },
        'AppFlowConfig': {
            'RoleArn': 'string',
            'FlowName': 'string'
        },
        'CloudWatchConfig': {
            'RoleArn': 'string'
        },
        'RDSSourceConfig': {
            'DBInstanceIdentifier': 'string',
            'DatabaseHost': 'string',
            'DatabasePort': 123,
            'SecretManagerArn': 'string',
            'DatabaseName': 'string',
            'TableName': 'string',
            'RoleArn': 'string',
            'VpcConfiguration': {
                'SubnetIdList': [
                    'string',
                ],
                'SecurityGroupIdList': [
                    'string',
                ]
            }
        },
        'RedshiftSourceConfig': {
            'ClusterIdentifier': 'string',
            'DatabaseHost': 'string',
            'DatabasePort': 123,
            'SecretManagerArn': 'string',
            'DatabaseName': 'string',
            'TableName': 'string',
            'RoleArn': 'string',
            'VpcConfiguration': {
                'SubnetIdList': [
                    'string',
                ],
                'SecurityGroupIdList': [
                    'string',
                ]
            }
        }
    }
}

Response Structure

  • (dict) --
    • MetricSetArn (string) --

      The ARN of the dataset.

    • AnomalyDetectorArn (string) --

      The ARN of the detector that contains the dataset.

    • MetricSetName (string) --

      The name of the dataset.

    • MetricSetDescription (string) --

      The dataset's description.

    • CreationTime (datetime) --

      The time at which the dataset was created.

    • LastModificationTime (datetime) --

      The time at which the dataset was last modified.

    • Offset (integer) --

      The offset for the dataset.

    • MetricList (list) --

      A list of the metrics defined by the dataset.

      • (dict) --

        A calculation made by contrasting a measure and a dimension from your source data.

        • MetricName (string) --

          The name of the metric.

        • AggregationFunction (string) --

          The function with which the metric is calculated.

        • Namespace (string) --

          The namespace for the metric.

    • TimestampColumn (dict) --

      Contains information about the column used for tracking time in your source data.

      • ColumnName (string) --

        The name of the timestamp column.

      • ColumnFormat (string) --

        The format of the timestamp column.

    • DimensionList (list) --

      A list of the dimensions chosen for analysis.

      • (string) --
    • MetricSetFrequency (string) --

      The interval at which the data will be analyzed for anomalies.

    • Timezone (string) --

      The time zone in which the dataset's data was recorded.

    • MetricSource (dict) --

      Contains information about the dataset's source data.

      • S3SourceConfig (dict) --

        Contains information about the configuration of the S3 bucket that contains source files.

        • RoleArn (string) --

          The ARN of an IAM role that has read and write access permissions to the source S3 bucket.

        • TemplatedPathList (list) --

          A list of templated paths to the source files.

          • (string) --
        • HistoricalDataPathList (list) --

          A list of paths to the historical data files.

          • (string) --
        • FileFormatDescriptor (dict) --

          Contains information about a source file's formatting.

          • CsvFormatDescriptor (dict) --

            Contains information about how a source CSV data file should be analyzed.

            • FileCompression (string) --

              The level of compression of the source CSV file.

            • Charset (string) --

              The character set in which the source CSV file is written.

            • ContainsHeader (boolean) --

              Whether or not the source CSV file contains a header.

            • Delimiter (string) --

              The character used to delimit the source CSV file.

            • HeaderList (list) --

              A list of the source CSV file's headers, if any.

              • (string) --
            • QuoteSymbol (string) --

              The character used as a quote character.

          • JsonFormatDescriptor (dict) --

            Contains information about how a source JSON data file should be analyzed.

            • FileCompression (string) --

              The level of compression of the source CSV file.

            • Charset (string) --

              The character set in which the source JSON file is written.

      • AppFlowConfig (dict) --

        An object containing information about the AppFlow configuration.

        • RoleArn (string) --

          An IAM role that gives Amazon Lookout for Metrics permission to access the flow.

        • FlowName (string) --

          name of the flow.

      • CloudWatchConfig (dict) --

        An object containing information about the Amazon CloudWatch monitoring configuration.

        • RoleArn (string) --

          An IAM role that gives Amazon Lookout for Metrics permission to access data in Amazon CloudWatch.

      • RDSSourceConfig (dict) --

        An object containing information about the Amazon Relational Database Service (RDS) configuration.

        • DBInstanceIdentifier (string) --

          A string identifying the database instance.

        • DatabaseHost (string) --

          The host name of the database.

        • DatabasePort (integer) --

          The port number where the database can be accessed.

        • SecretManagerArn (string) --

          The Amazon Resource Name (ARN) of the AWS Secrets Manager role.

        • DatabaseName (string) --

          The name of the RDS database.

        • TableName (string) --

          The name of the table in the database.

        • RoleArn (string) --

          The Amazon Resource Name (ARN) of the role.

        • VpcConfiguration (dict) --

          An object containing information about the Amazon Virtual Private Cloud (VPC) configuration.

          • SubnetIdList (list) --

            An array of strings containing the Amazon VPC subnet IDs (e.g., subnet-0bb1c79de3EXAMPLE .

            • (string) --
          • SecurityGroupIdList (list) --

            An array of strings containing the list of security groups.

            • (string) --
      • RedshiftSourceConfig (dict) --

        An object containing information about the Amazon Redshift database configuration.

        • ClusterIdentifier (string) --

          A string identifying the Redshift cluster.

        • DatabaseHost (string) --

          The name of the database host.

        • DatabasePort (integer) --

          The port number where the database can be accessed.

        • SecretManagerArn (string) --

          The Amazon Resource Name (ARN) of the AWS Secrets Manager role.

        • DatabaseName (string) --

          The Redshift database name.

        • TableName (string) --

          The table name of the Redshift database.

        • RoleArn (string) --

          The Amazon Resource Name (ARN) of the role providing access to the database.

        • VpcConfiguration (dict) --

          Contains information about the Amazon Virtual Private Cloud (VPC) configuration.

          • SubnetIdList (list) --

            An array of strings containing the Amazon VPC subnet IDs (e.g., subnet-0bb1c79de3EXAMPLE .

            • (string) --
          • SecurityGroupIdList (list) --

            An array of strings containing the list of security groups.

            • (string) --

Exceptions

generate_presigned_url(ClientMethod, Params=None, ExpiresIn=3600, HttpMethod=None)

Generate a presigned url given a client, its method, and arguments

Parameters
  • ClientMethod (string) -- The client method to presign for
  • Params (dict) -- The parameters normally passed to ClientMethod.
  • ExpiresIn (int) -- The number of seconds the presigned url is valid for. By default it expires in an hour (3600 seconds)
  • HttpMethod (string) -- The http method to use on the generated url. By default, the http method is whatever is used in the method's model.
Returns

The presigned url

get_anomaly_group(**kwargs)

Returns details about a group of anomalous metrics.

See also: AWS API Documentation

Request Syntax

response = client.get_anomaly_group(
    AnomalyGroupId='string',
    AnomalyDetectorArn='string'
)
Parameters
  • AnomalyGroupId (string) --

    [REQUIRED]

    The ID of the anomaly group.

  • AnomalyDetectorArn (string) --

    [REQUIRED]

    The Amazon Resource Name (ARN) of the anomaly detector.

Return type

dict

Returns

Response Syntax

{
    'AnomalyGroup': {
        'StartTime': 'string',
        'EndTime': 'string',
        'AnomalyGroupId': 'string',
        'AnomalyGroupScore': 123.0,
        'PrimaryMetricName': 'string',
        'MetricLevelImpactList': [
            {
                'MetricName': 'string',
                'NumTimeSeries': 123,
                'ContributionMatrix': {
                    'DimensionContributionList': [
                        {
                            'DimensionName': 'string',
                            'DimensionValueContributionList': [
                                {
                                    'DimensionValue': 'string',
                                    'ContributionScore': 123.0
                                },
                            ]
                        },
                    ]
                }
            },
        ]
    }
}

Response Structure

  • (dict) --

    • AnomalyGroup (dict) --

      Details about the anomaly group.

      • StartTime (string) --

        The start time for the group.

      • EndTime (string) --

        The end time for the group.

      • AnomalyGroupId (string) --

        The ID of the anomaly group.

      • AnomalyGroupScore (float) --

        The severity score of the group.

      • PrimaryMetricName (string) --

        The name of the primary affected measure for the group.

      • MetricLevelImpactList (list) --

        A list of measures affected by the anomaly.

        • (dict) --

          Details about a measure affected by an anomaly.

          • MetricName (string) --

            The name of the measure.

          • NumTimeSeries (integer) --

            The number of anomalous metrics for the measure.

          • ContributionMatrix (dict) --

            Details about the dimensions that contributed to the anomaly.

            • DimensionContributionList (list) --

              A list of contributing dimensions.

              • (dict) --

                Details about a dimension that contributed to an anomaly.

                • DimensionName (string) --

                  The name of the dimension.

                • DimensionValueContributionList (list) --

                  A list of dimension values that contributed to the anomaly.

                  • (dict) --

                    The severity of a value of a dimension that contributed to an anomaly.

                    • DimensionValue (string) --

                      The value of the dimension.

                    • ContributionScore (float) --

                      The severity score of the value.

Exceptions

get_feedback(**kwargs)

Get feedback for an anomaly group.

See also: AWS API Documentation

Request Syntax

response = client.get_feedback(
    AnomalyDetectorArn='string',
    AnomalyGroupTimeSeriesFeedback={
        'AnomalyGroupId': 'string',
        'TimeSeriesId': 'string'
    },
    MaxResults=123,
    NextToken='string'
)
Parameters
  • AnomalyDetectorArn (string) --

    [REQUIRED]

    The Amazon Resource Name (ARN) of the anomaly detector.

  • AnomalyGroupTimeSeriesFeedback (dict) --

    [REQUIRED]

    The anomalous metric and group ID.

    • AnomalyGroupId (string) -- [REQUIRED]

      The ID of the anomaly group.

    • TimeSeriesId (string) --

      The ID of the metric.

  • MaxResults (integer) -- The maximum number of results to return.
  • NextToken (string) -- Specify the pagination token that's returned by a previous request to retrieve the next page of results.
Return type

dict

Returns

Response Syntax

{
    'AnomalyGroupTimeSeriesFeedback': [
        {
            'TimeSeriesId': 'string',
            'IsAnomaly': True|False
        },
    ],
    'NextToken': 'string'
}

Response Structure

  • (dict) --

    • AnomalyGroupTimeSeriesFeedback (list) --

      Feedback for an anomalous metric.

      • (dict) --

        Details about feedback submitted for an anomalous metric.

        • TimeSeriesId (string) --

          The ID of the metric.

        • IsAnomaly (boolean) --

          Feedback on whether the metric is a legitimate anomaly.

    • NextToken (string) --

      The pagination token that's included if more results are available.

Exceptions

get_paginator(operation_name)

Create a paginator for an operation.

Parameters
operation_name (string) -- The operation name. This is the same name as the method name on the client. For example, if the method name is create_foo, and you'd normally invoke the operation as client.create_foo(**kwargs), if the create_foo operation can be paginated, you can use the call client.get_paginator("create_foo").
Raises OperationNotPageableError
Raised if the operation is not pageable. You can use the client.can_paginate method to check if an operation is pageable.
Return type
L{botocore.paginate.Paginator}
Returns
A paginator object.
get_sample_data(**kwargs)

Returns a selection of sample records from an Amazon S3 datasource.

See also: AWS API Documentation

Request Syntax

response = client.get_sample_data(
    S3SourceConfig={
        'RoleArn': 'string',
        'TemplatedPathList': [
            'string',
        ],
        'HistoricalDataPathList': [
            'string',
        ],
        'FileFormatDescriptor': {
            'CsvFormatDescriptor': {
                'FileCompression': 'NONE'|'GZIP',
                'Charset': 'string',
                'ContainsHeader': True|False,
                'Delimiter': 'string',
                'HeaderList': [
                    'string',
                ],
                'QuoteSymbol': 'string'
            },
            'JsonFormatDescriptor': {
                'FileCompression': 'NONE'|'GZIP',
                'Charset': 'string'
            }
        }
    }
)
Parameters
S3SourceConfig (dict) --

A datasource bucket in Amazon S3.

  • RoleArn (string) -- [REQUIRED]

    The Amazon Resource Name (ARN) of the role.

  • TemplatedPathList (list) --

    An array of strings containing the list of templated paths.

    • (string) --
  • HistoricalDataPathList (list) --

    An array of strings containing the historical set of data paths.

    • (string) --
  • FileFormatDescriptor (dict) -- [REQUIRED]

    Contains information about a source file's formatting.

    • CsvFormatDescriptor (dict) --

      Contains information about how a source CSV data file should be analyzed.

      • FileCompression (string) --

        The level of compression of the source CSV file.

      • Charset (string) --

        The character set in which the source CSV file is written.

      • ContainsHeader (boolean) --

        Whether or not the source CSV file contains a header.

      • Delimiter (string) --

        The character used to delimit the source CSV file.

      • HeaderList (list) --

        A list of the source CSV file's headers, if any.

        • (string) --
      • QuoteSymbol (string) --

        The character used as a quote character.

    • JsonFormatDescriptor (dict) --

      Contains information about how a source JSON data file should be analyzed.

      • FileCompression (string) --

        The level of compression of the source CSV file.

      • Charset (string) --

        The character set in which the source JSON file is written.

Return type
dict
Returns
Response Syntax
{
    'HeaderValues': [
        'string',
    ],
    'SampleRows': [
        [
            'string',
        ],
    ]
}

Response Structure

  • (dict) --
    • HeaderValues (list) --

      A list of header labels for the records.

      • (string) --
    • SampleRows (list) --

      A list of records.

      • (list) --
        • (string) --

Exceptions

get_waiter(waiter_name)

Returns an object that can wait for some condition.

Parameters
waiter_name (str) -- The name of the waiter to get. See the waiters section of the service docs for a list of available waiters.
Returns
The specified waiter object.
Return type
botocore.waiter.Waiter
list_alerts(**kwargs)

Lists the alerts attached to a detector.

Amazon Lookout for Metrics API actions are eventually consistent. If you do a read operation on a resource immediately after creating or modifying it, use retries to allow time for the write operation to complete.

See also: AWS API Documentation

Request Syntax

response = client.list_alerts(
    AnomalyDetectorArn='string',
    NextToken='string',
    MaxResults=123
)
Parameters
  • AnomalyDetectorArn (string) -- The ARN of the alert's detector.
  • NextToken (string) -- If the result of the previous request is truncated, the response includes a NextToken . To retrieve the next set of results, use the token in the next request. Tokens expire after 24 hours.
  • MaxResults (integer) -- The maximum number of results that will be displayed by the request.
Return type

dict

Returns

Response Syntax

{
    'AlertSummaryList': [
        {
            'AlertArn': 'string',
            'AnomalyDetectorArn': 'string',
            'AlertName': 'string',
            'AlertSensitivityThreshold': 123,
            'AlertType': 'SNS'|'LAMBDA',
            'AlertStatus': 'ACTIVE'|'INACTIVE',
            'LastModificationTime': datetime(2015, 1, 1),
            'CreationTime': datetime(2015, 1, 1),
            'Tags': {
                'string': 'string'
            }
        },
    ],
    'NextToken': 'string'
}

Response Structure

  • (dict) --

    • AlertSummaryList (list) --

      Contains information about an alert.

      • (dict) --

        Provides a summary of an alert's configuration.

        • AlertArn (string) --

          The ARN of the alert.

        • AnomalyDetectorArn (string) --

          The ARN of the detector to which the alert is attached.

        • AlertName (string) --

          The name of the alert.

        • AlertSensitivityThreshold (integer) --

          The minimum severity for an anomaly to trigger the alert.

        • AlertType (string) --

          The type of the alert.

        • AlertStatus (string) --

          The status of the alert.

        • LastModificationTime (datetime) --

          The time at which the alert was last modified.

        • CreationTime (datetime) --

          The time at which the alert was created.

        • Tags (dict) --

          The alert's tags .

          • (string) --
            • (string) --
    • NextToken (string) --

      If the response is truncated, the service returns this token. To retrieve the next set of results, use this token in the next request.

Exceptions

list_anomaly_detectors(**kwargs)

Lists the detectors in the current AWS Region.

Amazon Lookout for Metrics API actions are eventually consistent. If you do a read operation on a resource immediately after creating or modifying it, use retries to allow time for the write operation to complete.

See also: AWS API Documentation

Request Syntax

response = client.list_anomaly_detectors(
    MaxResults=123,
    NextToken='string'
)
Parameters
  • MaxResults (integer) -- The maximum number of results to return.
  • NextToken (string) -- If the result of the previous request was truncated, the response includes a NextToken . To retrieve the next set of results, use the token in the next request. Tokens expire after 24 hours.
Return type

dict

Returns

Response Syntax

{
    'AnomalyDetectorSummaryList': [
        {
            'AnomalyDetectorArn': 'string',
            'AnomalyDetectorName': 'string',
            'AnomalyDetectorDescription': 'string',
            'CreationTime': datetime(2015, 1, 1),
            'LastModificationTime': datetime(2015, 1, 1),
            'Status': 'ACTIVE'|'ACTIVATING'|'DELETING'|'FAILED'|'INACTIVE'|'BACK_TEST_ACTIVATING'|'BACK_TEST_ACTIVE'|'BACK_TEST_COMPLETE',
            'Tags': {
                'string': 'string'
            }
        },
    ],
    'NextToken': 'string'
}

Response Structure

  • (dict) --

    • AnomalyDetectorSummaryList (list) --

      A list of anomaly detectors in the account in the current region.

      • (dict) --

        Contains information about an an anomaly detector.

        • AnomalyDetectorArn (string) --

          The ARN of the detector.

        • AnomalyDetectorName (string) --

          The name of the detector.

        • AnomalyDetectorDescription (string) --

          A description of the detector.

        • CreationTime (datetime) --

          The time at which the detector was created.

        • LastModificationTime (datetime) --

          The time at which the detector was last modified.

        • Status (string) --

          The status of detector.

        • Tags (dict) --

          The detector's tags .

          • (string) --
            • (string) --
    • NextToken (string) --

      If the response is truncated, the service returns this token. To retrieve the next set of results, use the token in the next request.

Exceptions

list_anomaly_group_summaries(**kwargs)

Returns a list of anomaly groups.

See also: AWS API Documentation

Request Syntax

response = client.list_anomaly_group_summaries(
    AnomalyDetectorArn='string',
    SensitivityThreshold=123,
    MaxResults=123,
    NextToken='string'
)
Parameters
  • AnomalyDetectorArn (string) --

    [REQUIRED]

    The Amazon Resource Name (ARN) of the anomaly detector.

  • SensitivityThreshold (integer) --

    [REQUIRED]

    The minimum severity score for inclusion in the output.

  • MaxResults (integer) -- The maximum number of results to return.
  • NextToken (string) -- Specify the pagination token that's returned by a previous request to retrieve the next page of results.
Return type

dict

Returns

Response Syntax

{
    'AnomalyGroupSummaryList': [
        {
            'StartTime': 'string',
            'EndTime': 'string',
            'AnomalyGroupId': 'string',
            'AnomalyGroupScore': 123.0,
            'PrimaryMetricName': 'string'
        },
    ],
    'AnomalyGroupStatistics': {
        'EvaluationStartDate': 'string',
        'TotalCount': 123,
        'ItemizedMetricStatsList': [
            {
                'MetricName': 'string',
                'OccurrenceCount': 123
            },
        ]
    },
    'NextToken': 'string'
}

Response Structure

  • (dict) --

    • AnomalyGroupSummaryList (list) --

      A list of anomaly group summaries.

      • (dict) --

        Details about a group of anomalous metrics.

        • StartTime (string) --

          The start time for the group.

        • EndTime (string) --

          The end time for the group.

        • AnomalyGroupId (string) --

          The ID of the anomaly group.

        • AnomalyGroupScore (float) --

          The severity score of the group.

        • PrimaryMetricName (string) --

          The name of the primary affected measure for the group.

    • AnomalyGroupStatistics (dict) --

      Aggregated details about the anomaly groups.

      • EvaluationStartDate (string) --

        The start of the time range that was searched.

      • TotalCount (integer) --

        The number of groups found.

      • ItemizedMetricStatsList (list) --

        Statistics for individual metrics within the group.

        • (dict) --

          Aggregated statistics about a measure affected by an anomaly.

          • MetricName (string) --

            The name of the measure.

          • OccurrenceCount (integer) --

            The number of times that the measure appears.

    • NextToken (string) --

      The pagination token that's included if more results are available.

Exceptions

list_anomaly_group_time_series(**kwargs)

Gets a list of anomalous metrics for a measure in an anomaly group.

See also: AWS API Documentation

Request Syntax

response = client.list_anomaly_group_time_series(
    AnomalyDetectorArn='string',
    AnomalyGroupId='string',
    MetricName='string',
    MaxResults=123,
    NextToken='string'
)
Parameters
  • AnomalyDetectorArn (string) --

    [REQUIRED]

    The Amazon Resource Name (ARN) of the anomaly detector.

  • AnomalyGroupId (string) --

    [REQUIRED]

    The ID of the anomaly group.

  • MetricName (string) --

    [REQUIRED]

    The name of the measure field.

  • MaxResults (integer) -- The maximum number of results to return.
  • NextToken (string) -- Specify the pagination token that's returned by a previous request to retrieve the next page of results.
Return type

dict

Returns

Response Syntax

{
    'AnomalyGroupId': 'string',
    'MetricName': 'string',
    'TimestampList': [
        'string',
    ],
    'NextToken': 'string',
    'TimeSeriesList': [
        {
            'TimeSeriesId': 'string',
            'DimensionList': [
                {
                    'DimensionName': 'string',
                    'DimensionValue': 'string'
                },
            ],
            'MetricValueList': [
                123.0,
            ]
        },
    ]
}

Response Structure

  • (dict) --

    • AnomalyGroupId (string) --

      The ID of the anomaly group.

    • MetricName (string) --

      The name of the measure field.

    • TimestampList (list) --

      Timestamps for the anomalous metrics.

      • (string) --
    • NextToken (string) --

      The pagination token that's included if more results are available.

    • TimeSeriesList (list) --

      A list of anomalous metrics.

      • (dict) --

        Details about a metric. A metric is an aggregation of the values of a measure for a dimension value, such as availability in the us-east-1 Region.

        • TimeSeriesId (string) --

          The ID of the metric.

        • DimensionList (list) --

          The dimensions of the metric.

          • (dict) --

            A dimension name and value.

            • DimensionName (string) --

              The name of the dimension.

            • DimensionValue (string) --

              The value of the dimension.

        • MetricValueList (list) --

          The values for the metric.

          • (float) --

Exceptions

list_metric_sets(**kwargs)

Lists the datasets in the current AWS Region.

Amazon Lookout for Metrics API actions are eventually consistent. If you do a read operation on a resource immediately after creating or modifying it, use retries to allow time for the write operation to complete.

See also: AWS API Documentation

Request Syntax

response = client.list_metric_sets(
    AnomalyDetectorArn='string',
    MaxResults=123,
    NextToken='string'
)
Parameters
  • AnomalyDetectorArn (string) -- The ARN of the anomaly detector containing the metrics sets to list.
  • MaxResults (integer) -- The maximum number of results to return.
  • NextToken (string) -- If the result of the previous request was truncated, the response includes a NextToken . To retrieve the next set of results, use the token in the next request. Tokens expire after 24 hours.
Return type

dict

Returns

Response Syntax

{
    'MetricSetSummaryList': [
        {
            'MetricSetArn': 'string',
            'AnomalyDetectorArn': 'string',
            'MetricSetDescription': 'string',
            'MetricSetName': 'string',
            'CreationTime': datetime(2015, 1, 1),
            'LastModificationTime': datetime(2015, 1, 1),
            'Tags': {
                'string': 'string'
            }
        },
    ],
    'NextToken': 'string'
}

Response Structure

  • (dict) --

    • MetricSetSummaryList (list) --

      A list of the datasets in the AWS Region, with configuration details for each.

      • (dict) --

        Contains information about a dataset.

        • MetricSetArn (string) --

          The ARN of the dataset.

        • AnomalyDetectorArn (string) --

          The ARN of the detector to which the dataset belongs.

        • MetricSetDescription (string) --

          The description of the dataset.

        • MetricSetName (string) --

          The name of the dataset.

        • CreationTime (datetime) --

          The time at which the dataset was created.

        • LastModificationTime (datetime) --

          The time at which the dataset was last modified.

        • Tags (dict) --

          The dataset's tags .

          • (string) --
            • (string) --
    • NextToken (string) --

      If the response is truncated, the list call returns this token. To retrieve the next set of results, use the token in the next list request.

Exceptions

list_tags_for_resource(**kwargs)

Gets a list of tags for a detector, dataset, or alert.

See also: AWS API Documentation

Request Syntax

response = client.list_tags_for_resource(
    ResourceArn='string'
)
Parameters
ResourceArn (string) --

[REQUIRED]

The resource's Amazon Resource Name (ARN).

Return type
dict
Returns
Response Syntax
{
    'Tags': {
        'string': 'string'
    }
}

Response Structure

  • (dict) --
    • Tags (dict) --

      The resource's tags.

      • (string) --
        • (string) --

Exceptions

put_feedback(**kwargs)

Add feedback for an anomalous metric.

See also: AWS API Documentation

Request Syntax

response = client.put_feedback(
    AnomalyDetectorArn='string',
    AnomalyGroupTimeSeriesFeedback={
        'AnomalyGroupId': 'string',
        'TimeSeriesId': 'string',
        'IsAnomaly': True|False
    }
)
Parameters
  • AnomalyDetectorArn (string) --

    [REQUIRED]

    The Amazon Resource Name (ARN) of the anomaly detector.

  • AnomalyGroupTimeSeriesFeedback (dict) --

    [REQUIRED]

    Feedback for an anomalous metric.

    • AnomalyGroupId (string) -- [REQUIRED]

      The ID of the anomaly group.

    • TimeSeriesId (string) -- [REQUIRED]

      The ID of the metric.

    • IsAnomaly (boolean) -- [REQUIRED]

      Feedback on whether the metric is a legitimate anomaly.

Return type

dict

Returns

Response Syntax

{}

Response Structure

  • (dict) --

Exceptions

tag_resource(**kwargs)

Adds tags to a detector, dataset, or alert.

See also: AWS API Documentation

Request Syntax

response = client.tag_resource(
    ResourceArn='string',
    Tags={
        'string': 'string'
    }
)
Parameters
  • ResourceArn (string) --

    [REQUIRED]

    The resource's Amazon Resource Name (ARN).

  • Tags (dict) --

    [REQUIRED]

    Tags to apply to the resource. Tag keys and values can contain letters, numbers, spaces, and the following symbols: _.:/=+@-

    • (string) --
      • (string) --
Return type

dict

Returns

Response Syntax

{}

Response Structure

  • (dict) --

Exceptions

untag_resource(**kwargs)

Removes tags from a detector, dataset, or alert.

See also: AWS API Documentation

Request Syntax

response = client.untag_resource(
    ResourceArn='string',
    TagKeys=[
        'string',
    ]
)
Parameters
  • ResourceArn (string) --

    [REQUIRED]

    The resource's Amazon Resource Name (ARN).

  • TagKeys (list) --

    [REQUIRED]

    Keys to remove from the resource's tags.

    • (string) --
Return type

dict

Returns

Response Syntax

{}

Response Structure

  • (dict) --

Exceptions

update_anomaly_detector(**kwargs)

Updates a detector. After activation, you can only change a detector's ingestion delay and description.

See also: AWS API Documentation

Request Syntax

response = client.update_anomaly_detector(
    AnomalyDetectorArn='string',
    KmsKeyArn='string',
    AnomalyDetectorDescription='string',
    AnomalyDetectorConfig={
        'AnomalyDetectorFrequency': 'P1D'|'PT1H'|'PT10M'|'PT5M'
    }
)
Parameters
  • AnomalyDetectorArn (string) --

    [REQUIRED]

    The ARN of the detector to update.

  • KmsKeyArn (string) -- The Amazon Resource Name (ARN) of an AWS KMS encryption key.
  • AnomalyDetectorDescription (string) -- The updated detector description.
  • AnomalyDetectorConfig (dict) --

    Contains information about the configuration to which the detector will be updated.

    • AnomalyDetectorFrequency (string) --

      The frequency at which the detector analyzes its source data.

Return type

dict

Returns

Response Syntax

{
    'AnomalyDetectorArn': 'string'
}

Response Structure

  • (dict) --

    • AnomalyDetectorArn (string) --

      The ARN of the updated detector.

Exceptions

update_metric_set(**kwargs)

Updates a dataset.

See also: AWS API Documentation

Request Syntax

response = client.update_metric_set(
    MetricSetArn='string',
    MetricSetDescription='string',
    MetricList=[
        {
            'MetricName': 'string',
            'AggregationFunction': 'AVG'|'SUM',
            'Namespace': 'string'
        },
    ],
    Offset=123,
    TimestampColumn={
        'ColumnName': 'string',
        'ColumnFormat': 'string'
    },
    DimensionList=[
        'string',
    ],
    MetricSetFrequency='P1D'|'PT1H'|'PT10M'|'PT5M',
    MetricSource={
        'S3SourceConfig': {
            'RoleArn': 'string',
            'TemplatedPathList': [
                'string',
            ],
            'HistoricalDataPathList': [
                'string',
            ],
            'FileFormatDescriptor': {
                'CsvFormatDescriptor': {
                    'FileCompression': 'NONE'|'GZIP',
                    'Charset': 'string',
                    'ContainsHeader': True|False,
                    'Delimiter': 'string',
                    'HeaderList': [
                        'string',
                    ],
                    'QuoteSymbol': 'string'
                },
                'JsonFormatDescriptor': {
                    'FileCompression': 'NONE'|'GZIP',
                    'Charset': 'string'
                }
            }
        },
        'AppFlowConfig': {
            'RoleArn': 'string',
            'FlowName': 'string'
        },
        'CloudWatchConfig': {
            'RoleArn': 'string'
        },
        'RDSSourceConfig': {
            'DBInstanceIdentifier': 'string',
            'DatabaseHost': 'string',
            'DatabasePort': 123,
            'SecretManagerArn': 'string',
            'DatabaseName': 'string',
            'TableName': 'string',
            'RoleArn': 'string',
            'VpcConfiguration': {
                'SubnetIdList': [
                    'string',
                ],
                'SecurityGroupIdList': [
                    'string',
                ]
            }
        },
        'RedshiftSourceConfig': {
            'ClusterIdentifier': 'string',
            'DatabaseHost': 'string',
            'DatabasePort': 123,
            'SecretManagerArn': 'string',
            'DatabaseName': 'string',
            'TableName': 'string',
            'RoleArn': 'string',
            'VpcConfiguration': {
                'SubnetIdList': [
                    'string',
                ],
                'SecurityGroupIdList': [
                    'string',
                ]
            }
        }
    }
)
Parameters
  • MetricSetArn (string) --

    [REQUIRED]

    The ARN of the dataset to update.

  • MetricSetDescription (string) -- The dataset's description.
  • MetricList (list) --

    The metric list.

    • (dict) --

      A calculation made by contrasting a measure and a dimension from your source data.

      • MetricName (string) -- [REQUIRED]

        The name of the metric.

      • AggregationFunction (string) -- [REQUIRED]

        The function with which the metric is calculated.

      • Namespace (string) --

        The namespace for the metric.

  • Offset (integer) -- After an interval ends, the amount of time that the detector waits before importing data.
  • TimestampColumn (dict) --

    The timestamp column.

    • ColumnName (string) --

      The name of the timestamp column.

    • ColumnFormat (string) --

      The format of the timestamp column.

  • DimensionList (list) --

    The dimension list.

    • (string) --
  • MetricSetFrequency (string) -- The dataset's interval.
  • MetricSource (dict) --

    Contains information about source data used to generate a metric.

    • S3SourceConfig (dict) --

      Contains information about the configuration of the S3 bucket that contains source files.

      • RoleArn (string) -- [REQUIRED]

        The ARN of an IAM role that has read and write access permissions to the source S3 bucket.

      • TemplatedPathList (list) --

        A list of templated paths to the source files.

        • (string) --
      • HistoricalDataPathList (list) --

        A list of paths to the historical data files.

        • (string) --
      • FileFormatDescriptor (dict) --

        Contains information about a source file's formatting.

        • CsvFormatDescriptor (dict) --

          Contains information about how a source CSV data file should be analyzed.

          • FileCompression (string) --

            The level of compression of the source CSV file.

          • Charset (string) --

            The character set in which the source CSV file is written.

          • ContainsHeader (boolean) --

            Whether or not the source CSV file contains a header.

          • Delimiter (string) --

            The character used to delimit the source CSV file.

          • HeaderList (list) --

            A list of the source CSV file's headers, if any.

            • (string) --
          • QuoteSymbol (string) --

            The character used as a quote character.

        • JsonFormatDescriptor (dict) --

          Contains information about how a source JSON data file should be analyzed.

          • FileCompression (string) --

            The level of compression of the source CSV file.

          • Charset (string) --

            The character set in which the source JSON file is written.

    • AppFlowConfig (dict) --

      An object containing information about the AppFlow configuration.

      • RoleArn (string) -- [REQUIRED]

        An IAM role that gives Amazon Lookout for Metrics permission to access the flow.

      • FlowName (string) -- [REQUIRED]

        name of the flow.

    • CloudWatchConfig (dict) --

      An object containing information about the Amazon CloudWatch monitoring configuration.

      • RoleArn (string) -- [REQUIRED]

        An IAM role that gives Amazon Lookout for Metrics permission to access data in Amazon CloudWatch.

    • RDSSourceConfig (dict) --

      An object containing information about the Amazon Relational Database Service (RDS) configuration.

      • DBInstanceIdentifier (string) -- [REQUIRED]

        A string identifying the database instance.

      • DatabaseHost (string) -- [REQUIRED]

        The host name of the database.

      • DatabasePort (integer) -- [REQUIRED]

        The port number where the database can be accessed.

      • SecretManagerArn (string) -- [REQUIRED]

        The Amazon Resource Name (ARN) of the AWS Secrets Manager role.

      • DatabaseName (string) -- [REQUIRED]

        The name of the RDS database.

      • TableName (string) -- [REQUIRED]

        The name of the table in the database.

      • RoleArn (string) -- [REQUIRED]

        The Amazon Resource Name (ARN) of the role.

      • VpcConfiguration (dict) -- [REQUIRED]

        An object containing information about the Amazon Virtual Private Cloud (VPC) configuration.

        • SubnetIdList (list) -- [REQUIRED]

          An array of strings containing the Amazon VPC subnet IDs (e.g., subnet-0bb1c79de3EXAMPLE .

          • (string) --
        • SecurityGroupIdList (list) -- [REQUIRED]

          An array of strings containing the list of security groups.

          • (string) --
    • RedshiftSourceConfig (dict) --

      An object containing information about the Amazon Redshift database configuration.

      • ClusterIdentifier (string) -- [REQUIRED]

        A string identifying the Redshift cluster.

      • DatabaseHost (string) -- [REQUIRED]

        The name of the database host.

      • DatabasePort (integer) -- [REQUIRED]

        The port number where the database can be accessed.

      • SecretManagerArn (string) -- [REQUIRED]

        The Amazon Resource Name (ARN) of the AWS Secrets Manager role.

      • DatabaseName (string) -- [REQUIRED]

        The Redshift database name.

      • TableName (string) -- [REQUIRED]

        The table name of the Redshift database.

      • RoleArn (string) -- [REQUIRED]

        The Amazon Resource Name (ARN) of the role providing access to the database.

      • VpcConfiguration (dict) -- [REQUIRED]

        Contains information about the Amazon Virtual Private Cloud (VPC) configuration.

        • SubnetIdList (list) -- [REQUIRED]

          An array of strings containing the Amazon VPC subnet IDs (e.g., subnet-0bb1c79de3EXAMPLE .

          • (string) --
        • SecurityGroupIdList (list) -- [REQUIRED]

          An array of strings containing the list of security groups.

          • (string) --
Return type

dict

Returns

Response Syntax

{
    'MetricSetArn': 'string'
}

Response Structure

  • (dict) --

    • MetricSetArn (string) --

      The ARN of the dataset.

Exceptions

Client Exceptions

Client exceptions are available on a client instance via the exceptions property. For more detailed instructions and examples on the exact usage of client exceptions, see the error handling user guide.

The available client exceptions are:

class LookoutMetrics.Client.exceptions.AccessDeniedException

You do not have sufficient permissions to perform this action.

Example

try:
  ...
except client.exceptions.AccessDeniedException as e:
  print(e.response)
response

The parsed error response. All exceptions have a top level Error key that provides normalized access to common exception atrributes. All other keys are specific to this service or exception class.

Syntax

{
    'Message': 'string',
    'Error': {
        'Code': 'string',
        'Message': 'string'
    }
}

Structure

  • (dict) --

    You do not have sufficient permissions to perform this action.

    • Message (string) --
    • Error (dict) -- Normalized access to common exception attributes.
      • Code (string) -- An identifier specifying the exception type.
      • Message (string) -- A descriptive message explaining why the exception occured.
class LookoutMetrics.Client.exceptions.ConflictException

There was a conflict processing the request. Try your request again.

Example

try:
  ...
except client.exceptions.ConflictException as e:
  print(e.response)
response

The parsed error response. All exceptions have a top level Error key that provides normalized access to common exception atrributes. All other keys are specific to this service or exception class.

Syntax

{
    'Message': 'string',
    'ResourceId': 'string',
    'ResourceType': 'string',
    'Error': {
        'Code': 'string',
        'Message': 'string'
    }
}

Structure

  • (dict) --

    There was a conflict processing the request. Try your request again.

    • Message (string) --

    • ResourceId (string) --

      The ID of the resource.

    • ResourceType (string) --

      The type of the resource.

    • Error (dict) -- Normalized access to common exception attributes.

      • Code (string) -- An identifier specifying the exception type.
      • Message (string) -- A descriptive message explaining why the exception occured.
class LookoutMetrics.Client.exceptions.InternalServerException

The request processing has failed because of an unknown error, exception, or failure.

Example

try:
  ...
except client.exceptions.InternalServerException as e:
  print(e.response)
response

The parsed error response. All exceptions have a top level Error key that provides normalized access to common exception atrributes. All other keys are specific to this service or exception class.

Syntax

{
    'Message': 'string',
    'Error': {
        'Code': 'string',
        'Message': 'string'
    }
}

Structure

  • (dict) --

    The request processing has failed because of an unknown error, exception, or failure.

    • Message (string) --
    • Error (dict) -- Normalized access to common exception attributes.
      • Code (string) -- An identifier specifying the exception type.
      • Message (string) -- A descriptive message explaining why the exception occured.
class LookoutMetrics.Client.exceptions.ResourceNotFoundException

The specified resource cannot be found. Check the ARN of the resource and try again.

Example

try:
  ...
except client.exceptions.ResourceNotFoundException as e:
  print(e.response)
response

The parsed error response. All exceptions have a top level Error key that provides normalized access to common exception atrributes. All other keys are specific to this service or exception class.

Syntax

{
    'Message': 'string',
    'ResourceId': 'string',
    'ResourceType': 'string',
    'Error': {
        'Code': 'string',
        'Message': 'string'
    }
}

Structure

  • (dict) --

    The specified resource cannot be found. Check the ARN of the resource and try again.

    • Message (string) --

    • ResourceId (string) --

      The ID of the resource.

    • ResourceType (string) --

      The type of the resource.

    • Error (dict) -- Normalized access to common exception attributes.

      • Code (string) -- An identifier specifying the exception type.
      • Message (string) -- A descriptive message explaining why the exception occured.
class LookoutMetrics.Client.exceptions.ServiceQuotaExceededException

The request exceeded the service's quotas. Check the service quotas and try again.

Example

try:
  ...
except client.exceptions.ServiceQuotaExceededException as e:
  print(e.response)
response

The parsed error response. All exceptions have a top level Error key that provides normalized access to common exception atrributes. All other keys are specific to this service or exception class.

Syntax

{
    'Message': 'string',
    'ResourceId': 'string',
    'ResourceType': 'string',
    'QuotaCode': 'string',
    'ServiceCode': 'string',
    'Error': {
        'Code': 'string',
        'Message': 'string'
    }
}

Structure

  • (dict) --

    The request exceeded the service's quotas. Check the service quotas and try again.

    • Message (string) --

    • ResourceId (string) --

      The ID of the resource.

    • ResourceType (string) --

      The type of the resource.

    • QuotaCode (string) --

      The quota code.

    • ServiceCode (string) --

      The service code.

    • Error (dict) -- Normalized access to common exception attributes.

      • Code (string) -- An identifier specifying the exception type.
      • Message (string) -- A descriptive message explaining why the exception occured.
class LookoutMetrics.Client.exceptions.TooManyRequestsException

The request was denied due to too many requests being submitted at the same time.

Example

try:
  ...
except client.exceptions.TooManyRequestsException as e:
  print(e.response)
response

The parsed error response. All exceptions have a top level Error key that provides normalized access to common exception atrributes. All other keys are specific to this service or exception class.

Syntax

{
    'Message': 'string',
    'Error': {
        'Code': 'string',
        'Message': 'string'
    }
}

Structure

  • (dict) --

    The request was denied due to too many requests being submitted at the same time.

    • Message (string) --
    • Error (dict) -- Normalized access to common exception attributes.
      • Code (string) -- An identifier specifying the exception type.
      • Message (string) -- A descriptive message explaining why the exception occured.
class LookoutMetrics.Client.exceptions.ValidationException

The input fails to satisfy the constraints specified by the AWS service. Check your input values and try again.

Example

try:
  ...
except client.exceptions.ValidationException as e:
  print(e.response)
response

The parsed error response. All exceptions have a top level Error key that provides normalized access to common exception atrributes. All other keys are specific to this service or exception class.

Syntax

{
    'Message': 'string',
    'Reason': 'UNKNOWN_OPERATION'|'CANNOT_PARSE'|'FIELD_VALIDATION_FAILED'|'OTHER',
    'Fields': [
        {
            'Name': 'string',
            'Message': 'string'
        },
    ],
    'Error': {
        'Code': 'string',
        'Message': 'string'
    }
}

Structure

  • (dict) --

    The input fails to satisfy the constraints specified by the AWS service. Check your input values and try again.

    • Message (string) --

    • Reason (string) --

      The reason that validation failed.

    • Fields (list) --

      Fields that failed validation.

      • (dict) --

        Contains information about a a field in a validation exception.

        • Name (string) --

          The name of the field.

        • Message (string) --

          The message with more information about the validation exception.

    • Error (dict) -- Normalized access to common exception attributes.

      • Code (string) -- An identifier specifying the exception type.
      • Message (string) -- A descriptive message explaining why the exception occured.

Paginators

The available paginators are: