Monitoring interactive endpoints - Amazon EMR
Examples
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Monitoring interactive endpoints

With Amazon EMR on EKS version 6.10 and later, interactive endpoints emit Amazon CloudWatch metrics for monitoring and troubleshooting kernel lifecycle operations. Metrics are triggered by interactive clients, such as EMR Studio or self-hosted Jupyter notebooks. Each of the operations supported by interactive endpoints have metrics associated with them. The operations are modeled as dimensions to each metric, as shown in the table below. Metrics emitted by interactive endpoints are visible under a custom namespace, EMRContainers, in your account.

Metric Description Unit

RequestCount

Cumulative number of requests of an operation processed by the interactive endpoint.

Count

RequestLatency

The time from when a request arrived at the interactive endpoint and a response was sent by the interactive endpoint.

Millisecond

4XXError

Emitted when a request for an operation results in a 4xx error during processing.

Count

5XXError

Emitted when a request for an operation results in a 5Xxx server side error.

Count

KernelLaunchSuccess

Applicable only for the CreateKernel operation. It indicates the cumulative number of kernel launches that were successful up to and including this request.

Count

KernelLaunchFailure

Applicable only for the CreateKernel operation. It indicates the cumulative number of kernel launch failures up until and including this request.

Count

Each interactive endpoint metric has the following dimensions attached to it:

  • ManagedEndpointId – Identifier for the interactive endpoint

  • OperationName – The operation triggered by the interactive client

Possible values for the OperationName dimension are shown in the following table:

operationName Operation description

CreateKernel

Request that the interactive endpoint start a kernel.

ListKernels

Request that the interactive endpoint list the kernels that have been previously started using the same session token.

GetKernel

Request that the interactive endpoint get details about a specific kernel that has been previously started.

ConnectKernel

Request that the interactive endpoint establish connectivity between the notebook client and the kernel.

ConfigureKernel

Publish %%configure magic request on a pyspark kernel.

ListKernelSpecs

Request that the interactive endpoint list the available kernel specs.

GetKernelSpec

Request that the interactive endpoint get the kernel specs of a kernel that has been previously launched.

GetKernelSpecResource

Request that the interactive endpoint get specific resources associated with the kernel specs that have been previously launched.

Examples

To access the total number of kernels launched for an interactive endpoint on a given day:

  1. Select the custom namespace: EMRContainers

  2. Select your ManagedEndpointId, OperationName – CreateKernel

  3. RequestCount metric with the statistic SUM and period 1 day will provide all the kernel launch requests made in the last 24 hours.

  4. KernelLaunchSuccess metric with statistic SUM and period 1 day will provide all the successful kernel launch requests made in the last 24 hours.

To access the number of kernel failures for an interactive endpoint on a given day:

  1. Select the custom namespace: EMRContainers

  2. Select your ManagedEndpointId, OperationName – CreateKernel

  3. KernelLaunchFailure metric with statistic SUM and period 1 day will provide all the failed kernel launch requests made in the last 24 hours. You can also select the 4XXError and 5XXError metric to know what kind of kernel launch failure happened.