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Open TensorBoard using the get_app_url function as an estimator class method

If you are in the process of running a training job using the estimator class of the SageMaker Python SDK and have an active object of the estimator class, you can also access the get_app_url function as a class method of the estimator class. Open the TensorBoard application or retrieve an unsigned URL by running the get_app_url method as follows. The get_app_url class method pulls the training job name from the estimator and opens the TensorBoard application with the specified job.

Option 1: For SageMaker Studio Classic

To open the TensorBoard application

The following code automatically opens the TensorBoard application from the unsigned URL that the get_app_url() method returns in the your environment's default web browser.

estimator.get_app_url(
    app_type=SupportedInteractiveAppTypes.TENSORBOARD # Required.
)

To retrieve an unsigned URL and open the TensorBoard application manually

The following code prints an unsigned URL that you can copy to a web browser and open the TensorBoard application.

print(
    estimator.get_app_url(
        app_type=SupportedInteractiveAppTypes.TENSORBOARD, # Required.
        open_in_default_web_browser=False, # Optional. Set to False to print the URL to terminal.
    )
) 

Note that if you run the preceding two code samples outside the SageMaker AI Studio Classic environment, the function will return a URL to the TensorBoard landing page in the SageMaker AI console, because these do not have sign-in information to your domain and user profile. For creating a presigned URL, see Option 2 in the following section.

Option 2: For non-Studio Classic environments

If you use non-Studio Classic environments, such as SageMaker Notebook instance and Amazon EC2, and want to generate a presigned URL to open the TensorBoard application, use the get_app_url method with your domain and user profile information as follows.

Note that this option requires the domain user to have the sagemaker:CreatePresignedDomainUrl permission. Without the permission, the domain user will receive an exception error.

print(
    estimator.get_app_url(
        app_type=SupportedInteractiveAppTypes.TENSORBOARD, # Required
        create_presigned_domain_url=True,           # Reguired to be set to True for creating a presigned URL.
        domain_id="your-domain-id",                 # Required if creating a presigned URL (create_presigned_domain_url=True).
        user_profile_name="your-user-profile-name", # Required if creating a presigned URL (create_presigned_domain_url=True).
        open_in_default_web_browser=False,            # Optional. Set to False to print the URL to terminal.
        optional_create_presigned_url_kwargs={}       # Optional. Add any additional args for Boto3 create_presigned_domain_url
    )
)