Important
Notebook instances running on the JupyterLab 1 and JupyterLab 3 platforms will reach end of support on June 30, 2025. We strongly recommend migrating your work to the new JupyterLab 4 notebook instances before this date to ensure you have a secure and supported environment. For more information, see JupyterLab version maintenance.
The Amazon SageMaker notebook instance interface is based on JupyterLab, which is a web-based interactive development environment for notebooks, code, and data. Notebooks now support using either JupyterLab 1, JupyterLab 3, or JupyterLab 4. A single notebook instance can run a single instance of JupyterLab (at most). You can have multiple notebook instances with different JupyterLab versions.
You can configure your notebook to run your preferred JupyterLab version by selecting the appropriate platform identifier. Use either the AWS CLI or the SageMaker AI console when creating your notebook instance. For more information about platform identifiers, see Amazon Linux 2 vs Amazon Linux notebook instances. If you don’t explicitly configure a platform identifier, your notebook instance defaults to running JupyterLab 1.
Topics
JupyterLab version maintenance
Notebook instances running on the JupyterLab 1 and JupyterLab 3 platforms will reach its end of standard support on June 30, 2025. Effective on this date:
-
You will no longer be able to create new, or restart stopped, JupyterLab 1 and JupyterLab 3 notebook instances.
-
Existing in-service JupyterLab 1 and JupyterLab 3 notebook instances may continue to function, but will no longer receive SageMaker AI security updates or critical bug fixes.
-
You will be responsible for managing the security of these instances on JupyterLab 1 and JupyterLab 3.
-
If any issues arise with the existing JupyterLab 1 or JupyterLab 3 notebook instances, SageMaker AI cannot guarantee their continued availability without migrating the workload to a new JupyterLab 4 notebook instance.
We strongly recommend migrating your work to the new JupyterLab 4 notebook instances
(platform identifier notebook-al2-v3) before
June 30, 2025 to ensure you have a secure and supported environment. This will allow you to
leverage the latest versions of Jupyter notebooks, JupyterLab, and other ML libraries. For
instructions, see migrate your work to an SageMaker AI notebook instance with Amazon Linux 2
JupyterLab 4
JupyterLab 4 support is available only on the Amazon Linux 2 operating system platform. JupyterLab 4 includes the following features that are not available in JupyterLab 3:
-
Optimized rendering for a faster experience
-
Opt-in settings for faster tab switching and better performance with long notebooks. For more information, see the blog post JupyterLab 4.0 is Here
. -
Upgraded text editor
-
New extension manager installing from pypi
-
Added improvements to the UI, including document search and accessibility improvements
You can run JupyterLab 4 by specifying notebook-al2-v3 as the platform
identifier when creating your notebook instance.
Note
If you attempt to migrate to a JupyterLab 4 Notebook Instance from another JupyterLab version, the package version changes between JupyterLab 3 and JupyterLab 4 might break any existing lifecycle configurations or Jupyter/JupyterLab extensions.
Package version changes
JupyterLab 4 has the following package version changes from JupyterLab 3:
-
JupyterLab has been upgraded from 3.x to 4.x.
-
Jupyter notebook has been upgraded from 6.x to 7.x.
-
jupyterlab-git has been updated to version 0.50.0.
JupyterLab 3
Important
Notebook instances running on the JupyterLab 1 and JupyterLab 3 platforms will reach end of support on June 30, 2025. We strongly recommend migrating your work to the new JupyterLab 4 notebook instances before this date to ensure you have a secure and supported environment. For more information, see JupyterLab version maintenance.
JupyterLab 3 support is available only on the Amazon Linux 2 operating system platform.
JupyterLab 3 includes the following features that are not available in JupyterLab 1. For
more information about these features, see JupyterLab 3.0 is
released!
-
Visual debugger when using the following kernels:
-
conda_pytorch_p38
-
conda_tensorflow2_p38
-
conda_amazonei_pytorch_latest_p37
-
-
File browser filter
-
Table of Contents (TOC)
-
Multi-language support
-
Simple mode
-
Single interface mode
-
Live editing SVG files with updated rendering
-
User interface for notebook cell tags
Important changes to JupyterLab 3
For information about important changes when using JupyterLab 3, see the following JupyterLab change logs:
Package version changes
JupyterLab 3 has the following package version changes from JupyterLab 1:
-
JupyterLab has been upgraded from 1.x to 3.x.
-
Jupyter notebook has been upgraded from 5.x to 6.x.
-
jupyterlab-git has been updated to version 0.37.1.
-
nbserverproxy 0.x (0.3.2) has been replaced with jupyter-server-proxy 3.x (3.2.1).
