What is lifecycle configuration in SageMaker?

What is lifecycle configuration in SageMaker?

A lifecycle configuration provides shell scripts that run only when you create the notebook instance or whenever you start one. View CloudWatch Logs for notebook instance lifecycle configurations in log group /aws/sagemaker/NotebookInstances in log stream [notebook-instance-name]/[LifecycleConfigHook] .

How do I install packages in SageMaker notebook?

You can install packages using the following methods:

1. Lifecycle configuration scripts. For example scripts, see SageMaker Notebook Instance Lifecycle Config Samples .
2. Notebooks – The following commands are supported. %conda install.
3. The Jupyter terminal – You can install packages using pip and conda directly.

What is lifecycle configuration?

A lifecycle configuration is a set of rules that are applied to the objects in specific S3 buckets. Each rule specifies which objects are affected and when those objects will expire (on a specific date or after some number of days). StorageGRID supports up to 1,000 lifecycle rules in a lifecycle configuration.

How do I make SageMaker notebook run automatically?

Lifecycle Configuration

1. Start a python environment.
2. Execute the jupyter notebook.
3. Download an AWS sample python script containing auto-stop functionality.
4. Wait 1 minute. Could be increased or lowered as per requirement.
5. Create a cron job to execute the auto-stop python script.

How do you automate in SageMaker notebook?

To execute a notebook in Amazon SageMaker, you use a Lambda function that sets up and runs an Amazon SageMaker Processing job. The function can be invoked directly by the user or added as a target of an Amazon EventBridge rule to run on a schedule or in response to an event.

How require conda text install?

1 Answer

1. Create a requirement.txt file by doing pip freeze > requirements.txt inside your virtualenv environment.
2. Create conda env: conda create –name myenv.
3. Activate your environment: source activate myenv.
4. Install your dependencies: conda install –file requirements.txt.

How do you install SageMaker?

Installing the SageMaker Python SDK. You can install from source by cloning this repository and running a pip install command in the root directory of the repository: git clone https://github.com/aws/sagemaker-python-sdk.git cd sagemaker-python-sdk pip install .

What is S3 lifecycle in details?

An S3 Lifecycle configuration is a set of rules that define actions that Amazon S3 applies to a group of objects. For example, you might choose to transition objects to the S3 Standard-IA storage class 30 days after you created them, or archive objects to the S3 Glacier storage class one year after creating them.

What is S3 Lifecycle policy?

Lifecycle policies allow you to automatically review objects within your S3 Buckets and have them moved to Glacier or have the objects deleted from S3. You may want to do this for security, legislative compliance, internal policy compliance, or general housekeeping.

How do I use Git in SageMaker?

Open the SageMaker console at https://console.aws.amazon.com/sagemaker/ . Choose Git repositories, then choose Add repository. To add an CodeCommit repository, choose AWS CodeCommit….

1. Choose GitHub/Other Git-based repo.
2. Enter a name of up to 63 characters.
3. Enter the URL for the repository.
4. Choose Create secret.

How do I share a SageMaker instance notebook?

Share a Notebook

1. In the upper-right corner of the notebook, choose Share.
2. (Optional) In Create shareable snapshot, choose any of the following items:
3. Choose Create.
4. After the snapshot is created, choose Copy link and then choose Close.
5. Share the link with your colleague.

How to create a lifecycle configuration in SageMaker?

You can see a list of notebook instance lifecycle configurations you previously created by choosing Lifecycle configuration in the SageMaker console. From there, you can view, edit, delete existing lifecycle configurations. You can create a new notebook instance lifecycle configuration by choosing Create configuration.

How to install packages in SageMaker notebook instance?

You can install packages using the following methods: Lifecycle configuration scripts. For example scripts, see SageMaker Notebook Instance Lifecycle Config Samples. For more information on lifecycle configuration, see Customize a Notebook Instance Using a Lifecycle Configuration Script .

How to customize notebook instance using a lifecycle configuration script?

To install packages or sample notebooks on your notebook instance, configure networking and security for it, or otherwise use a shell script to customize it, use a lifecycle configuration. A lifecycle configuration provides shell scripts that run only when you create the notebook instance or whenever you start one.

Is there a GitHub repository for SageMaker notebook?

There is a GitHub repository that contains sample lifecycle configuration scripts at SageMaker Notebook Instance Lifecycle Config Samples .