如何使用 CDK、sagemaker 部署 AWS？

Question

I want to use this repo and I have created and activated a virtualenv and installed the required dependencies.

I get an error when I run pytest.

And under the file binance_cdk/app.py it describes the following tasks:

App (PSVM method) entry point of the program.

Note:

Steps tp setup CDK:

1. install npm
2. cdk -init (creates an empty project)
3. Add in your infrastructure code.
4. Run CDK synth
5. CDK bootstrap <aws_account>/
6. Run CDK deploy ---> This creates a cloudformation .yml file and the aws resources will be created as per the mentioned stack.

I'm stuck on step 3, what do I add in this infrastructure code, and if I want to use this on amazon sagemaker which I am not familiar with, do I even bother doing this on my local terminal, or do I do the whole process regardless on sagemaker?

Thank you in advance for your time and answers !

Answer 1

The infrastructure code is the Python code that you want to write for the resources you want to provision with SageMaker. In the example you provided for example the infra code they have is creating a Lambda function. You can do this locally on your machine, the question is what do you want to achieve with SageMaker? If you want to create an endpoint then following the CDK Python docs with SageMaker to identify the steps for creating an endpoint. Here's two guides, the first is an introduction to the AWS CDK and getting started. The second is an example of using the CDK with SageMaker to create an endpoint for inference.

CDK Python Starter: https://towardsdatascience.com/build-your-first-aws-cdk-project-18b1fee2ed2d CDK SageMaker Example: https://github.com/philschmid/cdk-samples/tree/master/sagemaker-serverless-huggingface-endpoint