SageMaker Pipeline triggered from GitHub Actions

Question

Here is the process that we are thinking of.
1. Data scientist creates a Pull Request in the GitHub repository, suppose, https://github.com/my-org/ml-project.
2. GitHub actions is triggered, finished all the unit tests and vulnerabilities testing.
3. If everything gets passed, then the SageMaker pipeline will be triggered.
* Pre-processing of data
* Training job
* Evaluation and Check
* Registering to Model registry
* Creating Endpoint for Model serving

Does this process look good and is this achievable? Do we have any helpful contents, use-cases, code bases for similar kind of project, which we can take reference of? Can someone layout the steps, especially for 3rd point.
Thank you in advance.

Answer

Hello, 
I understand you're trying to setup SageMaker Pipeline triggered from GitHub Actions and you would like some helpful resources to achieving the same.

As per your use-case, more detailed step to step instruction inline to the steps that you mentioned in the 3rd point can be found here[1]. There's an Example [2] that creates a pipeline including steps for pre-processing, training, evaluation, conditional evaluation, model registration and inference. 
Our GitHub page also has examples for building pipelines on SageMaker [2]. Do visit [3] to see a list of examples. Please go through these resources once as per your use case.

If you have any difficulty or run into any issue, Please reach out to AWS Support[+] (Sagemaker), along with your issue/use case in details and we would be happy to assist you further. 
[+] Creating support cases and case management - https://docs.aws.amazon.com/awssupport/latest/user/case-management.html#creating-a-support-casehttps://docs.aws.amazon.com/awssupport/latest/user/case-management.html#creating-a-support-case

[1] https://github.com/aws/amazon-sagemaker-examples/blob/main/sagemaker-pipelines/tabular/train-register-deploy-pipeline-model/train%20register%20and%20deploy%20a%20pipeline%20model.ipynb 
[2] https://docs.aws.amazon.com/sagemaker/latest/dg/define-pipeline.html#define-pipeline-create
[3] https://github.com/aws/amazon-sagemaker-examples/tree/main/sagemaker-pipelines
[4] https://sagemaker-examples.readthedocs.io/en/latest/sagemaker-pipelines/index.html

SageMaker Pipeline triggered from GitHub Actions

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