A simplified and automated orchestration workflow to perform ML end-to-end (E2E) model tests and benchmarking on Cloud VMs across different frameworks.
- Follow the instruction to create a Cloud Composer environment using Terraform. This step may take about 30min to complete.
- Identify your
dagsfolder. See the instructions to access the bucket of your environment. - In the root directory of the repository, run the following command to upload tests and utilities to the
dagsfolder you identified in the previous step (gsutil command-line tool is required).
bash scripts/upload-tests.sh gs://<your_bucket_name>/dags
- After the automatically scheduled tests start running, integrate Looker Studio or any other dashboard with BigQuery to monitor metrics.
If you have a use case that MAS does not cover, please email ml-auto-solutions-users@googlegroups.com. We're here to help!
Thank you for your interest in contributing to this project!
Please review the contribution guidelines, and note that all contributions must adhere to the code of conduct.