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Merlin release v0.7.0

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@ariefrahmansyah ariefrahmansyah released this 29 Oct 06:10
· 499 commits to main since this release

This is the first public release of Merlin, a platform for managing, deploying, and serving machine learning models.

Features:

  • Deployment of standard models (Tensorflow, XGBoost, SKLearn, PyTorch), user-defined models (PyFunc), and batch prediction job
  • Multi-environment deployment
  • Traffic routing to the running model version using Istio
  • UI for model and batch prediction job management and deployment
  • Python SDK library to interacting with Merlin API
  • CLI to provides a way to deploy and undeploy Merlin model
  • Authentication using Google OAuth and authorization across resources using Keto
  • Model logging in the Merlin UI
  • ML model performance metrics monitoring with Grafana
  • Alerting for a model endpoint using Prometheus
  • Resources configuration including the number of minimum and maximum replicas, CPU, and memory