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[1.0.1]. Release

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@sfc-gh-kdama sfc-gh-kdama released this 16 Jun 20:01
· 40 commits to main since this release
753c72f

Behavior Changes

  • Model Development: Changed Metrics APIs to imitate sklearn metrics modules:
    • accuracy_score(), confusion_matrix(), precision_recall_fscore_support(), precision_score() methods move from respective modules to metrics.classification.
  • Model Registry: The dafault table/stage created by the Registry now uses "SYSTEM" as a prefix.
  • Model Registry: get_model_history() method as been enhanced to include the history of model deployment.

New Features

  • Model Registry: A default False flag named replace_udf has been added to the options of deploy(). Setting this to True will allow overwrite existing UDF with the same name when deploying.
  • Model Development: Added metrics:
    • f1_score
    • fbeta_score
    • recall_score
    • roc_auc_score
    • roc_curve
    • log_loss
    • precision_recall_curve
  • Model Registry: A new argument named permanent has been added to the arguemnt of deploy(). Setting this to True allows the creation of a permanent deployment without needing to specify the UDF location.
  • Model Registry: A new method list_deployments() has been added to enumerate all permanent deployments originating from a specific model.
  • Model Registry: A new method get_deployment() has been added to fetch a deployment by its deployment name.
  • Model Registry: A new method delete_deployment() has been added to remove an existing permanent deployment.