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[1.0.0]. Release

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@sfc-gh-kdama sfc-gh-kdama released this 09 Jun 18:01
· 43 commits to main since this release
d8091a9

Behavior Changes

  • Model Development: Preprocessing and Metrics move to the modeling package: snowflake.ml.modeling.preprocessing and snowflake.ml.modeling.metrics.
  • Model Development: get_sklearn_object() method is renamed to to_sklearn(), to_xgboost(), and to_lightgbm() for respective native models.
  • Model Registry: predict() method moves from Registry to ModelReference.
  • Model Registry: _snowml_wheel_path parameter in options of deploy(), is replaced with _use_local_snowml with default value of False. Setting this to True will have the same effect of uploading local SnowML code when executing a model in the warehouse.
  • Model Registry: Removed id field from ModelReference constructor.

New Features

  • Added PolynomialFeatures transformer to snowflake.ml.modeling.preprocessing module.
  • Added metrics:
    • accuracy_score
    • confusion_matrix
    • precision_recall_fscore_support
    • precision_score

Bug Fixes

  • Model Registry: Model version can now be any string (not required to be a valid identifier)
  • Model Development: deploy() & predict() methods now correctly escapes identifiers