.. _whats_new_v1_0_2: =============== Version 1.0.2 =============== This minor release has some significant feature additions with other changes. Some salient ones are listed below: Pipelines (Beta) ----------------- VerticaPy now has **Pipelines**! - ``Pipelines`` is a YAML-based configuration for defining machine learning workflows, simplifying the process of setting up and managing machine learning pipelines. - For beginners, it provides an easy-to-learn alternative to Python and SQL reducing the initial barriers to entry for creating models. - For more experienced users, it offers templating features to enhance modularity, minimize errors, and promote efficient code reuse in machine learning projects. Performance ------------ - We have enhanced the QueryProfiler to improve its robustness. :py:func:`~verticapy.performance.vertica.QueryProfiler`. - Introducing a completely new **Query Profiler Interface**, enabling users to navigate through various queries and access them without the need to re-enter all the code. All of this can be accomplished using only your mouse within Jupyter Notebook environments. For more information please look at :py:func:`~verticapy.performance.vertica.QueryProfilerInterface`. These updates significantly enhance the accessibility, debugging, and enhancement capabilities of your queries. OAuth Refresh Tokens --------------------- - We have updated the connector to accept OAuth refresh tokens. - Additionally we have added a ``prompt`` option for :py:func:`~verticapy.connection.new_connection`. This allows the user to enter the secrets discretely with a masked display. Multi-TimeSeries (Beta) ----------------------- We added a new Time Series class: ``TimeSeriesByCategory``. This allows the users to build multiple models based off on a category. The number of models created are equal to the categories. This saves users time to create multiple models separately. For more information please see :py:func:`~verticapy.machine_learning.vertica.tsa.ensemble.TimeSeriesByCategory`. Plots ------ - Two new plots have been added for plotly that were previously missing: - :py:func:`~verticapy.machine_learning.vertica.decomposition.plot_scree` - :py:func:`~verticapy.machine_learning.vertica.decomposition.plot_var` Unit Tests ----------- - We continue to shift our old tests to the new more robust format. Examples --------- - Most of the `examples `_ have been updated with the latest verticapy format.