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Release 0.8.15

Need Help?

The SuperCowPowers team is happy to give any assistance needed when setting up AWS and SageWorks. So please contact us at sageworks@supercowpowers.com or on chat us up on Discord

The SageWorks framework continues to 'flex' to support different real world use cases when operating a set of production machine learning pipelines.

Note: These release notes cover the changes from 0.8.11 to 0.8.15

General

The View classes have finished their initial refactoring. The 'read' class View() can be constructed either directly or with the ds/fs.view("display") methods. See Views for more details. There also a set of classes for constructing views, please see View Overview

API Changes

  • Table Name attribute

    The table_name attribute/property has been replaced with just table

    ds.table_name -> ds.table
fs.table_name -> fs.table
view.table_name -> view.table

Bug Fixes

Fixed: There was a corner case where if you had the following sequence:

  • New FeatureSet without a training view
  • Created a traiing view (like with set_training_holdouts()
  • Immediately query/pull from the FS training view

The corner case was a race-condition where the FeatureSet would not 'know' that a training view was already there and would create a default training view.

Improvements

The log messages that you receive on a plugin validation failure should now be more distinquishable and more informative. They will look like this and in some cases even tell you the line to look at.

ERROR Plugin 'MyPlugin' failed validation:
ERROR    File: ../sageworks_plugins/web_components/my_plugin.py
ERROR    Class: MyPlugin
ERROR    Details: my_plugin.py (line 35): Incorrect return type for update_properties (expected list, got Figure)

Questions?

The SuperCowPowers team is happy to anser any questions you may have about AWS and SageWorks. Please contact us at sageworks@supercowpowers.com or on chat us up on Discord