exodusutils 0.3.53

Utility functions and helper classes for Exodus project

Exodus common utilities

This is the library defining the schemas for exodus utilities.

Structure

exodusutils

Contains helpful utility functions.

schemas

In the schemas folder you can find the following:

• Schema definitions for the model algorithm's incoming requests
• Schema definitions for the model algorithm's responses
• Definitions for RegressionScores and ClassificationScores
• Definitions for types such as Attribute and Column

predict

The predict folder contains helper functions for prediction.

enums.py

Contains enums used by Exodus. Current contains the following:

• TimeUnit, with helper methods to convert timestamps to different formats
• DataType, with helper methods to convert from Pandas types

feature_engineering.py

Contains commonly used feature engineering methods. Currently includes:

• One-hot encoding
• Label encoding
• Time component encoding It is recommended to use at least 1 method in this file during training.

frame_manipulation.py

Contains multiple frame manipulation methods. Used during prediction, should pick the method that corresponds to the one used during training.

frames.py

Contains definitions and helper functions for the following classes:

• SplitFrames: A 3-tuple with a training dataframe, a testing dataframe, and a validation dataframe.
• CVFrames: A list of SplitFrames. Should not be instantiated manually, user should use CVFrames.iid helper classmethod.