API Reference#
This page contains the API reference for public objects and functions in ixai.
This modul gathers the explainers. |
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This module contains Imputer Mechanisms for Efficient Feature Removal. |
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Explainer#
Incremental PFI Explainer |
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Incremental SAGE Explainer |
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Batch SAGE Explainer |
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Interval SAGE Explainer |
Storage#
Geometric Reservoir Storage |
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Uniform Reservoir Storage |
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A Tree Storage that trains incremental decision trees for each feature. |
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An Interval Storage storing last k samples. |
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An Interval Storage storing the last sample. |
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A Batch Storage storing all seen samples. |
Imputer#
Utils#
This modul gathers basic wrapper objects to transform common ML model architectures into callable functions. |
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This module gathers objects to keep track of incremental / sequential data |
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Wrappers#
Wrapper for river prediction functions. |
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Wrapper for torch link functions. |
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Wrapper for sklearn prediction functions. |
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Wrapper that transforms a river.metrics.base.Metric into a loss function. |
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Base Wrapper |
Tracker#
A sliding window tracker that stores the k last elements of the stream allowing for computation of the mean and variance of the last k values. |
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A Tracker that applies Exponential Smoothing on the numeric input values. |
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A Tracker that applies Welford's Algorithm to estimate the mean and variance of a sequence. |
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A Tracker for storing multiple values at once in the form of a dict mapping from keys to individual Trackers. |
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Base Tracker |