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    NoDrift

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    Dummy class used to turn off concept drift detection capabilities of adaptive models. It always signals that no concept drift was detected. Examples --------

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    from river import drift >>> from river import evaluate >>> from river import forest >>> from river import metrics >>> from river.datasets import synth

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    dataset = datasets.synth.ConceptDriftStream( ... seed=8, ... position=500, ... width=40, ... ).take(700)

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    We can turn off the warning detection capabilities of Adaptive Random Forest (ARF) or other similar models. Thus, the base models will reset immediately after identifying a drift, bypassing the background model building phase:

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    adaptive_model = forest.ARFClassifier( ... leaf_prediction="mc", ... warning_detector=drift.NoDrift(), ... seed=8 ... )

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    We can also turn off the concept drift handling capabilities completely:

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    stationary_model = forest.ARFClassifier( ... leaf_prediction="mc", ... warning_detector=drift.NoDrift(), ... drift_detector=drift.NoDrift(), ... seed=8 ... )

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    for x, y in dataset: ... adaptive_model = adaptive_model.learn_one(x, y) ... stationary_model = stationary_model.learn_one(x, y)

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    The adaptive model:

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    adaptive_model.n_drifts_detected() 2

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    stationary_model.n_drifts_detected() 0

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      Whether or not a drift is detected following the last update.

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    Update the detector with a single data point.

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    DriftDetector: self

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