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README.md
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# Model description
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## Intended uses & limitations
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# Model description
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This is a Histogram-based Gradient Boosting Classification Tree model trained on HPC history jobs between 1Feb-1Aug 2022, window number 0.
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Window Start: 2022-02-01 00:06:58; Window End: 2022-03-03 04:05:20; Total Jobs in Window 0: 35812.
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Best parameters: {'hgbc__learning_rate': 0.1, 'hgbc__max_depth': 9, 'hgbc__max_iter': 600}
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Performance on TEST
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Accuracy on entire set: 0.946168166304685
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Accuracy for last bin scheduling assuming bins <= 0 are incorrect: 0.9454545454545454; (936/990)
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Accuracy for last bin scheduling assuming bins <= 1 are incorrect: 0.9242424242424242; (915/990)
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Accuracy for last bin scheduling assuming bins <= 2 are incorrect: 0.9121212121212121; (903/990)
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Accuracy for last bin scheduling assuming bins <= 3 are incorrect: 0.8878787878787879; (879/990)
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## Intended uses & limitations
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