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hinge_lossÚjaccard_scoreÚlog_lossÚmatthews_corrcoefÚmultilabel_confusion_matrixÚprecision_recall_fscore_supportÚprecision_scoreÚrecall_scoreÚzero_one_loss)ÚDistanceMetric)ÚConfusionMatrixDisplay)ÚDetCurveDisplay)ÚPrecisionRecallDisplay)ÚPredictionErrorDisplay)ÚRocCurveDisplay)ÚaucÚaverage_precision_scoreÚcoverage_errorÚ	dcg_scoreÚ	det_curveÚ%label_ranking_average_precision_scoreÚlabel_ranking_lossÚ
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rand_scoreÚsilhouette_samplesÚsilhouette_scoreÚv_measure_score)Úeuclidean_distancesÚnan_euclidean_distancesÚpairwise_distancesÚpairwise_distances_argminÚpairwise_distances_argmin_minÚpairwise_distances_chunkedÚpairwise_kernels)Sr   r>   r?   r   r   r   r@   r:   r   r   r   r   rA   r   r	   rB   r   r+   r)   r
   r*   r    rC   r   r!   r   rN   r,   r   r   rD   r;   r   r   rE   rF   r   r"   r#   r   r=   rO   r   r-   r.   r3   r4   r1   r2   r0   r5   r6   r/   r   rG   r$   rH   rI   rP   rQ   rR   rS   rT   r   r%   r   r   r   r7   rJ   r   r   r&   r'   r9   r8   r<   rK   rL   r(   rM   r   r   N)aÚ__doc__Ú r   Ú_classificationr   r   r   r   r   r   r	   r
   r   r   r   r   r   r   r   r   r   r   r   r   Ú_dist_metricsr   Ú_plot.confusion_matrixr   Ú_plot.det_curver   Ú_plot.precision_recall_curver   Ú_plot.regressionr   Ú_plot.roc_curver   Ú_rankingr   r   r   r    r!   r"   r#   r$   r%   r&   r'   r(   Ú_regressionr)   r*   r+   r,   r-   r.   r/   r0   r1   r2   r3   r4   r5   r6   r7   r8   r9   Ú_scorerr:   r;   r<   r=   r>   r?   r@   rA   rB   rC   rD   rE   rF   rG   rH   rI   rJ   rK   rL   rM   ÚpairwiserN   rO   rP   rQ   rR   rS   rT   Ú__all__© rc   rc   úV/home/air/shanriGPT/back/venv/lib/python3.10/site-packages/sklearn/metrics/__init__.pyÚ<module>   s    X8LH$
