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    Ü“,j%  ã                   ó¬  • S r SSKrSSKrSSKJr  SSK7  \R                  " S5      r\R                  \R                  " 5       5        \R                  \R                  5        \R                  R                  \5      r\R                  R                  \5      r\" S5      (       a  SSKr\R&                  \l        \" S5      (       a#  SSKr\" \S5      (       d  \R.                  \l        \" S	5      (       aK  SSKr\" \R6                  S
5      (       d/  \R6                  R8                  R:                  \R6                  l        SSKJr  SSK J!r!J"r"J#r#J$r$J%r%J&r&J'r'  SSK(J)r*  SSK(J+r,  SSK(J-r.  SSK(J/r0  SSK(J1r2  SSK3J4r4J5r5J6r6J7r7J8r8J9r9J:r:J;r;J<r<J=r=J>r>J?r?J@r@JArAJBrBJCrCJDrDJErEJFrFJGrGJHrHJIrIJJrJJKrKJLrL  SSKMJNrN  SSKOJPrQ  SSKOJRrS  SSKTJUrV  SSKTJWrX  SSKTJYrZ  SSKTJ[r\  SSKTJ]r^  SSKTJ_r`  SSKTJarb  SSKTJcrd  SSKTJerf  SSKTJgrh  SS KiJjrj  SS!KkJlrlJmrmJnrnJoroJprp  SS"KqJrrrJsrsJtrtJuruJvrvJwrwJxrxJyryJzrzJ{r{J|r|J}r}J~r~JrJ€r€J�r�J‚r‚JƒrƒJ„r„J…r…  SS#K†J‡rˆ  SS$K†J‰rŠ  SS%K†J‹rŒ  SS&K†J�rŽ  SS'K†J�r�  SS(K†J‘r’  SS)K†J“r”  SS*K†J•r–  SS+K†J—r˜  SS,K†J™rš  SS-K›Jœr�  SS.K›JžrŸ  SS/K›J r¡  SS0K›J¢r£  SS1K›J¤r¥  SS2K›J¦r§  SS3K›J¨r©  SS4K›Jªr«  SS5K›J¬r­  SS6K›J®r¯  SS7K›J°r±  SS8K›J²r³  SS9K´JµrµJ¶r¶J·r·J¸r¸J¹r¹Jºrº  / S:Qr»g);zRoot package info.é    N)Úpackage_available)Ú*ÚtorchmetricsÚnumpyÚPILÚPILLOW_VERSIONÚscipyÚhamming)Ú
functional)Ú	CatMetricÚ	MaxMetricÚ
MeanMetricÚ	MinMetricÚRunningMeanÚ
RunningSumÚ	SumMetric)Ú_PermutationInvariantTraining)Ú$_ScaleInvariantSignalDistortionRatio)Ú_ScaleInvariantSignalNoiseRatio)Ú_SignalDistortionRatio)Ú_SignalNoiseRatio)ÚAUROCÚROCÚAccuracyÚAveragePrecisionÚCalibrationErrorÚ
CohenKappaÚConfusionMatrixÚ
ExactMatchÚF1ScoreÚ
FBetaScoreÚHammingDistanceÚ	HingeLossÚJaccardIndexÚLogAUCÚMatthewsCorrCoefÚNegativePredictiveValueÚ	PrecisionÚPrecisionAtFixedRecallÚPrecisionRecallCurveÚRecallÚRecallAtFixedPrecisionÚSensitivityAtSpecificityÚSpecificityÚSpecificityAtSensitivityÚ
StatScores)ÚMetricCollection)Ú_ModifiedPanopticQuality)Ú_PanopticQuality)Ú*_ErrorRelativeGlobalDimensionlessSynthesis)Ú+_MultiScaleStructuralSimilarityIndexMeasure)Ú_PeakSignalNoiseRatio)Ú_RelativeAverageSpectralError)Ú'_RootMeanSquaredErrorUsingSlidingWindow)Ú_SpectralAngleMapper)Ú_SpectralDistortionIndex)Ú!_StructuralSimilarityIndexMeasure)Ú_TotalVariation)Ú_UniversalImageQualityIndex)ÚMetric)ÚCramersVÚFleissKappaÚPearsonsContingencyCoefficientÚTheilsUÚTschuprowsT)ÚConcordanceCorrCoefÚCosineSimilarityÚCriticalSuccessIndexÚExplainedVarianceÚKendallRankCorrCoefÚKLDivergenceÚLogCoshErrorÚMeanAbsoluteErrorÚMeanAbsolutePercentageErrorÚMeanSquaredErrorÚMeanSquaredLogErrorÚMinkowskiDistanceÚNormalizedRootMeanSquaredErrorÚPearsonCorrCoefÚR2ScoreÚRelativeSquaredErrorÚSpearmanCorrCoefÚ$SymmetricMeanAbsolutePercentageErrorÚTweedieDevianceScoreÚ#WeightedMeanAbsolutePercentageError)Ú_RetrievalFallOut)Ú_RetrievalHitRate)Ú_RetrievalMAP)Ú_RetrievalMRR)Ú_RetrievalNormalizedDCG)Ú_RetrievalPrecision)Ú_RetrievalPrecisionRecallCurve)Ú_RetrievalRecall)Ú _RetrievalRecallAtFixedPrecision)Ú_RetrievalRPrecision)Ú
_BLEUScore)Ú_CharErrorRate)Ú
_CHRFScore)Ú_ExtendedEditDistance)Ú_MatchErrorRate)Ú_Perplexity)Ú_SacreBLEUScore)Ú_SQuAD)Ú_TranslationEditRate)Ú_WordErrorRate)Ú_WordInfoLost)Ú_WordInfoPreserved)ÚBootStrapperÚClasswiseWrapperÚMetricTrackerÚMinMaxMetricÚMultioutputWrapperÚMultitaskWrapper)ir   r   r   r   Ú	BLEUScorern   Ú	CHRFScorer   r   ÚCharErrorRatero   r   rD   r   rE   r?   rF   Ú)ErrorRelativeGlobalDimensionlessSynthesisr   rG   ÚExtendedEditDistancer    r!   r@   r"   r#   r$   rI   rH   r%   rJ   ÚMatchErrorRater&   r   rK   rL   r   rM   rN   r>   r1   rp   rq   r   rO   ÚModifiedPanopticQualityÚ*MultiScaleStructuralSimilarityIndexMeasurerr   rs   r'   rP   ÚPanopticQualityÚPeakSignalNoiseRatiorQ   rA   ÚPermutationInvariantTrainingÚ
Perplexityr(   r)   r*   rR   r+   r,   ÚRelativeAverageSpectralErrorrS   ÚRetrievalFallOutÚRetrievalHitRateÚRetrievalMAPÚRetrievalMRRÚRetrievalNormalizedDCGÚRetrievalPrecisionÚRetrievalPrecisionRecallCurveÚRetrievalRPrecisionÚRetrievalRecallÚRetrievalRecallAtFixedPrecisionÚ&RootMeanSquaredErrorUsingSlidingWindowr   r   ÚSQuADÚSacreBLEUScoreÚ#ScaleInvariantSignalDistortionRatioÚScaleInvariantSignalNoiseRatior-   ÚSignalDistortionRatioÚSignalNoiseRatiorT   r.   r/   ÚSpectralAngleMapperÚSpectralDistortionIndexr0   Ú StructuralSimilarityIndexMeasurer   rU   rB   ÚTotalVariationÚTranslationEditRaterC   rV   ÚUniversalImageQualityIndexrW   ÚWordErrorRateÚWordInfoLostÚWordInfoPreservedr   )¼Ú__doc__ÚloggingÚ	__loggingÚosÚ lightning_utilities.core.importsr   Útorchmetrics.__about__Ú	getLoggerÚ_loggerÚ
addHandlerÚStreamHandlerÚsetLevelÚINFOÚpathÚdirnameÚ__file__Ú_PACKAGE_ROOTÚ_PROJECT_ROOTr   ÚinfÚInfr   ÚhasattrÚ__version__r   Úscipy.signalr	   ÚsignalÚwindowsr
   r   r   Útorchmetrics.aggregationr   r   r   r   r   r   r   Útorchmetrics.audio._deprecatedr   r~   r   rŽ   r   r�   r   r�   r   r‘   Útorchmetrics.classificationr   r   r   r   r   r   r   r   r    r!   r"   r#   r$   r%   r&   r'   r(   r)   r*   r+   r,   r-   r.   r/   r0   Útorchmetrics.collectionsr1   Ú"torchmetrics.detection._deprecatedr2   rz   r3   r|   Útorchmetrics.image._deprecatedr4   rw   r5   r{   r6   r}   r7   r€   r8   r‹   r9   r’   r:   r“   r;   r”   r<   r•   r=   r—   Útorchmetrics.metricr>   Útorchmetrics.nominalr?   r@   rA   rB   rC   Útorchmetrics.regressionrD   rE   rF   rG   rH   rI   rJ   rK   rL   rM   rN   rO   rP   rQ   rR   rS   rT   rU   rV   rW   Ú"torchmetrics.retrieval._deprecatedrX   r�   rY   r‚   rZ   rƒ   r[   r„   r\   r…   r]   r†   r^   r‡   r_   r‰   r`   rŠ   ra   rˆ   Útorchmetrics.text._deprecatedrb   rt   rc   rv   rd   ru   re   rx   rf   ry   rg   r   rh   r�   ri   rŒ   rj   r–   rk   r˜   rl   r™   rm   rš   Útorchmetrics.wrappersrn   ro   rp   rq   rr   rs   Ú__all__© ó    Ú£C:\Users\johnn\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.13_qbz5n2kfra8p0\LocalCache\local-packages\Python313\site-packages\torchmetrics/__init__.pyÚ<module>rÃ      s  ðÙ ã Û 	å >ä $à
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