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__init__.py
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__init__.py
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r"""Root package info."""
import logging as __logging
import os
from torchmetrics.__about__ import * # noqa: F401, F403
_logger = __logging.getLogger("torchmetrics")
_logger.addHandler(__logging.StreamHandler())
_logger.setLevel(__logging.INFO)
_PACKAGE_ROOT = os.path.dirname(__file__)
_PROJECT_ROOT = os.path.dirname(_PACKAGE_ROOT)
from torchmetrics import functional # noqa: E402
from torchmetrics.aggregation import CatMetric, MaxMetric, MeanMetric, MinMetric, SumMetric # noqa: E402
from torchmetrics.audio import ( # noqa: E402
PermutationInvariantTraining,
ScaleInvariantSignalDistortionRatio,
ScaleInvariantSignalNoiseRatio,
SignalDistortionRatio,
SignalNoiseRatio,
)
from torchmetrics.classification import ( # noqa: E402
AUROC,
ROC,
Accuracy,
AveragePrecision,
CalibrationError,
CohenKappa,
ConfusionMatrix,
Dice,
F1Score,
FBetaScore,
HammingDistance,
HingeLoss,
JaccardIndex,
MatthewsCorrCoef,
Precision,
PrecisionRecallCurve,
Recall,
Specificity,
StatScores,
)
from torchmetrics.collections import MetricCollection # noqa: E402
from torchmetrics.image import ( # noqa: E402
ErrorRelativeGlobalDimensionlessSynthesis,
MultiScaleStructuralSimilarityIndexMeasure,
PeakSignalNoiseRatio,
SpectralAngleMapper,
SpectralDistortionIndex,
StructuralSimilarityIndexMeasure,
TotalVariation,
UniversalImageQualityIndex,
)
from torchmetrics.metric import Metric # noqa: E402
from torchmetrics.regression import ( # noqa: E402
ConcordanceCorrCoef,
CosineSimilarity,
ExplainedVariance,
KendallRankCorrCoef,
KLDivergence,
MeanAbsoluteError,
MeanAbsolutePercentageError,
MeanSquaredError,
MeanSquaredLogError,
PearsonCorrCoef,
R2Score,
SpearmanCorrCoef,
SymmetricMeanAbsolutePercentageError,
TweedieDevianceScore,
WeightedMeanAbsolutePercentageError,
)
from torchmetrics.retrieval import ( # noqa: E402
RetrievalFallOut,
RetrievalHitRate,
RetrievalMAP,
RetrievalMRR,
RetrievalNormalizedDCG,
RetrievalPrecision,
RetrievalPrecisionRecallCurve,
RetrievalRecall,
RetrievalRecallAtFixedPrecision,
RetrievalRPrecision,
)
from torchmetrics.text import ( # noqa: E402
BLEUScore,
CharErrorRate,
CHRFScore,
ExtendedEditDistance,
MatchErrorRate,
Perplexity,
SacreBLEUScore,
SQuAD,
TranslationEditRate,
WordErrorRate,
WordInfoLost,
WordInfoPreserved,
)
from torchmetrics.wrappers import ( # noqa: E402
BootStrapper,
ClasswiseWrapper,
MetricTracker,
MinMaxMetric,
MultioutputWrapper,
)
__all__ = [
"functional",
"Accuracy",
"AUROC",
"AveragePrecision",
"BLEUScore",
"BootStrapper",
"CalibrationError",
"CatMetric",
"ClasswiseWrapper",
"CharErrorRate",
"CHRFScore",
"ConcordanceCorrCoef",
"CohenKappa",
"ConfusionMatrix",
"CosineSimilarity",
"Dice",
"TweedieDevianceScore",
"ErrorRelativeGlobalDimensionlessSynthesis",
"ExplainedVariance",
"ExtendedEditDistance",
"F1Score",
"FBetaScore",
"HammingDistance",
"HingeLoss",
"JaccardIndex",
"KendallRankCorrCoef",
"KLDivergence",
"MatchErrorRate",
"MatthewsCorrCoef",
"MaxMetric",
"MeanAbsoluteError",
"MeanAbsolutePercentageError",
"MeanMetric",
"MeanSquaredError",
"MeanSquaredLogError",
"Metric",
"MetricCollection",
"MetricTracker",
"MinMaxMetric",
"MinMetric",
"MultioutputWrapper",
"MultiScaleStructuralSimilarityIndexMeasure",
"PearsonCorrCoef",
"PermutationInvariantTraining",
"Perplexity",
"Precision",
"PrecisionRecallCurve",
"PeakSignalNoiseRatio",
"R2Score",
"Recall",
"RetrievalFallOut",
"RetrievalHitRate",
"RetrievalMAP",
"RetrievalMRR",
"RetrievalNormalizedDCG",
"RetrievalPrecision",
"RetrievalRecall",
"RetrievalRPrecision",
"RetrievalPrecisionRecallCurve",
"RetrievalRecallAtFixedPrecision",
"ROC",
"SacreBLEUScore",
"SignalDistortionRatio",
"ScaleInvariantSignalDistortionRatio",
"ScaleInvariantSignalNoiseRatio",
"SignalNoiseRatio",
"SpearmanCorrCoef",
"Specificity",
"SpectralAngleMapper",
"SpectralDistortionIndex",
"SQuAD",
"StructuralSimilarityIndexMeasure",
"StatScores",
"SumMetric",
"SymmetricMeanAbsolutePercentageError",
"TotalVariation",
"TranslationEditRate",
"UniversalImageQualityIndex",
"WeightedMeanAbsolutePercentageError",
"WordErrorRate",
"WordInfoLost",
"WordInfoPreserved",
]