• About
  • Get Started
  • Guides
  • ValidMind Library
    • ValidMind Library
    • Supported Models
    • QuickStart Notebook

    • TESTING
    • Run Tests & Test Suites
    • Test Descriptions
    • Test Sandbox (BETA)

    • CODE SAMPLES
    • All Code Samples · LLM · NLP · Time Series · Etc.
    • Download Code Samples · notebooks.zip
    • Try it on JupyterHub

    • REFERENCE
    • ValidMind Library Python API
  • Support
  • Training
  • Releases
  • Documentation
    • About ​ValidMind
    • Get Started
    • Guides
    • Support

    • Python Library
    • ValidMind Library

    • ValidMind Academy
    • Training Courses
  • Training
    • ValidMind Academy

    • Fundamentals
    • For Administrators
    • For Developers
    • For Validators
  • Log In
    • Public Internet
    • ValidMind Platform · US1
    • ValidMind Platform · CA1

    • Private Link
    • Virtual Private ValidMind (VPV)

    • Which login should I use?
  1. unit_metrics

EU AI Act Compliance — Read our original regulation brief on how the EU AI Act aims to balance innovation with safety and accountability, setting standards for responsible AI use

  • ValidMind Library

  • Python API
  • 2.8.13
  • init
  • init_dataset
  • init_model
  • init_r_model
  • get_test_suite
  • log_metric
  • preview_template
  • print_env
  • reload
  • run_documentation_tests
  • run_test_suite
  • tags
  • tasks
  • test
  • log_text
  • RawData
    • RawData
    • inspect
    • serialize

  • Submodules
  • __version__
  • datasets
    • classification
      • customer_churn
      • taiwan_credit
    • credit_risk
      • lending_club
      • lending_club_bias
    • nlp
      • cnn_dailymail
      • twitter_covid_19
    • regression
      • fred
      • lending_club
  • errors
  • test_suites
    • classifier
    • cluster
    • embeddings
    • llm
    • nlp
    • parameters_optimization
    • regression
    • statsmodels_timeseries
    • summarization
    • tabular_datasets
    • text_data
    • time_series
  • tests
    • data_validation
      • ACFandPACFPlot
      • ADF
      • AutoAR
      • AutoMA
      • AutoStationarity
      • BivariateScatterPlots
      • BoxPierce
      • ChiSquaredFeaturesTable
      • ClassImbalance
      • CommonWords
      • DatasetDescription
      • DatasetSplit
      • DescriptiveStatistics
      • DickeyFullerGLS
      • Duplicates
      • EngleGrangerCoint
      • FeatureTargetCorrelationPlot
      • Hashtags
      • HighCardinality
      • HighPearsonCorrelation
      • IQROutliersBarPlot
      • IQROutliersTable
      • IsolationForestOutliers
      • JarqueBera
      • KPSS
      • LJungBox
      • LaggedCorrelationHeatmap
      • LanguageDetection
      • Mentions
      • MissingValues
      • MissingValuesBarPlot
      • MutualInformation
      • PearsonCorrelationMatrix
      • PhillipsPerronArch
      • PolarityAndSubjectivity
      • ProtectedClassesCombination
      • ProtectedClassesDescription
      • ProtectedClassesDisparity
      • ProtectedClassesThresholdOptimizer
      • Punctuations
      • RollingStatsPlot
      • RunsTest
      • ScatterPlot
      • ScoreBandDefaultRates
      • SeasonalDecompose
      • Sentiment
      • ShapiroWilk
      • Skewness
      • SpreadPlot
      • StopWords
      • TabularCategoricalBarPlots
      • TabularDateTimeHistograms
      • TabularDescriptionTables
      • TabularNumericalHistograms
      • TargetRateBarPlots
      • TextDescription
      • TimeSeriesDescription
      • TimeSeriesDescriptiveStatistics
      • TimeSeriesFrequency
      • TimeSeriesHistogram
      • TimeSeriesLinePlot
      • TimeSeriesMissingValues
      • TimeSeriesOutliers
      • TooManyZeroValues
      • Toxicity
      • UniqueRows
      • WOEBinPlots
      • WOEBinTable
      • ZivotAndrewsArch
      • nlp
    • model_validation
      • AdjustedMutualInformation
      • AdjustedRandIndex
      • AutoARIMA
      • BertScore
      • BleuScore
      • CalibrationCurve
      • ClassifierPerformance
      • ClassifierThresholdOptimization
      • ClusterCosineSimilarity
      • ClusterPerformanceMetrics
      • ClusterSizeDistribution
      • CompletenessScore
      • ConfusionMatrix
      • ContextualRecall
      • CumulativePredictionProbabilities
      • DurbinWatsonTest
      • FeatureImportance
      • FeaturesAUC
      • FowlkesMallowsScore
      • GINITable
      • HomogeneityScore
      • HyperParametersTuning
      • KMeansClustersOptimization
      • KolmogorovSmirnov
      • Lilliefors
      • MeteorScore
      • MinimumAccuracy
      • MinimumF1Score
      • MinimumROCAUCScore
      • ModelMetadata
      • ModelParameters
      • ModelPredictionResiduals
      • ModelsPerformanceComparison
      • OverfitDiagnosis
      • PermutationFeatureImportance
      • PopulationStabilityIndex
      • PrecisionRecallCurve
      • PredictionProbabilitiesHistogram
      • ROCCurve
      • RegardScore
      • RegressionCoeffs
      • RegressionErrors
      • RegressionErrorsComparison
      • RegressionFeatureSignificance
      • RegressionModelForecastPlot
      • RegressionModelForecastPlotLevels
      • RegressionModelSensitivityPlot
      • RegressionModelSummary
      • RegressionPerformance
      • RegressionPermutationFeatureImportance
      • RegressionR2Square
      • RegressionR2SquareComparison
      • RegressionResidualsPlot
      • RobustnessDiagnosis
      • RougeScore
      • SHAPGlobalImportance
      • ScoreProbabilityAlignment
      • ScorecardHistogram
      • SilhouettePlot
      • TimeSeriesPredictionWithCI
      • TimeSeriesPredictionsPlot
      • TimeSeriesR2SquareBySegments
      • TokenDisparity
      • ToxicityScore
      • TrainingTestDegradation
      • VMeasure
      • WeakspotsDiagnosis
      • sklearn
      • statsmodels
      • statsutils
    • prompt_validation
      • Bias
      • Clarity
      • Conciseness
      • Delimitation
      • NegativeInstruction
      • Robustness
      • Specificity
      • ai_powered_test
  • unit_metrics
  • vm_models

On this page

  • list_metrics
  • describe_metric
  • run_metric
  • Edit this page
  • Report an issue

validmind.unit_metrics

list_metrics

deflist_metrics(**kwargs):

List all metrics

describe_metric

defdescribe_metric(metric_id:str,**kwargs):

Describe a metric

run_metric

defrun_metric(metric_id:str,**kwargs):

Run a metric

ai_powered_test
vm_models

© Copyright 2025 ValidMind Inc. All Rights Reserved.

  • Edit this page
  • Report an issue
Cookie Preferences
  • validmind.com

  • Privacy Policy

  • Terms of Use