Index

A

addMetadata() (gojo.core.report.CVReport method)

array_data (gojo.interfaces.data.Dataset property)

B

barPlot() (in module gojo.plotting.basic)

BCELoss (class in gojo.deepl.loss)

C

Callback (class in gojo.deepl.callback) checkCallable() (in module gojo.util.validation) checkClass() (in module gojo.util.validation) checkInputType() (in module gojo.util.validation) checkIterable() (in module gojo.util.validation) checkMultiInputTypes() (in module gojo.util.validation) configureLogger() (in module gojo.util.login) confusionMatrix() (in module gojo.plotting.classification)

copy() (gojo.interfaces.model.Model method) (gojo.interfaces.model.ParametrizedTorchSKInterface method) (gojo.interfaces.model.SklearnModelWrapper method) (gojo.interfaces.model.TorchSKInterface method) (gojo.interfaces.transform.SKLearnTransformWrapper method) (gojo.interfaces.transform.Transform method) createSimpleFFNModel() (in module gojo.deepl.ffn) createSimpleParametrizedFFNModel() (in module gojo.deepl.ffn) CVReport (class in gojo.core.report)

D

Dataset (class in gojo.interfaces.data) deactivate() (in module gojo.util.login)

decode() (gojo.deepl.models.VanillaVAE method) DIRECTIVE (gojo.deepl.callback.EarlyStopping attribute) (gojo.deepl.callback.SaveCheckPoint attribute)

E

EarlyStopping (class in gojo.deepl.callback) ELBO (class in gojo.deepl.loss) encode() (gojo.deepl.models.FusionModel method) (gojo.deepl.models.VanillaVAE method)

evalCrossVal() (in module gojo.core.loops) evalCrossValNestedHPO() (in module gojo.core.loops) evaluate() (gojo.deepl.callback.Callback method) (gojo.deepl.callback.EarlyStopping method) (gojo.deepl.callback.SaveCheckPoint method)

F

fileExists() (in module gojo.util.validation) fit() (gojo.interfaces.transform.GraphStandardScaler method) (gojo.interfaces.transform.SKLearnTransformWrapper method) (gojo.interfaces.transform.Transform method) fitNeuralNetwork() (in module gojo.deepl.loops) fitted() (gojo.interfaces.model.Model method) (gojo.interfaces.transform.Transform method) fitting_history (gojo.interfaces.model.TorchSKInterface property)

flatFunctionInput() (in module gojo.core.evaluation) forward() (gojo.deepl.cnn.ResNetBlock method) (gojo.deepl.loss.BCELoss method) (gojo.deepl.loss.ELBO method) (gojo.deepl.models.FusionModel method) (gojo.deepl.models.MultiTaskFFN method) (gojo.deepl.models.MultiTaskFFNv2 method) (gojo.deepl.models.VanillaVAE method) FusionModel (class in gojo.deepl.models)

G

getAvailableDefaultMetrics() (in module gojo.core.evaluation) getAvailableIterationFunctions() (in module gojo.deepl.loops) getCrossValObj() (in module gojo.util.splitter) getDefaultMetrics() (in module gojo.core.evaluation) getFittedTransforms() (gojo.core.report.CVReport method) getNumModelParams() (in module gojo.util.tools) getParameters() (gojo.interfaces.model.Model method) (gojo.interfaces.model.ParametrizedTorchSKInterface method) (gojo.interfaces.model.SklearnModelWrapper method) (gojo.interfaces.model.TorchSKInterface method) (gojo.interfaces.transform.GraphStandardScaler method) (gojo.interfaces.transform.SKLearnTransformWrapper method) (gojo.interfaces.transform.Transform method) getScores() (gojo.core.report.CVReport method) (in module gojo.core.evaluation) getTestPredictions() (gojo.core.report.CVReport method) getTrainedModels() (gojo.core.report.CVReport method) getTrainPredictions() (gojo.core.report.CVReport method) gojo module gojo.core module gojo.core.evaluation module gojo.core.loops module gojo.core.report module gojo.deepl module gojo.deepl.callback module gojo.deepl.cnn module gojo.deepl.ffn module gojo.deepl.loading module

gojo.deepl.loops module gojo.deepl.loss module gojo.deepl.models module gojo.experimental module gojo.interfaces module gojo.interfaces.data module gojo.interfaces.model module gojo.interfaces.transform module gojo.plotting module gojo.plotting.basic module gojo.plotting.classification module gojo.util module gojo.util.io module gojo.util.login module gojo.util.splitter module gojo.util.tools module gojo.util.validation module GraphDataset (class in gojo.deepl.loading) GraphStandardScaler (class in gojo.interfaces.transform)

H

huberLossWithNaNs() (in module gojo.deepl.loss)

I

index_values (gojo.interfaces.data.Dataset property) InstanceLevelKFoldSplitter (class in gojo.util.splitter) is_fitted (gojo.interfaces.model.Model property) (gojo.interfaces.transform.Transform property)

isActive() (in module gojo.util.login) iterSupervisedEpoch() (in module gojo.deepl.loops) iterUnsupervisedEpoch() (in module gojo.deepl.loops)

L

linePlot() (in module gojo.plotting.basic) load() (in module gojo.util.io) loadJson() (in module gojo.util.io)

loadStateDict() (gojo.interfaces.model.TorchSKInterface method) logger_levels (gojo.util.login.Login attribute) Login (class in gojo.util.login)

M

message() (gojo.deepl.callback.SaveCheckPoint static method) metadata (gojo.core.report.CVReport property) Metric (class in gojo.core.evaluation) minMaxScaling() (in module gojo.util.tools) Model (class in gojo.interfaces.model) model (gojo.interfaces.model.SklearnModelWrapper property) (gojo.interfaces.model.TorchSKInterface property) module gojo gojo.core gojo.core.evaluation gojo.core.loops gojo.core.report gojo.deepl gojo.deepl.callback gojo.deepl.cnn gojo.deepl.ffn gojo.deepl.loading gojo.deepl.loops gojo.deepl.loss gojo.deepl.models gojo.experimental gojo.interfaces gojo.interfaces.data gojo.interfaces.model gojo.interfaces.transform gojo.plotting gojo.plotting.basic gojo.plotting.classification gojo.util gojo.util.io gojo.util.login gojo.util.splitter gojo.util.tools gojo.util.validation

mseLossWithNaNs() (in module gojo.deepl.loss) MultiTaskFFN (class in gojo.deepl.models) MultiTaskFFNv2 (class in gojo.deepl.models)

N

num_params (gojo.interfaces.model.TorchSKInterface property)

P

parameters (gojo.interfaces.model.Model property) ParametrizedTorchSKInterface (class in gojo.interfaces.model) pathExists() (in module gojo.util.validation) performInference() (gojo.interfaces.model.Model method) (gojo.interfaces.model.SklearnModelWrapper method) (gojo.interfaces.model.TorchSKInterface method)

pprint() (in module gojo.util.io) PredefinedSplitter (class in gojo.util.splitter)

R

reparametrize() (gojo.deepl.models.VanillaVAE method) reset() (gojo.interfaces.model.Model method) (gojo.interfaces.model.SklearnModelWrapper method) (gojo.interfaces.model.TorchSKInterface method) (gojo.interfaces.transform.GraphStandardScaler method) (gojo.interfaces.transform.SKLearnTransformWrapper method) (gojo.interfaces.transform.Transform method)

resetFit() (gojo.interfaces.model.Model method) (gojo.interfaces.transform.Transform method) resetState() (gojo.deepl.callback.Callback method) (gojo.deepl.callback.EarlyStopping method) (gojo.deepl.callback.SaveCheckPoint method) ResNetBlock (class in gojo.deepl.cnn) roc() (in module gojo.plotting.classification)

S

sample() (gojo.deepl.models.VanillaVAE method) SaveCheckPoint (class in gojo.deepl.callback) saveJson() (in module gojo.util.io) saveTorchModel() (in module gojo.util.io) saveTorchModelAndHistory() (in module gojo.util.io) scatterPlot() (in module gojo.plotting.basic)

serialize() (in module gojo.util.io) SimpleSplitter (class in gojo.util.splitter) SklearnModelWrapper (class in gojo.interfaces.model) SKLearnTransformWrapper (class in gojo.interfaces.transform) split() (gojo.util.splitter.InstanceLevelKFoldSplitter method) (gojo.util.splitter.PredefinedSplitter method) (gojo.util.splitter.SimpleSplitter method)

T

TorchDataset (class in gojo.deepl.loading) TorchSKInterface (class in gojo.interfaces.model) train() (gojo.interfaces.model.Model method) (gojo.interfaces.model.SklearnModelWrapper method) (gojo.interfaces.model.TorchSKInterface method)

Transform (class in gojo.interfaces.transform) transform() (gojo.interfaces.transform.GraphStandardScaler method) (gojo.interfaces.transform.SKLearnTransformWrapper method) (gojo.interfaces.transform.Transform method) transform_obj (gojo.interfaces.transform.SKLearnTransformWrapper property)

U

update() (gojo.interfaces.model.Model method) (gojo.interfaces.transform.Transform method) updateParameters() (gojo.interfaces.model.Model method) (gojo.interfaces.model.ParametrizedTorchSKInterface method) (gojo.interfaces.model.SklearnModelWrapper method) (gojo.interfaces.model.TorchSKInterface method) (gojo.interfaces.transform.GraphStandardScaler method) (gojo.interfaces.transform.SKLearnTransformWrapper method) (gojo.interfaces.transform.Transform method)

V

VALID_TRACKING_OPTS (gojo.deepl.callback.EarlyStopping attribute)

VanillaVAE (class in gojo.deepl.models) var_names (gojo.interfaces.data.Dataset property)

W

weightedBCE() (in module gojo.deepl.loss)

weightedBCEwithNaNs() (in module gojo.deepl.loss)

Z

zscoresScaling() (in module gojo.util.tools)