Index _ | A | B | C | D | E | F | G | H | I | J | K | L | M | N | O | P | Q | R | S | T | U | V | W | X | Z _ __init__() (mojolearn.AdaBoostClassifier method) (mojolearn.AdaBoostRegressor method) (mojolearn.Adagrad method) (mojolearn.Adam method) (mojolearn.Adamax method) (mojolearn.AdamW method) (mojolearn.AdditiveChi2Sampler method) (mojolearn.AffinityPropagation method) (mojolearn.AgglomerativeClustering method) (mojolearn.AlternatingLeastSquares method) (mojolearn.ARDRegression method) (mojolearn.ARIMA method) (mojolearn.Array method) (mojolearn.AutoARIMA method) (mojolearn.AutoTheta method) (mojolearn.BaggingClassifier method) (mojolearn.BaggingRegressor method) (mojolearn.BayesianGaussianMixture method) (mojolearn.BayesianRidge method) (mojolearn.BernoulliNB method) (mojolearn.Binarizer method) (mojolearn.BisectingKMeans method) (mojolearn.BpeTokenizer method) (mojolearn.ByteLanguageModelConfig method) (mojolearn.CagraIndex method) (mojolearn.CalibratedClassifierCV method) (mojolearn.CategoricalNB method) (mojolearn.CCA method) (mojolearn.Cholesky method) (mojolearn.ClassicalMDS method) (mojolearn.ComplementNB method) (mojolearn.ConstantKernel method) (mojolearn.CrostonClassic method) (mojolearn.CrostonOptimized method) (mojolearn.CrostonSBA method) (mojolearn.DampedETS method) (mojolearn.DARTClassifier method) (mojolearn.DARTRegressor method) (mojolearn.DBSCAN method) (mojolearn.DecisionTreeClassifier method) (mojolearn.DecisionTreeRegressor method) (mojolearn.DictionaryLearning method) (mojolearn.DynamicOptimizedTheta method) (mojolearn.DynamicTheta method) (mojolearn.ElasticNet method) (mojolearn.ElasticNetCV method) (mojolearn.EllipticEnvelope method) (mojolearn.Embedding method) (mojolearn.ETS method) (mojolearn.ExponentialLR method) (mojolearn.ExponentialSmoothing method) (mojolearn.ExtraTreesClassifier method) (mojolearn.ExtraTreesRegressor method) (mojolearn.FactorAnalysis method) (mojolearn.FastICA method) (mojolearn.GammaRegressor method) (mojolearn.GARCH method) (mojolearn.GaussianMixture method) (mojolearn.GaussianNB method) (mojolearn.GaussianProcessClassifier method) (mojolearn.GaussianProcessRegressor method) (mojolearn.GaussianRandomProjection method) (mojolearn.GradientBoosting method) (mojolearn.GradientBoostingClassifier method) (mojolearn.GradientBoostingRegressor method) (mojolearn.GRUClassifier method) (mojolearn.GRURegressor method) (mojolearn.HDBSCAN method) (mojolearn.HostForest method) (mojolearn.HostGBDT method) (mojolearn.HuberRegressor method) (mojolearn.IncrementalPCA method) (mojolearn.IsolationForest method) (mojolearn.Isomap method) (mojolearn.IsotonicRegression method) (mojolearn.IterativeImputer method) (mojolearn.IVFIndex method) (mojolearn.IVFPQIndex method) (mojolearn.IVFRaBitQIndex method) (mojolearn.IVFSQIndex method) (mojolearn.KBinsDiscretizer method) (mojolearn.KernelDensity method) (mojolearn.KernelExplainer method) (mojolearn.KernelPCA method) (mojolearn.KernelRidge method) (mojolearn.KMeans method) (mojolearn.KNeighborsClassifier method) (mojolearn.KNeighborsRegressor method) (mojolearn.KNNImputer method) (mojolearn.LabelBinarizer method) (mojolearn.LabelEncoder method) (mojolearn.LabelPropagation method) (mojolearn.LabelSpreading method) (mojolearn.LanguageModelInference method) (mojolearn.Lars method) (mojolearn.Lasso method) (mojolearn.LassoCV method) (mojolearn.LassoLars method) (mojolearn.LatentDirichletAllocation method) (mojolearn.LayerNorm method) (mojolearn.LinearDiscriminantAnalysis method) (mojolearn.LinearRegression method) (mojolearn.LinearSVC method) (mojolearn.LinearSVR method) (mojolearn.Lion method) (mojolearn.LocallyLinearEmbedding method) (mojolearn.LocalOutlierFactor method) (mojolearn.LogisticRegression method) (mojolearn.LogisticRegressionCV method) (mojolearn.Louvain method) (mojolearn.LSTMClassifier method) (mojolearn.LSTMRegressor method) (mojolearn.Mamba1Block method) (mojolearn.Mamba1BlockInference method) (mojolearn.Mamba1State method) (mojolearn.Mamba2Block method) (mojolearn.Mamba2BlockInference method) (mojolearn.Mamba2State method) (mojolearn.Mamba3Block method) (mojolearn.Mamba3BlockInference method) (mojolearn.Mamba3State method) (mojolearn.Matern method) (mojolearn.MaxAbsScaler method) (mojolearn.MDS method) (mojolearn.MeanShift method) (mojolearn.MinCovDet method) (mojolearn.MiniBatchDictionaryLearning method) (mojolearn.MiniBatchKMeans method) (mojolearn.MiniBatchSparsePCA method) (mojolearn.MinMaxScaler method) (mojolearn.MLPClassifier method) (mojolearn.MLPInference method) (mojolearn.MLPRegressor method) (mojolearn.MoEBlock method) (mojolearn.MultiLabelBinarizer method) (mojolearn.MultinomialNB method) (mojolearn.MultiOutputClassifier method) (mojolearn.MultiOutputRegressor method) (mojolearn.NAdam method) (mojolearn.NearestCentroid method) (mojolearn.NearestNeighbors method) (mojolearn.NMF method) (mojolearn.Normalizer method) (mojolearn.Nystroem method) (mojolearn.OneClassSVM method) (mojolearn.OneCycleLR method) (mojolearn.OneHotEncoder method) (mojolearn.OneVsRestClassifier method) (mojolearn.OPTICS method) (mojolearn.OptimizedTheta method) (mojolearn.OrdinalEncoder method) (mojolearn.PageRank method) (mojolearn.PassiveAggressiveClassifier method) (mojolearn.PassiveAggressiveRegressor method) (mojolearn.PCA method) (mojolearn.Perceptron method) (mojolearn.PermutationExplainer method) (mojolearn.PLSCanonical method) (mojolearn.PLSRegression method) (mojolearn.PoissonRegressor method) (mojolearn.PolynomialCountSketch method) (mojolearn.PolynomialFeatures method) (mojolearn.PowerTransformer method) (mojolearn.ProphetForecaster method) (mojolearn.QNRegressor method) (mojolearn.QuadraticDiscriminantAnalysis method) (mojolearn.QuantileRegressor method) (mojolearn.QuantileTransformer method) (mojolearn.RadiusNeighbors method) (mojolearn.RandomForestClassifier method) (mojolearn.RandomForestRegressor method) (mojolearn.RandomTreesEmbedding method) (mojolearn.RBF method) (mojolearn.RBFSampler method) (mojolearn.RFE method) (mojolearn.Ridge method) (mojolearn.RidgeClassifier method) (mojolearn.RidgeCV method) (mojolearn.RMSprop method) (mojolearn.RNNClassifier method) (mojolearn.RNNRegressor method) (mojolearn.RobustScaler method) (mojolearn.SambaConfig method) (mojolearn.SambaInference method) (mojolearn.SambaStack method) (mojolearn.SelectKBest method) (mojolearn.SGD method) (mojolearn.SGDClassifier method) (mojolearn.SGDOneClassSVM method) (mojolearn.SGDRegressor method) (mojolearn.SimpleImputer method) (mojolearn.SkewedChi2Sampler method) (mojolearn.SmallByteLanguageModelTrainer method) (mojolearn.SmallMLPTrainer method) (mojolearn.SparseCoder method) (mojolearn.SparsePCA method) (mojolearn.SparseRandomProjection method) (mojolearn.SpectralClustering method) (mojolearn.SpectralEmbedding method) (mojolearn.SplineTransformer method) (mojolearn.StackingClassifier method) (mojolearn.StackingRegressor method) (mojolearn.StandardScaler method) (mojolearn.StepLR method) (mojolearn.STL method) (mojolearn.SVC method) (mojolearn.SVGP method) (mojolearn.SVR method) (mojolearn.TargetEncoder method) (mojolearn.Theta method) (mojolearn.TransformerBlock method) (mojolearn.TransformerBlockInference method) (mojolearn.TransformerState method) (mojolearn.TreeExplainer method) (mojolearn.TruncatedSVD method) (mojolearn.TSNE method) (mojolearn.TweedieRegressor method) (mojolearn.UMAP method) (mojolearn.VAR method) (mojolearn.VarianceThreshold method) (mojolearn.VotingClassifier method) (mojolearn.VotingRegressor method) (mojolearn.WhiteKernel method) A accumulate_grads() (in module mojolearn.training) accumulation_is_aligned() (in module mojolearn.training) accuracy_score() (in module mojolearn.metrics) AdaBoostClassifier (class in mojolearn) AdaBoostRegressor (class in mojolearn) Adagrad (class in mojolearn) Adam (class in mojolearn) (class in mojolearn.training) Adamax (class in mojolearn) AdamW (class in mojolearn) (class in mojolearn.training) add_seasonality() (mojolearn.ProphetForecaster method) AdditiveChi2Sampler (class in mojolearn) adjusted_mutual_info_score() (in module mojolearn.metrics) adjusted_rand_score() (in module mojolearn.metrics) AffinityPropagation (class in mojolearn) AgglomerativeClustering (class in mojolearn) aic() (mojolearn.GaussianMixture method) (mojolearn.mixture.GaussianMixture method) all_points_membership_vectors() (in module mojolearn.hdbscan) allocate_state() (mojolearn.mamba.Mamba1Block method) (mojolearn.mamba.Mamba2Block method) (mojolearn.mamba.Mamba3Block method) (mojolearn.Mamba1Block method) (mojolearn.Mamba2Block method) (mojolearn.Mamba3Block method) (mojolearn.models.CausalLM method) (mojolearn.SambaInference method) (mojolearn.SambaStack method) (mojolearn.training.SambaStack method) (mojolearn.transformer.TransformerBlock method) (mojolearn.TransformerBlock method) AlternatingLeastSquares (class in mojolearn) ALTERNATIVES (in module mojolearn.resample) apply() (mojolearn.RandomTreesEmbedding method) apply_gradients() (mojolearn.neural_network.SmallMLPTrainer method) (mojolearn.SmallMLPTrainer method) approx_dim_ (mojolearn.GradientBoosting attribute) approximate_predict() (in module mojolearn.hdbscan) ARDRegression (class in mojolearn) argmax() (mojolearn.Array method) ARIMA (class in mojolearn) Array (class in mojolearn) astype() (mojolearn.Array method) attention_stage_report() (mojolearn.language_model.SmallByteLanguageModelTrainer method) (mojolearn.SmallByteLanguageModelTrainer method) auc() (in module mojolearn.metrics) AutoARIMA (class in mojolearn) AutoTheta (class in mojolearn) average_precision_score() (in module mojolearn.metrics) B backward() (mojolearn.Embedding method) (mojolearn.embedding.Embedding method) (mojolearn.LayerNorm method) (mojolearn.mamba.Mamba1Block method) (mojolearn.mamba.Mamba2Block method) (mojolearn.mamba.Mamba3Block method) (mojolearn.Mamba1Block method) (mojolearn.Mamba2Block method) (mojolearn.Mamba3Block method) (mojolearn.transformer.TransformerBlock method) (mojolearn.TransformerBlock method) (mojolearn.TransformerBlockInference method) BaggingClassifier (class in mojolearn) BaggingRegressor (class in mojolearn) balanced_accuracy_score() (in module mojolearn.metrics) batches() (mojolearn.lm_corpus.TokenizedCorpus method) BayesianGaussianMixture (class in mojolearn) BayesianRidge (class in mojolearn) BernoulliNB (class in mojolearn) BF16Weight (class in mojolearn.lowbit) bic() (mojolearn.GaussianMixture method) (mojolearn.mixture.GaussianMixture method) Binarizer (class in mojolearn) BisectingKMeans (class in mojolearn) block_shapes() (mojolearn.SambaConfig method) (mojolearn.training.SambaConfig method) boosting_type_ (mojolearn.GradientBoosting attribute) bootstrap() (in module mojolearn.resample) BootstrapResult (class in mojolearn.resample) BpeTokenizer (class in mojolearn) (class in mojolearn.tokenizer) BpeVocabularyTrainer (class in mojolearn.tokenizer) brier_score_loss() (in module mojolearn.metrics) ByteLanguageModelConfig (class in mojolearn) (class in mojolearn.language_model) C CagraIndex (class in mojolearn) CalibratedClassifierCV (class in mojolearn) calinski_harabasz_score() (in module mojolearn.metrics) capacity (mojolearn.transformer.TransformerState property) (mojolearn.TransformerState property) CategoricalNB (class in mojolearn) CausalLM (class in mojolearn.models) CausalLMState (class in mojolearn.models) CCA (class in mojolearn) check_cv() (in module mojolearn.model_selection) Checkpoint (class in mojolearn.models) chi2() (in module mojolearn) Cholesky (class in mojolearn) (class in mojolearn.linalg) chunked_lm_head_loss() (in module mojolearn.training) class_likelihood_ratios() (in module mojolearn.metrics) classes_ (mojolearn.KNeighborsClassifier property) ClassicalMDS (class in mojolearn) classification_report() (in module mojolearn.metrics) clip_grad_norm_() (in module mojolearn) (in module mojolearn.training) close() (mojolearn.language_model.SmallByteLanguageModelTrainer method) (mojolearn.mamba.Mamba1DecodeSession method) (mojolearn.SmallByteLanguageModelTrainer method) (mojolearn.transformer.TransformerDecodeSession method) (mojolearn.TreeExplainer method) coef_ (mojolearn.SVC property) (mojolearn.svm.SVC property) (mojolearn.svm.SVR property) (mojolearn.SVR property) cohen_kappa_score() (in module mojolearn.metrics) ComplementNB (class in mojolearn) completeness_score() (in module mojolearn.metrics) config (mojolearn.STL property) confusion_matrix() (in module mojolearn.metrics) connected_components() (in module mojolearn) ConstantKernel (class in mojolearn) ConstantLR (class in mojolearn.training) contingency_matrix() (in module mojolearn.metrics) copy() (mojolearn.Array method) coverage_error() (in module mojolearn.metrics) cross_entropy() (in module mojolearn) (in module mojolearn.training) cross_val_predict() (in module mojolearn.model_selection) cross_val_score() (in module mojolearn) (in module mojolearn.model_selection) cross_validate() (in module mojolearn.model_selection) CrostonClassic (class in mojolearn) CrostonOptimized (class in mojolearn) CrostonSBA (class in mojolearn) D d2_absolute_error_score() (in module mojolearn.metrics) d2_brier_score() (in module mojolearn.metrics) d2_log_loss_score() (in module mojolearn.metrics) d2_pinball_score() (in module mojolearn.metrics) d2_tweedie_score() (in module mojolearn.metrics) DampedETS (class in mojolearn) DARTClassifier (class in mojolearn) DARTRegressor (class in mojolearn) data_schedule (mojolearn.language_model.SmallByteLanguageModelTrainer property) (mojolearn.SmallByteLanguageModelTrainer property) data_schedule() (mojolearn.lm_corpus.TokenBatches method) davies_bouldin_score() (in module mojolearn.metrics) DBSCAN (class in mojolearn) dcg_score() (in module mojolearn.metrics) decision_function() (mojolearn.AdaBoostClassifier method) (mojolearn.DARTClassifier method) (mojolearn.EllipticEnvelope method) (mojolearn.GradientBoostingClassifier method) (mojolearn.IsolationForest method) (mojolearn.LinearSVC method) (mojolearn.LocalOutlierFactor method) (mojolearn.LogisticRegression method) (mojolearn.NearestCentroid method) (mojolearn.OneClassSVM method) (mojolearn.SGDOneClassSVM method) (mojolearn.SVC method) (mojolearn.svm.LinearSVC method) (mojolearn.svm.SVC method) DecisionTreeClassifier (class in mojolearn) DecisionTreeRegressor (class in mojolearn) decode() (mojolearn.BpeTokenizer method) (mojolearn.tokenizer.BpeTokenizer method) decode_batch() (mojolearn.BpeTokenizer method) (mojolearn.tokenizer.BpeTokenizer method) decode_bytes() (mojolearn.BpeTokenizer method) (mojolearn.models.Tokenizer method) (mojolearn.tokenizer.BpeTokenizer method) decode_bytes_batch() (mojolearn.BpeTokenizer method) (mojolearn.tokenizer.BpeTokenizer method) decode_session() (mojolearn.mamba.Mamba1Block method) (mojolearn.Mamba1Block method) (mojolearn.transformer.TransformerBlock method) (mojolearn.TransformerBlock method) dequantize_int15() (in module mojolearn.linalg) dequantize_int8() (in module mojolearn.linalg) describe() (mojolearn.lm_corpus.TokenBatches method) det_curve() (in module mojolearn.metrics) DictionaryLearning (class in mojolearn) discard() (mojolearn.transformer.TransformerDecodeSession method) dropout() (mojolearn.training.Generator method) dropout_backward() (mojolearn.training.Generator method) DynamicOptimizedTheta (class in mojolearn) DynamicTheta (class in mojolearn) E eigh() (in module mojolearn.linalg) ElasticNet (class in mojolearn) ElasticNetCV (class in mojolearn) EllipticEnvelope (class in mojolearn) Embedding (class in mojolearn) (class in mojolearn.embedding) embedding_backward() (in module mojolearn.training) embedding_forward() (in module mojolearn.training) encode() (mojolearn.BpeTokenizer method) (mojolearn.models.Tokenizer method) (mojolearn.tokenizer.BpeTokenizer method) encode_batch() (mojolearn.BpeTokenizer method) (mojolearn.tokenizer.BpeTokenizer method) encode_bytes() (mojolearn.BpeTokenizer method) (mojolearn.models.Tokenizer method) (mojolearn.tokenizer.BpeTokenizer method) entropy() (in module mojolearn.metrics) eot_token (mojolearn.BpeTokenizer property) (mojolearn.tokenizer.BpeTokenizer property) ETS (class in mojolearn) evaluate() (mojolearn.language_model.SmallByteLanguageModelTrainer method) (mojolearn.SmallByteLanguageModelTrainer method) exp_avg (mojolearn.Lion property) explained_variance_score() (in module mojolearn.metrics) ExponentialLR (class in mojolearn) ExponentialSmoothing (class in mojolearn) export_checkpoint() (mojolearn.language_model.SmallByteLanguageModelTrainer method) (mojolearn.SmallByteLanguageModelTrainer method) export_checkpoint_binary() (mojolearn.language_model.SmallByteLanguageModelTrainer method) (mojolearn.SmallByteLanguageModelTrainer method) export_gradients() (mojolearn.language_model.SmallByteLanguageModelTrainer method) (mojolearn.SmallByteLanguageModelTrainer method) export_state() (mojolearn.language_model.SmallByteLanguageModelTrainer method) (mojolearn.SmallByteLanguageModelTrainer method) extend() (mojolearn.IVFIndex method) ExtraTreesClassifier (class in mojolearn) ExtraTreesRegressor (class in mojolearn) F f1_score() (in module mojolearn.metrics) f_classif() (in module mojolearn) f_regression() (in module mojolearn) FactorAnalysis (class in mojolearn) FastICA (class in mojolearn) fbeta_score() (in module mojolearn.metrics) fit() (mojolearn.AdaBoostClassifier method) (mojolearn.AdaBoostRegressor method) (mojolearn.AdditiveChi2Sampler method) (mojolearn.AffinityPropagation method) (mojolearn.AgglomerativeClustering method) (mojolearn.AlternatingLeastSquares method) (mojolearn.ARDRegression method) (mojolearn.ARIMA method) (mojolearn.AutoARIMA method) (mojolearn.AutoTheta method) (mojolearn.BaggingClassifier method) (mojolearn.BaggingRegressor method) (mojolearn.BayesianGaussianMixture method) (mojolearn.BayesianRidge method) (mojolearn.BisectingKMeans method) (mojolearn.CagraIndex method) (mojolearn.CalibratedClassifierCV method) (mojolearn.Cholesky method) (mojolearn.ClassicalMDS method) (mojolearn.DARTClassifier method) (mojolearn.DARTRegressor method) (mojolearn.DBSCAN method) (mojolearn.DecisionTreeClassifier method) (mojolearn.DecisionTreeRegressor method) (mojolearn.DictionaryLearning method) (mojolearn.ElasticNet method) (mojolearn.ElasticNetCV method) (mojolearn.EllipticEnvelope method) (mojolearn.ETS method) (mojolearn.ExponentialSmoothing method) (mojolearn.ExtraTreesClassifier method) (mojolearn.ExtraTreesRegressor method) (mojolearn.FactorAnalysis method) (mojolearn.FastICA method) (mojolearn.GARCH method) (mojolearn.GaussianMixture method) (mojolearn.GaussianProcessClassifier method) (mojolearn.GaussianProcessRegressor method) (mojolearn.GradientBoosting method) (mojolearn.GradientBoostingClassifier method) (mojolearn.GradientBoostingRegressor method) (mojolearn.GRUClassifier method) (mojolearn.GRURegressor method) (mojolearn.HDBSCAN method) (mojolearn.hdbscan.HDBSCAN method) (mojolearn.HuberRegressor method) (mojolearn.IncrementalPCA method) (mojolearn.IsolationForest method) (mojolearn.Isomap method) (mojolearn.IsotonicRegression method) (mojolearn.IVFIndex method) (mojolearn.IVFPQIndex method) (mojolearn.IVFRaBitQIndex method) (mojolearn.IVFSQIndex method) (mojolearn.kernel_methods.KernelRidge method) (mojolearn.kernel_methods.Nystroem method) (mojolearn.kernel_methods.RBFSampler method) (mojolearn.KernelDensity method) (mojolearn.KernelPCA method) (mojolearn.KernelRidge method) (mojolearn.KMeans method) (mojolearn.KNeighborsClassifier method) (mojolearn.KNeighborsRegressor method) (mojolearn.KNNImputer method) (mojolearn.LabelSpreading method) (mojolearn.Lars method) (mojolearn.LassoCV method) (mojolearn.LassoLars method) (mojolearn.LatentDirichletAllocation method) (mojolearn.linalg.Cholesky method) (mojolearn.LinearRegression method) (mojolearn.LinearSVC method) (mojolearn.LinearSVR method) (mojolearn.LocallyLinearEmbedding method) (mojolearn.LocalOutlierFactor method) (mojolearn.LogisticRegression method) (mojolearn.LogisticRegressionCV method) (mojolearn.Louvain method) (mojolearn.LSTMClassifier method) (mojolearn.LSTMRegressor method) (mojolearn.manifold.SpectralEmbedding method) (mojolearn.manifold.UMAP method) (mojolearn.MDS method) (mojolearn.MeanShift method) (mojolearn.MinCovDet method) (mojolearn.MiniBatchDictionaryLearning method) (mojolearn.MiniBatchKMeans method) (mojolearn.MiniBatchSparsePCA method) (mojolearn.MinMaxScaler method) (mojolearn.mixture.GaussianMixture method) (mojolearn.MLPClassifier method) (mojolearn.MLPRegressor method) (mojolearn.MultiOutputClassifier method) (mojolearn.MultiOutputRegressor method) (mojolearn.NearestCentroid method) (mojolearn.NearestNeighbors method) (mojolearn.NMF method) (mojolearn.Nystroem method) (mojolearn.OneClassSVM method) (mojolearn.OneVsRestClassifier method) (mojolearn.OPTICS method) (mojolearn.PageRank method) (mojolearn.PassiveAggressiveClassifier method) (mojolearn.PassiveAggressiveRegressor method) (mojolearn.PCA method) (mojolearn.Perceptron method) (mojolearn.PLSRegression method) (mojolearn.PolynomialCountSketch method) (mojolearn.preprocessing.MinMaxScaler method) (mojolearn.preprocessing.StandardScaler method) (mojolearn.ProphetForecaster method) (mojolearn.QNRegressor method) (mojolearn.QuantileRegressor method) (mojolearn.RadiusNeighbors method) (mojolearn.RandomForestClassifier method) (mojolearn.RandomForestRegressor method) (mojolearn.RandomTreesEmbedding method) (mojolearn.RBFSampler method) (mojolearn.Ridge method) (mojolearn.RidgeClassifier method) (mojolearn.RidgeCV method) (mojolearn.RNNClassifier method) (mojolearn.RNNRegressor method) (mojolearn.SGDClassifier method) (mojolearn.SGDOneClassSVM method) (mojolearn.SGDRegressor method) (mojolearn.SkewedChi2Sampler method) (mojolearn.SparseCoder method) (mojolearn.SparsePCA method) (mojolearn.SpectralClustering method) (mojolearn.SpectralEmbedding method) (mojolearn.StackingClassifier method) (mojolearn.StackingRegressor method) (mojolearn.StandardScaler method) (mojolearn.STL method) (mojolearn.SVC method) (mojolearn.SVGP method) (mojolearn.svm.LinearSVC method) (mojolearn.svm.LinearSVR method) (mojolearn.svm.SVC method) (mojolearn.svm.SVR method) (mojolearn.SVR method) (mojolearn.TruncatedSVD method) (mojolearn.TSNE method) (mojolearn.UMAP method) (mojolearn.umap.UMAP method) (mojolearn.VAR method) (mojolearn.VotingClassifier method) (mojolearn.VotingRegressor method) fit_predict() (mojolearn.AffinityPropagation method) (mojolearn.AgglomerativeClustering method) (mojolearn.BayesianGaussianMixture method) (mojolearn.DBSCAN method) (mojolearn.EllipticEnvelope method) (mojolearn.GaussianMixture method) (mojolearn.HDBSCAN method) (mojolearn.hdbscan.HDBSCAN method) (mojolearn.IsolationForest method) (mojolearn.KMeans method) (mojolearn.LocalOutlierFactor method) (mojolearn.Louvain method) (mojolearn.MeanShift method) (mojolearn.mixture.GaussianMixture method) (mojolearn.OneClassSVM method) (mojolearn.OPTICS method) (mojolearn.SpectralClustering method) fit_transform() (mojolearn.AdditiveChi2Sampler method) (mojolearn.ClassicalMDS method) (mojolearn.DictionaryLearning method) (mojolearn.FastICA method) (mojolearn.Isomap method) (mojolearn.IsotonicRegression method) (mojolearn.IterativeImputer method) (mojolearn.kernel_methods.Nystroem method) (mojolearn.kernel_methods.RBFSampler method) (mojolearn.KernelPCA method) (mojolearn.KMeans method) (mojolearn.KNNImputer method) (mojolearn.LabelBinarizer method) (mojolearn.LabelEncoder method) (mojolearn.LatentDirichletAllocation method) (mojolearn.LinearDiscriminantAnalysis method) (mojolearn.LocallyLinearEmbedding method) (mojolearn.manifold.SpectralEmbedding method) (mojolearn.manifold.UMAP method) (mojolearn.MDS method) (mojolearn.MiniBatchDictionaryLearning method) (mojolearn.MultiLabelBinarizer method) (mojolearn.NMF method) (mojolearn.Nystroem method) (mojolearn.OneHotEncoder method) (mojolearn.OrdinalEncoder method) (mojolearn.PCA method) (mojolearn.PolynomialCountSketch method) (mojolearn.preprocessing.StandardScaler method) (mojolearn.RandomTreesEmbedding method) (mojolearn.RBFSampler method) (mojolearn.SelectKBest method) (mojolearn.SkewedChi2Sampler method) (mojolearn.SparseCoder method) (mojolearn.SpectralEmbedding method) (mojolearn.SplineTransformer method) (mojolearn.StandardScaler method) (mojolearn.TargetEncoder method) (mojolearn.TruncatedSVD method) (mojolearn.TSNE method) (mojolearn.UMAP method) (mojolearn.umap.UMAP method) flags (mojolearn.Array property) forecast() (mojolearn.ARIMA method) (mojolearn.AutoARIMA method) (mojolearn.AutoTheta method) (mojolearn.ETS method) (mojolearn.ExponentialSmoothing method) (mojolearn.GARCH method) format_of() (in module mojolearn.lowbit) forward() (mojolearn.Embedding method) (mojolearn.embedding.Embedding method) (mojolearn.LayerNorm method) (mojolearn.mamba.Mamba1Block method) (mojolearn.mamba.Mamba2Block method) (mojolearn.mamba.Mamba3Block method) (mojolearn.Mamba1Block method) (mojolearn.Mamba2Block method) (mojolearn.Mamba3Block method) (mojolearn.models.CausalLM method) (mojolearn.MoEBlock method) (mojolearn.SambaInference method) (mojolearn.SambaStack method) (mojolearn.training.SambaStack method) (mojolearn.transformer.TransformerBlock method) (mojolearn.transformer.TransformerDecodeSession method) (mojolearn.TransformerBlock method) fowlkes_mallows_score() (in module mojolearn.metrics) from_bf16() (in module mojolearn.linalg) from_buffer() (mojolearn.Array class method) from_checkpoint() (mojolearn.language_model.LanguageModelInference class method) (mojolearn.language_model.SmallByteLanguageModelTrainer class method) (mojolearn.LanguageModelInference class method) (mojolearn.MLPInference class method) (mojolearn.neural_network.SmallMLPTrainer class method) (mojolearn.SambaInference class method) (mojolearn.SambaStack class method) (mojolearn.SmallByteLanguageModelTrainer class method) (mojolearn.SmallMLPTrainer class method) (mojolearn.training.SambaStack class method) from_checkpoint_binary() (mojolearn.language_model.SmallByteLanguageModelTrainer class method) (mojolearn.SmallByteLanguageModelTrainer class method) from_checkpoint_bytes() (mojolearn.language_model.SmallByteLanguageModelTrainer class method) (mojolearn.SmallByteLanguageModelTrainer class method) from_dict() (mojolearn.SambaConfig class method) (mojolearn.training.SambaConfig class method) from_file() (mojolearn.HostForest class method) (mojolearn.HostGBDT class method) from_files() (mojolearn.BpeTokenizer class method) (mojolearn.tokenizer.BpeTokenizer class method) from_json() (mojolearn.models.HFConfig class method) from_list() (mojolearn.Array class method) from_pretrained() (mojolearn.Embedding class method) (mojolearn.embedding.Embedding class method) (mojolearn.models.Tokenizer class method) from_ranks_file() (mojolearn.BpeTokenizer class method) (mojolearn.tokenizer.BpeTokenizer class method) from_token_bytes() (mojolearn.BpeTokenizer class method) (mojolearn.tokenizer.BpeTokenizer class method) G gamma (mojolearn.SpectralClustering attribute) GammaRegressor (class in mojolearn) GARCH (class in mojolearn) GaussianMixture (class in mojolearn) (class in mojolearn.mixture) GaussianNB (class in mojolearn) GaussianProcessClassifier (class in mojolearn) GaussianProcessRegressor (class in mojolearn) GaussianRandomProjection (class in mojolearn) generate() (mojolearn.models.CausalLM method) Generator (class in mojolearn.training) get_covariance() (mojolearn.FactorAnalysis method) get_depth() (mojolearn.DecisionTreeClassifier method) (mojolearn.DecisionTreeRegressor method) get_feature_names_out() (mojolearn.AdditiveChi2Sampler method) (mojolearn.KernelPCA method) (mojolearn.KNNImputer method) (mojolearn.PolynomialCountSketch method) (mojolearn.SkewedChi2Sampler method) get_leaf_values() (mojolearn.GradientBoosting method) get_level() (mojolearn.ExponentialSmoothing method) get_n_leaves() (mojolearn.DecisionTreeClassifier method) (mojolearn.DecisionTreeRegressor method) get_n_splits() (mojolearn.model_selection.LeaveOneGroupOut method) (mojolearn.model_selection.LeaveOneOut method) (mojolearn.model_selection.LeavePGroupsOut method) (mojolearn.model_selection.LeavePOut method) (mojolearn.model_selection.PredefinedSplit method) (mojolearn.model_selection.ShuffleSplit method) (mojolearn.model_selection.TimeSeriesSplit method) get_precision() (mojolearn.FactorAnalysis method) (mojolearn.MinCovDet method) get_scorer() (in module mojolearn.model_selection) get_scorer_names() (in module mojolearn.model_selection) get_season() (mojolearn.ExponentialSmoothing method) get_tree_leaf_counts() (mojolearn.GradientBoosting method) get_trend() (mojolearn.ExponentialSmoothing method) GPT2Tokenizer (in module mojolearn) gpu_arch() (in module mojolearn) gpu_arch_how() (in module mojolearn) GradientBoosting (class in mojolearn) GradientBoostingClassifier (class in mojolearn) GradientBoostingRegressor (class in mojolearn) GridSearchCV (class in mojolearn.model_selection) GroupKFold (class in mojolearn.model_selection) GroupShuffleSplit (class in mojolearn.model_selection) GRUClassifier (class in mojolearn) GRURegressor (class in mojolearn) H hamming_loss() (in module mojolearn.metrics) HDBSCAN (class in mojolearn) (class in mojolearn.hdbscan) HFConfig (class in mojolearn.models) hidden_sequence() (mojolearn.GRUClassifier method) (mojolearn.GRURegressor method) (mojolearn.LSTMClassifier method) (mojolearn.LSTMRegressor method) (mojolearn.RNNClassifier method) (mojolearn.RNNRegressor method) hinge_loss() (in module mojolearn.metrics) homogeneity_completeness_v_measure() (in module mojolearn.metrics) homogeneity_score() (in module mojolearn.metrics) host_model() (in module mojolearn) host_predict() (in module mojolearn) host_predict_proba() (in module mojolearn) HostForest (class in mojolearn) HostGBDT (class in mojolearn) HuberRegressor (class in mojolearn) I identity (mojolearn.BpeTokenizer property) (mojolearn.tokenizer.BpeTokenizer property) (mojolearn.tokenizer.TrainedBpeVocabulary property) ids() (mojolearn.lm_corpus.TokenBatches method) IncrementalPCA (class in mojolearn) inference_engine (mojolearn.HostForest property) (mojolearn.HostGBDT property) Int8Weight (class in mojolearn.lowbit) INTEGRANDS (in module mojolearn.resample) inverse_transform() (mojolearn.FastICA method) (mojolearn.IncrementalPCA method) (mojolearn.KernelPCA method) (mojolearn.MinMaxScaler method) (mojolearn.NMF method) (mojolearn.PCA method) (mojolearn.preprocessing.MinMaxScaler method) (mojolearn.preprocessing.StandardScaler method) (mojolearn.StandardScaler method) (mojolearn.TruncatedSVD method) is_open (mojolearn.mamba.Mamba1DecodeSession property) (mojolearn.transformer.TransformerDecodeSession property) is_packed() (in module mojolearn.lowbit) IsolationForest (class in mojolearn) Isomap (class in mojolearn) IsotonicRegression (class in mojolearn) IterativeImputer (class in mojolearn) IVFIndex (class in mojolearn) IVFPQIndex (class in mojolearn) IVFRaBitQIndex (class in mojolearn) IVFSQIndex (class in mojolearn) J jaccard_score() (in module mojolearn.metrics) johnson_lindenstrauss_min_dim() (in module mojolearn) K kaiming_normal() (mojolearn.training.Generator method) kaiming_uniform() (mojolearn.training.Generator method) KBinsDiscretizer (class in mojolearn) KernelDensity (class in mojolearn) KernelExplainer (class in mojolearn) KernelPCA (class in mojolearn) KernelRidge (class in mojolearn) (class in mojolearn.kernel_methods) keys() (mojolearn.transformer.TransformerState method) (mojolearn.TransformerState method) KFold (class in mojolearn.model_selection) kl_divergence() (in module mojolearn.metrics) KMeans (class in mojolearn) kneighbors() (mojolearn.NearestNeighbors method) KNeighborsClassifier (class in mojolearn) KNeighborsRegressor (class in mojolearn) KNNImputer (class in mojolearn) kpss_test() (in module mojolearn) L label_ranking_average_precision_score() (in module mojolearn.metrics) label_ranking_loss() (in module mojolearn.metrics) LabelBinarizer (class in mojolearn) LabelEncoder (class in mojolearn) LabelPropagation (class in mojolearn) LabelSpreading (class in mojolearn) LanguageModelConfig (in module mojolearn) (in module mojolearn.language_model) LanguageModelInference (class in mojolearn) (class in mojolearn.language_model) LanguageModelTrainer (in module mojolearn) (in module mojolearn.language_model) Lars (class in mojolearn) Lasso (class in mojolearn) LassoCV (class in mojolearn) LassoLars (class in mojolearn) latent_mean_and_variance() (mojolearn.GaussianProcessClassifier method) LatentDirichletAllocation (class in mojolearn) layer_norm_backward() (in module mojolearn) layer_norm_forward() (in module mojolearn) LayerNorm (class in mojolearn) learning_curve() (in module mojolearn.model_selection) learning_rate_ (mojolearn.GradientBoosting attribute) LeaveOneGroupOut (class in mojolearn.model_selection) LeaveOneOut (class in mojolearn.model_selection) LeavePGroupsOut (class in mojolearn.model_selection) LeavePOut (class in mojolearn.model_selection) linear_backward() (in module mojolearn.training) linear_forward() (in module mojolearn.training) LinearDiscriminantAnalysis (class in mojolearn) LinearRegression (class in mojolearn) LinearSVC (class in mojolearn) (class in mojolearn.svm) LinearSVR (class in mojolearn) (class in mojolearn.svm) Lion (class in mojolearn) load() (mojolearn.AgglomerativeClustering class method) (mojolearn.ARIMA class method) (mojolearn.Cholesky class method) (mojolearn.DBSCAN class method) (mojolearn.ElasticNet class method) (mojolearn.Embedding class method) (mojolearn.embedding.Embedding class method) (mojolearn.ExponentialSmoothing class method) (mojolearn.GaussianMixture class method) (mojolearn.GaussianProcessClassifier class method) (mojolearn.GaussianProcessRegressor class method) (mojolearn.GradientBoosting class method) (mojolearn.HDBSCAN class method) (mojolearn.hdbscan.HDBSCAN class method) (mojolearn.IsolationForest class method) (mojolearn.IVFIndex class method) (mojolearn.kernel_methods.KernelRidge class method) (mojolearn.kernel_methods.Nystroem class method) (mojolearn.kernel_methods.RBFSampler class method) (mojolearn.KernelDensity class method) (mojolearn.KernelRidge class method) (mojolearn.KMeans class method) (mojolearn.KNeighborsClassifier class method) (mojolearn.KNeighborsRegressor class method) (mojolearn.linalg.Cholesky class method) (mojolearn.LinearRegression class method) (mojolearn.LogisticRegression class method) (mojolearn.manifold.UMAP class method) (mojolearn.MinMaxScaler class method) (mojolearn.mixture.GaussianMixture class method) (mojolearn.models.CausalLM class method) (mojolearn.models.ParallelCausalLM class method) (mojolearn.NearestNeighbors class method) (mojolearn.Nystroem class method) (mojolearn.PCA class method) (mojolearn.preprocessing.MinMaxScaler class method) (mojolearn.preprocessing.StandardScaler class method) (mojolearn.RadiusNeighbors class method) (mojolearn.RBFSampler class method) (mojolearn.Ridge class method) (mojolearn.SpectralClustering class method) (mojolearn.StandardScaler class method) (mojolearn.SVC class method) (mojolearn.svm.SVC class method) (mojolearn.svm.SVR class method) (mojolearn.SVR class method) (mojolearn.TruncatedSVD class method) (mojolearn.UMAP class method) (mojolearn.umap.UMAP class method) load_state() (mojolearn.mamba.Mamba1DecodeSession method) (mojolearn.transformer.TransformerDecodeSession method) load_state_dict() (mojolearn.GRUClassifier method) (mojolearn.GRURegressor method) (mojolearn.language_model.SmallByteLanguageModelTrainer method) (mojolearn.LSTMClassifier method) (mojolearn.LSTMRegressor method) (mojolearn.MoEBlock method) (mojolearn.neural_network.SmallMLPTrainer method) (mojolearn.RNNClassifier method) (mojolearn.RNNRegressor method) (mojolearn.SambaStack method) (mojolearn.SmallByteLanguageModelTrainer method) (mojolearn.SmallMLPTrainer method) (mojolearn.training.Generator method) (mojolearn.training.SambaStack method) load_weights() (mojolearn.SambaStack method) (mojolearn.training.SambaStack method) LocallyLinearEmbedding (class in mojolearn) LocalOutlierFactor (class in mojolearn) log_loss() (in module mojolearn.metrics) log_marginal_likelihood() (mojolearn.GaussianProcessClassifier method) (mojolearn.GaussianProcessRegressor method) logdet_ (mojolearn.Cholesky property) (mojolearn.linalg.Cholesky property) LogisticRegression (class in mojolearn) LogisticRegressionCV (class in mojolearn) logits() (mojolearn.language_model.LanguageModelInference method) (mojolearn.language_model.SmallByteLanguageModelTrainer method) (mojolearn.LanguageModelInference method) (mojolearn.SambaInference method) (mojolearn.SmallByteLanguageModelTrainer method) loss() (mojolearn.language_model.LanguageModelInference method) (mojolearn.LanguageModelInference method) (mojolearn.SambaInference method) (mojolearn.SambaStack method) (mojolearn.training.SambaStack method) loss_and_grads() (mojolearn.neural_network.SmallMLPTrainer method) (mojolearn.SambaStack method) (mojolearn.SmallMLPTrainer method) (mojolearn.training.SambaStack method) loss_bits() (mojolearn.language_model.LanguageModelInference method) (mojolearn.LanguageModelInference method) Louvain (class in mojolearn) LSTMClassifier (class in mojolearn) LSTMRegressor (class in mojolearn) lstsq() (in module mojolearn) lu_factor() (in module mojolearn) lu_solve() (in module mojolearn) M mahalanobis() (mojolearn.MinCovDet method) make_scorer() (in module mojolearn.model_selection) Mamba1Block (class in mojolearn) (class in mojolearn.mamba) Mamba1BlockInference (class in mojolearn) Mamba1DecodeSession (class in mojolearn.mamba) Mamba1State (class in mojolearn) (class in mojolearn.mamba) Mamba2Block (class in mojolearn) (class in mojolearn.mamba) Mamba2BlockInference (class in mojolearn) Mamba2State (class in mojolearn) (class in mojolearn.mamba) Mamba3Block (class in mojolearn) (class in mojolearn.mamba) Mamba3BlockInference (class in mojolearn) Mamba3State (class in mojolearn) (class in mojolearn.mamba) materialize() (in module mojolearn.lowbit) materialize_one() (in module mojolearn.lowbit) Matern (class in mojolearn) matmul() (in module mojolearn) (in module mojolearn.linalg) matmul_bf16() (in module mojolearn.linalg) matmul_int15() (in module mojolearn.linalg) matmul_int8() (in module mojolearn.linalg) matthews_corrcoef() (in module mojolearn.metrics) max() (mojolearn.Array method) max_error() (in module mojolearn.metrics) MaxAbsScaler (class in mojolearn) MDS (class in mojolearn) mean_absolute_error() (in module mojolearn.metrics) mean_absolute_percentage_error() (in module mojolearn.metrics) mean_gamma_deviance() (in module mojolearn.metrics) mean_pinball_loss() (in module mojolearn.metrics) mean_poisson_deviance() (in module mojolearn.metrics) mean_squared_error() (in module mojolearn.metrics) mean_squared_log_error() (in module mojolearn.metrics) mean_tweedie_deviance() (in module mojolearn.metrics) MeanShift (class in mojolearn) median_absolute_error() (in module mojolearn.metrics) membership_vector() (in module mojolearn.hdbscan) METHODS (in module mojolearn.resample) min() (mojolearn.Array method) MinCovDet (class in mojolearn) MiniBatchDictionaryLearning (class in mojolearn) MiniBatchKMeans (class in mojolearn) MiniBatchSparsePCA (class in mojolearn) MinMaxScaler (class in mojolearn) (class in mojolearn.preprocessing) mlp_inference_sessions() (in module mojolearn.training) MLPClassifier (class in mojolearn) MLPInference (class in mojolearn) MLPRegressor (class in mojolearn) model_sha256() (mojolearn.HostForest method) (mojolearn.HostGBDT method) ModelPlan (class in mojolearn.models) module mojolearn.embedding mojolearn.hdbscan mojolearn.kernel_methods mojolearn.language_model mojolearn.linalg mojolearn.lm_corpus mojolearn.lowbit mojolearn.mamba mojolearn.manifold mojolearn.metrics mojolearn.mixture mojolearn.model_selection mojolearn.models mojolearn.neural_network mojolearn.preprocessing mojolearn.resample mojolearn.svm mojolearn.tokenizer mojolearn.training mojolearn.transformer mojolearn.umap MoEBlock (class in mojolearn) mojolearn.embedding module mojolearn.hdbscan module mojolearn.kernel_methods module mojolearn.language_model module mojolearn.linalg module mojolearn.lm_corpus module mojolearn.lowbit module mojolearn.mamba module mojolearn.manifold module mojolearn.metrics module mojolearn.mixture module mojolearn.model_selection module mojolearn.models module mojolearn.neural_network module mojolearn.preprocessing module mojolearn.resample module mojolearn.svm module mojolearn.tokenizer module mojolearn.training module mojolearn.transformer module mojolearn.umap module monte_carlo_integrate() (in module mojolearn.resample) MonteCarloResult (class in mojolearn.resample) multilabel_confusion_matrix() (in module mojolearn.metrics) MultiLabelBinarizer (class in mojolearn) MultinomialNB (class in mojolearn) MultiOutputClassifier (class in mojolearn) MultiOutputRegressor (class in mojolearn) mutual_info_classif() (in module mojolearn) mutual_info_regression() (in module mojolearn) mutual_info_score() (in module mojolearn.metrics) N n_model_columns_ (mojolearn.HostGBDT attribute) n_tensors (mojolearn.ByteLanguageModelConfig property) (mojolearn.language_model.ByteLanguageModelConfig property) n_ties_broken (mojolearn.tokenizer.TrainedBpeVocabulary property) n_tokens (mojolearn.tokenizer.TrainedBpeVocabulary property) n_total (mojolearn.ByteLanguageModelConfig property) (mojolearn.language_model.ByteLanguageModelConfig property) n_trees (mojolearn.HostForest property) (mojolearn.HostGBDT property) n_vocab (mojolearn.BpeTokenizer property) (mojolearn.lm_corpus.TokenizedCorpus property) (mojolearn.models.Tokenizer property) (mojolearn.tokenizer.BpeTokenizer property) NAdam (class in mojolearn) native_shape (mojolearn.ByteLanguageModelConfig property) (mojolearn.language_model.ByteLanguageModelConfig property) ndcg_score() (in module mojolearn.metrics) NearestCentroid (class in mojolearn) NearestNeighbors (class in mojolearn) next_bytes() (mojolearn.language_model.LanguageModelInference method) (mojolearn.language_model.SmallByteLanguageModelTrainer method) (mojolearn.LanguageModelInference method) (mojolearn.SmallByteLanguageModelTrainer method) next_stream() (mojolearn.training.Generator method) NMF (class in mojolearn) normal() (mojolearn.training.Generator method) normalized_mutual_info_score() (in module mojolearn.metrics) Normalizer (class in mojolearn) numeric_mode() (in module mojolearn) (in module mojolearn.linalg) numeric_mode_used() (in module mojolearn.training) numeric_profile() (in module mojolearn) numeric_profile_measured() (in module mojolearn) numeric_profiles() (in module mojolearn) Nystroem (class in mojolearn) (class in mojolearn.kernel_methods) O offsets (mojolearn.ByteLanguageModelConfig property) (mojolearn.language_model.ByteLanguageModelConfig property) OneClassSVM (class in mojolearn) OneCycleLR (class in mojolearn) OneHotEncoder (class in mojolearn) OneVsRestClassifier (class in mojolearn) OPTICS (class in mojolearn) OptimizedTheta (class in mojolearn) OrdinalEncoder (class in mojolearn) P pack() (in module mojolearn.lowbit) pack_one() (in module mojolearn.lowbit) PageRank (class in mojolearn) pair_confusion_matrix() (in module mojolearn.metrics) ParallelCausalLM (class in mojolearn.models) parameter_names (mojolearn.ByteLanguageModelConfig property) (mojolearn.language_model.ByteLanguageModelConfig property) parameter_registry() (mojolearn.language_model.SmallByteLanguageModelTrainer static method) (mojolearn.SmallByteLanguageModelTrainer static method) parameter_shapes (mojolearn.ByteLanguageModelConfig property) (mojolearn.language_model.ByteLanguageModelConfig property) ParameterGrid (class in mojolearn.model_selection) parameters() (mojolearn.models.CausalLM method) (mojolearn.models.ParallelCausalLM method) (mojolearn.SambaInference method) (mojolearn.SambaStack method) (mojolearn.training.SambaStack method) parameters_ (mojolearn.language_model.SmallByteLanguageModelTrainer property) (mojolearn.SmallByteLanguageModelTrainer property) parameters_sha256() (mojolearn.language_model.LanguageModelInference method) (mojolearn.LanguageModelInference method) ParameterSampler (class in mojolearn.model_selection) partial_fit() (mojolearn.CategoricalNB method) (mojolearn.IncrementalPCA method) (mojolearn.LatentDirichletAllocation method) (mojolearn.MiniBatchKMeans method) (mojolearn.MinMaxScaler method) (mojolearn.preprocessing.MinMaxScaler method) (mojolearn.preprocessing.StandardScaler method) (mojolearn.StandardScaler method) PassiveAggressiveClassifier (class in mojolearn) PassiveAggressiveRegressor (class in mojolearn) PCA (class in mojolearn) Perceptron (class in mojolearn) permutation_test() (in module mojolearn.resample) permutation_test_score() (in module mojolearn.model_selection) PermutationExplainer (class in mojolearn) PermutationTestResult (class in mojolearn.resample) perplexity() (mojolearn.LatentDirichletAllocation method) plan_for() (in module mojolearn.models) PLSCanonical (class in mojolearn) PLSRegression (class in mojolearn) PoissonRegressor (class in mojolearn) PolynomialCountSketch (class in mojolearn) PolynomialFeatures (class in mojolearn) PowerTransformer (class in mojolearn) precision_recall_curve() (in module mojolearn.metrics) precision_recall_fscore_support() (in module mojolearn.metrics) precision_score() (in module mojolearn.metrics) PredefinedSplit (class in mojolearn.model_selection) predict() (mojolearn.AdaBoostClassifier method) (mojolearn.AdaBoostRegressor method) (mojolearn.AffinityPropagation method) (mojolearn.AgglomerativeClustering method) (mojolearn.ARDRegression method) (mojolearn.ARIMA method) (mojolearn.AutoARIMA method) (mojolearn.AutoTheta method) (mojolearn.BaggingClassifier method) (mojolearn.BaggingRegressor method) (mojolearn.BayesianGaussianMixture method) (mojolearn.BayesianRidge method) (mojolearn.BisectingKMeans method) (mojolearn.CalibratedClassifierCV method) (mojolearn.DARTClassifier method) (mojolearn.DARTRegressor method) (mojolearn.DBSCAN method) (mojolearn.DecisionTreeClassifier method) (mojolearn.DecisionTreeRegressor method) (mojolearn.ElasticNet method) (mojolearn.EllipticEnvelope method) (mojolearn.ETS method) (mojolearn.ExponentialSmoothing method) (mojolearn.ExtraTreesClassifier method) (mojolearn.ExtraTreesRegressor method) (mojolearn.GaussianMixture method) (mojolearn.GaussianProcessClassifier method) (mojolearn.GaussianProcessRegressor method) (mojolearn.GradientBoosting method) (mojolearn.GradientBoostingClassifier method) (mojolearn.GradientBoostingRegressor method) (mojolearn.GRUClassifier method) (mojolearn.GRURegressor method) (mojolearn.HostForest method) (mojolearn.HostGBDT method) (mojolearn.IsolationForest method) (mojolearn.IsotonicRegression method) (mojolearn.kernel_methods.KernelRidge method) (mojolearn.KernelRidge method) (mojolearn.KMeans method) (mojolearn.KNeighborsClassifier method) (mojolearn.KNeighborsRegressor method) (mojolearn.LinearRegression method) (mojolearn.LinearSVC method) (mojolearn.LinearSVR method) (mojolearn.LocalOutlierFactor method) (mojolearn.LogisticRegression method) (mojolearn.LSTMClassifier method) (mojolearn.LSTMRegressor method) (mojolearn.MeanShift method) (mojolearn.mixture.GaussianMixture method) (mojolearn.MLPClassifier method) (mojolearn.MLPRegressor method) (mojolearn.MultiOutputClassifier method) (mojolearn.MultiOutputRegressor method) (mojolearn.NearestCentroid method) (mojolearn.OneClassSVM method) (mojolearn.OneVsRestClassifier method) (mojolearn.ProphetForecaster method) (mojolearn.QNRegressor method) (mojolearn.RandomForestClassifier method) (mojolearn.RandomForestRegressor method) (mojolearn.Ridge method) (mojolearn.RNNClassifier method) (mojolearn.RNNRegressor method) (mojolearn.SGDOneClassSVM method) (mojolearn.SpectralClustering method) (mojolearn.StackingClassifier method) (mojolearn.StackingRegressor method) (mojolearn.SVC method) (mojolearn.SVGP method) (mojolearn.svm.LinearSVC method) (mojolearn.svm.LinearSVR method) (mojolearn.svm.SVC method) (mojolearn.svm.SVR method) (mojolearn.SVR method) (mojolearn.VotingClassifier method) (mojolearn.VotingRegressor method) predict_classes() (mojolearn.GradientBoosting method) predict_f() (mojolearn.SVGP method) predict_log_proba() (mojolearn.LogisticRegression method) (mojolearn.NearestCentroid method) (mojolearn.SVC method) (mojolearn.svm.SVC method) predict_logits() (mojolearn.MLPInference method) (mojolearn.neural_network.SmallMLPTrainer method) (mojolearn.SmallMLPTrainer method) predict_logits_sessions() (mojolearn.neural_network.SmallMLPTrainer method) (mojolearn.SmallMLPTrainer method) predict_proba() (mojolearn.AdaBoostClassifier method) (mojolearn.BaggingClassifier method) (mojolearn.BayesianGaussianMixture method) (mojolearn.CalibratedClassifierCV method) (mojolearn.DARTClassifier method) (mojolearn.DecisionTreeClassifier method) (mojolearn.ExtraTreesClassifier method) (mojolearn.GaussianMixture method) (mojolearn.GaussianProcessClassifier method) (mojolearn.GradientBoosting method) (mojolearn.GradientBoostingClassifier method) (mojolearn.GRUClassifier method) (mojolearn.HostForest method) (mojolearn.HostGBDT method) (mojolearn.KNeighborsClassifier method) (mojolearn.LogisticRegression method) (mojolearn.LogisticRegressionCV method) (mojolearn.LSTMClassifier method) (mojolearn.mixture.GaussianMixture method) (mojolearn.MLPClassifier method) (mojolearn.MultiOutputClassifier method) (mojolearn.NearestCentroid method) (mojolearn.OneVsRestClassifier method) (mojolearn.RandomForestClassifier method) (mojolearn.RNNClassifier method) (mojolearn.SGDClassifier method) (mojolearn.StackingClassifier method) (mojolearn.SVC method) (mojolearn.svm.SVC method) (mojolearn.VotingClassifier method) predict_y() (mojolearn.SVGP method) prefetch() (mojolearn.lm_corpus.TokenBatches method) prepare() (in module mojolearn.lm_corpus) pretokenize() (mojolearn.models.Tokenizer method) profile (mojolearn.ByteLanguageModelConfig property) (mojolearn.language_model.ByteLanguageModelConfig property) (mojolearn.language_model.LanguageModelInference property) (mojolearn.LanguageModelInference property) profile() (in module mojolearn.linalg) profile_jitter() (mojolearn.Cholesky method) (mojolearn.linalg.Cholesky method) ProphetForecaster (class in mojolearn) Q QNRegressor (class in mojolearn) qr() (in module mojolearn.linalg) QuadraticDiscriminantAnalysis (class in mojolearn) QuantileRegressor (class in mojolearn) QuantileTransformer (class in mojolearn) quantize_int15() (in module mojolearn.linalg) quantize_int8() (in module mojolearn.linalg) R r2_score() (in module mojolearn.metrics) r_regression() (in module mojolearn) radius_neighbors() (mojolearn.RadiusNeighbors method) RadiusNeighbors (class in mojolearn) rand_score() (in module mojolearn.metrics) random_weights_ (mojolearn.SkewedChi2Sampler property) RandomForestClassifier (class in mojolearn) RandomForestRegressor (class in mojolearn) randomized_svd() (in module mojolearn) RandomizedSearchCV (class in mojolearn.model_selection) RandomTreesEmbedding (class in mojolearn) ravel() (mojolearn.Array method) RBF (class in mojolearn) RBFSampler (class in mojolearn) (class in mojolearn.kernel_methods) read() (mojolearn.models.SafetensorsFile method) recall_score() (in module mojolearn.metrics) recommend() (mojolearn.AlternatingLeastSquares method) reconstruction_error() (mojolearn.Isomap method) refine() (in module mojolearn) registry() (mojolearn.SambaConfig method) (mojolearn.training.SambaConfig method) render_ranks() (mojolearn.tokenizer.TrainedBpeVocabulary method) render_tokenizer_json() (mojolearn.tokenizer.TrainedBpeVocabulary method) RepeatedKFold (class in mojolearn.model_selection) RepeatedStratifiedKFold (class in mojolearn.model_selection) require_identical() (in module mojolearn.linalg) require_vocabulary() (in module mojolearn.lm_corpus) resample() (in module mojolearn.resample) resample_indices() (in module mojolearn.resample) reset_state() (mojolearn.models.CausalLM method) reshape() (mojolearn.Array method) residual_dropout() (in module mojolearn.training) residual_dropout_backward() (in module mojolearn.training) RFE (class in mojolearn) Ridge (class in mojolearn) RidgeClassifier (class in mojolearn) RidgeCV (class in mojolearn) rms_norm_backward() (in module mojolearn.training) rms_norm_forward() (in module mojolearn.training) RMSprop (class in mojolearn) RNNClassifier (class in mojolearn) RNNRegressor (class in mojolearn) RobustScaler (class in mojolearn) roc_auc_score() (in module mojolearn.metrics) roc_curve() (in module mojolearn.metrics) root_mean_squared_error() (in module mojolearn.metrics) root_mean_squared_log_error() (in module mojolearn.metrics) router_logits_ (mojolearn.MoEBlock property) routing_weights_ (mojolearn.MoEBlock property) run_metadata() (mojolearn.language_model.SmallByteLanguageModelTrainer method) (mojolearn.SmallByteLanguageModelTrainer method) S SafetensorsFile (class in mojolearn.models) SambaConfig (class in mojolearn) (class in mojolearn.training) SambaInference (class in mojolearn) SambaStack (class in mojolearn) (class in mojolearn.training) sample() (mojolearn.GaussianMixture method) (mojolearn.KernelDensity method) (mojolearn.mixture.GaussianMixture method) sample_y() (mojolearn.GaussianProcessRegressor method) save() (mojolearn.AgglomerativeClustering method) (mojolearn.ARIMA method) (mojolearn.Cholesky method) (mojolearn.DBSCAN method) (mojolearn.DecisionTreeClassifier method) (mojolearn.DecisionTreeRegressor method) (mojolearn.ElasticNet method) (mojolearn.Embedding method) (mojolearn.embedding.Embedding method) (mojolearn.ExponentialSmoothing method) (mojolearn.GaussianMixture method) (mojolearn.GaussianProcessClassifier method) (mojolearn.GaussianProcessRegressor method) (mojolearn.GradientBoosting method) (mojolearn.HDBSCAN method) (mojolearn.hdbscan.HDBSCAN method) (mojolearn.IsolationForest method) (mojolearn.IVFIndex method) (mojolearn.kernel_methods.KernelRidge method) (mojolearn.kernel_methods.Nystroem method) (mojolearn.kernel_methods.RBFSampler method) (mojolearn.KernelDensity method) (mojolearn.KernelRidge method) (mojolearn.KMeans method) (mojolearn.KNeighborsClassifier method) (mojolearn.KNeighborsRegressor method) (mojolearn.linalg.Cholesky method) (mojolearn.LinearRegression method) (mojolearn.LogisticRegression method) (mojolearn.manifold.UMAP method) (mojolearn.MinMaxScaler method) (mojolearn.mixture.GaussianMixture method) (mojolearn.NearestNeighbors method) (mojolearn.Nystroem method) (mojolearn.PCA method) (mojolearn.preprocessing.MinMaxScaler method) (mojolearn.preprocessing.StandardScaler method) (mojolearn.RadiusNeighbors method) (mojolearn.RBFSampler method) (mojolearn.Ridge method) (mojolearn.SpectralClustering method) (mojolearn.StandardScaler method) (mojolearn.SVC method) (mojolearn.svm.SVC method) (mojolearn.svm.SVR method) (mojolearn.SVR method) (mojolearn.TruncatedSVD method) (mojolearn.UMAP method) (mojolearn.umap.UMAP method) save_checkpoint() (mojolearn.language_model.SmallByteLanguageModelTrainer method) (mojolearn.neural_network.SmallMLPTrainer method) (mojolearn.SambaStack method) (mojolearn.SmallByteLanguageModelTrainer method) (mojolearn.SmallMLPTrainer method) (mojolearn.training.SambaStack method) score() (mojolearn.BayesianGaussianMixture method) (mojolearn.ElasticNet method) (mojolearn.EllipticEnvelope method) (mojolearn.ExponentialSmoothing method) (mojolearn.FactorAnalysis method) (mojolearn.GaussianMixture method) (mojolearn.GaussianProcessClassifier method) (mojolearn.GaussianProcessRegressor method) (mojolearn.GradientBoostingClassifier method) (mojolearn.GradientBoostingRegressor method) (mojolearn.KernelDensity method) (mojolearn.LatentDirichletAllocation method) (mojolearn.LinearRegression method) (mojolearn.LinearSVC method) (mojolearn.LinearSVR method) (mojolearn.LogisticRegression method) (mojolearn.MinCovDet method) (mojolearn.mixture.GaussianMixture method) (mojolearn.NearestCentroid method) (mojolearn.QNRegressor method) (mojolearn.Ridge method) (mojolearn.SVC method) (mojolearn.svm.LinearSVC method) (mojolearn.svm.LinearSVR method) (mojolearn.svm.SVC method) (mojolearn.svm.SVR method) (mojolearn.SVR method) score_samples() (mojolearn.BayesianGaussianMixture method) (mojolearn.EllipticEnvelope method) (mojolearn.FactorAnalysis method) (mojolearn.GaussianMixture method) (mojolearn.IsolationForest method) (mojolearn.KernelDensity method) (mojolearn.LocalOutlierFactor method) (mojolearn.mixture.GaussianMixture method) (mojolearn.OneClassSVM method) (mojolearn.SGDOneClassSVM method) search() (mojolearn.AutoARIMA method) (mojolearn.CagraIndex method) (mojolearn.IVFIndex method) (mojolearn.IVFPQIndex method) (mojolearn.IVFRaBitQIndex method) (mojolearn.IVFSQIndex method) select_d() (in module mojolearn) selected_experts_ (mojolearn.MoEBlock property) SelectKBest (class in mojolearn) session_info() (mojolearn.mamba.Mamba3Block method) (mojolearn.Mamba3Block method) set_input_states() (mojolearn.mamba.Mamba3State method) (mojolearn.Mamba3State method) set_numeric_mode() (in module mojolearn) set_numeric_profile() (in module mojolearn) SGD (class in mojolearn) (class in mojolearn.training) SGDClassifier (class in mojolearn) SGDOneClassSVM (class in mojolearn) SGDRegressor (class in mojolearn) shap_values() (mojolearn.KernelExplainer method) (mojolearn.PermutationExplainer method) (mojolearn.TreeExplainer method) shape (mojolearn.language_model.LanguageModelInference property) (mojolearn.LanguageModelInference property) ShuffleSplit (class in mojolearn.model_selection) silhouette_samples() (in module mojolearn.metrics) silhouette_score() (in module mojolearn.metrics) similar_items() (mojolearn.AlternatingLeastSquares method) SimpleImputer (class in mojolearn) SkewedChi2Sampler (class in mojolearn) SmallByteLanguageModelTrainer (class in mojolearn) (class in mojolearn.language_model) SmallMLPTrainer (class in mojolearn) (class in mojolearn.neural_network) solve() (in module mojolearn) (mojolearn.Cholesky method) (mojolearn.linalg.Cholesky method) sparse_encode() (in module mojolearn) SparseCoder (class in mojolearn) SparsePCA (class in mojolearn) SparseRandomProjection (class in mojolearn) spectral_embedding() (in module mojolearn.manifold) SpectralClustering (class in mojolearn) SpectralEmbedding (class in mojolearn) (class in mojolearn.manifold) SplineTransformer (class in mojolearn) split() (mojolearn.model_selection.GroupKFold method) (mojolearn.model_selection.GroupShuffleSplit method) (mojolearn.model_selection.KFold method) (mojolearn.model_selection.LeaveOneGroupOut method) (mojolearn.model_selection.LeaveOneOut method) (mojolearn.model_selection.LeavePGroupsOut method) (mojolearn.model_selection.LeavePOut method) (mojolearn.model_selection.PredefinedSplit method) (mojolearn.model_selection.ShuffleSplit method) (mojolearn.model_selection.StratifiedGroupKFold method) (mojolearn.model_selection.StratifiedKFold method) (mojolearn.model_selection.StratifiedShuffleSplit method) (mojolearn.model_selection.TimeSeriesSplit method) split_descriptor() (in module mojolearn.model_selection) square_avg (mojolearn.RMSprop property) StackingClassifier (class in mojolearn) StackingRegressor (class in mojolearn) StandardScaler (class in mojolearn) (class in mojolearn.preprocessing) state (mojolearn.mamba.Mamba1DecodeSession property) (mojolearn.transformer.TransformerDecodeSession property) state_dict() (mojolearn.GRUClassifier method) (mojolearn.GRURegressor method) (mojolearn.language_model.SmallByteLanguageModelTrainer method) (mojolearn.LSTMClassifier method) (mojolearn.LSTMRegressor method) (mojolearn.neural_network.SmallMLPTrainer method) (mojolearn.RNNClassifier method) (mojolearn.RNNRegressor method) (mojolearn.SambaStack method) (mojolearn.SmallByteLanguageModelTrainer method) (mojolearn.SmallMLPTrainer method) (mojolearn.training.Generator method) (mojolearn.training.SambaStack method) STATISTICS (in module mojolearn.resample) step() (mojolearn.mamba.Mamba1Block method) (mojolearn.mamba.Mamba1DecodeSession method) (mojolearn.mamba.Mamba2Block method) (mojolearn.mamba.Mamba3Block method) (mojolearn.Mamba1Block method) (mojolearn.Mamba2Block method) (mojolearn.Mamba3Block method) (mojolearn.models.CausalLM method) (mojolearn.SambaInference method) (mojolearn.SambaStack method) (mojolearn.training.SambaStack method) (mojolearn.transformer.TransformerBlock method) (mojolearn.transformer.TransformerDecodeSession method) (mojolearn.TransformerBlock method) step_ (mojolearn.language_model.SmallByteLanguageModelTrainer property) (mojolearn.neural_network.SmallMLPTrainer property) (mojolearn.SmallByteLanguageModelTrainer property) (mojolearn.SmallMLPTrainer property) StepLR (class in mojolearn) STL (class in mojolearn) StratifiedGroupKFold (class in mojolearn.model_selection) StratifiedKFold (class in mojolearn.model_selection) StratifiedShuffleSplit (class in mojolearn.model_selection) sum (mojolearn.Adagrad property) sum() (mojolearn.Array method) SVC (class in mojolearn) (class in mojolearn.svm) svd() (in module mojolearn.linalg) svdvals() (in module mojolearn.linalg) SVGP (class in mojolearn) SVR (class in mojolearn) (class in mojolearn.svm) sync_state() (mojolearn.mamba.Mamba1DecodeSession method) (mojolearn.transformer.TransformerDecodeSession method) T TargetEncoder (class in mojolearn) Theta (class in mojolearn) tie_break (mojolearn.tokenizer.TrainedBpeVocabulary property) TimeSeriesSplit (class in mojolearn.model_selection) to_bf16() (in module mojolearn.linalg) to_device() (mojolearn.Embedding method) (mojolearn.embedding.Embedding method) (mojolearn.LayerNorm method) (mojolearn.MoEBlock method) to_dict() (mojolearn.ByteLanguageModelConfig method) (mojolearn.language_model.ByteLanguageModelConfig method) (mojolearn.SambaConfig method) (mojolearn.training.SambaConfig method) tobytes() (mojolearn.Array method) TokenBatches (class in mojolearn.lm_corpus) TokenizedCorpus (class in mojolearn.lm_corpus) Tokenizer (class in mojolearn.models) tokenizer() (mojolearn.lm_corpus.TokenizedCorpus method) (mojolearn.tokenizer.TrainedBpeVocabulary method) tokenizer_for() (in module mojolearn.lm_corpus) tolist() (mojolearn.Array method) top_k_accuracy_score() (in module mojolearn.metrics) train() (mojolearn.tokenizer.BpeVocabularyTrainer method) train_step() (mojolearn.language_model.SmallByteLanguageModelTrainer method) (mojolearn.neural_network.SmallMLPTrainer method) (mojolearn.SambaInference method) (mojolearn.SambaStack method) (mojolearn.SmallByteLanguageModelTrainer method) (mojolearn.SmallMLPTrainer method) (mojolearn.training.SambaStack method) train_test_split() (in module mojolearn.model_selection) TrainedBpeVocabulary (class in mojolearn.tokenizer) transform() (mojolearn.AdditiveChi2Sampler method) (mojolearn.FactorAnalysis method) (mojolearn.FastICA method) (mojolearn.IncrementalPCA method) (mojolearn.Isomap method) (mojolearn.IsotonicRegression method) (mojolearn.kernel_methods.Nystroem method) (mojolearn.kernel_methods.RBFSampler method) (mojolearn.KernelPCA method) (mojolearn.KMeans method) (mojolearn.KNNImputer method) (mojolearn.LatentDirichletAllocation method) (mojolearn.LocallyLinearEmbedding method) (mojolearn.manifold.UMAP method) (mojolearn.MinMaxScaler method) (mojolearn.NMF method) (mojolearn.Nystroem method) (mojolearn.PCA method) (mojolearn.PolynomialCountSketch method) (mojolearn.preprocessing.MinMaxScaler method) (mojolearn.preprocessing.StandardScaler method) (mojolearn.RandomTreesEmbedding method) (mojolearn.RBFSampler method) (mojolearn.SkewedChi2Sampler method) (mojolearn.StandardScaler method) (mojolearn.TruncatedSVD method) (mojolearn.UMAP method) (mojolearn.umap.UMAP method) (mojolearn.VotingClassifier method) (mojolearn.VotingRegressor method) TransformerBlock (class in mojolearn) (class in mojolearn.transformer) TransformerBlockInference (class in mojolearn) TransformerDecodeSession (class in mojolearn.transformer) TransformerState (class in mojolearn) (class in mojolearn.transformer) TreeExplainer (class in mojolearn) TruncatedSVD (class in mojolearn) trustworthiness() (in module mojolearn.metrics) TSNE (class in mojolearn) TweedieRegressor (class in mojolearn) U UMAP (class in mojolearn) (class in mojolearn.manifold) (class in mojolearn.umap) uniform() (mojolearn.training.Generator method) unpack() (in module mojolearn.lowbit) UnsupportedModel V v_measure_score() (in module mojolearn.metrics) validation_curve() (in module mojolearn.model_selection) values() (mojolearn.transformer.TransformerState method) (mojolearn.TransformerState method) VAR (class in mojolearn) VarianceThreshold (class in mojolearn) vendor() (in module mojolearn) vendor_used() (in module mojolearn.training) (mojolearn.Cholesky method) (mojolearn.linalg.Cholesky method) vocabulary (mojolearn.lm_corpus.TokenBatches property) (mojolearn.lm_corpus.TokenizedCorpus property) vocabulary_source (mojolearn.BpeTokenizer property) (mojolearn.tokenizer.BpeTokenizer property) VotingClassifier (class in mojolearn) VotingRegressor (class in mojolearn) W WarmupCosineLR (class in mojolearn.training) WarmupLinearLR (class in mojolearn.training) weights_ (mojolearn.MLPInference property) (mojolearn.neural_network.SmallMLPTrainer property) (mojolearn.SmallMLPTrainer property) WhiteKernel (class in mojolearn) widen_bf16() (in module mojolearn.lowbit) write_ranks() (mojolearn.tokenizer.TrainedBpeVocabulary method) write_tokenizer_json() (mojolearn.tokenizer.TrainedBpeVocabulary method) X xavier_normal() (mojolearn.training.Generator method) xavier_uniform() (mojolearn.training.Generator method) Z zero_one_loss() (in module mojolearn.metrics)
