Index

_

__call__() (bayesflow.adapters.Adapter method) (bayesflow.adapters.transforms.AsSet method) (bayesflow.adapters.transforms.AsTimeSeries method) (bayesflow.adapters.transforms.Broadcast method) (bayesflow.adapters.transforms.Concatenate method) (bayesflow.adapters.transforms.Constrain method) (bayesflow.adapters.transforms.ConvertDType method) (bayesflow.adapters.transforms.Drop method) (bayesflow.adapters.transforms.ElementwiseTransform method) (bayesflow.adapters.transforms.ExpandDims method) (bayesflow.adapters.transforms.FilterTransform method) (bayesflow.adapters.transforms.Group method) (bayesflow.adapters.transforms.Keep method) (bayesflow.adapters.transforms.Log method) (bayesflow.adapters.transforms.MapTransform method) (bayesflow.adapters.transforms.NanToNum method) (bayesflow.adapters.transforms.NumpyTransform method) (bayesflow.adapters.transforms.OneHot method) (bayesflow.adapters.transforms.RandomSubsample method) (bayesflow.adapters.transforms.Rename method) (bayesflow.adapters.transforms.Scale method) (bayesflow.adapters.transforms.SerializableCustomTransform method) (bayesflow.adapters.transforms.Shift method) (bayesflow.adapters.transforms.Split method) (bayesflow.adapters.transforms.Sqrt method) (bayesflow.adapters.transforms.Squeeze method) (bayesflow.adapters.transforms.Standardize method) (bayesflow.adapters.transforms.Take method) (bayesflow.adapters.transforms.ToArray method) (bayesflow.adapters.transforms.ToDict method) (bayesflow.adapters.transforms.Transform method) (bayesflow.adapters.transforms.Ungroup method) (bayesflow.approximators.Approximator method) (bayesflow.approximators.ContinuousApproximator method) (bayesflow.approximators.EnsembleApproximator method) (bayesflow.approximators.ModelComparisonApproximator method) (bayesflow.approximators.RatioApproximator method) (bayesflow.approximators.ScoringRuleApproximator method) (bayesflow.augmentations.nnpe.NNPE method) (bayesflow.distributions.DiagonalNormal method) (bayesflow.distributions.DiagonalStudentT method) (bayesflow.distributions.Distribution method) (bayesflow.distributions.Mixture method) (bayesflow.experimental.FreeFormFlow method) (bayesflow.links.CholeskyFactor method) (bayesflow.links.Ordered method) (bayesflow.links.OrderedQuantiles method) (bayesflow.links.PositiveDefinite method) (bayesflow.metrics.MaximumMeanDiscrepancy method) (bayesflow.metrics.RootMeanSquaredError method) (bayesflow.networks.inference.consistency.ConsistencyModel method) (bayesflow.networks.inference.consistency.StableConsistencyModel method) (bayesflow.networks.inference.coupling.CouplingFlow method) (bayesflow.networks.inference.diffusion.DiffusionModel method) (bayesflow.networks.inference.flow_matching.FlowMatching method) (bayesflow.networks.inference.inference_network.InferenceNetwork method) (bayesflow.networks.inference.scoring.PointNetwork method) (bayesflow.networks.inference.scoring.ScoringRuleNetwork method) (bayesflow.networks.subnets.MLP method) (bayesflow.networks.subnets.ResidualUViT method) (bayesflow.networks.subnets.TimeMLP method) (bayesflow.networks.subnets.UNet method) (bayesflow.networks.subnets.UViT method) (bayesflow.networks.summary.ConvolutionalNetwork method) (bayesflow.networks.summary.DeepSet method) (bayesflow.networks.summary.FusionNetwork method) (bayesflow.networks.summary.FusionTransformer method) (bayesflow.networks.summary.SetTransformer method) (bayesflow.networks.summary.SummaryNetwork method) (bayesflow.networks.summary.TimeSeriesNetwork method) (bayesflow.networks.summary.TimeSeriesTransformer method) (bayesflow.simulators.BernoulliGLM method) (bayesflow.simulators.BernoulliGLMRaw method) (bayesflow.simulators.GaussianLinear method) (bayesflow.simulators.GaussianLinearUniform method) (bayesflow.simulators.GaussianMixture method) (bayesflow.simulators.InverseKinematics method) (bayesflow.simulators.LotkaVolterra method) (bayesflow.simulators.SIR method) (bayesflow.simulators.SLCP method) (bayesflow.simulators.SLCPDistractors method) (bayesflow.simulators.TwoMoons method) (bayesflow.wrappers.mamba.mamba.Mamba method) (bayesflow.wrappers.mamba.mamba_block.MambaBlock method)

A

adapter (bayesflow.approximators.EnsembleApproximator property) (bayesflow.workflows.BasicWorkflow property) (bayesflow.workflows.EnsembleWorkflow property) Adapter (class in bayesflow.adapters) add_loss() (bayesflow.approximators.Approximator method) (bayesflow.approximators.ContinuousApproximator method) (bayesflow.approximators.EnsembleApproximator method) (bayesflow.approximators.ModelComparisonApproximator method) (bayesflow.approximators.RatioApproximator method) (bayesflow.approximators.ScoringRuleApproximator method) (bayesflow.distributions.DiagonalNormal method) (bayesflow.distributions.DiagonalStudentT method) (bayesflow.distributions.Distribution method) (bayesflow.distributions.Mixture method) (bayesflow.experimental.FreeFormFlow method) (bayesflow.links.CholeskyFactor method) (bayesflow.links.Ordered method) (bayesflow.links.OrderedQuantiles method) (bayesflow.links.PositiveDefinite method) (bayesflow.networks.inference.consistency.ConsistencyModel method) (bayesflow.networks.inference.consistency.StableConsistencyModel method) (bayesflow.networks.inference.coupling.CouplingFlow method) (bayesflow.networks.inference.diffusion.DiffusionModel method) (bayesflow.networks.inference.flow_matching.FlowMatching method) (bayesflow.networks.inference.inference_network.InferenceNetwork method) (bayesflow.networks.inference.scoring.PointNetwork method) (bayesflow.networks.inference.scoring.ScoringRuleNetwork method) (bayesflow.networks.subnets.MLP method) (bayesflow.networks.subnets.ResidualUViT method) (bayesflow.networks.subnets.TimeMLP method) (bayesflow.networks.subnets.UNet method) (bayesflow.networks.subnets.UViT method) (bayesflow.networks.summary.ConvolutionalNetwork method) (bayesflow.networks.summary.DeepSet method) (bayesflow.networks.summary.FusionNetwork method) (bayesflow.networks.summary.FusionTransformer method) (bayesflow.networks.summary.SetTransformer method) (bayesflow.networks.summary.SummaryNetwork method) (bayesflow.networks.summary.TimeSeriesNetwork method) (bayesflow.networks.summary.TimeSeriesTransformer method) (bayesflow.wrappers.mamba.mamba.Mamba method) (bayesflow.wrappers.mamba.mamba_block.MambaBlock method) add_metric() (bayesflow.approximators.Approximator method) (bayesflow.approximators.ContinuousApproximator method) (bayesflow.approximators.EnsembleApproximator method) (bayesflow.approximators.ModelComparisonApproximator method) (bayesflow.approximators.RatioApproximator method) (bayesflow.approximators.ScoringRuleApproximator method) (bayesflow.distributions.DiagonalNormal method) (bayesflow.distributions.DiagonalStudentT method) (bayesflow.distributions.Distribution method) (bayesflow.distributions.Mixture method) (bayesflow.experimental.FreeFormFlow method) (bayesflow.links.CholeskyFactor method) (bayesflow.links.Ordered method) (bayesflow.links.OrderedQuantiles method) (bayesflow.links.PositiveDefinite method) (bayesflow.networks.inference.consistency.ConsistencyModel method) (bayesflow.networks.inference.consistency.StableConsistencyModel method) (bayesflow.networks.inference.coupling.CouplingFlow method) (bayesflow.networks.inference.diffusion.DiffusionModel method) (bayesflow.networks.inference.flow_matching.FlowMatching method) (bayesflow.networks.inference.inference_network.InferenceNetwork method) (bayesflow.networks.inference.scoring.PointNetwork method) (bayesflow.networks.inference.scoring.ScoringRuleNetwork method) (bayesflow.networks.subnets.MLP method) (bayesflow.networks.subnets.ResidualUViT method) (bayesflow.networks.subnets.TimeMLP method) (bayesflow.networks.subnets.UNet method) (bayesflow.networks.subnets.UViT method) (bayesflow.networks.summary.ConvolutionalNetwork method) (bayesflow.networks.summary.DeepSet method) (bayesflow.networks.summary.FusionNetwork method) (bayesflow.networks.summary.FusionTransformer method) (bayesflow.networks.summary.SetTransformer method) (bayesflow.networks.summary.SummaryNetwork method) (bayesflow.networks.summary.TimeSeriesNetwork method) (bayesflow.networks.summary.TimeSeriesTransformer method) (bayesflow.wrappers.mamba.mamba.Mamba method) (bayesflow.wrappers.mamba.mamba_block.MambaBlock method) (in module bayesflow.utils) add_titles_and_labels() (in module bayesflow.utils) add_transform() (bayesflow.adapters.Adapter method) add_variable() (bayesflow.approximators.Approximator method) (bayesflow.approximators.ContinuousApproximator method) (bayesflow.approximators.EnsembleApproximator method) (bayesflow.approximators.ModelComparisonApproximator method) (bayesflow.approximators.RatioApproximator method) (bayesflow.approximators.ScoringRuleApproximator method) (bayesflow.distributions.DiagonalNormal method) (bayesflow.distributions.DiagonalStudentT method) (bayesflow.distributions.Distribution method) (bayesflow.distributions.Mixture method) (bayesflow.experimental.FreeFormFlow method) (bayesflow.links.CholeskyFactor method) (bayesflow.links.Ordered method) (bayesflow.links.OrderedQuantiles method) (bayesflow.links.PositiveDefinite method) (bayesflow.metrics.MaximumMeanDiscrepancy method) (bayesflow.metrics.RootMeanSquaredError method) (bayesflow.networks.inference.consistency.ConsistencyModel method) (bayesflow.networks.inference.consistency.StableConsistencyModel method) (bayesflow.networks.inference.coupling.CouplingFlow method) (bayesflow.networks.inference.diffusion.DiffusionModel method) (bayesflow.networks.inference.flow_matching.FlowMatching method) (bayesflow.networks.inference.inference_network.InferenceNetwork method) (bayesflow.networks.inference.scoring.PointNetwork method) (bayesflow.networks.inference.scoring.ScoringRuleNetwork method) (bayesflow.networks.subnets.MLP method) (bayesflow.networks.subnets.ResidualUViT method) (bayesflow.networks.subnets.TimeMLP method) (bayesflow.networks.subnets.UNet method) (bayesflow.networks.subnets.UViT method) (bayesflow.networks.summary.ConvolutionalNetwork method) (bayesflow.networks.summary.DeepSet method) (bayesflow.networks.summary.FusionNetwork method) (bayesflow.networks.summary.FusionTransformer method) (bayesflow.networks.summary.SetTransformer method) (bayesflow.networks.summary.SummaryNetwork method) (bayesflow.networks.summary.TimeSeriesNetwork method) (bayesflow.networks.summary.TimeSeriesTransformer method) (bayesflow.wrappers.mamba.mamba.Mamba method) (bayesflow.wrappers.mamba.mamba_block.MambaBlock method)

add_weight() (bayesflow.approximators.Approximator method) (bayesflow.approximators.ContinuousApproximator method) (bayesflow.approximators.EnsembleApproximator method) (bayesflow.approximators.ModelComparisonApproximator method) (bayesflow.approximators.RatioApproximator method) (bayesflow.approximators.ScoringRuleApproximator method) (bayesflow.distributions.DiagonalNormal method) (bayesflow.distributions.DiagonalStudentT method) (bayesflow.distributions.Distribution method) (bayesflow.distributions.Mixture method) (bayesflow.experimental.FreeFormFlow method) (bayesflow.links.CholeskyFactor method) (bayesflow.links.Ordered method) (bayesflow.links.OrderedQuantiles method) (bayesflow.links.PositiveDefinite method) (bayesflow.metrics.MaximumMeanDiscrepancy method) (bayesflow.metrics.RootMeanSquaredError method) (bayesflow.networks.inference.consistency.ConsistencyModel method) (bayesflow.networks.inference.consistency.StableConsistencyModel method) (bayesflow.networks.inference.coupling.CouplingFlow method) (bayesflow.networks.inference.diffusion.DiffusionModel method) (bayesflow.networks.inference.flow_matching.FlowMatching method) (bayesflow.networks.inference.inference_network.InferenceNetwork method) (bayesflow.networks.inference.scoring.PointNetwork method) (bayesflow.networks.inference.scoring.ScoringRuleNetwork method) (bayesflow.networks.subnets.MLP method) (bayesflow.networks.subnets.ResidualUViT method) (bayesflow.networks.subnets.TimeMLP method) (bayesflow.networks.subnets.UNet method) (bayesflow.networks.subnets.UViT method) (bayesflow.networks.summary.ConvolutionalNetwork method) (bayesflow.networks.summary.DeepSet method) (bayesflow.networks.summary.FusionNetwork method) (bayesflow.networks.summary.FusionTransformer method) (bayesflow.networks.summary.SetTransformer method) (bayesflow.networks.summary.SummaryNetwork method) (bayesflow.networks.summary.TimeSeriesNetwork method) (bayesflow.networks.summary.TimeSeriesTransformer method) (bayesflow.wrappers.mamba.mamba.Mamba method) (bayesflow.wrappers.mamba.mamba_block.MambaBlock method) append() (bayesflow.adapters.Adapter method) apply() (bayesflow.adapters.Adapter method) apply_serializable() (bayesflow.adapters.Adapter method) Approximator (class in bayesflow.approximators) as_set() (bayesflow.adapters.Adapter method) as_time_series() (bayesflow.adapters.Adapter method) AsSet (class in bayesflow.adapters.transforms) AsTimeSeries (class in bayesflow.adapters.transforms)

B

BasicWorkflow (class in bayesflow.workflows) batch_size (bayesflow.datasets.EnsembleDataset property) batched_call() (in module bayesflow.utils) bayesflow module bayesflow.adapters module bayesflow.adapters.transforms module bayesflow.approximators module bayesflow.augmentations module bayesflow.augmentations.nnpe module bayesflow.datasets module bayesflow.diagnostics module bayesflow.distributions module bayesflow.experimental module bayesflow.links module bayesflow.metrics module bayesflow.metrics.functional module bayesflow.networks module bayesflow.networks.defaults module bayesflow.networks.inference module bayesflow.networks.inference.consistency module bayesflow.networks.inference.coupling module bayesflow.networks.inference.diffusion module bayesflow.networks.inference.flow_matching module bayesflow.networks.inference.inference_network module bayesflow.networks.inference.scoring module bayesflow.networks.inference.scoring.scoring_rules module bayesflow.networks.subnets module bayesflow.networks.summary module bayesflow.scoring_rules module bayesflow.simulators module bayesflow.types module bayesflow.utils module bayesflow.utils.keras_utils module bayesflow.utils.logging module bayesflow.utils.numpy_utils module bayesflow.utils.serialization module bayesflow.utils.tree module bayesflow.workflows module bayesflow.wrappers module bayesflow.wrappers.mamba module bayesflow.wrappers.mamba.mamba module bayesflow.wrappers.mamba.mamba_block module BernoulliGLM (class in bayesflow.simulators) BernoulliGLMRaw (class in bayesflow.simulators) bootstrap_comparison() (in module bayesflow.diagnostics) bottleneck() (bayesflow.networks.subnets.ResidualUViT method) (bayesflow.networks.subnets.UNet method) (bayesflow.networks.subnets.UViT method) Broadcast (class in bayesflow.adapters.transforms) broadcast() (bayesflow.adapters.Adapter method) build() (bayesflow.approximators.Approximator method) (bayesflow.approximators.ContinuousApproximator method) (bayesflow.approximators.EnsembleApproximator method) (bayesflow.approximators.ModelComparisonApproximator method) (bayesflow.approximators.RatioApproximator method) (bayesflow.approximators.ScoringRuleApproximator method) (bayesflow.distributions.DiagonalNormal method) (bayesflow.distributions.DiagonalStudentT method) (bayesflow.distributions.Distribution method) (bayesflow.distributions.Mixture method) (bayesflow.experimental.FreeFormFlow method) (bayesflow.links.CholeskyFactor method) (bayesflow.links.Ordered method) (bayesflow.links.OrderedQuantiles method) (bayesflow.links.PositiveDefinite method) (bayesflow.networks.inference.consistency.ConsistencyModel method) (bayesflow.networks.inference.consistency.StableConsistencyModel method) (bayesflow.networks.inference.coupling.CouplingFlow method) (bayesflow.networks.inference.diffusion.DiffusionModel method) (bayesflow.networks.inference.flow_matching.FlowMatching method) (bayesflow.networks.inference.inference_network.InferenceNetwork method) (bayesflow.networks.inference.scoring.PointNetwork method) (bayesflow.networks.inference.scoring.ScoringRuleNetwork method) (bayesflow.networks.subnets.MLP method) (bayesflow.networks.subnets.ResidualUViT method) (bayesflow.networks.subnets.TimeMLP method) (bayesflow.networks.subnets.UNet method) (bayesflow.networks.subnets.UViT method) (bayesflow.networks.summary.ConvolutionalNetwork method) (bayesflow.networks.summary.DeepSet method) (bayesflow.networks.summary.FusionNetwork method) (bayesflow.networks.summary.FusionTransformer method) (bayesflow.networks.summary.SetTransformer method) (bayesflow.networks.summary.SummaryNetwork method) (bayesflow.networks.summary.TimeSeriesNetwork method) (bayesflow.networks.summary.TimeSeriesTransformer method) (bayesflow.wrappers.mamba.mamba.Mamba method) (bayesflow.wrappers.mamba.mamba_block.MambaBlock method)

build_adapter() (bayesflow.approximators.Approximator class method) (bayesflow.approximators.ContinuousApproximator class method) (bayesflow.approximators.EnsembleApproximator class method) (bayesflow.approximators.ModelComparisonApproximator class method) (bayesflow.approximators.RatioApproximator class method) (bayesflow.approximators.ScoringRuleApproximator class method) build_dataset() (bayesflow.approximators.Approximator method) (bayesflow.approximators.ContinuousApproximator method) (bayesflow.approximators.EnsembleApproximator method) (bayesflow.approximators.ModelComparisonApproximator method) (bayesflow.approximators.RatioApproximator method) (bayesflow.approximators.ScoringRuleApproximator method) build_from_config() (bayesflow.approximators.Approximator method) (bayesflow.approximators.ContinuousApproximator method) (bayesflow.approximators.EnsembleApproximator method) (bayesflow.approximators.ModelComparisonApproximator method) (bayesflow.approximators.RatioApproximator method) (bayesflow.approximators.ScoringRuleApproximator method) (bayesflow.distributions.DiagonalNormal method) (bayesflow.distributions.DiagonalStudentT method) (bayesflow.distributions.Distribution method) (bayesflow.distributions.Mixture method) (bayesflow.experimental.FreeFormFlow method) (bayesflow.links.CholeskyFactor method) (bayesflow.links.Ordered method) (bayesflow.links.OrderedQuantiles method) (bayesflow.links.PositiveDefinite method) (bayesflow.networks.inference.consistency.ConsistencyModel method) (bayesflow.networks.inference.consistency.StableConsistencyModel method) (bayesflow.networks.inference.coupling.CouplingFlow method) (bayesflow.networks.inference.diffusion.DiffusionModel method) (bayesflow.networks.inference.flow_matching.FlowMatching method) (bayesflow.networks.inference.inference_network.InferenceNetwork method) (bayesflow.networks.inference.scoring.PointNetwork method) (bayesflow.networks.inference.scoring.ScoringRuleNetwork method) (bayesflow.networks.subnets.MLP method) (bayesflow.networks.subnets.ResidualUViT method) (bayesflow.networks.subnets.TimeMLP method) (bayesflow.networks.subnets.UNet method) (bayesflow.networks.subnets.UViT method) (bayesflow.networks.summary.ConvolutionalNetwork method) (bayesflow.networks.summary.DeepSet method) (bayesflow.networks.summary.FusionNetwork method) (bayesflow.networks.summary.FusionTransformer method) (bayesflow.networks.summary.SetTransformer method) (bayesflow.networks.summary.SummaryNetwork method) (bayesflow.networks.summary.TimeSeriesNetwork method) (bayesflow.networks.summary.TimeSeriesTransformer method) (bayesflow.wrappers.mamba.mamba.Mamba method) (bayesflow.wrappers.mamba.mamba_block.MambaBlock method) build_from_data() (bayesflow.approximators.Approximator method) (bayesflow.approximators.ContinuousApproximator method) (bayesflow.approximators.EnsembleApproximator method) (bayesflow.approximators.ModelComparisonApproximator method) (bayesflow.approximators.RatioApproximator method) (bayesflow.approximators.ScoringRuleApproximator method) build_graph() (bayesflow.workflows.BasicWorkflow method) (bayesflow.workflows.EnsembleWorkflow method) build_optimizer() (bayesflow.workflows.BasicWorkflow method) (bayesflow.workflows.EnsembleWorkflow method)

C

calibration_curve() (in module bayesflow.utils) calibration_ecdf() (in module bayesflow.diagnostics) calibration_ecdf_from_quantiles() (in module bayesflow.diagnostics) calibration_error() (in module bayesflow.diagnostics) calibration_histogram() (in module bayesflow.diagnostics) calibration_log_gamma() (in module bayesflow.diagnostics) call() (bayesflow.approximators.Approximator method) (bayesflow.approximators.ContinuousApproximator method) (bayesflow.approximators.EnsembleApproximator method) (bayesflow.approximators.ModelComparisonApproximator method) (bayesflow.approximators.RatioApproximator method) (bayesflow.approximators.ScoringRuleApproximator method) (bayesflow.distributions.DiagonalNormal method) (bayesflow.distributions.DiagonalStudentT method) (bayesflow.distributions.Distribution method) (bayesflow.distributions.Mixture method) (bayesflow.experimental.FreeFormFlow method) (bayesflow.links.CholeskyFactor method) (bayesflow.links.Ordered method) (bayesflow.links.OrderedQuantiles method) (bayesflow.links.PositiveDefinite method) (bayesflow.networks.inference.consistency.ConsistencyModel method) (bayesflow.networks.inference.consistency.StableConsistencyModel method) (bayesflow.networks.inference.coupling.CouplingFlow method) (bayesflow.networks.inference.diffusion.DiffusionModel method) (bayesflow.networks.inference.flow_matching.FlowMatching method) (bayesflow.networks.inference.inference_network.InferenceNetwork method) (bayesflow.networks.inference.scoring.PointNetwork method) (bayesflow.networks.inference.scoring.ScoringRuleNetwork method) (bayesflow.networks.subnets.MLP method) (bayesflow.networks.subnets.ResidualUViT method) (bayesflow.networks.subnets.TimeMLP method) (bayesflow.networks.subnets.UNet method) (bayesflow.networks.subnets.UViT method) (bayesflow.networks.summary.ConvolutionalNetwork method) (bayesflow.networks.summary.DeepSet method) (bayesflow.networks.summary.FusionNetwork method) (bayesflow.networks.summary.FusionTransformer method) (bayesflow.networks.summary.SetTransformer method) (bayesflow.networks.summary.SummaryNetwork method) (bayesflow.networks.summary.TimeSeriesNetwork method) (bayesflow.networks.summary.TimeSeriesTransformer method) (bayesflow.wrappers.mamba.mamba.Mamba method) (bayesflow.wrappers.mamba.mamba_block.MambaBlock method) check_estimates_prior_shapes() (in module bayesflow.utils) check_lengths_same() (in module bayesflow.utils) CholeskyFactor (class in bayesflow.links) clear() (bayesflow.adapters.Adapter method) compile() (bayesflow.approximators.Approximator method) (bayesflow.approximators.ContinuousApproximator method) (bayesflow.approximators.EnsembleApproximator method) (bayesflow.approximators.ModelComparisonApproximator method) (bayesflow.approximators.RatioApproximator method) (bayesflow.approximators.ScoringRuleApproximator method) compile_from_config() (bayesflow.approximators.Approximator method) (bayesflow.approximators.ContinuousApproximator method) (bayesflow.approximators.EnsembleApproximator method) (bayesflow.approximators.ModelComparisonApproximator method) (bayesflow.approximators.RatioApproximator method) (bayesflow.approximators.ScoringRuleApproximator method) compute_custom_diagnostics() (bayesflow.workflows.BasicWorkflow method) (bayesflow.workflows.EnsembleWorkflow method) compute_default_diagnostics() (bayesflow.workflows.BasicWorkflow method) (bayesflow.workflows.EnsembleWorkflow method) compute_diagnostics() (bayesflow.workflows.BasicWorkflow method) (bayesflow.workflows.EnsembleWorkflow method) compute_dtype (bayesflow.approximators.Approximator property) (bayesflow.approximators.ContinuousApproximator property) (bayesflow.approximators.EnsembleApproximator property) (bayesflow.approximators.ModelComparisonApproximator property) (bayesflow.approximators.RatioApproximator property) (bayesflow.approximators.ScoringRuleApproximator property) (bayesflow.distributions.DiagonalNormal property) (bayesflow.distributions.DiagonalStudentT property) (bayesflow.distributions.Distribution property) (bayesflow.distributions.Mixture property) (bayesflow.experimental.FreeFormFlow property) (bayesflow.links.CholeskyFactor property) (bayesflow.links.Ordered property) (bayesflow.links.OrderedQuantiles property) (bayesflow.links.PositiveDefinite property) (bayesflow.networks.inference.consistency.ConsistencyModel property) (bayesflow.networks.inference.consistency.StableConsistencyModel property) (bayesflow.networks.inference.coupling.CouplingFlow property) (bayesflow.networks.inference.diffusion.DiffusionModel property) (bayesflow.networks.inference.flow_matching.FlowMatching property) (bayesflow.networks.inference.inference_network.InferenceNetwork property) (bayesflow.networks.inference.scoring.PointNetwork property) (bayesflow.networks.inference.scoring.ScoringRuleNetwork property) (bayesflow.networks.subnets.MLP property) (bayesflow.networks.subnets.ResidualUViT property) (bayesflow.networks.subnets.TimeMLP property) (bayesflow.networks.subnets.UNet property) (bayesflow.networks.subnets.UViT property) (bayesflow.networks.summary.ConvolutionalNetwork property) (bayesflow.networks.summary.DeepSet property) (bayesflow.networks.summary.FusionNetwork property) (bayesflow.networks.summary.FusionTransformer property) (bayesflow.networks.summary.SetTransformer property) (bayesflow.networks.summary.SummaryNetwork property) (bayesflow.networks.summary.TimeSeriesNetwork property) (bayesflow.networks.summary.TimeSeriesTransformer property) (bayesflow.wrappers.mamba.mamba.Mamba property) (bayesflow.wrappers.mamba.mamba_block.MambaBlock property) compute_empirical_coverage() (in module bayesflow.utils) compute_input_shape() (bayesflow.links.CholeskyFactor method) (bayesflow.links.PositiveDefinite method) compute_loss() (bayesflow.approximators.Approximator method) (bayesflow.approximators.ContinuousApproximator method) (bayesflow.approximators.EnsembleApproximator method) (bayesflow.approximators.ModelComparisonApproximator method) (bayesflow.approximators.RatioApproximator method) (bayesflow.approximators.ScoringRuleApproximator method) compute_loss_and_updates() (bayesflow.approximators.Approximator method) (bayesflow.approximators.ContinuousApproximator method) (bayesflow.approximators.EnsembleApproximator method) (bayesflow.approximators.ModelComparisonApproximator method) (bayesflow.approximators.RatioApproximator method) (bayesflow.approximators.ScoringRuleApproximator method) compute_mask() (bayesflow.approximators.Approximator method) (bayesflow.approximators.ContinuousApproximator method) (bayesflow.approximators.EnsembleApproximator method) (bayesflow.approximators.ModelComparisonApproximator method) (bayesflow.approximators.RatioApproximator method) (bayesflow.approximators.ScoringRuleApproximator method) (bayesflow.distributions.DiagonalNormal method) (bayesflow.distributions.DiagonalStudentT method) (bayesflow.distributions.Distribution method) (bayesflow.distributions.Mixture method) (bayesflow.experimental.FreeFormFlow method) (bayesflow.links.CholeskyFactor method) (bayesflow.links.Ordered method) (bayesflow.links.OrderedQuantiles method) (bayesflow.links.PositiveDefinite method) (bayesflow.networks.inference.consistency.ConsistencyModel method) (bayesflow.networks.inference.consistency.StableConsistencyModel method) (bayesflow.networks.inference.coupling.CouplingFlow method) (bayesflow.networks.inference.diffusion.DiffusionModel method) (bayesflow.networks.inference.flow_matching.FlowMatching method) (bayesflow.networks.inference.inference_network.InferenceNetwork method) (bayesflow.networks.inference.scoring.PointNetwork method) (bayesflow.networks.inference.scoring.ScoringRuleNetwork method) (bayesflow.networks.subnets.MLP method) (bayesflow.networks.subnets.ResidualUViT method) (bayesflow.networks.subnets.TimeMLP method) (bayesflow.networks.subnets.UNet method) (bayesflow.networks.subnets.UViT method) (bayesflow.networks.summary.ConvolutionalNetwork method) (bayesflow.networks.summary.DeepSet method) (bayesflow.networks.summary.FusionNetwork method) (bayesflow.networks.summary.FusionTransformer method) (bayesflow.networks.summary.SetTransformer method) (bayesflow.networks.summary.SummaryNetwork method) (bayesflow.networks.summary.TimeSeriesNetwork method) (bayesflow.networks.summary.TimeSeriesTransformer method) (bayesflow.wrappers.mamba.mamba.Mamba method) (bayesflow.wrappers.mamba.mamba_block.MambaBlock method) compute_metrics() (bayesflow.approximators.Approximator method) (bayesflow.approximators.ContinuousApproximator method) (bayesflow.approximators.EnsembleApproximator method) (bayesflow.approximators.ModelComparisonApproximator method) (bayesflow.approximators.RatioApproximator method) (bayesflow.approximators.ScoringRuleApproximator method) (bayesflow.experimental.FreeFormFlow method) (bayesflow.networks.inference.consistency.ConsistencyModel method) (bayesflow.networks.inference.consistency.StableConsistencyModel method) (bayesflow.networks.inference.coupling.CouplingFlow method) (bayesflow.networks.inference.diffusion.DiffusionModel method) (bayesflow.networks.inference.flow_matching.FlowMatching method) (bayesflow.networks.inference.inference_network.InferenceNetwork method) (bayesflow.networks.inference.scoring.PointNetwork method) (bayesflow.networks.inference.scoring.ScoringRuleNetwork method) (bayesflow.networks.summary.ConvolutionalNetwork method) (bayesflow.networks.summary.DeepSet method) (bayesflow.networks.summary.FusionNetwork method) (bayesflow.networks.summary.FusionTransformer method) (bayesflow.networks.summary.SetTransformer method) (bayesflow.networks.summary.SummaryNetwork method) (bayesflow.networks.summary.TimeSeriesNetwork method) (bayesflow.networks.summary.TimeSeriesTransformer method) (bayesflow.wrappers.mamba.mamba.Mamba method)

compute_output_shape() (bayesflow.approximators.Approximator method) (bayesflow.approximators.ContinuousApproximator method) (bayesflow.approximators.EnsembleApproximator method) (bayesflow.approximators.ModelComparisonApproximator method) (bayesflow.approximators.RatioApproximator method) (bayesflow.approximators.ScoringRuleApproximator method) (bayesflow.distributions.DiagonalNormal method) (bayesflow.distributions.DiagonalStudentT method) (bayesflow.distributions.Distribution method) (bayesflow.distributions.Mixture method) (bayesflow.experimental.FreeFormFlow method) (bayesflow.links.CholeskyFactor method) (bayesflow.links.Ordered method) (bayesflow.links.OrderedQuantiles method) (bayesflow.links.PositiveDefinite method) (bayesflow.networks.inference.consistency.ConsistencyModel method) (bayesflow.networks.inference.consistency.StableConsistencyModel method) (bayesflow.networks.inference.coupling.CouplingFlow method) (bayesflow.networks.inference.diffusion.DiffusionModel method) (bayesflow.networks.inference.flow_matching.FlowMatching method) (bayesflow.networks.inference.inference_network.InferenceNetwork method) (bayesflow.networks.inference.scoring.PointNetwork method) (bayesflow.networks.inference.scoring.ScoringRuleNetwork method) (bayesflow.networks.subnets.MLP method) (bayesflow.networks.subnets.ResidualUViT method) (bayesflow.networks.subnets.TimeMLP method) (bayesflow.networks.subnets.UNet method) (bayesflow.networks.subnets.UViT method) (bayesflow.networks.summary.ConvolutionalNetwork method) (bayesflow.networks.summary.DeepSet method) (bayesflow.networks.summary.FusionNetwork method) (bayesflow.networks.summary.FusionTransformer method) (bayesflow.networks.summary.SetTransformer method) (bayesflow.networks.summary.SummaryNetwork method) (bayesflow.networks.summary.TimeSeriesNetwork method) (bayesflow.networks.summary.TimeSeriesTransformer method) (bayesflow.wrappers.mamba.mamba.Mamba method) (bayesflow.wrappers.mamba.mamba_block.MambaBlock method) compute_output_spec() (bayesflow.approximators.Approximator method) (bayesflow.approximators.ContinuousApproximator method) (bayesflow.approximators.EnsembleApproximator method) (bayesflow.approximators.ModelComparisonApproximator method) (bayesflow.approximators.RatioApproximator method) (bayesflow.approximators.ScoringRuleApproximator method) (bayesflow.distributions.DiagonalNormal method) (bayesflow.distributions.DiagonalStudentT method) (bayesflow.distributions.Distribution method) (bayesflow.distributions.Mixture method) (bayesflow.experimental.FreeFormFlow method) (bayesflow.links.CholeskyFactor method) (bayesflow.links.Ordered method) (bayesflow.links.OrderedQuantiles method) (bayesflow.links.PositiveDefinite method) (bayesflow.networks.inference.consistency.ConsistencyModel method) (bayesflow.networks.inference.consistency.StableConsistencyModel method) (bayesflow.networks.inference.coupling.CouplingFlow method) (bayesflow.networks.inference.diffusion.DiffusionModel method) (bayesflow.networks.inference.flow_matching.FlowMatching method) (bayesflow.networks.inference.inference_network.InferenceNetwork method) (bayesflow.networks.inference.scoring.PointNetwork method) (bayesflow.networks.inference.scoring.ScoringRuleNetwork method) (bayesflow.networks.subnets.MLP method) (bayesflow.networks.subnets.ResidualUViT method) (bayesflow.networks.subnets.TimeMLP method) (bayesflow.networks.subnets.UNet method) (bayesflow.networks.subnets.UViT method) (bayesflow.networks.summary.ConvolutionalNetwork method) (bayesflow.networks.summary.DeepSet method) (bayesflow.networks.summary.FusionNetwork method) (bayesflow.networks.summary.FusionTransformer method) (bayesflow.networks.summary.SetTransformer method) (bayesflow.networks.summary.SummaryNetwork method) (bayesflow.networks.summary.TimeSeriesNetwork method) (bayesflow.networks.summary.TimeSeriesTransformer method) (bayesflow.wrappers.mamba.mamba.Mamba method) (bayesflow.wrappers.mamba.mamba_block.MambaBlock method) Concatenate (class in bayesflow.adapters.transforms) concatenate() (bayesflow.adapters.Adapter method) concatenate_valid() (in module bayesflow.utils) concatenate_valid_shapes() (in module bayesflow.utils) confusion_matrix() (in module bayesflow.utils) consistency_function() (bayesflow.networks.inference.consistency.ConsistencyModel method) (bayesflow.networks.inference.consistency.StableConsistencyModel method) ConsistencyModel (class in bayesflow.networks.inference.consistency) Constrain (class in bayesflow.adapters.transforms) constrain() (bayesflow.adapters.Adapter method) ContinuousApproximator (class in bayesflow.approximators) convert_args() (in module bayesflow.utils) convert_dtype() (bayesflow.adapters.Adapter method) convert_kwargs() (in module bayesflow.utils) convert_prediction_to_x() (bayesflow.networks.inference.diffusion.DiffusionModel method) ConvertDType (class in bayesflow.adapters.transforms) ConvolutionalNetwork (class in bayesflow.networks.summary) correlation() (in module bayesflow.diagnostics) CosineNoiseSchedule (class in bayesflow.networks.inference.diffusion) count() (bayesflow.adapters.Adapter method) count_params() (bayesflow.approximators.Approximator method) (bayesflow.approximators.ContinuousApproximator method) (bayesflow.approximators.EnsembleApproximator method) (bayesflow.approximators.ModelComparisonApproximator method) (bayesflow.approximators.RatioApproximator method) (bayesflow.approximators.ScoringRuleApproximator method) (bayesflow.distributions.DiagonalNormal method) (bayesflow.distributions.DiagonalStudentT method) (bayesflow.distributions.Distribution method) (bayesflow.distributions.Mixture method) (bayesflow.experimental.FreeFormFlow method) (bayesflow.links.CholeskyFactor method) (bayesflow.links.Ordered method) (bayesflow.links.OrderedQuantiles method) (bayesflow.links.PositiveDefinite method) (bayesflow.networks.inference.consistency.ConsistencyModel method) (bayesflow.networks.inference.consistency.StableConsistencyModel method) (bayesflow.networks.inference.coupling.CouplingFlow method) (bayesflow.networks.inference.diffusion.DiffusionModel method) (bayesflow.networks.inference.flow_matching.FlowMatching method) (bayesflow.networks.inference.inference_network.InferenceNetwork method) (bayesflow.networks.inference.scoring.PointNetwork method) (bayesflow.networks.inference.scoring.ScoringRuleNetwork method) (bayesflow.networks.subnets.MLP method) (bayesflow.networks.subnets.ResidualUViT method) (bayesflow.networks.subnets.TimeMLP method) (bayesflow.networks.subnets.UNet method) (bayesflow.networks.subnets.UViT method) (bayesflow.networks.summary.ConvolutionalNetwork method) (bayesflow.networks.summary.DeepSet method) (bayesflow.networks.summary.FusionNetwork method) (bayesflow.networks.summary.FusionTransformer method) (bayesflow.networks.summary.SetTransformer method) (bayesflow.networks.summary.SummaryNetwork method) (bayesflow.networks.summary.TimeSeriesNetwork method) (bayesflow.networks.summary.TimeSeriesTransformer method) (bayesflow.wrappers.mamba.mamba.Mamba method) (bayesflow.wrappers.mamba.mamba_block.MambaBlock method) CouplingFlow (class in bayesflow.networks.inference.coupling) create_default() (bayesflow.adapters.Adapter static method) credible_interval() (in module bayesflow.utils.numpy_utils) critical() (in module bayesflow.utils.logging) CrossEntropyScore (class in bayesflow.networks.inference.scoring.scoring_rules) (class in bayesflow.scoring_rules)

D

debug() (in module bayesflow.utils.logging) decode() (bayesflow.experimental.FreeFormFlow method) (bayesflow.networks.subnets.ResidualUViT method) (bayesflow.networks.subnets.UNet method) (bayesflow.networks.subnets.UViT method) DECODER_MLP_DEFAULT_CONFIG (bayesflow.experimental.FreeFormFlow attribute) DeepSet (class in bayesflow.networks.summary) default_adapter() (bayesflow.workflows.BasicWorkflow static method) (bayesflow.workflows.EnsembleWorkflow static method) DEFAULT_SLAB (bayesflow.augmentations.nnpe.NNPE attribute) DEFAULT_SPIKE (bayesflow.augmentations.nnpe.NNPE attribute) derivative_log_snr() (bayesflow.networks.inference.diffusion.CosineNoiseSchedule method) (bayesflow.networks.inference.diffusion.EDMNoiseSchedule method) (bayesflow.networks.inference.diffusion.NoiseSchedule method) deserialize() (in module bayesflow.utils.serialization) deserialize_value_or_type() (in module bayesflow.utils) (in module bayesflow.utils.serialization) detailed_loss_callback() (in module bayesflow.utils) devices() (in module bayesflow.utils) DiagonalNormal (class in bayesflow.distributions) DiagonalStudentT (class in bayesflow.distributions) diffusion_term() (bayesflow.networks.inference.diffusion.DiffusionModel method) DiffusionModel (class in bayesflow.networks.inference.diffusion) dim_maybe_nested() (in module bayesflow.utils) DiskDataset (class in bayesflow.datasets) Distribution (class in bayesflow.distributions) Drop (class in bayesflow.adapters.transforms) drop() (bayesflow.adapters.Adapter method) dtype (bayesflow.approximators.Approximator property) (bayesflow.approximators.ContinuousApproximator property) (bayesflow.approximators.EnsembleApproximator property) (bayesflow.approximators.ModelComparisonApproximator property) (bayesflow.approximators.RatioApproximator property) (bayesflow.approximators.ScoringRuleApproximator property) (bayesflow.distributions.DiagonalNormal property) (bayesflow.distributions.DiagonalStudentT property) (bayesflow.distributions.Distribution property) (bayesflow.distributions.Mixture property) (bayesflow.experimental.FreeFormFlow property) (bayesflow.links.CholeskyFactor property) (bayesflow.links.Ordered property) (bayesflow.links.OrderedQuantiles property) (bayesflow.links.PositiveDefinite property) (bayesflow.metrics.MaximumMeanDiscrepancy property) (bayesflow.metrics.RootMeanSquaredError property) (bayesflow.networks.inference.consistency.ConsistencyModel property) (bayesflow.networks.inference.consistency.StableConsistencyModel property) (bayesflow.networks.inference.coupling.CouplingFlow property) (bayesflow.networks.inference.diffusion.DiffusionModel property) (bayesflow.networks.inference.flow_matching.FlowMatching property) (bayesflow.networks.inference.inference_network.InferenceNetwork property) (bayesflow.networks.inference.scoring.PointNetwork property) (bayesflow.networks.inference.scoring.ScoringRuleNetwork property) (bayesflow.networks.subnets.MLP property) (bayesflow.networks.subnets.ResidualUViT property) (bayesflow.networks.subnets.TimeMLP property) (bayesflow.networks.subnets.UNet property) (bayesflow.networks.subnets.UViT property) (bayesflow.networks.summary.ConvolutionalNetwork property) (bayesflow.networks.summary.DeepSet property) (bayesflow.networks.summary.FusionNetwork property) (bayesflow.networks.summary.FusionTransformer property) (bayesflow.networks.summary.SetTransformer property) (bayesflow.networks.summary.SummaryNetwork property) (bayesflow.networks.summary.TimeSeriesNetwork property) (bayesflow.networks.summary.TimeSeriesTransformer property) (bayesflow.wrappers.mamba.mamba.Mamba property) (bayesflow.wrappers.mamba.mamba_block.MambaBlock property)

dtype_policy (bayesflow.approximators.Approximator property) (bayesflow.approximators.ContinuousApproximator property) (bayesflow.approximators.EnsembleApproximator property) (bayesflow.approximators.ModelComparisonApproximator property) (bayesflow.approximators.RatioApproximator property) (bayesflow.approximators.ScoringRuleApproximator property) (bayesflow.distributions.DiagonalNormal property) (bayesflow.distributions.DiagonalStudentT property) (bayesflow.distributions.Distribution property) (bayesflow.distributions.Mixture property) (bayesflow.experimental.FreeFormFlow property) (bayesflow.links.CholeskyFactor property) (bayesflow.links.Ordered property) (bayesflow.links.OrderedQuantiles property) (bayesflow.links.PositiveDefinite property) (bayesflow.networks.inference.consistency.ConsistencyModel property) (bayesflow.networks.inference.consistency.StableConsistencyModel property) (bayesflow.networks.inference.coupling.CouplingFlow property) (bayesflow.networks.inference.diffusion.DiffusionModel property) (bayesflow.networks.inference.flow_matching.FlowMatching property) (bayesflow.networks.inference.inference_network.InferenceNetwork property) (bayesflow.networks.inference.scoring.PointNetwork property) (bayesflow.networks.inference.scoring.ScoringRuleNetwork property) (bayesflow.networks.subnets.MLP property) (bayesflow.networks.subnets.ResidualUViT property) (bayesflow.networks.subnets.TimeMLP property) (bayesflow.networks.subnets.UNet property) (bayesflow.networks.subnets.UViT property) (bayesflow.networks.summary.ConvolutionalNetwork property) (bayesflow.networks.summary.DeepSet property) (bayesflow.networks.summary.FusionNetwork property) (bayesflow.networks.summary.FusionTransformer property) (bayesflow.networks.summary.SetTransformer property) (bayesflow.networks.summary.SummaryNetwork property) (bayesflow.networks.summary.TimeSeriesNetwork property) (bayesflow.networks.summary.TimeSeriesTransformer property) (bayesflow.wrappers.mamba.mamba.Mamba property) (bayesflow.wrappers.mamba.mamba_block.MambaBlock property)

E

EDMNoiseSchedule (class in bayesflow.networks.inference.diffusion) ElementwiseTransform (class in bayesflow.adapters.transforms) encode() (bayesflow.experimental.FreeFormFlow method) (bayesflow.networks.subnets.ResidualUViT method) (bayesflow.networks.subnets.UNet method) (bayesflow.networks.subnets.UViT method) ENCODER_MLP_DEFAULT_CONFIG (bayesflow.experimental.FreeFormFlow attribute) EnsembleApproximator (class in bayesflow.approximators) EnsembleDataset (class in bayesflow.datasets) EnsembleIndexedDataset (class in bayesflow.datasets) EnsembleOnlineDataset (class in bayesflow.datasets) EnsembleWorkflow (class in bayesflow.workflows) EPS_WARN (bayesflow.networks.inference.consistency.StableConsistencyModel attribute) error() (in module bayesflow.utils.logging) estimate() (bayesflow.approximators.EnsembleApproximator method) (bayesflow.approximators.ScoringRuleApproximator method) (bayesflow.workflows.BasicWorkflow method) (bayesflow.workflows.EnsembleWorkflow method) evaluate() (bayesflow.approximators.Approximator method) (bayesflow.approximators.ContinuousApproximator method) (bayesflow.approximators.EnsembleApproximator method) (bayesflow.approximators.ModelComparisonApproximator method) (bayesflow.approximators.RatioApproximator method) (bayesflow.approximators.ScoringRuleApproximator method) exception() (in module bayesflow.utils.logging) expand() (in module bayesflow.utils) expand_as() (in module bayesflow.utils) expand_dims() (bayesflow.adapters.Adapter method)

expand_left() (in module bayesflow.utils) expand_left_as() (in module bayesflow.utils) expand_left_to() (in module bayesflow.utils) expand_right() (in module bayesflow.utils) expand_right_as() (in module bayesflow.utils) expand_right_to() (in module bayesflow.utils) expand_tile() (in module bayesflow.utils) expand_to() (in module bayesflow.utils) ExpandDims (class in bayesflow.adapters.transforms) export() (bayesflow.approximators.Approximator method) (bayesflow.approximators.ContinuousApproximator method) (bayesflow.approximators.EnsembleApproximator method) (bayesflow.approximators.ModelComparisonApproximator method) (bayesflow.approximators.RatioApproximator method) (bayesflow.approximators.ScoringRuleApproximator method) extend() (bayesflow.adapters.Adapter method) extra_repr() (bayesflow.adapters.transforms.Broadcast method) (bayesflow.adapters.transforms.Concatenate method) (bayesflow.adapters.transforms.Drop method) (bayesflow.adapters.transforms.FilterTransform method) (bayesflow.adapters.transforms.Group method) (bayesflow.adapters.transforms.Keep method) (bayesflow.adapters.transforms.MapTransform method) (bayesflow.adapters.transforms.NanToNum method) (bayesflow.adapters.transforms.Rename method) (bayesflow.adapters.transforms.Split method) (bayesflow.adapters.transforms.ToDict method) (bayesflow.adapters.transforms.Transform method) (bayesflow.adapters.transforms.Ungroup method)

F

fill_triangular_matrix() (in module bayesflow.utils) filter_kwargs() (in module bayesflow.utils) FilterTransform (class in bayesflow.adapters.transforms) find_batch_size() (in module bayesflow.utils) find_distribution() (in module bayesflow.utils) find_inference_network() (in module bayesflow.utils) find_memory_budget() (in module bayesflow.utils) find_network() (in module bayesflow.utils) find_noise_schedule() (in module bayesflow.networks.inference.diffusion) find_permutation() (in module bayesflow.utils) find_pooling() (in module bayesflow.utils) find_recurrent_net() (in module bayesflow.utils) find_summary_network() (in module bayesflow.utils) fit() (bayesflow.approximators.Approximator method) (bayesflow.approximators.ContinuousApproximator method) (bayesflow.approximators.EnsembleApproximator method) (bayesflow.approximators.ModelComparisonApproximator method) (bayesflow.approximators.RatioApproximator method) (bayesflow.approximators.ScoringRuleApproximator method) (bayesflow.workflows.BasicWorkflow method) (bayesflow.workflows.EnsembleWorkflow method) fit_disk() (bayesflow.workflows.BasicWorkflow method) (bayesflow.workflows.EnsembleWorkflow method) fit_offline() (bayesflow.workflows.BasicWorkflow method) (bayesflow.workflows.EnsembleWorkflow method) fit_online() (bayesflow.workflows.BasicWorkflow method) (bayesflow.workflows.EnsembleWorkflow method) flatten_shape() (in module bayesflow.utils.tree) FlowMatching (class in bayesflow.networks.inference.flow_matching) format_bytes() (in module bayesflow.utils) format_duration() (in module bayesflow.utils) (in module bayesflow.utils.logging) forward() (bayesflow.adapters.Adapter method) (bayesflow.adapters.transforms.AsSet method) (bayesflow.adapters.transforms.AsTimeSeries method) (bayesflow.adapters.transforms.Broadcast method) (bayesflow.adapters.transforms.Concatenate method) (bayesflow.adapters.transforms.Constrain method) (bayesflow.adapters.transforms.ConvertDType method) (bayesflow.adapters.transforms.Drop method) (bayesflow.adapters.transforms.ElementwiseTransform method) (bayesflow.adapters.transforms.ExpandDims method) (bayesflow.adapters.transforms.FilterTransform method) (bayesflow.adapters.transforms.Group method) (bayesflow.adapters.transforms.Keep method) (bayesflow.adapters.transforms.Log method) (bayesflow.adapters.transforms.MapTransform method) (bayesflow.adapters.transforms.NanToNum method) (bayesflow.adapters.transforms.NumpyTransform method) (bayesflow.adapters.transforms.OneHot method) (bayesflow.adapters.transforms.RandomSubsample method) (bayesflow.adapters.transforms.Rename method) (bayesflow.adapters.transforms.Scale method) (bayesflow.adapters.transforms.SerializableCustomTransform method) (bayesflow.adapters.transforms.Shift method) (bayesflow.adapters.transforms.Split method) (bayesflow.adapters.transforms.Sqrt method) (bayesflow.adapters.transforms.Squeeze method) (bayesflow.adapters.transforms.Standardize method) (bayesflow.adapters.transforms.Take method) (bayesflow.adapters.transforms.ToArray method) (bayesflow.adapters.transforms.ToDict method) (bayesflow.adapters.transforms.Transform method) (bayesflow.adapters.transforms.Ungroup method) FreeFormFlow (class in bayesflow.experimental) from_config() (bayesflow.adapters.Adapter class method) (bayesflow.adapters.transforms.AsSet class method) (bayesflow.adapters.transforms.AsTimeSeries class method) (bayesflow.adapters.transforms.Broadcast class method) (bayesflow.adapters.transforms.Concatenate class method) (bayesflow.adapters.transforms.Constrain class method) (bayesflow.adapters.transforms.ConvertDType class method) (bayesflow.adapters.transforms.Drop class method) (bayesflow.adapters.transforms.ElementwiseTransform class method) (bayesflow.adapters.transforms.ExpandDims class method) (bayesflow.adapters.transforms.FilterTransform class method) (bayesflow.adapters.transforms.Group class method) (bayesflow.adapters.transforms.Keep class method) (bayesflow.adapters.transforms.Log class method) (bayesflow.adapters.transforms.MapTransform class method) (bayesflow.adapters.transforms.NanToNum class method) (bayesflow.adapters.transforms.NumpyTransform class method) (bayesflow.adapters.transforms.OneHot class method) (bayesflow.adapters.transforms.RandomSubsample class method) (bayesflow.adapters.transforms.Rename class method) (bayesflow.adapters.transforms.Scale class method) (bayesflow.adapters.transforms.SerializableCustomTransform class method) (bayesflow.adapters.transforms.Shift class method) (bayesflow.adapters.transforms.Split class method) (bayesflow.adapters.transforms.Sqrt class method) (bayesflow.adapters.transforms.Squeeze class method) (bayesflow.adapters.transforms.Standardize class method) (bayesflow.adapters.transforms.Take class method) (bayesflow.adapters.transforms.ToArray class method) (bayesflow.adapters.transforms.ToDict class method) (bayesflow.adapters.transforms.Transform class method) (bayesflow.adapters.transforms.Ungroup class method) (bayesflow.approximators.Approximator class method) (bayesflow.approximators.ContinuousApproximator class method) (bayesflow.approximators.EnsembleApproximator class method) (bayesflow.approximators.ModelComparisonApproximator class method) (bayesflow.approximators.RatioApproximator class method) (bayesflow.approximators.ScoringRuleApproximator class method) (bayesflow.distributions.DiagonalNormal class method) (bayesflow.distributions.DiagonalStudentT class method) (bayesflow.distributions.Distribution class method) (bayesflow.distributions.Mixture class method) (bayesflow.experimental.FreeFormFlow class method) (bayesflow.links.CholeskyFactor class method) (bayesflow.links.Ordered class method) (bayesflow.links.OrderedQuantiles class method) (bayesflow.links.PositiveDefinite class method) (bayesflow.metrics.MaximumMeanDiscrepancy class method) (bayesflow.metrics.RootMeanSquaredError class method) (bayesflow.networks.inference.consistency.ConsistencyModel class method) (bayesflow.networks.inference.consistency.StableConsistencyModel class method) (bayesflow.networks.inference.coupling.CouplingFlow class method) (bayesflow.networks.inference.diffusion.CosineNoiseSchedule class method) (bayesflow.networks.inference.diffusion.DiffusionModel class method) (bayesflow.networks.inference.diffusion.EDMNoiseSchedule class method) (bayesflow.networks.inference.diffusion.NoiseSchedule class method) (bayesflow.networks.inference.flow_matching.FlowMatching class method) (bayesflow.networks.inference.inference_network.InferenceNetwork class method) (bayesflow.networks.inference.scoring.PointNetwork class method) (bayesflow.networks.inference.scoring.scoring_rules.CrossEntropyScore class method) (bayesflow.networks.inference.scoring.scoring_rules.MeanScore class method) (bayesflow.networks.inference.scoring.scoring_rules.MedianScore class method) (bayesflow.networks.inference.scoring.scoring_rules.MvNormalScore class method) (bayesflow.networks.inference.scoring.scoring_rules.NormedDifferenceScore class method) (bayesflow.networks.inference.scoring.scoring_rules.ParametricDistributionScore class method) (bayesflow.networks.inference.scoring.scoring_rules.QuantileScore class method) (bayesflow.networks.inference.scoring.scoring_rules.ScoringRule class method) (bayesflow.networks.inference.scoring.ScoringRuleNetwork class method) (bayesflow.networks.subnets.MLP class method) (bayesflow.networks.subnets.ResidualUViT class method) (bayesflow.networks.subnets.TimeMLP class method) (bayesflow.networks.subnets.UNet class method) (bayesflow.networks.subnets.UViT class method) (bayesflow.networks.summary.ConvolutionalNetwork class method) (bayesflow.networks.summary.DeepSet class method) (bayesflow.networks.summary.FusionNetwork class method) (bayesflow.networks.summary.FusionTransformer class method) (bayesflow.networks.summary.SetTransformer class method) (bayesflow.networks.summary.SummaryNetwork class method) (bayesflow.networks.summary.TimeSeriesNetwork class method) (bayesflow.networks.summary.TimeSeriesTransformer class method) (bayesflow.scoring_rules.CrossEntropyScore class method) (bayesflow.scoring_rules.MeanScore class method) (bayesflow.scoring_rules.MedianScore class method) (bayesflow.scoring_rules.MvNormalScore class method) (bayesflow.scoring_rules.NormedDifferenceScore class method) (bayesflow.scoring_rules.ParametricDistributionScore class method) (bayesflow.scoring_rules.QuantileScore class method) (bayesflow.scoring_rules.ScoringRule class method) (bayesflow.wrappers.mamba.mamba.Mamba class method) (bayesflow.wrappers.mamba.mamba_block.MambaBlock class method)

FusionNetwork (class in bayesflow.networks.summary) FusionTransformer (class in bayesflow.networks.summary)

G

GaussianLinear (class in bayesflow.simulators) GaussianLinearUniform (class in bayesflow.simulators) GaussianMixture (class in bayesflow.simulators) get_alpha_sigma() (bayesflow.networks.inference.diffusion.CosineNoiseSchedule method) (bayesflow.networks.inference.diffusion.EDMNoiseSchedule method) (bayesflow.networks.inference.diffusion.NoiseSchedule method) get_batch_by_sample_indices() (bayesflow.datasets.DiskDataset method) (bayesflow.datasets.OfflineDataset method) get_build_config() (bayesflow.approximators.Approximator method) (bayesflow.approximators.ContinuousApproximator method) (bayesflow.approximators.EnsembleApproximator method) (bayesflow.approximators.ModelComparisonApproximator method) (bayesflow.approximators.RatioApproximator method) (bayesflow.approximators.ScoringRuleApproximator method) (bayesflow.distributions.DiagonalNormal method) (bayesflow.distributions.DiagonalStudentT method) (bayesflow.distributions.Distribution method) (bayesflow.distributions.Mixture method) (bayesflow.experimental.FreeFormFlow method) (bayesflow.links.CholeskyFactor method) (bayesflow.links.Ordered method) (bayesflow.links.OrderedQuantiles method) (bayesflow.links.PositiveDefinite method) (bayesflow.networks.inference.consistency.ConsistencyModel method) (bayesflow.networks.inference.consistency.StableConsistencyModel method) (bayesflow.networks.inference.coupling.CouplingFlow method) (bayesflow.networks.inference.diffusion.DiffusionModel method) (bayesflow.networks.inference.flow_matching.FlowMatching method) (bayesflow.networks.inference.inference_network.InferenceNetwork method) (bayesflow.networks.inference.scoring.PointNetwork method) (bayesflow.networks.inference.scoring.ScoringRuleNetwork method) (bayesflow.networks.subnets.MLP method) (bayesflow.networks.subnets.ResidualUViT method) (bayesflow.networks.subnets.TimeMLP method) (bayesflow.networks.subnets.UNet method) (bayesflow.networks.subnets.UViT method) (bayesflow.networks.summary.ConvolutionalNetwork method) (bayesflow.networks.summary.DeepSet method) (bayesflow.networks.summary.FusionNetwork method) (bayesflow.networks.summary.FusionTransformer method) (bayesflow.networks.summary.SetTransformer method) (bayesflow.networks.summary.SummaryNetwork method) (bayesflow.networks.summary.TimeSeriesNetwork method) (bayesflow.networks.summary.TimeSeriesTransformer method) (bayesflow.wrappers.mamba.mamba.Mamba method) (bayesflow.wrappers.mamba.mamba_block.MambaBlock method) get_compile_config() (bayesflow.approximators.Approximator method) (bayesflow.approximators.ContinuousApproximator method) (bayesflow.approximators.EnsembleApproximator method) (bayesflow.approximators.ModelComparisonApproximator method) (bayesflow.approximators.RatioApproximator method) (bayesflow.approximators.ScoringRuleApproximator method) get_config() (bayesflow.adapters.Adapter method) (bayesflow.adapters.transforms.AsSet method) (bayesflow.adapters.transforms.AsTimeSeries method) (bayesflow.adapters.transforms.Broadcast method) (bayesflow.adapters.transforms.Concatenate method) (bayesflow.adapters.transforms.Constrain method) (bayesflow.adapters.transforms.ConvertDType method) (bayesflow.adapters.transforms.Drop method) (bayesflow.adapters.transforms.ElementwiseTransform method) (bayesflow.adapters.transforms.ExpandDims method) (bayesflow.adapters.transforms.FilterTransform method) (bayesflow.adapters.transforms.Group method) (bayesflow.adapters.transforms.Keep method) (bayesflow.adapters.transforms.Log method) (bayesflow.adapters.transforms.MapTransform method) (bayesflow.adapters.transforms.NanToNum method) (bayesflow.adapters.transforms.NumpyTransform method) (bayesflow.adapters.transforms.OneHot method) (bayesflow.adapters.transforms.RandomSubsample method) (bayesflow.adapters.transforms.Rename method) (bayesflow.adapters.transforms.Scale method) (bayesflow.adapters.transforms.SerializableCustomTransform method) (bayesflow.adapters.transforms.Shift method) (bayesflow.adapters.transforms.Split method) (bayesflow.adapters.transforms.Sqrt method) (bayesflow.adapters.transforms.Squeeze method) (bayesflow.adapters.transforms.Standardize method) (bayesflow.adapters.transforms.Take method) (bayesflow.adapters.transforms.ToArray method) (bayesflow.adapters.transforms.ToDict method) (bayesflow.adapters.transforms.Transform method) (bayesflow.adapters.transforms.Ungroup method) (bayesflow.approximators.Approximator method) (bayesflow.approximators.ContinuousApproximator method) (bayesflow.approximators.EnsembleApproximator method) (bayesflow.approximators.ModelComparisonApproximator method) (bayesflow.approximators.RatioApproximator method) (bayesflow.approximators.ScoringRuleApproximator method) (bayesflow.distributions.DiagonalNormal method) (bayesflow.distributions.DiagonalStudentT method) (bayesflow.distributions.Distribution method) (bayesflow.distributions.Mixture method) (bayesflow.experimental.FreeFormFlow method) (bayesflow.links.CholeskyFactor method) (bayesflow.links.Ordered method) (bayesflow.links.OrderedQuantiles method) (bayesflow.links.PositiveDefinite method) (bayesflow.metrics.MaximumMeanDiscrepancy method) (bayesflow.metrics.RootMeanSquaredError method) (bayesflow.networks.inference.consistency.ConsistencyModel method) (bayesflow.networks.inference.consistency.StableConsistencyModel method) (bayesflow.networks.inference.coupling.CouplingFlow method) (bayesflow.networks.inference.diffusion.CosineNoiseSchedule method) (bayesflow.networks.inference.diffusion.DiffusionModel method) (bayesflow.networks.inference.diffusion.EDMNoiseSchedule method) (bayesflow.networks.inference.diffusion.NoiseSchedule method) (bayesflow.networks.inference.flow_matching.FlowMatching method) (bayesflow.networks.inference.inference_network.InferenceNetwork method) (bayesflow.networks.inference.scoring.PointNetwork method) (bayesflow.networks.inference.scoring.scoring_rules.CrossEntropyScore method) (bayesflow.networks.inference.scoring.scoring_rules.MeanScore method) (bayesflow.networks.inference.scoring.scoring_rules.MedianScore method) (bayesflow.networks.inference.scoring.scoring_rules.MvNormalScore method) (bayesflow.networks.inference.scoring.scoring_rules.NormedDifferenceScore method) (bayesflow.networks.inference.scoring.scoring_rules.ParametricDistributionScore method) (bayesflow.networks.inference.scoring.scoring_rules.QuantileScore method) (bayesflow.networks.inference.scoring.scoring_rules.ScoringRule method) (bayesflow.networks.inference.scoring.ScoringRuleNetwork method) (bayesflow.networks.subnets.MLP method) (bayesflow.networks.subnets.ResidualUViT method) (bayesflow.networks.subnets.TimeMLP method) (bayesflow.networks.subnets.UNet method) (bayesflow.networks.subnets.UViT method) (bayesflow.networks.summary.ConvolutionalNetwork method) (bayesflow.networks.summary.DeepSet method) (bayesflow.networks.summary.FusionNetwork method) (bayesflow.networks.summary.FusionTransformer method) (bayesflow.networks.summary.SetTransformer method) (bayesflow.networks.summary.SummaryNetwork method) (bayesflow.networks.summary.TimeSeriesNetwork method) (bayesflow.networks.summary.TimeSeriesTransformer method) (bayesflow.scoring_rules.CrossEntropyScore method) (bayesflow.scoring_rules.MeanScore method) (bayesflow.scoring_rules.MedianScore method) (bayesflow.scoring_rules.MvNormalScore method) (bayesflow.scoring_rules.NormedDifferenceScore method) (bayesflow.scoring_rules.ParametricDistributionScore method) (bayesflow.scoring_rules.QuantileScore method) (bayesflow.scoring_rules.ScoringRule method) (bayesflow.wrappers.mamba.mamba.Mamba method) (bayesflow.wrappers.mamba.mamba_block.MambaBlock method)

get_drift() (bayesflow.networks.inference.diffusion.CosineNoiseSchedule method) (bayesflow.networks.inference.diffusion.EDMNoiseSchedule method) (bayesflow.networks.inference.diffusion.NoiseSchedule method) get_head() (bayesflow.networks.inference.scoring.scoring_rules.CrossEntropyScore method) (bayesflow.networks.inference.scoring.scoring_rules.MeanScore method) (bayesflow.networks.inference.scoring.scoring_rules.MedianScore method) (bayesflow.networks.inference.scoring.scoring_rules.MvNormalScore method) (bayesflow.networks.inference.scoring.scoring_rules.NormedDifferenceScore method) (bayesflow.networks.inference.scoring.scoring_rules.ParametricDistributionScore method) (bayesflow.networks.inference.scoring.scoring_rules.QuantileScore method) (bayesflow.networks.inference.scoring.scoring_rules.ScoringRule method) (bayesflow.scoring_rules.CrossEntropyScore method) (bayesflow.scoring_rules.MeanScore method) (bayesflow.scoring_rules.MedianScore method) (bayesflow.scoring_rules.MvNormalScore method) (bayesflow.scoring_rules.NormedDifferenceScore method) (bayesflow.scoring_rules.ParametricDistributionScore method) (bayesflow.scoring_rules.QuantileScore method) (bayesflow.scoring_rules.ScoringRule method) get_head_shapes_from_target_shape() (bayesflow.networks.inference.scoring.scoring_rules.CrossEntropyScore method) (bayesflow.networks.inference.scoring.scoring_rules.MeanScore method) (bayesflow.networks.inference.scoring.scoring_rules.MedianScore method) (bayesflow.networks.inference.scoring.scoring_rules.MvNormalScore method) (bayesflow.networks.inference.scoring.scoring_rules.NormedDifferenceScore method) (bayesflow.networks.inference.scoring.scoring_rules.ParametricDistributionScore method) (bayesflow.networks.inference.scoring.scoring_rules.QuantileScore method) (bayesflow.networks.inference.scoring.scoring_rules.ScoringRule method) (bayesflow.scoring_rules.CrossEntropyScore method) (bayesflow.scoring_rules.MeanScore method) (bayesflow.scoring_rules.MedianScore method) (bayesflow.scoring_rules.MvNormalScore method) (bayesflow.scoring_rules.NormedDifferenceScore method) (bayesflow.scoring_rules.ParametricDistributionScore method) (bayesflow.scoring_rules.QuantileScore method) (bayesflow.scoring_rules.ScoringRule method) get_layer() (bayesflow.approximators.Approximator method) (bayesflow.approximators.ContinuousApproximator method) (bayesflow.approximators.EnsembleApproximator method) (bayesflow.approximators.ModelComparisonApproximator method) (bayesflow.approximators.RatioApproximator method) (bayesflow.approximators.ScoringRuleApproximator method) get_link() (bayesflow.networks.inference.scoring.scoring_rules.CrossEntropyScore method) (bayesflow.networks.inference.scoring.scoring_rules.MeanScore method) (bayesflow.networks.inference.scoring.scoring_rules.MedianScore method) (bayesflow.networks.inference.scoring.scoring_rules.MvNormalScore method) (bayesflow.networks.inference.scoring.scoring_rules.NormedDifferenceScore method) (bayesflow.networks.inference.scoring.scoring_rules.ParametricDistributionScore method) (bayesflow.networks.inference.scoring.scoring_rules.QuantileScore method) (bayesflow.networks.inference.scoring.scoring_rules.ScoringRule method) (bayesflow.scoring_rules.CrossEntropyScore method) (bayesflow.scoring_rules.MeanScore method) (bayesflow.scoring_rules.MedianScore method) (bayesflow.scoring_rules.MvNormalScore method) (bayesflow.scoring_rules.NormedDifferenceScore method) (bayesflow.scoring_rules.ParametricDistributionScore method) (bayesflow.scoring_rules.QuantileScore method) (bayesflow.scoring_rules.ScoringRule method) get_log_snr() (bayesflow.networks.inference.diffusion.CosineNoiseSchedule method) (bayesflow.networks.inference.diffusion.EDMNoiseSchedule method) (bayesflow.networks.inference.diffusion.NoiseSchedule method) get_metrics_result() (bayesflow.approximators.Approximator method) (bayesflow.approximators.ContinuousApproximator method) (bayesflow.approximators.EnsembleApproximator method) (bayesflow.approximators.ModelComparisonApproximator method) (bayesflow.approximators.RatioApproximator method) (bayesflow.approximators.ScoringRuleApproximator method) get_quantization_layer_structure() (bayesflow.approximators.Approximator method) (bayesflow.approximators.ContinuousApproximator method) (bayesflow.approximators.EnsembleApproximator method) (bayesflow.approximators.ModelComparisonApproximator method) (bayesflow.approximators.RatioApproximator method) (bayesflow.approximators.ScoringRuleApproximator method) get_state_tree() (bayesflow.approximators.Approximator method) (bayesflow.approximators.ContinuousApproximator method) (bayesflow.approximators.EnsembleApproximator method) (bayesflow.approximators.ModelComparisonApproximator method) (bayesflow.approximators.RatioApproximator method) (bayesflow.approximators.ScoringRuleApproximator method) get_subnet() (bayesflow.networks.inference.scoring.scoring_rules.CrossEntropyScore method) (bayesflow.networks.inference.scoring.scoring_rules.MeanScore method) (bayesflow.networks.inference.scoring.scoring_rules.MedianScore method) (bayesflow.networks.inference.scoring.scoring_rules.MvNormalScore method) (bayesflow.networks.inference.scoring.scoring_rules.NormedDifferenceScore method) (bayesflow.networks.inference.scoring.scoring_rules.ParametricDistributionScore method) (bayesflow.networks.inference.scoring.scoring_rules.QuantileScore method) (bayesflow.networks.inference.scoring.scoring_rules.ScoringRule method) (bayesflow.scoring_rules.CrossEntropyScore method) (bayesflow.scoring_rules.MeanScore method) (bayesflow.scoring_rules.MedianScore method) (bayesflow.scoring_rules.MvNormalScore method) (bayesflow.scoring_rules.NormedDifferenceScore method) (bayesflow.scoring_rules.ParametricDistributionScore method) (bayesflow.scoring_rules.QuantileScore method) (bayesflow.scoring_rules.ScoringRule method) get_t_from_log_snr() (bayesflow.networks.inference.diffusion.CosineNoiseSchedule method) (bayesflow.networks.inference.diffusion.EDMNoiseSchedule method) (bayesflow.networks.inference.diffusion.NoiseSchedule method) get_weights() (bayesflow.approximators.Approximator method) (bayesflow.approximators.ContinuousApproximator method) (bayesflow.approximators.EnsembleApproximator method) (bayesflow.approximators.ModelComparisonApproximator method) (bayesflow.approximators.RatioApproximator method) (bayesflow.approximators.ScoringRuleApproximator method) (bayesflow.distributions.DiagonalNormal method) (bayesflow.distributions.DiagonalStudentT method) (bayesflow.distributions.Distribution method) (bayesflow.distributions.Mixture method) (bayesflow.experimental.FreeFormFlow method) (bayesflow.links.CholeskyFactor method) (bayesflow.links.Ordered method) (bayesflow.links.OrderedQuantiles method) (bayesflow.links.PositiveDefinite method) (bayesflow.networks.inference.consistency.ConsistencyModel method) (bayesflow.networks.inference.consistency.StableConsistencyModel method) (bayesflow.networks.inference.coupling.CouplingFlow method) (bayesflow.networks.inference.diffusion.DiffusionModel method) (bayesflow.networks.inference.flow_matching.FlowMatching method) (bayesflow.networks.inference.inference_network.InferenceNetwork method) (bayesflow.networks.inference.scoring.PointNetwork method) (bayesflow.networks.inference.scoring.ScoringRuleNetwork method) (bayesflow.networks.subnets.MLP method) (bayesflow.networks.subnets.ResidualUViT method) (bayesflow.networks.subnets.TimeMLP method) (bayesflow.networks.subnets.UNet method) (bayesflow.networks.subnets.UViT method) (bayesflow.networks.summary.ConvolutionalNetwork method) (bayesflow.networks.summary.DeepSet method) (bayesflow.networks.summary.FusionNetwork method) (bayesflow.networks.summary.FusionTransformer method) (bayesflow.networks.summary.SetTransformer method) (bayesflow.networks.summary.SummaryNetwork method) (bayesflow.networks.summary.TimeSeriesNetwork method) (bayesflow.networks.summary.TimeSeriesTransformer method) (bayesflow.wrappers.mamba.mamba.Mamba method) (bayesflow.wrappers.mamba.mamba_block.MambaBlock method) get_weights_for_snr() (bayesflow.networks.inference.diffusion.CosineNoiseSchedule method) (bayesflow.networks.inference.diffusion.EDMNoiseSchedule method) (bayesflow.networks.inference.diffusion.NoiseSchedule method) Group (class in bayesflow.adapters.transforms) group() (bayesflow.adapters.Adapter method) guidance_constraint_term() (bayesflow.networks.inference.diffusion.DiffusionModel method)

H

HierarchicalSimulator (class in bayesflow.simulators)

I

index() (bayesflow.adapters.Adapter method) InferenceNetwork (class in bayesflow.networks.inference.inference_network) info() (in module bayesflow.utils.logging) input (bayesflow.approximators.Approximator property) (bayesflow.approximators.ContinuousApproximator property) (bayesflow.approximators.EnsembleApproximator property) (bayesflow.approximators.ModelComparisonApproximator property) (bayesflow.approximators.RatioApproximator property) (bayesflow.approximators.ScoringRuleApproximator property) (bayesflow.distributions.DiagonalNormal property) (bayesflow.distributions.DiagonalStudentT property) (bayesflow.distributions.Distribution property) (bayesflow.distributions.Mixture property) (bayesflow.experimental.FreeFormFlow property) (bayesflow.links.CholeskyFactor property) (bayesflow.links.Ordered property) (bayesflow.links.OrderedQuantiles property) (bayesflow.links.PositiveDefinite property) (bayesflow.networks.inference.consistency.ConsistencyModel property) (bayesflow.networks.inference.consistency.StableConsistencyModel property) (bayesflow.networks.inference.coupling.CouplingFlow property) (bayesflow.networks.inference.diffusion.DiffusionModel property) (bayesflow.networks.inference.flow_matching.FlowMatching property) (bayesflow.networks.inference.inference_network.InferenceNetwork property) (bayesflow.networks.inference.scoring.PointNetwork property) (bayesflow.networks.inference.scoring.ScoringRuleNetwork property) (bayesflow.networks.subnets.MLP property) (bayesflow.networks.subnets.ResidualUViT property) (bayesflow.networks.subnets.TimeMLP property) (bayesflow.networks.subnets.UNet property) (bayesflow.networks.subnets.UViT property) (bayesflow.networks.summary.ConvolutionalNetwork property) (bayesflow.networks.summary.DeepSet property) (bayesflow.networks.summary.FusionNetwork property) (bayesflow.networks.summary.FusionTransformer property) (bayesflow.networks.summary.SetTransformer property) (bayesflow.networks.summary.SummaryNetwork property) (bayesflow.networks.summary.TimeSeriesNetwork property) (bayesflow.networks.summary.TimeSeriesTransformer property) (bayesflow.wrappers.mamba.mamba.Mamba property) (bayesflow.wrappers.mamba.mamba_block.MambaBlock property) input_dtype (bayesflow.approximators.Approximator property) (bayesflow.approximators.ContinuousApproximator property) (bayesflow.approximators.EnsembleApproximator property) (bayesflow.approximators.ModelComparisonApproximator property) (bayesflow.approximators.RatioApproximator property) (bayesflow.approximators.ScoringRuleApproximator property) (bayesflow.distributions.DiagonalNormal property) (bayesflow.distributions.DiagonalStudentT property) (bayesflow.distributions.Distribution property) (bayesflow.distributions.Mixture property) (bayesflow.experimental.FreeFormFlow property) (bayesflow.links.CholeskyFactor property) (bayesflow.links.Ordered property) (bayesflow.links.OrderedQuantiles property) (bayesflow.links.PositiveDefinite property) (bayesflow.networks.inference.consistency.ConsistencyModel property) (bayesflow.networks.inference.consistency.StableConsistencyModel property) (bayesflow.networks.inference.coupling.CouplingFlow property) (bayesflow.networks.inference.diffusion.DiffusionModel property) (bayesflow.networks.inference.flow_matching.FlowMatching property) (bayesflow.networks.inference.inference_network.InferenceNetwork property) (bayesflow.networks.inference.scoring.PointNetwork property) (bayesflow.networks.inference.scoring.ScoringRuleNetwork property) (bayesflow.networks.subnets.MLP property) (bayesflow.networks.subnets.ResidualUViT property) (bayesflow.networks.subnets.TimeMLP property) (bayesflow.networks.subnets.UNet property) (bayesflow.networks.subnets.UViT property) (bayesflow.networks.summary.ConvolutionalNetwork property) (bayesflow.networks.summary.DeepSet property) (bayesflow.networks.summary.FusionNetwork property) (bayesflow.networks.summary.FusionTransformer property) (bayesflow.networks.summary.SetTransformer property) (bayesflow.networks.summary.SummaryNetwork property) (bayesflow.networks.summary.TimeSeriesNetwork property) (bayesflow.networks.summary.TimeSeriesTransformer property) (bayesflow.wrappers.mamba.mamba.Mamba property) (bayesflow.wrappers.mamba.mamba_block.MambaBlock property)

input_spec (bayesflow.approximators.Approximator property) (bayesflow.approximators.ContinuousApproximator property) (bayesflow.approximators.EnsembleApproximator property) (bayesflow.approximators.ModelComparisonApproximator property) (bayesflow.approximators.RatioApproximator property) (bayesflow.approximators.ScoringRuleApproximator property) (bayesflow.distributions.DiagonalNormal property) (bayesflow.distributions.DiagonalStudentT property) (bayesflow.distributions.Distribution property) (bayesflow.distributions.Mixture property) (bayesflow.experimental.FreeFormFlow property) (bayesflow.links.CholeskyFactor property) (bayesflow.links.Ordered property) (bayesflow.links.OrderedQuantiles property) (bayesflow.links.PositiveDefinite property) (bayesflow.networks.inference.consistency.ConsistencyModel property) (bayesflow.networks.inference.consistency.StableConsistencyModel property) (bayesflow.networks.inference.coupling.CouplingFlow property) (bayesflow.networks.inference.diffusion.DiffusionModel property) (bayesflow.networks.inference.flow_matching.FlowMatching property) (bayesflow.networks.inference.inference_network.InferenceNetwork property) (bayesflow.networks.inference.scoring.PointNetwork property) (bayesflow.networks.inference.scoring.ScoringRuleNetwork property) (bayesflow.networks.subnets.MLP property) (bayesflow.networks.subnets.ResidualUViT property) (bayesflow.networks.subnets.TimeMLP property) (bayesflow.networks.subnets.UNet property) (bayesflow.networks.subnets.UViT property) (bayesflow.networks.summary.ConvolutionalNetwork property) (bayesflow.networks.summary.DeepSet property) (bayesflow.networks.summary.FusionNetwork property) (bayesflow.networks.summary.FusionTransformer property) (bayesflow.networks.summary.SetTransformer property) (bayesflow.networks.summary.SummaryNetwork property) (bayesflow.networks.summary.TimeSeriesNetwork property) (bayesflow.networks.summary.TimeSeriesTransformer property) (bayesflow.wrappers.mamba.mamba.Mamba property) (bayesflow.wrappers.mamba.mamba_block.MambaBlock property) insert() (bayesflow.adapters.Adapter method) integrate() (in module bayesflow.utils) integrate_stochastic() (in module bayesflow.utils) inverse() (bayesflow.adapters.Adapter method) (bayesflow.adapters.transforms.AsSet method) (bayesflow.adapters.transforms.AsTimeSeries method) (bayesflow.adapters.transforms.Broadcast method) (bayesflow.adapters.transforms.Concatenate method) (bayesflow.adapters.transforms.Constrain method) (bayesflow.adapters.transforms.ConvertDType method) (bayesflow.adapters.transforms.Drop method) (bayesflow.adapters.transforms.ElementwiseTransform method) (bayesflow.adapters.transforms.ExpandDims method) (bayesflow.adapters.transforms.FilterTransform method) (bayesflow.adapters.transforms.Group method) (bayesflow.adapters.transforms.Keep method) (bayesflow.adapters.transforms.Log method) (bayesflow.adapters.transforms.MapTransform method) (bayesflow.adapters.transforms.NanToNum method) (bayesflow.adapters.transforms.NumpyTransform method) (bayesflow.adapters.transforms.OneHot method) (bayesflow.adapters.transforms.RandomSubsample method) (bayesflow.adapters.transforms.Rename method) (bayesflow.adapters.transforms.Scale method) (bayesflow.adapters.transforms.SerializableCustomTransform method) (bayesflow.adapters.transforms.Shift method) (bayesflow.adapters.transforms.Split method) (bayesflow.adapters.transforms.Sqrt method) (bayesflow.adapters.transforms.Squeeze method) (bayesflow.adapters.transforms.Standardize method) (bayesflow.adapters.transforms.Take method) (bayesflow.adapters.transforms.ToArray method) (bayesflow.adapters.transforms.ToDict method) (bayesflow.adapters.transforms.Transform method) (bayesflow.adapters.transforms.Ungroup method) INVERSE_METHODS (bayesflow.adapters.transforms.NumpyTransform attribute) inverse_shifted_softplus() (in module bayesflow.utils.keras_utils) (in module bayesflow.utils.numpy_utils) inverse_sigmoid() (in module bayesflow.utils.numpy_utils) inverse_softplus() (in module bayesflow.utils.keras_utils) (in module bayesflow.utils.numpy_utils) InverseKinematics (class in bayesflow.simulators)

J

jacobian() (in module bayesflow.utils) jacobian_trace() (in module bayesflow.utils) jax_state_sync() (bayesflow.approximators.Approximator method) (bayesflow.approximators.ContinuousApproximator method) (bayesflow.approximators.EnsembleApproximator method) (bayesflow.approximators.ModelComparisonApproximator method) (bayesflow.approximators.RatioApproximator method) (bayesflow.approximators.ScoringRuleApproximator method)

jit_compile (bayesflow.approximators.Approximator property) (bayesflow.approximators.ContinuousApproximator property) (bayesflow.approximators.EnsembleApproximator property) (bayesflow.approximators.ModelComparisonApproximator property) (bayesflow.approximators.RatioApproximator property) (bayesflow.approximators.ScoringRuleApproximator property) jvp() (in module bayesflow.utils)

K

k (bayesflow.networks.inference.scoring.scoring_rules.MeanScore attribute) (bayesflow.networks.inference.scoring.scoring_rules.MedianScore attribute) (bayesflow.networks.inference.scoring.scoring_rules.NormedDifferenceScore attribute) (bayesflow.scoring_rules.MeanScore attribute) (bayesflow.scoring_rules.MedianScore attribute) (bayesflow.scoring_rules.NormedDifferenceScore attribute)

Keep (class in bayesflow.adapters.transforms) keep() (bayesflow.adapters.Adapter method)

L

LambdaSimulator (class in bayesflow.simulators) layer_kwargs() (in module bayesflow.utils) layers (bayesflow.approximators.Approximator property) (bayesflow.approximators.ContinuousApproximator property) (bayesflow.approximators.EnsembleApproximator property) (bayesflow.approximators.ModelComparisonApproximator property) (bayesflow.approximators.RatioApproximator property) (bayesflow.approximators.ScoringRuleApproximator property) (bayesflow.networks.subnets.MLP property) load_own_variables() (bayesflow.approximators.Approximator method) (bayesflow.approximators.ContinuousApproximator method) (bayesflow.approximators.EnsembleApproximator method) (bayesflow.approximators.ModelComparisonApproximator method) (bayesflow.approximators.RatioApproximator method) (bayesflow.approximators.ScoringRuleApproximator method) (bayesflow.distributions.DiagonalNormal method) (bayesflow.distributions.DiagonalStudentT method) (bayesflow.distributions.Distribution method) (bayesflow.distributions.Mixture method) (bayesflow.experimental.FreeFormFlow method) (bayesflow.links.CholeskyFactor method) (bayesflow.links.Ordered method) (bayesflow.links.OrderedQuantiles method) (bayesflow.links.PositiveDefinite method) (bayesflow.networks.inference.consistency.ConsistencyModel method) (bayesflow.networks.inference.consistency.StableConsistencyModel method) (bayesflow.networks.inference.coupling.CouplingFlow method) (bayesflow.networks.inference.diffusion.DiffusionModel method) (bayesflow.networks.inference.flow_matching.FlowMatching method) (bayesflow.networks.inference.inference_network.InferenceNetwork method) (bayesflow.networks.inference.scoring.PointNetwork method) (bayesflow.networks.inference.scoring.ScoringRuleNetwork method) (bayesflow.networks.subnets.MLP method) (bayesflow.networks.subnets.ResidualUViT method) (bayesflow.networks.subnets.TimeMLP method) (bayesflow.networks.subnets.UNet method) (bayesflow.networks.subnets.UViT method) (bayesflow.networks.summary.ConvolutionalNetwork method) (bayesflow.networks.summary.DeepSet method) (bayesflow.networks.summary.FusionNetwork method) (bayesflow.networks.summary.FusionTransformer method) (bayesflow.networks.summary.SetTransformer method) (bayesflow.networks.summary.SummaryNetwork method) (bayesflow.networks.summary.TimeSeriesNetwork method) (bayesflow.networks.summary.TimeSeriesTransformer method) (bayesflow.wrappers.mamba.mamba.Mamba method) (bayesflow.wrappers.mamba.mamba_block.MambaBlock method) load_weights() (bayesflow.approximators.Approximator method) (bayesflow.approximators.ContinuousApproximator method) (bayesflow.approximators.EnsembleApproximator method) (bayesflow.approximators.ModelComparisonApproximator method) (bayesflow.approximators.RatioApproximator method) (bayesflow.approximators.ScoringRuleApproximator method) Log (class in bayesflow.adapters.transforms) log() (bayesflow.adapters.Adapter method) (in module bayesflow.utils.logging) log_det_jac() (bayesflow.adapters.transforms.AsSet method) (bayesflow.adapters.transforms.AsTimeSeries method) (bayesflow.adapters.transforms.Broadcast method) (bayesflow.adapters.transforms.Concatenate method) (bayesflow.adapters.transforms.Constrain method) (bayesflow.adapters.transforms.ConvertDType method) (bayesflow.adapters.transforms.Drop method) (bayesflow.adapters.transforms.ElementwiseTransform method) (bayesflow.adapters.transforms.ExpandDims method) (bayesflow.adapters.transforms.FilterTransform method) (bayesflow.adapters.transforms.Group method) (bayesflow.adapters.transforms.Keep method) (bayesflow.adapters.transforms.Log method) (bayesflow.adapters.transforms.MapTransform method) (bayesflow.adapters.transforms.NanToNum method) (bayesflow.adapters.transforms.NumpyTransform method) (bayesflow.adapters.transforms.OneHot method) (bayesflow.adapters.transforms.RandomSubsample method) (bayesflow.adapters.transforms.Rename method) (bayesflow.adapters.transforms.Scale method) (bayesflow.adapters.transforms.SerializableCustomTransform method) (bayesflow.adapters.transforms.Shift method) (bayesflow.adapters.transforms.Split method) (bayesflow.adapters.transforms.Sqrt method) (bayesflow.adapters.transforms.Squeeze method) (bayesflow.adapters.transforms.Standardize method) (bayesflow.adapters.transforms.Take method) (bayesflow.adapters.transforms.ToArray method) (bayesflow.adapters.transforms.ToDict method) (bayesflow.adapters.transforms.Transform method) (bayesflow.adapters.transforms.Ungroup method)

log_prob() (bayesflow.approximators.ContinuousApproximator method) (bayesflow.approximators.EnsembleApproximator method) (bayesflow.approximators.ScoringRuleApproximator method) (bayesflow.distributions.DiagonalNormal method) (bayesflow.distributions.DiagonalStudentT method) (bayesflow.distributions.Distribution method) (bayesflow.distributions.Mixture method) (bayesflow.experimental.FreeFormFlow method) (bayesflow.networks.inference.consistency.ConsistencyModel method) (bayesflow.networks.inference.consistency.StableConsistencyModel method) (bayesflow.networks.inference.coupling.CouplingFlow method) (bayesflow.networks.inference.diffusion.DiffusionModel method) (bayesflow.networks.inference.flow_matching.FlowMatching method) (bayesflow.networks.inference.inference_network.InferenceNetwork method) (bayesflow.networks.inference.scoring.PointNetwork method) (bayesflow.networks.inference.scoring.scoring_rules.MvNormalScore method) (bayesflow.networks.inference.scoring.scoring_rules.ParametricDistributionScore method) (bayesflow.networks.inference.scoring.ScoringRuleNetwork method) (bayesflow.scoring_rules.MvNormalScore method) (bayesflow.scoring_rules.ParametricDistributionScore method) (bayesflow.workflows.BasicWorkflow method) (bayesflow.workflows.EnsembleWorkflow method) log_ratio() (bayesflow.approximators.RatioApproximator method) logits() (bayesflow.approximators.RatioApproximator method) loss() (in module bayesflow.diagnostics) losses (bayesflow.approximators.Approximator property) (bayesflow.approximators.ContinuousApproximator property) (bayesflow.approximators.EnsembleApproximator property) (bayesflow.approximators.ModelComparisonApproximator property) (bayesflow.approximators.RatioApproximator property) (bayesflow.approximators.ScoringRuleApproximator property) (bayesflow.distributions.DiagonalNormal property) (bayesflow.distributions.DiagonalStudentT property) (bayesflow.distributions.Distribution property) (bayesflow.distributions.Mixture property) (bayesflow.experimental.FreeFormFlow property) (bayesflow.links.CholeskyFactor property) (bayesflow.links.Ordered property) (bayesflow.links.OrderedQuantiles property) (bayesflow.links.PositiveDefinite property) (bayesflow.networks.inference.consistency.ConsistencyModel property) (bayesflow.networks.inference.consistency.StableConsistencyModel property) (bayesflow.networks.inference.coupling.CouplingFlow property) (bayesflow.networks.inference.diffusion.DiffusionModel property) (bayesflow.networks.inference.flow_matching.FlowMatching property) (bayesflow.networks.inference.inference_network.InferenceNetwork property) (bayesflow.networks.inference.scoring.PointNetwork property) (bayesflow.networks.inference.scoring.ScoringRuleNetwork property) (bayesflow.networks.subnets.MLP property) (bayesflow.networks.subnets.ResidualUViT property) (bayesflow.networks.subnets.TimeMLP property) (bayesflow.networks.subnets.UNet property) (bayesflow.networks.subnets.UViT property) (bayesflow.networks.summary.ConvolutionalNetwork property) (bayesflow.networks.summary.DeepSet property) (bayesflow.networks.summary.FusionNetwork property) (bayesflow.networks.summary.FusionTransformer property) (bayesflow.networks.summary.SetTransformer property) (bayesflow.networks.summary.SummaryNetwork property) (bayesflow.networks.summary.TimeSeriesNetwork property) (bayesflow.networks.summary.TimeSeriesTransformer property) (bayesflow.wrappers.mamba.mamba.Mamba property) (bayesflow.wrappers.mamba.mamba_block.MambaBlock property) LotkaVolterra (class in bayesflow.simulators)

M

make_predict_function() (bayesflow.approximators.Approximator method) (bayesflow.approximators.ContinuousApproximator method) (bayesflow.approximators.EnsembleApproximator method) (bayesflow.approximators.ModelComparisonApproximator method) (bayesflow.approximators.RatioApproximator method) (bayesflow.approximators.ScoringRuleApproximator method) make_quadratic() (in module bayesflow.utils) make_simulator() (bayesflow.workflows.BasicWorkflow method) (bayesflow.workflows.EnsembleWorkflow method) (in module bayesflow.simulators) make_test_function() (bayesflow.approximators.Approximator method) (bayesflow.approximators.ContinuousApproximator method) (bayesflow.approximators.EnsembleApproximator method) (bayesflow.approximators.ModelComparisonApproximator method) (bayesflow.approximators.RatioApproximator method) (bayesflow.approximators.ScoringRuleApproximator method) make_train_function() (bayesflow.approximators.Approximator method) (bayesflow.approximators.ContinuousApproximator method) (bayesflow.approximators.EnsembleApproximator method) (bayesflow.approximators.ModelComparisonApproximator method) (bayesflow.approximators.RatioApproximator method) (bayesflow.approximators.ScoringRuleApproximator method) Mamba (class in bayesflow.wrappers.mamba.mamba) MambaBlock (class in bayesflow.wrappers.mamba.mamba_block) map_dtype() (bayesflow.adapters.Adapter method) MapTransform (class in bayesflow.adapters.transforms) mask_key (bayesflow.adapters.transforms.NanToNum property) max_queue_size (bayesflow.datasets.DiskDataset property) (bayesflow.datasets.EnsembleDataset property) (bayesflow.datasets.EnsembleIndexedDataset property) (bayesflow.datasets.EnsembleOnlineDataset property) (bayesflow.datasets.OfflineDataset property) (bayesflow.datasets.OnlineDataset property) maximum_mean_discrepancy() (in module bayesflow.metrics.functional) MaximumMeanDiscrepancy (class in bayesflow.metrics) maybe_mask_tensor() (in module bayesflow.utils) mc_calibration() (in module bayesflow.diagnostics) mc_confusion_matrix() (in module bayesflow.diagnostics) MeanScore (class in bayesflow.networks.inference.scoring.scoring_rules) (class in bayesflow.scoring_rules) MedianScore (class in bayesflow.networks.inference.scoring.scoring_rules) (class in bayesflow.scoring_rules) metrics (bayesflow.approximators.Approximator property) (bayesflow.approximators.ContinuousApproximator property) (bayesflow.approximators.EnsembleApproximator property) (bayesflow.approximators.ModelComparisonApproximator property) (bayesflow.approximators.RatioApproximator property) (bayesflow.approximators.ScoringRuleApproximator property) (bayesflow.distributions.DiagonalNormal property) (bayesflow.distributions.DiagonalStudentT property) (bayesflow.distributions.Distribution property) (bayesflow.distributions.Mixture property) (bayesflow.experimental.FreeFormFlow property) (bayesflow.links.CholeskyFactor property) (bayesflow.links.Ordered property) (bayesflow.links.OrderedQuantiles property) (bayesflow.links.PositiveDefinite property) (bayesflow.networks.inference.consistency.ConsistencyModel property) (bayesflow.networks.inference.consistency.StableConsistencyModel property) (bayesflow.networks.inference.coupling.CouplingFlow property) (bayesflow.networks.inference.diffusion.DiffusionModel property) (bayesflow.networks.inference.flow_matching.FlowMatching property) (bayesflow.networks.inference.inference_network.InferenceNetwork property) (bayesflow.networks.inference.scoring.PointNetwork property) (bayesflow.networks.inference.scoring.ScoringRuleNetwork property) (bayesflow.networks.subnets.MLP property) (bayesflow.networks.subnets.ResidualUViT property) (bayesflow.networks.subnets.TimeMLP property) (bayesflow.networks.subnets.UNet property) (bayesflow.networks.subnets.UViT property) (bayesflow.networks.summary.ConvolutionalNetwork property) (bayesflow.networks.summary.DeepSet property) (bayesflow.networks.summary.FusionNetwork property) (bayesflow.networks.summary.FusionTransformer property) (bayesflow.networks.summary.SetTransformer property) (bayesflow.networks.summary.SummaryNetwork property) (bayesflow.networks.summary.TimeSeriesNetwork property) (bayesflow.networks.summary.TimeSeriesTransformer property) (bayesflow.wrappers.mamba.mamba.Mamba property) (bayesflow.wrappers.mamba.mamba_block.MambaBlock property) metrics_names (bayesflow.approximators.Approximator property) (bayesflow.approximators.ContinuousApproximator property) (bayesflow.approximators.EnsembleApproximator property) (bayesflow.approximators.ModelComparisonApproximator property) (bayesflow.approximators.RatioApproximator property) (bayesflow.approximators.ScoringRuleApproximator property)

metrics_variables (bayesflow.approximators.Approximator property) (bayesflow.approximators.ContinuousApproximator property) (bayesflow.approximators.EnsembleApproximator property) (bayesflow.approximators.ModelComparisonApproximator property) (bayesflow.approximators.RatioApproximator property) (bayesflow.approximators.ScoringRuleApproximator property) (bayesflow.distributions.DiagonalNormal property) (bayesflow.distributions.DiagonalStudentT property) (bayesflow.distributions.Distribution property) (bayesflow.distributions.Mixture property) (bayesflow.experimental.FreeFormFlow property) (bayesflow.links.CholeskyFactor property) (bayesflow.links.Ordered property) (bayesflow.links.OrderedQuantiles property) (bayesflow.links.PositiveDefinite property) (bayesflow.networks.inference.consistency.ConsistencyModel property) (bayesflow.networks.inference.consistency.StableConsistencyModel property) (bayesflow.networks.inference.coupling.CouplingFlow property) (bayesflow.networks.inference.diffusion.DiffusionModel property) (bayesflow.networks.inference.flow_matching.FlowMatching property) (bayesflow.networks.inference.inference_network.InferenceNetwork property) (bayesflow.networks.inference.scoring.PointNetwork property) (bayesflow.networks.inference.scoring.ScoringRuleNetwork property) (bayesflow.networks.subnets.MLP property) (bayesflow.networks.subnets.ResidualUViT property) (bayesflow.networks.subnets.TimeMLP property) (bayesflow.networks.subnets.UNet property) (bayesflow.networks.subnets.UViT property) (bayesflow.networks.summary.ConvolutionalNetwork property) (bayesflow.networks.summary.DeepSet property) (bayesflow.networks.summary.FusionNetwork property) (bayesflow.networks.summary.FusionTransformer property) (bayesflow.networks.summary.SetTransformer property) (bayesflow.networks.summary.SummaryNetwork property) (bayesflow.networks.summary.TimeSeriesNetwork property) (bayesflow.networks.summary.TimeSeriesTransformer property) (bayesflow.wrappers.mamba.mamba.Mamba property) (bayesflow.wrappers.mamba.mamba_block.MambaBlock property) Mixture (class in bayesflow.distributions) MLP (class in bayesflow.networks.subnets) mmd_hypothesis_test() (in module bayesflow.diagnostics) model_kwargs() (in module bayesflow.utils) ModelComparisonApproximator (class in bayesflow.approximators) ModelComparisonSimulator (class in bayesflow.simulators) module bayesflow bayesflow.adapters bayesflow.adapters.transforms bayesflow.approximators bayesflow.augmentations bayesflow.augmentations.nnpe bayesflow.datasets bayesflow.diagnostics bayesflow.distributions bayesflow.experimental bayesflow.links bayesflow.metrics bayesflow.metrics.functional bayesflow.networks bayesflow.networks.defaults bayesflow.networks.inference bayesflow.networks.inference.consistency bayesflow.networks.inference.coupling bayesflow.networks.inference.diffusion bayesflow.networks.inference.flow_matching bayesflow.networks.inference.inference_network bayesflow.networks.inference.scoring bayesflow.networks.inference.scoring.scoring_rules bayesflow.networks.subnets bayesflow.networks.summary bayesflow.scoring_rules bayesflow.simulators bayesflow.types bayesflow.utils bayesflow.utils.keras_utils bayesflow.utils.logging bayesflow.utils.numpy_utils bayesflow.utils.serialization bayesflow.utils.tree bayesflow.workflows bayesflow.wrappers bayesflow.wrappers.mamba bayesflow.wrappers.mamba.mamba bayesflow.wrappers.mamba.mamba_block MvNormalScore (class in bayesflow.networks.inference.scoring.scoring_rules) (class in bayesflow.scoring_rules)

N

nan_to_num() (bayesflow.adapters.Adapter method) NanToNum (class in bayesflow.adapters.transforms) NNPE (class in bayesflow.augmentations.nnpe) NoiseSchedule (class in bayesflow.networks.inference.diffusion) non_trainable_variables (bayesflow.approximators.Approximator property) (bayesflow.approximators.ContinuousApproximator property) (bayesflow.approximators.EnsembleApproximator property) (bayesflow.approximators.ModelComparisonApproximator property) (bayesflow.approximators.RatioApproximator property) (bayesflow.approximators.ScoringRuleApproximator property) (bayesflow.distributions.DiagonalNormal property) (bayesflow.distributions.DiagonalStudentT property) (bayesflow.distributions.Distribution property) (bayesflow.distributions.Mixture property) (bayesflow.experimental.FreeFormFlow property) (bayesflow.links.CholeskyFactor property) (bayesflow.links.Ordered property) (bayesflow.links.OrderedQuantiles property) (bayesflow.links.PositiveDefinite property) (bayesflow.networks.inference.consistency.ConsistencyModel property) (bayesflow.networks.inference.consistency.StableConsistencyModel property) (bayesflow.networks.inference.coupling.CouplingFlow property) (bayesflow.networks.inference.diffusion.DiffusionModel property) (bayesflow.networks.inference.flow_matching.FlowMatching property) (bayesflow.networks.inference.inference_network.InferenceNetwork property) (bayesflow.networks.inference.scoring.PointNetwork property) (bayesflow.networks.inference.scoring.ScoringRuleNetwork property) (bayesflow.networks.subnets.MLP property) (bayesflow.networks.subnets.ResidualUViT property) (bayesflow.networks.subnets.TimeMLP property) (bayesflow.networks.subnets.UNet property) (bayesflow.networks.subnets.UViT property) (bayesflow.networks.summary.ConvolutionalNetwork property) (bayesflow.networks.summary.DeepSet property) (bayesflow.networks.summary.FusionNetwork property) (bayesflow.networks.summary.FusionTransformer property) (bayesflow.networks.summary.SetTransformer property) (bayesflow.networks.summary.SummaryNetwork property) (bayesflow.networks.summary.TimeSeriesNetwork property) (bayesflow.networks.summary.TimeSeriesTransformer property) (bayesflow.wrappers.mamba.mamba.Mamba property) (bayesflow.wrappers.mamba.mamba_block.MambaBlock property) non_trainable_weights (bayesflow.approximators.Approximator property) (bayesflow.approximators.ContinuousApproximator property) (bayesflow.approximators.EnsembleApproximator property) (bayesflow.approximators.ModelComparisonApproximator property) (bayesflow.approximators.RatioApproximator property) (bayesflow.approximators.ScoringRuleApproximator property) (bayesflow.distributions.DiagonalNormal property) (bayesflow.distributions.DiagonalStudentT property) (bayesflow.distributions.Distribution property) (bayesflow.distributions.Mixture property) (bayesflow.experimental.FreeFormFlow property) (bayesflow.links.CholeskyFactor property) (bayesflow.links.Ordered property) (bayesflow.links.OrderedQuantiles property) (bayesflow.links.PositiveDefinite property) (bayesflow.networks.inference.consistency.ConsistencyModel property) (bayesflow.networks.inference.consistency.StableConsistencyModel property) (bayesflow.networks.inference.coupling.CouplingFlow property) (bayesflow.networks.inference.diffusion.DiffusionModel property) (bayesflow.networks.inference.flow_matching.FlowMatching property) (bayesflow.networks.inference.inference_network.InferenceNetwork property) (bayesflow.networks.inference.scoring.PointNetwork property) (bayesflow.networks.inference.scoring.ScoringRuleNetwork property) (bayesflow.networks.subnets.MLP property) (bayesflow.networks.subnets.ResidualUViT property) (bayesflow.networks.subnets.TimeMLP property) (bayesflow.networks.subnets.UNet property) (bayesflow.networks.subnets.UViT property) (bayesflow.networks.summary.ConvolutionalNetwork property) (bayesflow.networks.summary.DeepSet property) (bayesflow.networks.summary.FusionNetwork property) (bayesflow.networks.summary.FusionTransformer property) (bayesflow.networks.summary.SetTransformer property) (bayesflow.networks.summary.SummaryNetwork property) (bayesflow.networks.summary.TimeSeriesNetwork property) (bayesflow.networks.summary.TimeSeriesTransformer property) (bayesflow.wrappers.mamba.mamba.Mamba property) (bayesflow.wrappers.mamba.mamba_block.MambaBlock property)

NormedDifferenceScore (class in bayesflow.networks.inference.scoring.scoring_rules) (class in bayesflow.scoring_rules) NOT_TRANSFORMING_LIKE_VECTOR_WARNING (bayesflow.networks.inference.scoring.scoring_rules.CrossEntropyScore attribute) (bayesflow.networks.inference.scoring.scoring_rules.MeanScore attribute) (bayesflow.networks.inference.scoring.scoring_rules.MedianScore attribute) (bayesflow.networks.inference.scoring.scoring_rules.MvNormalScore attribute) (bayesflow.networks.inference.scoring.scoring_rules.NormedDifferenceScore attribute) (bayesflow.networks.inference.scoring.scoring_rules.ParametricDistributionScore attribute) (bayesflow.networks.inference.scoring.scoring_rules.QuantileScore attribute) (bayesflow.networks.inference.scoring.scoring_rules.ScoringRule attribute) (bayesflow.scoring_rules.CrossEntropyScore attribute) (bayesflow.scoring_rules.MeanScore attribute) (bayesflow.scoring_rules.MedianScore attribute) (bayesflow.scoring_rules.MvNormalScore attribute) (bayesflow.scoring_rules.NormedDifferenceScore attribute) (bayesflow.scoring_rules.ParametricDistributionScore attribute) (bayesflow.scoring_rules.QuantileScore attribute) (bayesflow.scoring_rules.ScoringRule attribute) num_batches (bayesflow.datasets.DiskDataset property) (bayesflow.datasets.EnsembleDataset property) (bayesflow.datasets.EnsembleIndexedDataset property) (bayesflow.datasets.EnsembleOnlineDataset property) (bayesflow.datasets.OfflineDataset property) (bayesflow.datasets.OnlineDataset property) NumpyTransform (class in bayesflow.adapters.transforms)

O

observation_model() (bayesflow.simulators.BernoulliGLM method) (bayesflow.simulators.BernoulliGLMRaw method) (bayesflow.simulators.GaussianLinear method) (bayesflow.simulators.GaussianLinearUniform method) (bayesflow.simulators.GaussianMixture method) (bayesflow.simulators.InverseKinematics method) (bayesflow.simulators.LotkaVolterra method) (bayesflow.simulators.SIR method) (bayesflow.simulators.SLCP method) (bayesflow.simulators.SLCPDistractors method) (bayesflow.simulators.TwoMoons method) OfflineDataset (class in bayesflow.datasets) on_epoch_begin() (bayesflow.datasets.DiskDataset method) (bayesflow.datasets.EnsembleDataset method) (bayesflow.datasets.EnsembleIndexedDataset method) (bayesflow.datasets.EnsembleOnlineDataset method) (bayesflow.datasets.OfflineDataset method) (bayesflow.datasets.OnlineDataset method) on_epoch_end() (bayesflow.datasets.DiskDataset method) (bayesflow.datasets.EnsembleDataset method) (bayesflow.datasets.EnsembleIndexedDataset method) (bayesflow.datasets.EnsembleOnlineDataset method) (bayesflow.datasets.OfflineDataset method) (bayesflow.datasets.OnlineDataset method) one_hot() (bayesflow.adapters.Adapter method) (in module bayesflow.utils.numpy_utils) OneHot (class in bayesflow.adapters.transforms) OnlineDataset (class in bayesflow.datasets) optimal_transport() (in module bayesflow.utils) Ordered (class in bayesflow.links) OrderedQuantiles (class in bayesflow.links) output (bayesflow.approximators.Approximator property) (bayesflow.approximators.ContinuousApproximator property) (bayesflow.approximators.EnsembleApproximator property) (bayesflow.approximators.ModelComparisonApproximator property) (bayesflow.approximators.RatioApproximator property) (bayesflow.approximators.ScoringRuleApproximator property) (bayesflow.distributions.DiagonalNormal property) (bayesflow.distributions.DiagonalStudentT property) (bayesflow.distributions.Distribution property) (bayesflow.distributions.Mixture property) (bayesflow.experimental.FreeFormFlow property) (bayesflow.links.CholeskyFactor property) (bayesflow.links.Ordered property) (bayesflow.links.OrderedQuantiles property) (bayesflow.links.PositiveDefinite property) (bayesflow.networks.inference.consistency.ConsistencyModel property) (bayesflow.networks.inference.consistency.StableConsistencyModel property) (bayesflow.networks.inference.coupling.CouplingFlow property) (bayesflow.networks.inference.diffusion.DiffusionModel property) (bayesflow.networks.inference.flow_matching.FlowMatching property) (bayesflow.networks.inference.inference_network.InferenceNetwork property) (bayesflow.networks.inference.scoring.PointNetwork property) (bayesflow.networks.inference.scoring.ScoringRuleNetwork property) (bayesflow.networks.subnets.MLP property) (bayesflow.networks.subnets.ResidualUViT property) (bayesflow.networks.subnets.TimeMLP property) (bayesflow.networks.subnets.UNet property) (bayesflow.networks.subnets.UViT property) (bayesflow.networks.summary.ConvolutionalNetwork property) (bayesflow.networks.summary.DeepSet property) (bayesflow.networks.summary.FusionNetwork property) (bayesflow.networks.summary.FusionTransformer property) (bayesflow.networks.summary.SetTransformer property) (bayesflow.networks.summary.SummaryNetwork property) (bayesflow.networks.summary.TimeSeriesNetwork property) (bayesflow.networks.summary.TimeSeriesTransformer property) (bayesflow.wrappers.mamba.mamba.Mamba property) (bayesflow.wrappers.mamba.mamba_block.MambaBlock property)

P

pad() (in module bayesflow.utils) pairs_posterior() (in module bayesflow.diagnostics) pairs_quantity() (in module bayesflow.diagnostics) pairs_samples() (in module bayesflow.diagnostics) ParametricDistributionScore (class in bayesflow.networks.inference.scoring.scoring_rules) (class in bayesflow.scoring_rules) parse_bytes() (in module bayesflow.utils) path (bayesflow.approximators.Approximator property) (bayesflow.approximators.ContinuousApproximator property) (bayesflow.approximators.EnsembleApproximator property) (bayesflow.approximators.ModelComparisonApproximator property) (bayesflow.approximators.RatioApproximator property) (bayesflow.approximators.ScoringRuleApproximator property) (bayesflow.distributions.DiagonalNormal property) (bayesflow.distributions.DiagonalStudentT property) (bayesflow.distributions.Distribution property) (bayesflow.distributions.Mixture property) (bayesflow.experimental.FreeFormFlow property) (bayesflow.links.CholeskyFactor property) (bayesflow.links.Ordered property) (bayesflow.links.OrderedQuantiles property) (bayesflow.links.PositiveDefinite property) (bayesflow.networks.inference.consistency.ConsistencyModel property) (bayesflow.networks.inference.consistency.StableConsistencyModel property) (bayesflow.networks.inference.coupling.CouplingFlow property) (bayesflow.networks.inference.diffusion.DiffusionModel property) (bayesflow.networks.inference.flow_matching.FlowMatching property) (bayesflow.networks.inference.inference_network.InferenceNetwork property) (bayesflow.networks.inference.scoring.PointNetwork property) (bayesflow.networks.inference.scoring.ScoringRuleNetwork property) (bayesflow.networks.subnets.MLP property) (bayesflow.networks.subnets.ResidualUViT property) (bayesflow.networks.subnets.TimeMLP property) (bayesflow.networks.subnets.UNet property) (bayesflow.networks.subnets.UViT property) (bayesflow.networks.summary.ConvolutionalNetwork property) (bayesflow.networks.summary.DeepSet property) (bayesflow.networks.summary.FusionNetwork property) (bayesflow.networks.summary.FusionTransformer property) (bayesflow.networks.summary.SetTransformer property) (bayesflow.networks.summary.SummaryNetwork property) (bayesflow.networks.summary.TimeSeriesNetwork property) (bayesflow.networks.summary.TimeSeriesTransformer property) (bayesflow.wrappers.mamba.mamba.Mamba property) (bayesflow.wrappers.mamba.mamba_block.MambaBlock property)

pickle_load() (in module bayesflow.utils) plot_custom_diagnostics() (bayesflow.workflows.BasicWorkflow method) (bayesflow.workflows.EnsembleWorkflow method) plot_default_diagnostics() (bayesflow.workflows.BasicWorkflow method) (bayesflow.workflows.EnsembleWorkflow method) plot_diagnostics() (bayesflow.workflows.BasicWorkflow method) (bayesflow.workflows.EnsembleWorkflow method) plot_quantity() (in module bayesflow.diagnostics) PointNetwork (class in bayesflow.networks.inference.scoring) pop() (bayesflow.adapters.Adapter method) positive_diag() (in module bayesflow.utils) PositiveDefinite (class in bayesflow.links) posterior_contraction() (in module bayesflow.diagnostics) posterior_z_score() (in module bayesflow.diagnostics) predict() (bayesflow.approximators.Approximator method) (bayesflow.approximators.ContinuousApproximator method) (bayesflow.approximators.EnsembleApproximator method) (bayesflow.approximators.ModelComparisonApproximator method) (bayesflow.approximators.RatioApproximator method) (bayesflow.approximators.ScoringRuleApproximator method) predict_on_batch() (bayesflow.approximators.Approximator method) (bayesflow.approximators.ContinuousApproximator method) (bayesflow.approximators.EnsembleApproximator method) (bayesflow.approximators.ModelComparisonApproximator method) (bayesflow.approximators.RatioApproximator method) (bayesflow.approximators.ScoringRuleApproximator method) predict_step() (bayesflow.approximators.Approximator method) (bayesflow.approximators.ContinuousApproximator method) (bayesflow.approximators.EnsembleApproximator method) (bayesflow.approximators.ModelComparisonApproximator method) (bayesflow.approximators.RatioApproximator method) (bayesflow.approximators.ScoringRuleApproximator method) prepare_plot_data() (in module bayesflow.utils) prettify_subplots() (in module bayesflow.utils) prior() (bayesflow.simulators.BernoulliGLM method) (bayesflow.simulators.BernoulliGLMRaw method) (bayesflow.simulators.GaussianLinear method) (bayesflow.simulators.GaussianLinearUniform method) (bayesflow.simulators.GaussianMixture method) (bayesflow.simulators.InverseKinematics method) (bayesflow.simulators.LotkaVolterra method) (bayesflow.simulators.SIR method) (bayesflow.simulators.SLCP method) (bayesflow.simulators.SLCPDistractors method) (bayesflow.simulators.TwoMoons method)

Q

QuantileScore (class in bayesflow.networks.inference.scoring.scoring_rules) (class in bayesflow.scoring_rules) quantization_mode (bayesflow.approximators.Approximator property) (bayesflow.approximators.ContinuousApproximator property) (bayesflow.approximators.EnsembleApproximator property) (bayesflow.approximators.ModelComparisonApproximator property) (bayesflow.approximators.RatioApproximator property) (bayesflow.approximators.ScoringRuleApproximator property) (bayesflow.distributions.DiagonalNormal property) (bayesflow.distributions.DiagonalStudentT property) (bayesflow.distributions.Distribution property) (bayesflow.distributions.Mixture property) (bayesflow.experimental.FreeFormFlow property) (bayesflow.links.CholeskyFactor property) (bayesflow.links.Ordered property) (bayesflow.links.OrderedQuantiles property) (bayesflow.links.PositiveDefinite property) (bayesflow.networks.inference.consistency.ConsistencyModel property) (bayesflow.networks.inference.consistency.StableConsistencyModel property) (bayesflow.networks.inference.coupling.CouplingFlow property) (bayesflow.networks.inference.diffusion.DiffusionModel property) (bayesflow.networks.inference.flow_matching.FlowMatching property) (bayesflow.networks.inference.inference_network.InferenceNetwork property) (bayesflow.networks.inference.scoring.PointNetwork property) (bayesflow.networks.inference.scoring.ScoringRuleNetwork property) (bayesflow.networks.subnets.MLP property) (bayesflow.networks.subnets.ResidualUViT property) (bayesflow.networks.subnets.TimeMLP property) (bayesflow.networks.subnets.UNet property) (bayesflow.networks.subnets.UViT property) (bayesflow.networks.summary.ConvolutionalNetwork property) (bayesflow.networks.summary.DeepSet property) (bayesflow.networks.summary.FusionNetwork property) (bayesflow.networks.summary.FusionTransformer property) (bayesflow.networks.summary.SetTransformer property) (bayesflow.networks.summary.SummaryNetwork property) (bayesflow.networks.summary.TimeSeriesNetwork property) (bayesflow.networks.summary.TimeSeriesTransformer property) (bayesflow.wrappers.mamba.mamba.Mamba property) (bayesflow.wrappers.mamba.mamba_block.MambaBlock property) quantize() (bayesflow.approximators.Approximator method) (bayesflow.approximators.ContinuousApproximator method) (bayesflow.approximators.EnsembleApproximator method) (bayesflow.approximators.ModelComparisonApproximator method) (bayesflow.approximators.RatioApproximator method) (bayesflow.approximators.ScoringRuleApproximator method) (bayesflow.distributions.DiagonalNormal method) (bayesflow.distributions.DiagonalStudentT method) (bayesflow.distributions.Distribution method) (bayesflow.distributions.Mixture method) (bayesflow.experimental.FreeFormFlow method) (bayesflow.links.CholeskyFactor method) (bayesflow.links.Ordered method) (bayesflow.links.OrderedQuantiles method) (bayesflow.links.PositiveDefinite method) (bayesflow.networks.inference.consistency.ConsistencyModel method) (bayesflow.networks.inference.consistency.StableConsistencyModel method) (bayesflow.networks.inference.coupling.CouplingFlow method) (bayesflow.networks.inference.diffusion.DiffusionModel method) (bayesflow.networks.inference.flow_matching.FlowMatching method) (bayesflow.networks.inference.inference_network.InferenceNetwork method) (bayesflow.networks.inference.scoring.PointNetwork method) (bayesflow.networks.inference.scoring.ScoringRuleNetwork method) (bayesflow.networks.subnets.MLP method) (bayesflow.networks.subnets.ResidualUViT method) (bayesflow.networks.subnets.TimeMLP method) (bayesflow.networks.subnets.UNet method) (bayesflow.networks.subnets.UViT method) (bayesflow.networks.summary.ConvolutionalNetwork method) (bayesflow.networks.summary.DeepSet method) (bayesflow.networks.summary.FusionNetwork method) (bayesflow.networks.summary.FusionTransformer method) (bayesflow.networks.summary.SetTransformer method) (bayesflow.networks.summary.SummaryNetwork method) (bayesflow.networks.summary.TimeSeriesNetwork method) (bayesflow.networks.summary.TimeSeriesTransformer method) (bayesflow.wrappers.mamba.mamba.Mamba method) (bayesflow.wrappers.mamba.mamba_block.MambaBlock method)

quantized_build() (bayesflow.approximators.Approximator method) (bayesflow.approximators.ContinuousApproximator method) (bayesflow.approximators.EnsembleApproximator method) (bayesflow.approximators.ModelComparisonApproximator method) (bayesflow.approximators.RatioApproximator method) (bayesflow.approximators.ScoringRuleApproximator method) (bayesflow.distributions.DiagonalNormal method) (bayesflow.distributions.DiagonalStudentT method) (bayesflow.distributions.Distribution method) (bayesflow.distributions.Mixture method) (bayesflow.experimental.FreeFormFlow method) (bayesflow.links.CholeskyFactor method) (bayesflow.links.Ordered method) (bayesflow.links.OrderedQuantiles method) (bayesflow.links.PositiveDefinite method) (bayesflow.networks.inference.consistency.ConsistencyModel method) (bayesflow.networks.inference.consistency.StableConsistencyModel method) (bayesflow.networks.inference.coupling.CouplingFlow method) (bayesflow.networks.inference.diffusion.DiffusionModel method) (bayesflow.networks.inference.flow_matching.FlowMatching method) (bayesflow.networks.inference.inference_network.InferenceNetwork method) (bayesflow.networks.inference.scoring.PointNetwork method) (bayesflow.networks.inference.scoring.ScoringRuleNetwork method) (bayesflow.networks.subnets.MLP method) (bayesflow.networks.subnets.ResidualUViT method) (bayesflow.networks.subnets.TimeMLP method) (bayesflow.networks.subnets.UNet method) (bayesflow.networks.subnets.UViT method) (bayesflow.networks.summary.ConvolutionalNetwork method) (bayesflow.networks.summary.DeepSet method) (bayesflow.networks.summary.FusionNetwork method) (bayesflow.networks.summary.FusionTransformer method) (bayesflow.networks.summary.SetTransformer method) (bayesflow.networks.summary.SummaryNetwork method) (bayesflow.networks.summary.TimeSeriesNetwork method) (bayesflow.networks.summary.TimeSeriesTransformer method) (bayesflow.wrappers.mamba.mamba.Mamba method) (bayesflow.wrappers.mamba.mamba_block.MambaBlock method) quantized_call() (bayesflow.approximators.Approximator method) (bayesflow.approximators.ContinuousApproximator method) (bayesflow.approximators.EnsembleApproximator method) (bayesflow.approximators.ModelComparisonApproximator method) (bayesflow.approximators.RatioApproximator method) (bayesflow.approximators.ScoringRuleApproximator method) (bayesflow.distributions.DiagonalNormal method) (bayesflow.distributions.DiagonalStudentT method) (bayesflow.distributions.Distribution method) (bayesflow.distributions.Mixture method) (bayesflow.experimental.FreeFormFlow method) (bayesflow.links.CholeskyFactor method) (bayesflow.links.Ordered method) (bayesflow.links.OrderedQuantiles method) (bayesflow.links.PositiveDefinite method) (bayesflow.networks.inference.consistency.ConsistencyModel method) (bayesflow.networks.inference.consistency.StableConsistencyModel method) (bayesflow.networks.inference.coupling.CouplingFlow method) (bayesflow.networks.inference.diffusion.DiffusionModel method) (bayesflow.networks.inference.flow_matching.FlowMatching method) (bayesflow.networks.inference.inference_network.InferenceNetwork method) (bayesflow.networks.inference.scoring.PointNetwork method) (bayesflow.networks.inference.scoring.ScoringRuleNetwork method) (bayesflow.networks.subnets.MLP method) (bayesflow.networks.subnets.ResidualUViT method) (bayesflow.networks.subnets.TimeMLP method) (bayesflow.networks.subnets.UNet method) (bayesflow.networks.subnets.UViT method) (bayesflow.networks.summary.ConvolutionalNetwork method) (bayesflow.networks.summary.DeepSet method) (bayesflow.networks.summary.FusionNetwork method) (bayesflow.networks.summary.FusionTransformer method) (bayesflow.networks.summary.SetTransformer method) (bayesflow.networks.summary.SummaryNetwork method) (bayesflow.networks.summary.TimeSeriesNetwork method) (bayesflow.networks.summary.TimeSeriesTransformer method) (bayesflow.wrappers.mamba.mamba.Mamba method) (bayesflow.wrappers.mamba.mamba_block.MambaBlock method)

R

random_mask() (in module bayesflow.utils) random_subsample() (bayesflow.adapters.Adapter method) randomly_mask_along_axis() (in module bayesflow.utils) RandomSubsample (class in bayesflow.adapters.transforms) RatioApproximator (class in bayesflow.approximators) recovery() (in module bayesflow.diagnostics) recovery_from_estimates() (in module bayesflow.diagnostics) rejection_sample() (bayesflow.simulators.BernoulliGLM method) (bayesflow.simulators.BernoulliGLMRaw method) (bayesflow.simulators.GaussianLinear method) (bayesflow.simulators.GaussianLinearUniform method) (bayesflow.simulators.GaussianMixture method) (bayesflow.simulators.HierarchicalSimulator method) (bayesflow.simulators.InverseKinematics method) (bayesflow.simulators.LambdaSimulator method) (bayesflow.simulators.LotkaVolterra method) (bayesflow.simulators.ModelComparisonSimulator method) (bayesflow.simulators.SequentialSimulator method) (bayesflow.simulators.Simulator method) (bayesflow.simulators.SIR method) (bayesflow.simulators.SLCP method) (bayesflow.simulators.SLCPDistractors method) (bayesflow.simulators.TwoMoons method) rematerialized_call() (bayesflow.approximators.Approximator method) (bayesflow.approximators.ContinuousApproximator method) (bayesflow.approximators.EnsembleApproximator method) (bayesflow.approximators.ModelComparisonApproximator method) (bayesflow.approximators.RatioApproximator method) (bayesflow.approximators.ScoringRuleApproximator method) (bayesflow.distributions.DiagonalNormal method) (bayesflow.distributions.DiagonalStudentT method) (bayesflow.distributions.Distribution method) (bayesflow.distributions.Mixture method) (bayesflow.experimental.FreeFormFlow method) (bayesflow.links.CholeskyFactor method) (bayesflow.links.Ordered method) (bayesflow.links.OrderedQuantiles method) (bayesflow.links.PositiveDefinite method) (bayesflow.networks.inference.consistency.ConsistencyModel method) (bayesflow.networks.inference.consistency.StableConsistencyModel method) (bayesflow.networks.inference.coupling.CouplingFlow method) (bayesflow.networks.inference.diffusion.DiffusionModel method) (bayesflow.networks.inference.flow_matching.FlowMatching method) (bayesflow.networks.inference.inference_network.InferenceNetwork method) (bayesflow.networks.inference.scoring.PointNetwork method) (bayesflow.networks.inference.scoring.ScoringRuleNetwork method) (bayesflow.networks.subnets.MLP method) (bayesflow.networks.subnets.ResidualUViT method) (bayesflow.networks.subnets.TimeMLP method) (bayesflow.networks.subnets.UNet method) (bayesflow.networks.subnets.UViT method) (bayesflow.networks.summary.ConvolutionalNetwork method) (bayesflow.networks.summary.DeepSet method) (bayesflow.networks.summary.FusionNetwork method) (bayesflow.networks.summary.FusionTransformer method) (bayesflow.networks.summary.SetTransformer method) (bayesflow.networks.summary.SummaryNetwork method) (bayesflow.networks.summary.TimeSeriesNetwork method) (bayesflow.networks.summary.TimeSeriesTransformer method) (bayesflow.wrappers.mamba.mamba.Mamba method) (bayesflow.wrappers.mamba.mamba_block.MambaBlock method)

remove() (bayesflow.adapters.Adapter method) Rename (class in bayesflow.adapters.transforms) rename() (bayesflow.adapters.Adapter method) reset_metrics() (bayesflow.approximators.Approximator method) (bayesflow.approximators.ContinuousApproximator method) (bayesflow.approximators.EnsembleApproximator method) (bayesflow.approximators.ModelComparisonApproximator method) (bayesflow.approximators.RatioApproximator method) (bayesflow.approximators.ScoringRuleApproximator method) reset_state() (bayesflow.metrics.MaximumMeanDiscrepancy method) (bayesflow.metrics.RootMeanSquaredError method) ResidualUViT (class in bayesflow.networks.subnets) result() (bayesflow.metrics.MaximumMeanDiscrepancy method) (bayesflow.metrics.RootMeanSquaredError method) reverse() (bayesflow.adapters.Adapter method) root_mean_squared_error() (in module bayesflow.metrics.functional) RootMeanSquaredError (class in bayesflow.metrics) run_eagerly (bayesflow.approximators.Approximator property) (bayesflow.approximators.ContinuousApproximator property) (bayesflow.approximators.EnsembleApproximator property) (bayesflow.approximators.ModelComparisonApproximator property) (bayesflow.approximators.RatioApproximator property) (bayesflow.approximators.ScoringRuleApproximator property)

S

sample() (bayesflow.approximators.ContinuousApproximator method) (bayesflow.approximators.EnsembleApproximator method) (bayesflow.approximators.ScoringRuleApproximator method) (bayesflow.distributions.DiagonalNormal method) (bayesflow.distributions.DiagonalStudentT method) (bayesflow.distributions.Distribution method) (bayesflow.distributions.Mixture method) (bayesflow.experimental.FreeFormFlow method) (bayesflow.networks.inference.consistency.ConsistencyModel method) (bayesflow.networks.inference.consistency.StableConsistencyModel method) (bayesflow.networks.inference.coupling.CouplingFlow method) (bayesflow.networks.inference.diffusion.DiffusionModel method) (bayesflow.networks.inference.flow_matching.FlowMatching method) (bayesflow.networks.inference.inference_network.InferenceNetwork method) (bayesflow.networks.inference.scoring.PointNetwork method) (bayesflow.networks.inference.scoring.scoring_rules.MvNormalScore method) (bayesflow.networks.inference.scoring.scoring_rules.ParametricDistributionScore method) (bayesflow.networks.inference.scoring.ScoringRuleNetwork method) (bayesflow.scoring_rules.MvNormalScore method) (bayesflow.scoring_rules.ParametricDistributionScore method) (bayesflow.simulators.BernoulliGLM method) (bayesflow.simulators.BernoulliGLMRaw method) (bayesflow.simulators.GaussianLinear method) (bayesflow.simulators.GaussianLinearUniform method) (bayesflow.simulators.GaussianMixture method) (bayesflow.simulators.HierarchicalSimulator method) (bayesflow.simulators.InverseKinematics method) (bayesflow.simulators.LambdaSimulator method) (bayesflow.simulators.LotkaVolterra method) (bayesflow.simulators.ModelComparisonSimulator method) (bayesflow.simulators.SequentialSimulator method) (bayesflow.simulators.Simulator method) (bayesflow.simulators.SIR method) (bayesflow.simulators.SLCP method) (bayesflow.simulators.SLCPDistractors method) (bayesflow.simulators.TwoMoons method) (bayesflow.workflows.BasicWorkflow method) (bayesflow.workflows.EnsembleWorkflow method) sample_batched() (bayesflow.simulators.BernoulliGLM method) (bayesflow.simulators.BernoulliGLMRaw method) (bayesflow.simulators.GaussianLinear method) (bayesflow.simulators.GaussianLinearUniform method) (bayesflow.simulators.GaussianMixture method) (bayesflow.simulators.HierarchicalSimulator method) (bayesflow.simulators.InverseKinematics method) (bayesflow.simulators.LambdaSimulator method) (bayesflow.simulators.LotkaVolterra method) (bayesflow.simulators.ModelComparisonSimulator method) (bayesflow.simulators.SequentialSimulator method) (bayesflow.simulators.Simulator method) (bayesflow.simulators.SIR method) (bayesflow.simulators.SLCP method) (bayesflow.simulators.SLCPDistractors method) (bayesflow.simulators.TwoMoons method) sample_parallel() (bayesflow.simulators.SequentialSimulator method) samples_to_data_frame() (bayesflow.workflows.BasicWorkflow static method) (bayesflow.workflows.EnsembleWorkflow static method) save() (bayesflow.approximators.Approximator method) (bayesflow.approximators.ContinuousApproximator method) (bayesflow.approximators.EnsembleApproximator method) (bayesflow.approximators.ModelComparisonApproximator method) (bayesflow.approximators.RatioApproximator method) (bayesflow.approximators.ScoringRuleApproximator method) save_own_variables() (bayesflow.approximators.Approximator method) (bayesflow.approximators.ContinuousApproximator method) (bayesflow.approximators.EnsembleApproximator method) (bayesflow.approximators.ModelComparisonApproximator method) (bayesflow.approximators.RatioApproximator method) (bayesflow.approximators.ScoringRuleApproximator method) (bayesflow.distributions.DiagonalNormal method) (bayesflow.distributions.DiagonalStudentT method) (bayesflow.distributions.Distribution method) (bayesflow.distributions.Mixture method) (bayesflow.experimental.FreeFormFlow method) (bayesflow.links.CholeskyFactor method) (bayesflow.links.Ordered method) (bayesflow.links.OrderedQuantiles method) (bayesflow.links.PositiveDefinite method) (bayesflow.networks.inference.consistency.ConsistencyModel method) (bayesflow.networks.inference.consistency.StableConsistencyModel method) (bayesflow.networks.inference.coupling.CouplingFlow method) (bayesflow.networks.inference.diffusion.DiffusionModel method) (bayesflow.networks.inference.flow_matching.FlowMatching method) (bayesflow.networks.inference.inference_network.InferenceNetwork method) (bayesflow.networks.inference.scoring.PointNetwork method) (bayesflow.networks.inference.scoring.ScoringRuleNetwork method) (bayesflow.networks.subnets.MLP method) (bayesflow.networks.subnets.ResidualUViT method) (bayesflow.networks.subnets.TimeMLP method) (bayesflow.networks.subnets.UNet method) (bayesflow.networks.subnets.UViT method) (bayesflow.networks.summary.ConvolutionalNetwork method) (bayesflow.networks.summary.DeepSet method) (bayesflow.networks.summary.FusionNetwork method) (bayesflow.networks.summary.FusionTransformer method) (bayesflow.networks.summary.SetTransformer method) (bayesflow.networks.summary.SummaryNetwork method) (bayesflow.networks.summary.TimeSeriesNetwork method) (bayesflow.networks.summary.TimeSeriesTransformer method) (bayesflow.wrappers.mamba.mamba.Mamba method) (bayesflow.wrappers.mamba.mamba_block.MambaBlock method) save_weights() (bayesflow.approximators.Approximator method) (bayesflow.approximators.ContinuousApproximator method) (bayesflow.approximators.EnsembleApproximator method) (bayesflow.approximators.ModelComparisonApproximator method) (bayesflow.approximators.RatioApproximator method) (bayesflow.approximators.ScoringRuleApproximator method) Scale (class in bayesflow.adapters.transforms) scale() (bayesflow.adapters.Adapter method) score() (bayesflow.networks.inference.diffusion.DiffusionModel method) (bayesflow.networks.inference.scoring.scoring_rules.CrossEntropyScore method) (bayesflow.networks.inference.scoring.scoring_rules.MeanScore method) (bayesflow.networks.inference.scoring.scoring_rules.MedianScore method) (bayesflow.networks.inference.scoring.scoring_rules.MvNormalScore method) (bayesflow.networks.inference.scoring.scoring_rules.NormedDifferenceScore method) (bayesflow.networks.inference.scoring.scoring_rules.ParametricDistributionScore method) (bayesflow.networks.inference.scoring.scoring_rules.QuantileScore method) (bayesflow.networks.inference.scoring.scoring_rules.ScoringRule method) (bayesflow.scoring_rules.CrossEntropyScore method) (bayesflow.scoring_rules.MeanScore method) (bayesflow.scoring_rules.MedianScore method) (bayesflow.scoring_rules.MvNormalScore method) (bayesflow.scoring_rules.NormedDifferenceScore method) (bayesflow.scoring_rules.ParametricDistributionScore method) (bayesflow.scoring_rules.QuantileScore method) (bayesflow.scoring_rules.ScoringRule method) ScoringRule (class in bayesflow.networks.inference.scoring.scoring_rules) (class in bayesflow.scoring_rules) ScoringRuleApproximator (class in bayesflow.approximators) ScoringRuleNetwork (class in bayesflow.networks.inference.scoring) searchsorted() (in module bayesflow.utils) sequential_kwargs() (in module bayesflow.utils) SequentialSimulator (class in bayesflow.simulators) serializable() (in module bayesflow.utils.serialization) SerializableCustomTransform (class in bayesflow.adapters.transforms) serialize() (in module bayesflow.utils.serialization) serialize_value_or_type() (in module bayesflow.utils) (in module bayesflow.utils.serialization) set_state_tree() (bayesflow.approximators.Approximator method) (bayesflow.approximators.ContinuousApproximator method) (bayesflow.approximators.EnsembleApproximator method) (bayesflow.approximators.ModelComparisonApproximator method) (bayesflow.approximators.RatioApproximator method) (bayesflow.approximators.ScoringRuleApproximator method) set_weights() (bayesflow.approximators.Approximator method) (bayesflow.approximators.ContinuousApproximator method) (bayesflow.approximators.EnsembleApproximator method) (bayesflow.approximators.ModelComparisonApproximator method) (bayesflow.approximators.RatioApproximator method) (bayesflow.approximators.ScoringRuleApproximator method) (bayesflow.distributions.DiagonalNormal method) (bayesflow.distributions.DiagonalStudentT method) (bayesflow.distributions.Distribution method) (bayesflow.distributions.Mixture method) (bayesflow.experimental.FreeFormFlow method) (bayesflow.links.CholeskyFactor method) (bayesflow.links.Ordered method) (bayesflow.links.OrderedQuantiles method) (bayesflow.links.PositiveDefinite method) (bayesflow.networks.inference.consistency.ConsistencyModel method) (bayesflow.networks.inference.consistency.StableConsistencyModel method) (bayesflow.networks.inference.coupling.CouplingFlow method) (bayesflow.networks.inference.diffusion.DiffusionModel method) (bayesflow.networks.inference.flow_matching.FlowMatching method) (bayesflow.networks.inference.inference_network.InferenceNetwork method) (bayesflow.networks.inference.scoring.PointNetwork method) (bayesflow.networks.inference.scoring.ScoringRuleNetwork method) (bayesflow.networks.subnets.MLP method) (bayesflow.networks.subnets.ResidualUViT method) (bayesflow.networks.subnets.TimeMLP method) (bayesflow.networks.subnets.UNet method) (bayesflow.networks.subnets.UViT method) (bayesflow.networks.summary.ConvolutionalNetwork method) (bayesflow.networks.summary.DeepSet method) (bayesflow.networks.summary.FusionNetwork method) (bayesflow.networks.summary.FusionTransformer method) (bayesflow.networks.summary.SetTransformer method) (bayesflow.networks.summary.SummaryNetwork method) (bayesflow.networks.summary.TimeSeriesNetwork method) (bayesflow.networks.summary.TimeSeriesTransformer method) (bayesflow.wrappers.mamba.mamba.Mamba method) (bayesflow.wrappers.mamba.mamba_block.MambaBlock method) SetTransformer (class in bayesflow.networks.summary) Shift (class in bayesflow.adapters.transforms) shift() (bayesflow.adapters.Adapter method) shifted_softplus() (in module bayesflow.utils.keras_utils) (in module bayesflow.utils.numpy_utils) shuffle() (bayesflow.datasets.DiskDataset method) (bayesflow.datasets.OfflineDataset method)

simulate() (bayesflow.workflows.BasicWorkflow method) (bayesflow.workflows.EnsembleWorkflow method) simulate_adapted() (bayesflow.workflows.BasicWorkflow method) (bayesflow.workflows.EnsembleWorkflow method) Simulator (class in bayesflow.simulators) simultaneous_ecdf_bands() (in module bayesflow.utils) SIR (class in bayesflow.simulators) size_of() (in module bayesflow.utils) SLCP (class in bayesflow.simulators) SLCPDistractors (class in bayesflow.simulators) slice_maybe_nested() (in module bayesflow.utils) softplus() (in module bayesflow.utils.numpy_utils) Split (class in bayesflow.adapters.transforms) split() (bayesflow.adapters.Adapter method) split_arrays() (in module bayesflow.utils) split_tensors() (in module bayesflow.utils) Sqrt (class in bayesflow.adapters.transforms) sqrt() (bayesflow.adapters.Adapter method) Squeeze (class in bayesflow.adapters.transforms) squeeze() (bayesflow.adapters.Adapter method) squeeze_inner_estimates_dict() (in module bayesflow.utils) StableConsistencyModel (class in bayesflow.networks.inference.consistency) stack_valid() (in module bayesflow.utils) Standardize (class in bayesflow.adapters.transforms) standardize() (bayesflow.adapters.Adapter method) standardize_layers (bayesflow.approximators.Approximator property) (bayesflow.approximators.ContinuousApproximator property) (bayesflow.approximators.EnsembleApproximator property) (bayesflow.approximators.ModelComparisonApproximator property) (bayesflow.approximators.RatioApproximator property) (bayesflow.approximators.ScoringRuleApproximator property) stateless_call() (bayesflow.approximators.Approximator method) (bayesflow.approximators.ContinuousApproximator method) (bayesflow.approximators.EnsembleApproximator method) (bayesflow.approximators.ModelComparisonApproximator method) (bayesflow.approximators.RatioApproximator method) (bayesflow.approximators.ScoringRuleApproximator method) (bayesflow.distributions.DiagonalNormal method) (bayesflow.distributions.DiagonalStudentT method) (bayesflow.distributions.Distribution method) (bayesflow.distributions.Mixture method) (bayesflow.experimental.FreeFormFlow method) (bayesflow.links.CholeskyFactor method) (bayesflow.links.Ordered method) (bayesflow.links.OrderedQuantiles method) (bayesflow.links.PositiveDefinite method) (bayesflow.networks.inference.consistency.ConsistencyModel method) (bayesflow.networks.inference.consistency.StableConsistencyModel method) (bayesflow.networks.inference.coupling.CouplingFlow method) (bayesflow.networks.inference.diffusion.DiffusionModel method) (bayesflow.networks.inference.flow_matching.FlowMatching method) (bayesflow.networks.inference.inference_network.InferenceNetwork method) (bayesflow.networks.inference.scoring.PointNetwork method) (bayesflow.networks.inference.scoring.ScoringRuleNetwork method) (bayesflow.networks.subnets.MLP method) (bayesflow.networks.subnets.ResidualUViT method) (bayesflow.networks.subnets.TimeMLP method) (bayesflow.networks.subnets.UNet method) (bayesflow.networks.subnets.UViT method) (bayesflow.networks.summary.ConvolutionalNetwork method) (bayesflow.networks.summary.DeepSet method) (bayesflow.networks.summary.FusionNetwork method) (bayesflow.networks.summary.FusionTransformer method) (bayesflow.networks.summary.SetTransformer method) (bayesflow.networks.summary.SummaryNetwork method) (bayesflow.networks.summary.TimeSeriesNetwork method) (bayesflow.networks.summary.TimeSeriesTransformer method) (bayesflow.wrappers.mamba.mamba.Mamba method) (bayesflow.wrappers.mamba.mamba_block.MambaBlock method) stateless_compute_loss() (bayesflow.approximators.Approximator method) (bayesflow.approximators.ContinuousApproximator method) (bayesflow.approximators.EnsembleApproximator method) (bayesflow.approximators.ModelComparisonApproximator method) (bayesflow.approximators.RatioApproximator method) (bayesflow.approximators.ScoringRuleApproximator method) stateless_compute_metrics() (bayesflow.approximators.Approximator method) (bayesflow.approximators.ContinuousApproximator method) (bayesflow.approximators.EnsembleApproximator method) (bayesflow.approximators.ModelComparisonApproximator method) (bayesflow.approximators.RatioApproximator method) (bayesflow.approximators.ScoringRuleApproximator method) stateless_reset_state() (bayesflow.metrics.MaximumMeanDiscrepancy method) (bayesflow.metrics.RootMeanSquaredError method) stateless_result() (bayesflow.metrics.MaximumMeanDiscrepancy method) (bayesflow.metrics.RootMeanSquaredError method) stateless_test_step() (bayesflow.approximators.Approximator method) (bayesflow.approximators.ContinuousApproximator method) (bayesflow.approximators.EnsembleApproximator method) (bayesflow.approximators.ModelComparisonApproximator method) (bayesflow.approximators.RatioApproximator method) (bayesflow.approximators.ScoringRuleApproximator method) stateless_train_step() (bayesflow.approximators.Approximator method) (bayesflow.approximators.ContinuousApproximator method) (bayesflow.approximators.EnsembleApproximator method) (bayesflow.approximators.ModelComparisonApproximator method) (bayesflow.approximators.RatioApproximator method) (bayesflow.approximators.ScoringRuleApproximator method) stateless_update_state() (bayesflow.metrics.MaximumMeanDiscrepancy method) (bayesflow.metrics.RootMeanSquaredError method) student (bayesflow.networks.inference.consistency.ConsistencyModel property) summarize() (bayesflow.approximators.Approximator method) (bayesflow.approximators.ContinuousApproximator method) (bayesflow.approximators.EnsembleApproximator method) (bayesflow.approximators.ModelComparisonApproximator method) (bayesflow.approximators.RatioApproximator method) (bayesflow.approximators.ScoringRuleApproximator method) summary() (bayesflow.approximators.Approximator method) (bayesflow.approximators.ContinuousApproximator method) (bayesflow.approximators.EnsembleApproximator method) (bayesflow.approximators.ModelComparisonApproximator method) (bayesflow.approximators.RatioApproximator method) (bayesflow.approximators.ScoringRuleApproximator method) summary_space_comparison() (in module bayesflow.diagnostics) SummaryNetwork (class in bayesflow.networks.summary) supports_masking (bayesflow.approximators.Approximator property) (bayesflow.approximators.ContinuousApproximator property) (bayesflow.approximators.EnsembleApproximator property) (bayesflow.approximators.ModelComparisonApproximator property) (bayesflow.approximators.RatioApproximator property) (bayesflow.approximators.ScoringRuleApproximator property) (bayesflow.distributions.DiagonalNormal property) (bayesflow.distributions.DiagonalStudentT property) (bayesflow.distributions.Distribution property) (bayesflow.distributions.Mixture property) (bayesflow.experimental.FreeFormFlow property) (bayesflow.links.CholeskyFactor property) (bayesflow.links.Ordered property) (bayesflow.links.OrderedQuantiles property) (bayesflow.links.PositiveDefinite property) (bayesflow.networks.inference.consistency.ConsistencyModel property) (bayesflow.networks.inference.consistency.StableConsistencyModel property) (bayesflow.networks.inference.coupling.CouplingFlow property) (bayesflow.networks.inference.diffusion.DiffusionModel property) (bayesflow.networks.inference.flow_matching.FlowMatching property) (bayesflow.networks.inference.inference_network.InferenceNetwork property) (bayesflow.networks.inference.scoring.PointNetwork property) (bayesflow.networks.inference.scoring.ScoringRuleNetwork property) (bayesflow.networks.subnets.MLP property) (bayesflow.networks.subnets.ResidualUViT property) (bayesflow.networks.subnets.TimeMLP property) (bayesflow.networks.subnets.UNet property) (bayesflow.networks.subnets.UViT property) (bayesflow.networks.summary.ConvolutionalNetwork property) (bayesflow.networks.summary.DeepSet property) (bayesflow.networks.summary.FusionNetwork property) (bayesflow.networks.summary.FusionTransformer property) (bayesflow.networks.summary.SetTransformer property) (bayesflow.networks.summary.SummaryNetwork property) (bayesflow.networks.summary.TimeSeriesNetwork property) (bayesflow.networks.summary.TimeSeriesTransformer property) (bayesflow.wrappers.mamba.mamba.Mamba property) (bayesflow.wrappers.mamba.mamba_block.MambaBlock property) symbolic_call() (bayesflow.approximators.Approximator method) (bayesflow.approximators.ContinuousApproximator method) (bayesflow.approximators.EnsembleApproximator method) (bayesflow.approximators.ModelComparisonApproximator method) (bayesflow.approximators.RatioApproximator method) (bayesflow.approximators.ScoringRuleApproximator method) (bayesflow.distributions.DiagonalNormal method) (bayesflow.distributions.DiagonalStudentT method) (bayesflow.distributions.Distribution method) (bayesflow.distributions.Mixture method) (bayesflow.experimental.FreeFormFlow method) (bayesflow.links.CholeskyFactor method) (bayesflow.links.Ordered method) (bayesflow.links.OrderedQuantiles method) (bayesflow.links.PositiveDefinite method) (bayesflow.networks.inference.consistency.ConsistencyModel method) (bayesflow.networks.inference.consistency.StableConsistencyModel method) (bayesflow.networks.inference.coupling.CouplingFlow method) (bayesflow.networks.inference.diffusion.DiffusionModel method) (bayesflow.networks.inference.flow_matching.FlowMatching method) (bayesflow.networks.inference.inference_network.InferenceNetwork method) (bayesflow.networks.inference.scoring.PointNetwork method) (bayesflow.networks.inference.scoring.ScoringRuleNetwork method) (bayesflow.networks.subnets.MLP method) (bayesflow.networks.subnets.ResidualUViT method) (bayesflow.networks.subnets.TimeMLP method) (bayesflow.networks.subnets.UNet method) (bayesflow.networks.subnets.UViT method) (bayesflow.networks.summary.ConvolutionalNetwork method) (bayesflow.networks.summary.DeepSet method) (bayesflow.networks.summary.FusionNetwork method) (bayesflow.networks.summary.FusionTransformer method) (bayesflow.networks.summary.SetTransformer method) (bayesflow.networks.summary.SummaryNetwork method) (bayesflow.networks.summary.TimeSeriesNetwork method) (bayesflow.networks.summary.TimeSeriesTransformer method) (bayesflow.wrappers.mamba.mamba.Mamba method) (bayesflow.wrappers.mamba.mamba_block.MambaBlock method)

T

Take (class in bayesflow.adapters.transforms) take() (bayesflow.adapters.Adapter method) Tensor (in module bayesflow.types) test_on_batch() (bayesflow.approximators.Approximator method) (bayesflow.approximators.ContinuousApproximator method) (bayesflow.approximators.EnsembleApproximator method) (bayesflow.approximators.ModelComparisonApproximator method) (bayesflow.approximators.RatioApproximator method) (bayesflow.approximators.ScoringRuleApproximator method) test_step() (bayesflow.approximators.Approximator method) (bayesflow.approximators.ContinuousApproximator method) (bayesflow.approximators.EnsembleApproximator method) (bayesflow.approximators.ModelComparisonApproximator method) (bayesflow.approximators.RatioApproximator method) (bayesflow.approximators.ScoringRuleApproximator method) tile_axis() (in module bayesflow.utils) TimeMLP (class in bayesflow.networks.subnets) TimeSeriesNetwork (class in bayesflow.networks.summary) TimeSeriesTransformer (class in bayesflow.networks.summary) to_array() (bayesflow.adapters.Adapter method) to_dict() (bayesflow.adapters.Adapter method) to_json() (bayesflow.approximators.Approximator method) (bayesflow.approximators.ContinuousApproximator method) (bayesflow.approximators.EnsembleApproximator method) (bayesflow.approximators.ModelComparisonApproximator method) (bayesflow.approximators.RatioApproximator method) (bayesflow.approximators.ScoringRuleApproximator method) ToArray (class in bayesflow.adapters.transforms) ToDict (class in bayesflow.adapters.transforms) train_on_batch() (bayesflow.approximators.Approximator method) (bayesflow.approximators.ContinuousApproximator method) (bayesflow.approximators.EnsembleApproximator method) (bayesflow.approximators.ModelComparisonApproximator method) (bayesflow.approximators.RatioApproximator method) (bayesflow.approximators.ScoringRuleApproximator method) train_step() (bayesflow.approximators.Approximator method) (bayesflow.approximators.ContinuousApproximator method) (bayesflow.approximators.EnsembleApproximator method) (bayesflow.approximators.ModelComparisonApproximator method) (bayesflow.approximators.RatioApproximator method) (bayesflow.approximators.ScoringRuleApproximator method) trainable (bayesflow.approximators.Approximator property) (bayesflow.approximators.ContinuousApproximator property) (bayesflow.approximators.EnsembleApproximator property) (bayesflow.approximators.ModelComparisonApproximator property) (bayesflow.approximators.RatioApproximator property) (bayesflow.approximators.ScoringRuleApproximator property) (bayesflow.distributions.DiagonalNormal property) (bayesflow.distributions.DiagonalStudentT property) (bayesflow.distributions.Distribution property) (bayesflow.distributions.Mixture property) (bayesflow.experimental.FreeFormFlow property) (bayesflow.links.CholeskyFactor property) (bayesflow.links.Ordered property) (bayesflow.links.OrderedQuantiles property) (bayesflow.links.PositiveDefinite property) (bayesflow.networks.inference.consistency.ConsistencyModel property) (bayesflow.networks.inference.consistency.StableConsistencyModel property) (bayesflow.networks.inference.coupling.CouplingFlow property) (bayesflow.networks.inference.diffusion.DiffusionModel property) (bayesflow.networks.inference.flow_matching.FlowMatching property) (bayesflow.networks.inference.inference_network.InferenceNetwork property) (bayesflow.networks.inference.scoring.PointNetwork property) (bayesflow.networks.inference.scoring.ScoringRuleNetwork property) (bayesflow.networks.subnets.MLP property) (bayesflow.networks.subnets.ResidualUViT property) (bayesflow.networks.subnets.TimeMLP property) (bayesflow.networks.subnets.UNet property) (bayesflow.networks.subnets.UViT property) (bayesflow.networks.summary.ConvolutionalNetwork property) (bayesflow.networks.summary.DeepSet property) (bayesflow.networks.summary.FusionNetwork property) (bayesflow.networks.summary.FusionTransformer property) (bayesflow.networks.summary.SetTransformer property) (bayesflow.networks.summary.SummaryNetwork property) (bayesflow.networks.summary.TimeSeriesNetwork property) (bayesflow.networks.summary.TimeSeriesTransformer property) (bayesflow.wrappers.mamba.mamba.Mamba property) (bayesflow.wrappers.mamba.mamba_block.MambaBlock property) trainable_variables (bayesflow.approximators.Approximator property) (bayesflow.approximators.ContinuousApproximator property) (bayesflow.approximators.EnsembleApproximator property) (bayesflow.approximators.ModelComparisonApproximator property) (bayesflow.approximators.RatioApproximator property) (bayesflow.approximators.ScoringRuleApproximator property) (bayesflow.distributions.DiagonalNormal property) (bayesflow.distributions.DiagonalStudentT property) (bayesflow.distributions.Distribution property) (bayesflow.distributions.Mixture property) (bayesflow.experimental.FreeFormFlow property) (bayesflow.links.CholeskyFactor property) (bayesflow.links.Ordered property) (bayesflow.links.OrderedQuantiles property) (bayesflow.links.PositiveDefinite property) (bayesflow.networks.inference.consistency.ConsistencyModel property) (bayesflow.networks.inference.consistency.StableConsistencyModel property) (bayesflow.networks.inference.coupling.CouplingFlow property) (bayesflow.networks.inference.diffusion.DiffusionModel property) (bayesflow.networks.inference.flow_matching.FlowMatching property) (bayesflow.networks.inference.inference_network.InferenceNetwork property) (bayesflow.networks.inference.scoring.PointNetwork property) (bayesflow.networks.inference.scoring.ScoringRuleNetwork property) (bayesflow.networks.subnets.MLP property) (bayesflow.networks.subnets.ResidualUViT property) (bayesflow.networks.subnets.TimeMLP property) (bayesflow.networks.subnets.UNet property) (bayesflow.networks.subnets.UViT property) (bayesflow.networks.summary.ConvolutionalNetwork property) (bayesflow.networks.summary.DeepSet property) (bayesflow.networks.summary.FusionNetwork property) (bayesflow.networks.summary.FusionTransformer property) (bayesflow.networks.summary.SetTransformer property) (bayesflow.networks.summary.SummaryNetwork property) (bayesflow.networks.summary.TimeSeriesNetwork property) (bayesflow.networks.summary.TimeSeriesTransformer property) (bayesflow.wrappers.mamba.mamba.Mamba property) (bayesflow.wrappers.mamba.mamba_block.MambaBlock property)

trainable_weights (bayesflow.approximators.Approximator property) (bayesflow.approximators.ContinuousApproximator property) (bayesflow.approximators.EnsembleApproximator property) (bayesflow.approximators.ModelComparisonApproximator property) (bayesflow.approximators.RatioApproximator property) (bayesflow.approximators.ScoringRuleApproximator property) (bayesflow.distributions.DiagonalNormal property) (bayesflow.distributions.DiagonalStudentT property) (bayesflow.distributions.Distribution property) (bayesflow.distributions.Mixture property) (bayesflow.experimental.FreeFormFlow property) (bayesflow.links.CholeskyFactor property) (bayesflow.links.Ordered property) (bayesflow.links.OrderedQuantiles property) (bayesflow.links.PositiveDefinite property) (bayesflow.networks.inference.consistency.ConsistencyModel property) (bayesflow.networks.inference.consistency.StableConsistencyModel property) (bayesflow.networks.inference.coupling.CouplingFlow property) (bayesflow.networks.inference.diffusion.DiffusionModel property) (bayesflow.networks.inference.flow_matching.FlowMatching property) (bayesflow.networks.inference.inference_network.InferenceNetwork property) (bayesflow.networks.inference.scoring.PointNetwork property) (bayesflow.networks.inference.scoring.ScoringRuleNetwork property) (bayesflow.networks.subnets.MLP property) (bayesflow.networks.subnets.ResidualUViT property) (bayesflow.networks.subnets.TimeMLP property) (bayesflow.networks.subnets.UNet property) (bayesflow.networks.subnets.UViT property) (bayesflow.networks.summary.ConvolutionalNetwork property) (bayesflow.networks.summary.DeepSet property) (bayesflow.networks.summary.FusionNetwork property) (bayesflow.networks.summary.FusionTransformer property) (bayesflow.networks.summary.SetTransformer property) (bayesflow.networks.summary.SummaryNetwork property) (bayesflow.networks.summary.TimeSeriesNetwork property) (bayesflow.networks.summary.TimeSeriesTransformer property) (bayesflow.wrappers.mamba.mamba.Mamba property) (bayesflow.wrappers.mamba.mamba_block.MambaBlock property) Transform (class in bayesflow.adapters.transforms) TRANSFORMATION_TYPE (bayesflow.networks.inference.scoring.scoring_rules.CrossEntropyScore attribute) (bayesflow.networks.inference.scoring.scoring_rules.MeanScore attribute) (bayesflow.networks.inference.scoring.scoring_rules.MedianScore attribute) (bayesflow.networks.inference.scoring.scoring_rules.MvNormalScore attribute) (bayesflow.networks.inference.scoring.scoring_rules.NormedDifferenceScore attribute) (bayesflow.networks.inference.scoring.scoring_rules.ParametricDistributionScore attribute) (bayesflow.networks.inference.scoring.scoring_rules.QuantileScore attribute) (bayesflow.networks.inference.scoring.scoring_rules.ScoringRule attribute) (bayesflow.scoring_rules.CrossEntropyScore attribute) (bayesflow.scoring_rules.MeanScore attribute) (bayesflow.scoring_rules.MedianScore attribute) (bayesflow.scoring_rules.MvNormalScore attribute) (bayesflow.scoring_rules.NormedDifferenceScore attribute) (bayesflow.scoring_rules.ParametricDistributionScore attribute) (bayesflow.scoring_rules.QuantileScore attribute) (bayesflow.scoring_rules.ScoringRule attribute) tree_concatenate() (in module bayesflow.utils) tree_stack() (in module bayesflow.utils) TwoMoons (class in bayesflow.simulators)

U

UNet (class in bayesflow.networks.subnets) Ungroup (class in bayesflow.adapters.transforms) ungroup() (bayesflow.adapters.Adapter method) update_state() (bayesflow.metrics.MaximumMeanDiscrepancy method) (bayesflow.metrics.RootMeanSquaredError method) use_multiprocessing (bayesflow.datasets.DiskDataset property) (bayesflow.datasets.EnsembleDataset property) (bayesflow.datasets.EnsembleIndexedDataset property) (bayesflow.datasets.EnsembleOnlineDataset property) (bayesflow.datasets.OfflineDataset property) (bayesflow.datasets.OnlineDataset property)

UViT (class in bayesflow.networks.subnets)

V

validate() (bayesflow.networks.inference.diffusion.CosineNoiseSchedule method) (bayesflow.networks.inference.diffusion.EDMNoiseSchedule method) (bayesflow.networks.inference.diffusion.NoiseSchedule method) variable_dtype (bayesflow.approximators.Approximator property) (bayesflow.approximators.ContinuousApproximator property) (bayesflow.approximators.EnsembleApproximator property) (bayesflow.approximators.ModelComparisonApproximator property) (bayesflow.approximators.RatioApproximator property) (bayesflow.approximators.ScoringRuleApproximator property) (bayesflow.distributions.DiagonalNormal property) (bayesflow.distributions.DiagonalStudentT property) (bayesflow.distributions.Distribution property) (bayesflow.distributions.Mixture property) (bayesflow.experimental.FreeFormFlow property) (bayesflow.links.CholeskyFactor property) (bayesflow.links.Ordered property) (bayesflow.links.OrderedQuantiles property) (bayesflow.links.PositiveDefinite property) (bayesflow.networks.inference.consistency.ConsistencyModel property) (bayesflow.networks.inference.consistency.StableConsistencyModel property) (bayesflow.networks.inference.coupling.CouplingFlow property) (bayesflow.networks.inference.diffusion.DiffusionModel property) (bayesflow.networks.inference.flow_matching.FlowMatching property) (bayesflow.networks.inference.inference_network.InferenceNetwork property) (bayesflow.networks.inference.scoring.PointNetwork property) (bayesflow.networks.inference.scoring.ScoringRuleNetwork property) (bayesflow.networks.subnets.MLP property) (bayesflow.networks.subnets.ResidualUViT property) (bayesflow.networks.subnets.TimeMLP property) (bayesflow.networks.subnets.UNet property) (bayesflow.networks.subnets.UViT property) (bayesflow.networks.summary.ConvolutionalNetwork property) (bayesflow.networks.summary.DeepSet property) (bayesflow.networks.summary.FusionNetwork property) (bayesflow.networks.summary.FusionTransformer property) (bayesflow.networks.summary.SetTransformer property) (bayesflow.networks.summary.SummaryNetwork property) (bayesflow.networks.summary.TimeSeriesNetwork property) (bayesflow.networks.summary.TimeSeriesTransformer property) (bayesflow.wrappers.mamba.mamba.Mamba property) (bayesflow.wrappers.mamba.mamba_block.MambaBlock property) variables (bayesflow.approximators.Approximator property) (bayesflow.approximators.ContinuousApproximator property) (bayesflow.approximators.EnsembleApproximator property) (bayesflow.approximators.ModelComparisonApproximator property) (bayesflow.approximators.RatioApproximator property) (bayesflow.approximators.ScoringRuleApproximator property) (bayesflow.distributions.DiagonalNormal property) (bayesflow.distributions.DiagonalStudentT property) (bayesflow.distributions.Distribution property) (bayesflow.distributions.Mixture property) (bayesflow.experimental.FreeFormFlow property) (bayesflow.links.CholeskyFactor property) (bayesflow.links.Ordered property) (bayesflow.links.OrderedQuantiles property) (bayesflow.links.PositiveDefinite property) (bayesflow.metrics.MaximumMeanDiscrepancy property) (bayesflow.metrics.RootMeanSquaredError property) (bayesflow.networks.inference.consistency.ConsistencyModel property) (bayesflow.networks.inference.consistency.StableConsistencyModel property) (bayesflow.networks.inference.coupling.CouplingFlow property) (bayesflow.networks.inference.diffusion.DiffusionModel property) (bayesflow.networks.inference.flow_matching.FlowMatching property) (bayesflow.networks.inference.inference_network.InferenceNetwork property) (bayesflow.networks.inference.scoring.PointNetwork property) (bayesflow.networks.inference.scoring.ScoringRuleNetwork property) (bayesflow.networks.subnets.MLP property) (bayesflow.networks.subnets.ResidualUViT property) (bayesflow.networks.subnets.TimeMLP property) (bayesflow.networks.subnets.UNet property) (bayesflow.networks.subnets.UViT property) (bayesflow.networks.summary.ConvolutionalNetwork property) (bayesflow.networks.summary.DeepSet property) (bayesflow.networks.summary.FusionNetwork property) (bayesflow.networks.summary.FusionTransformer property) (bayesflow.networks.summary.SetTransformer property) (bayesflow.networks.summary.SummaryNetwork property) (bayesflow.networks.summary.TimeSeriesNetwork property) (bayesflow.networks.summary.TimeSeriesTransformer property) (bayesflow.wrappers.mamba.mamba.Mamba property) (bayesflow.wrappers.mamba.mamba_block.MambaBlock property)

velocity() (bayesflow.networks.inference.diffusion.DiffusionModel method) (bayesflow.networks.inference.flow_matching.FlowMatching method) vjp() (in module bayesflow.utils)

W

warn_once() (in module bayesflow.utils.logging) warning() (in module bayesflow.utils.logging) weighted_mean() (in module bayesflow.utils) weights (bayesflow.approximators.Approximator property) (bayesflow.approximators.ContinuousApproximator property) (bayesflow.approximators.EnsembleApproximator property) (bayesflow.approximators.ModelComparisonApproximator property) (bayesflow.approximators.RatioApproximator property) (bayesflow.approximators.ScoringRuleApproximator property) (bayesflow.distributions.DiagonalNormal property) (bayesflow.distributions.DiagonalStudentT property) (bayesflow.distributions.Distribution property) (bayesflow.distributions.Mixture property) (bayesflow.experimental.FreeFormFlow property) (bayesflow.links.CholeskyFactor property) (bayesflow.links.Ordered property) (bayesflow.links.OrderedQuantiles property) (bayesflow.links.PositiveDefinite property) (bayesflow.networks.inference.consistency.ConsistencyModel property) (bayesflow.networks.inference.consistency.StableConsistencyModel property) (bayesflow.networks.inference.coupling.CouplingFlow property) (bayesflow.networks.inference.diffusion.DiffusionModel property) (bayesflow.networks.inference.flow_matching.FlowMatching property) (bayesflow.networks.inference.inference_network.InferenceNetwork property) (bayesflow.networks.inference.scoring.PointNetwork property) (bayesflow.networks.inference.scoring.ScoringRuleNetwork property) (bayesflow.networks.subnets.MLP property) (bayesflow.networks.subnets.ResidualUViT property) (bayesflow.networks.subnets.TimeMLP property) (bayesflow.networks.subnets.UNet property) (bayesflow.networks.subnets.UViT property) (bayesflow.networks.summary.ConvolutionalNetwork property) (bayesflow.networks.summary.DeepSet property) (bayesflow.networks.summary.FusionNetwork property) (bayesflow.networks.summary.FusionTransformer property) (bayesflow.networks.summary.SetTransformer property) (bayesflow.networks.summary.SummaryNetwork property) (bayesflow.networks.summary.TimeSeriesNetwork property) (bayesflow.networks.summary.TimeSeriesTransformer property) (bayesflow.wrappers.mamba.mamba.Mamba property) (bayesflow.wrappers.mamba.mamba_block.MambaBlock property)

workers (bayesflow.datasets.DiskDataset property) (bayesflow.datasets.EnsembleDataset property) (bayesflow.datasets.EnsembleIndexedDataset property) (bayesflow.datasets.EnsembleOnlineDataset property) (bayesflow.datasets.OfflineDataset property) (bayesflow.datasets.OnlineDataset property)

Z

z_score_contraction() (in module bayesflow.diagnostics)