List of all items

Structs

• Matrix
• Vector
• active_learning::CoreSetSelection
• active_learning::EntropySampling
• active_learning::ExpectedModelChange
• active_learning::MarginSampling
• active_learning::QueryByCommittee
• active_learning::RandomSampling
• active_learning::UncertaintySampling
• autograd::ComputationGraph
• autograd::Tensor
• autograd::TensorId
• automl::ActiveLearningSearch
• automl::AutoTuner
• automl::DESearch
• automl::EarlyStopping
• automl::GridSearch
• automl::LogScale
• automl::ProgressCallback
• automl::RandomSearch
• automl::SearchSpace
• automl::TPE
• automl::TPEConfig
• automl::TimeBudget
• automl::Trial
• automl::TrialResult
• automl::TuneResult
• bayesian::BayesianLinearRegression
• bayesian::BayesianLogisticRegression
• bayesian::BetaBinomial
• bayesian::DirichletMultinomial
• bayesian::GammaPoisson
• bayesian::NormalInverseGamma
• bench::EvalResult
• bench::EvalSuiteConfig
• bench::Example
• bench::ExampleResult
• bench::ModelComparison
• bench::ParetoPoint
• bench::Recommendation
• bench::pareto::ModelRecommendations
• bench::py2rs::LevelResult
• bench::py2rs::Py2RsScore
• bench_viz::BenchConfig
• bench_viz::BenchMeasurement
• bench_viz::BenchStats
• bench_viz::BenchmarkGrid
• bench_viz::BenchmarkRunner
• bench_viz::ProfilingHotspot
• bundle::BundleBuilder
• bundle::BundleConfig
• bundle::BundleFormat
• bundle::BundleManifest
• bundle::BundleReader
• bundle::BundleWriter
• bundle::MappedFile
• bundle::MappedRegion
• bundle::MemoryMappedFile
• bundle::ModelBundle
• bundle::ModelEntry
• bundle::ModelMetadata
• bundle::PagedBundle
• bundle::PagingConfig
• bundle::PagingStats
• cache::AccessStats
• cache::CacheConfig
• cache::CacheEntry
• cache::CacheMetadata
• cache::CacheStats
• cache::MemoryBudget
• cache::ModelInfo
• cache::ModelRegistry
• cache::ModelType
• calibration::IsotonicRegression
• calibration::PlattScaling
• calibration::TemperatureScaling
• chaos::ChaosConfig
• citl::CITL
• citl::CITLBuilder
• citl::CITLConfig
• citl::CargoProject
• citl::CodeReplacement
• citl::CompilationMetrics
• citl::CompilationTimeMetrics
• citl::CompileOptions
• citl::CompiledArtifact
• citl::CompilerDiagnostic
• citl::CompilerSuggestion
• citl::CompilerVersion
• citl::ContrastiveLoss
• citl::ConvergenceMetrics
• citl::DiagnosticLabel
• citl::ErrorCode
• citl::ErrorEmbedding
• citl::ErrorEncoder
• citl::ErrorFixPattern
• citl::ErrorFrequencyMetrics
• citl::FixAttemptMetrics
• citl::FixResult
• citl::FixTemplate
• citl::GNNErrorEncoder
• citl::MetricsSummary
• citl::MetricsTracker
• citl::NeuralEncoderConfig
• citl::NeuralErrorEncoder
• citl::PatternLibrary
• citl::PatternMatch
• citl::PatternUsageMetrics
• citl::ProgramFeedbackGraph
• citl::RustCompiler
• citl::SourceSpan
• citl::SuggestedFix
• citl::TrainingSample
• citl::TripletLoss
• citl::TypeInfo
• citl::Vocabulary
• classification::BernoulliNB
• classification::ComplementNB
• classification::GaussianNB
• classification::HeadFitReport
• classification::KNearestNeighbors
• classification::LinearDiscriminantAnalysis
• classification::LinearSVM
• classification::LogisticRegression
• classification::MultiClassSVC
• classification::MultinomialLogisticRegression
• classification::MultinomialNB
• classification::QuadraticDiscriminantAnalysis
• classification::SVCRbf
• classification::multinomial::HeadFitReport
• classification::multinomial::MultinomialLogisticRegression
• cluster::AgglomerativeClustering
• cluster::DBSCAN
• cluster::GaussianMixture
• cluster::IsolationForest
• cluster::KMeans
• cluster::LocalOutlierFactor
• cluster::Merge
• cluster::SpectralClustering
• code::AstNode
• code::AstPath
• code::Code2VecEncoder
• code::CodeEmbedding
• code::CodeGraph
• code::CodeGraphEdge
• code::CodeGraphNode
• code::CodeMPNN
• code::CodeMPNNLayer
• code::PathContext
• code::PathExtractor
• code::Token
• compute::BackendSelector
• compute::BackendTolerance
• compute::DivergenceGuard
• compute::ExperimentSeed
• compute::JidokaGuard
• compute::Matrix
• compute::StressTestConfig
• compute::StressThresholds
• compute::TrainingGuard
• compute::Vector
• data::ColumnStats
• data::DataFrame
• data::evolve::EvolConfig
• data::evolve::EvolvedInstruction
• data::pii::PiiMatch
• data::quality_filter::DimensionScore
• data::quality_filter::FilterStats
• data::quality_filter::QualityConfig
• data::quality_filter::QualityReport
• decomposition::ICA
• decomposition::ica::ICA
• demo::BrowserCompatibility
• demo::DemoMetrics
• demo::PerplexityChecker
• demo::Qwen2Config
• demo::Qwen2Tokenizer
• demo::SpecialTokens
• demo::reliable::AdaptiveOutput
• demo::reliable::ModelCache
• demo::reliable::ModelProvenance
• demo::reliable::PerfTimer
• demo::reliable::PerformanceMetrics
• demo::reliable::PrerequisiteCheck
• demo::reliable::RecoverableError
• embed::DataProvenance
• embed::EmbeddedTestData
• ensemble::MixtureOfExperts
• ensemble::MoeConfig
• ensemble::SoftmaxGating
• explainable::EnsembleExplainable
• explainable::LinearExplainable
• explainable::LogisticExplainable
• explainable::TreeExplainable
• explainable::path::ForestPath
• explainable::path::KNNPath
• explainable::path::LeafInfo
• explainable::path::LinearPath
• explainable::path::NeuralPath
• explainable::path::TreePath
• explainable::path::TreeSplit
• format::AnomalyDetector
• format::AprConverter
• format::AprHeader
• format::AprValidator
• format::CacheStats
• format::CachedShard
• format::CanaryFile
• format::CategorySummary
• format::ContractValidationError
• format::ConversionIssue
• format::ConversionOptions
• format::ConversionPath
• format::ConversionReport
• format::ConvertOptions
• format::ConvertReport
• format::DiffEntry
• format::DiffOptions
• format::DiffReport
• format::DistillationInfo
• format::DistillationParams
• format::ErrorPattern
• format::ErrorPatternLibrary
• format::EvolutionaryMergeConfig
• format::EvolutionaryMergeResult
• format::ExportOptions
• format::ExportReport
• format::Flags
• format::Gate
• format::GoldenTrace
• format::GoldenTraceSet
• format::GoldenVerifyReport
• format::HanseiReport
• format::Header
• format::ImportOptions
• format::ImportProgress
• format::ImportReport
• format::InspectionReport
• format::LayerMapping
• format::LayoutContract
• format::LicenseInfo
• format::LintIssue
• format::LintReport
• format::LogitStats
• format::MergeOptions
• format::MergeReport
• format::Metadata
• format::ModelCard
• format::ModelInfo
• format::ModelLintInfo
• format::PokaYokeResult
• format::RosettaStone
• format::RowMajor
• format::SaveOptions
• format::ShardCache
• format::ShardIndex
• format::ShardedImportConfig
• format::ShardedImporter
• format::TarantulaTracker
• format::TeacherProvenance
• format::TensorCanary
• format::TensorContract
• format::TensorExpectation
• format::TensorFeatures
• format::TensorInfo
• format::TensorLintInfo
• format::TensorListInfo
• format::TensorListOptions
• format::TensorListResult
• format::TensorStats
• format::TraceVerifyResult
• format::TrainingDataInfo
• format::TrainingInfo
• format::ValidatedClassLogits
• format::ValidatedClassifierWeight
• format::ValidatedEmbedding
• format::ValidatedSafetyLabel
• format::ValidatedTensorStats
• format::ValidatedVector
• format::ValidatedWeight
• format::ValidationCheck
• format::ValidationReport
• format::VerificationReport
• format::WilsonScore
• format::apr_format::DistillationInfo
• format::apr_format::DistillationParams
• format::apr_format::Flags
• format::apr_format::Header
• format::apr_format::LayerMapping
• format::apr_format::LicenseInfo
• format::apr_format::Metadata
• format::apr_format::ModelCard
• format::apr_format::ModelInfo
• format::apr_format::SaveOptions
• format::apr_format::TeacherProvenance
• format::apr_format::TrainingDataInfo
• format::apr_format::TrainingInfo
• format::compare::CompareConfig
• format::compare::CompareReport
• format::compare::TensorComparison
• format::compare::WeightComparer
• format::converter::AprConverter
• format::converter::ConvertOptions
• format::converter::ConvertReport
• format::converter::DequantizedTensors
• format::converter::EvolutionaryMergeConfig
• format::converter::EvolutionaryMergeResult
• format::converter::ExportOptions
• format::converter::ExportReport
• format::converter::ImportOptions
• format::converter::MergeOptions
• format::converter::MergeReport
• format::converter::NativeF32Tensors
• format::converter::ShardedIndex
• format::converter::TensorExpectation
• format::converter::evolutionary_merge::EvolutionaryMergeConfig
• format::converter::evolutionary_merge::EvolutionaryMergeResult
• format::converter_types::DequantizedTensors
• format::converter_types::ImportOptions
• format::converter_types::NativeF32Tensors
• format::converter_types::ShardedIndex
• format::converter_types::TensorExpectation
• format::diff::DiffEntry
• format::diff::DiffOptions
• format::diff::DiffReport
• format::gguf::GgufHeader
• format::gguf::GgufLoadResult
• format::gguf::GgufModelConfig
• format::gguf::GgufRawLoadResult
• format::gguf::GgufRawTensor
• format::gguf::GgufReader
• format::gguf::GgufTensor
• format::gguf::GgufTensorInfo
• format::gguf::GgufTensorMeta
• format::gguf::GgufTokenizer
• format::gguf::api::GgufLoadResult
• format::gguf::api::GgufModelConfig
• format::gguf::api::GgufRawLoadResult
• format::gguf::api::GgufRawTensor
• format::gguf::api::GgufTokenizer
• format::gguf::reader::GgufReader
• format::gguf::reader::GgufTensorMeta
• format::gguf::types::GgufHeader
• format::gguf::types::GgufTensor
• format::gguf::types::GgufTensorInfo
• format::golden::GoldenTrace
• format::golden::GoldenTraceSet
• format::golden::GoldenVerifyReport
• format::golden::LogitStats
• format::golden::TraceVerifyResult
• format::hexdump::HexDumpConfig
• format::hexdump::LayerInfo
• format::hexdump::TensorStatistics
• format::hexdump::TreeNode
• format::layout_contract::LayoutContract
• format::layout_contract::TensorContract
• format::lint::LintIssue
• format::lint::LintReport
• format::lint::ModelLintInfo
• format::lint::TensorLintInfo
• format::model_card::ModelCard
• format::model_card::TrainingDataInfo
• format::model_family::CertificationConfig
• format::model_family::ChatTemplateConfig
• format::model_family::ContractError
• format::model_family::DynModelFamily
• format::model_family::FamilyRegistry
• format::model_family::GgufFusionRule
• format::model_family::GgufTensorTemplate
• format::model_family::ModelConstraints
• format::model_family::ModelFamilyConfig
• format::model_family::ModelSizeConfig
• format::model_family::ShapeTemplate
• format::model_family::TensorTemplate
• format::onnx::OnnxMetadata
• format::onnx::OnnxReader
• format::onnx::OnnxTensor
• format::rosetta::ConversionOptions
• format::rosetta::ConversionPath
• format::rosetta::ConversionReport
• format::rosetta::InspectionReport
• format::rosetta::RosettaStone
• format::rosetta::TensorInfo
• format::rosetta::TensorStats
• format::rosetta::TensorValidation
• format::rosetta::ValidationReport
• format::rosetta::VerificationReport
• format::rosetta_ml::AnomalyDetector
• format::rosetta_ml::CanaryFile
• format::rosetta_ml::CategorySummary
• format::rosetta_ml::ConversionIssue
• format::rosetta_ml::DecisionStats
• format::rosetta_ml::ErrorPattern
• format::rosetta_ml::ErrorPatternLibrary
• format::rosetta_ml::HanseiReport
• format::rosetta_ml::TarantulaTracker
• format::rosetta_ml::TensorCanary
• format::rosetta_ml::TensorFeatures
• format::rosetta_ml::WilsonScore
• format::sharded::CacheStats
• format::sharded::CachedShard
• format::sharded::ImportProgress
• format::sharded::ImportReport
• format::sharded::ShardCache
• format::sharded::ShardIndex
• format::sharded::ShardedImportConfig
• format::sharded::ShardedImporter
• format::tensors::TensorInfo
• format::tensors::TensorListOptions
• format::tensors::TensorListResult
• format::types::DistillationInfo
• format::types::DistillationParams
• format::types::Flags
• format::types::Header
• format::types::LayerMapping
• format::types::LicenseInfo
• format::types::Metadata
• format::types::ModelInfo
• format::types::SaveOptions
• format::types::TeacherProvenance
• format::types::TrainingInfo
• format::v2::AprV2Flags
• format::v2::AprV2Header
• format::v2::AprV2Metadata
• format::v2::AprV2Reader
• format::v2::AprV2ReaderRef
• format::v2::AprV2StreamingWriter
• format::v2::AprV2Writer
• format::v2::ChatSpecialTokens
• format::v2::ProvenancePatch
• format::v2::QuantizationMetadata
• format::v2::ShardInfo
• format::v2::ShardManifest
• format::v2::ShardingMetadata
• format::v2::TensorIndexEntry
• format::v2::stamp::ProvenancePatch
• format::validated_classification::ValidatedClassLogits
• format::validated_classification::ValidatedClassifierWeight
• format::validated_classification::ValidatedSafetyLabel
• format::validated_tensors::ContractValidationError
• format::validated_tensors::RowMajor
• format::validated_tensors::TensorStats
• format::validated_tensors::ValidatedEmbedding
• format::validated_tensors::ValidatedVector
• format::validated_tensors::ValidatedWeight
• format::validation::AprHeader
• format::validation::AprValidator
• format::validation::Gate
• format::validation::ImplementedScore
• format::validation::PokaYokeResult
• format::validation::TensorStats
• format::validation::ValidationCheck
• format::validation::ValidationReport
• format::validation::WhisperValidation
• glm::GLM
• gnn::EdgeConv
• gnn::GATConv
• gnn::GCNConv
• gnn::GINConv
• gnn::GraphSAGEConv
• graph::Edge
• graph::Graph
• hf_hub::HfHubClient
• hf_hub::PushOptions
• hf_hub::UploadProgress
• hf_hub::UploadResult
• index::BiEncoder
• index::ColBERT
• index::CrossEncoder
• index::HNSWIndex
• index::HybridSearch
• index::PersistentHnsw
• index::hnsw::HNSWIndex
• index::persistent_hnsw::PersistentHnsw
• inspect::BatchComparison
• inspect::DiffItem
• inspect::DiffResult
• inspect::HeaderFlags
• inspect::HeaderInspection
• inspect::HfSafetensors
• inspect::InspectOptions
• inspect::InspectionError
• inspect::InspectionResult
• inspect::InspectionWarning
• inspect::LicenseInfo
• inspect::MetadataInspection
• inspect::TensorComparison
• inspect::TensorData
• inspect::TrainingInfo
• inspect::WeightDiff
• inspect::WeightStats
• inspect::safetensors::BatchComparison
• inspect::safetensors::HfSafetensors
• inspect::safetensors::TensorComparison
• inspect::safetensors::TensorData
• interpret::CounterfactualExplainer
• interpret::CounterfactualResult
• interpret::FeatureContributions
• interpret::IntegratedGradients
• interpret::LIME
• interpret::LIMEExplanation
• interpret::PermutationImportance
• interpret::SaliencyMap
• interpret::ShapExplainer
• linear_model::ElasticNet
• linear_model::Lasso
• linear_model::LinearRegression
• linear_model::Ridge
• loading::BufferPool
• loading::LoadConfig
• loading::LoadResult
• loading::PlatformSpecs
• loading::cipher::CipherCapabilities
• loading::wcet::HeaderInfo
• loading::wcet::PlatformSpecs
• loading::wcet::WcetBreakdown
• loading::wcet::WcetPercentages
• logic::BilinearScorer
• logic::EmbeddingSpace
• logic::ProgramBuilder
• logic::RelationMatrix
• logic::RescalFactorizer
• logic::TensorProgram
• loss::CTCLoss
• loss::DiceLoss
• loss::FocalLoss
• loss::HingeLoss
• loss::HuberLoss
• loss::InfoNCELoss
• loss::MAELoss
• loss::MSELoss
• loss::TripletLoss
• loss::WassersteinLoss
• metaheuristics::AntColony
• metaheuristics::BinaryGA
• metaheuristics::CmaEs
• metaheuristics::ConvergenceTracker
• metaheuristics::DifferentialEvolution
• metaheuristics::FeatureSelectionResult
• metaheuristics::FeatureSelector
• metaheuristics::GeneticAlgorithm
• metaheuristics::HarmonySearch
• metaheuristics::HyperoptResult
• metaheuristics::HyperoptSearch
• metaheuristics::HyperparameterSet
• metaheuristics::IpopConfig
• metaheuristics::OptimizationResult
• metaheuristics::ParticleSwarm
• metaheuristics::SimulatedAnnealing
• metaheuristics::SwapMove
• metaheuristics::TabuSearch
• metaheuristics::benchmarks::BenchmarkInfo
• metaheuristics::nas::LayerConfig
• metaheuristics::nas::NasGenome
• metaheuristics::nas::NasSearchSpace
• metrics::drift::DriftConfig
• metrics::drift::DriftDetector
• metrics::drift::RetrainingTrigger
• metrics::drift::RollingDriftMonitor
• metrics::evaluator::ComparisonResult
• metrics::evaluator::ModelEvaluator
• metrics::evaluator::ModelResult
• metrics::grad_norm::HistoryReport
• metrics::grad_norm::StepRecord
• metrics::ranking::RankingMetrics
• mining::Apriori
• mining::AssociationRule
• model_selection::CrossValidationResult
• model_selection::GridSearchCVResult
• model_selection::GridSearchResult
• model_selection::KFold
• model_selection::StratifiedKFold
• models::BertConfig
• models::BertEncoder
• models::CrossEncoder
• models::Qwen2Model
• models::bert::BertConfig
• models::bert::BertConfigError
• models::bert::BertEmbeddings
• models::bert::BertEncoder
• models::bert::BertLayer
• models::bert::BertLoadError
• models::bert::CrossEncoder
• models::bert::config::BertConfig
• models::bert::config::BertConfigError
• models::bert::cross_encoder::CrossEncoder
• models::bert::embeddings::BertEmbeddings
• models::bert::encoder::BertEncoder
• models::bert::layer::BertLayer
• models::bert::load::BertLoadError
• models::qwen2::Embedding
• models::qwen2::Qwen2DecoderLayer
• models::qwen2::Qwen2MLP
• models::qwen2::Qwen2Model
• monte_carlo::engine::ConvergenceDiagnostics
• monte_carlo::engine::MonteCarloEngine
• monte_carlo::engine::MonteCarloRng
• monte_carlo::engine::PathMetadata
• monte_carlo::engine::Percentiles
• monte_carlo::engine::SimulationPath
• monte_carlo::engine::SimulationResult
• monte_carlo::engine::Statistics
• monte_carlo::engine::TimeHorizon
• monte_carlo::models::EmpiricalBootstrap
• monte_carlo::models::GeometricBrownianMotion
• monte_carlo::models::MertonJumpDiffusion
• monte_carlo::prelude::CVaR
• monte_carlo::prelude::ConvergenceDiagnostics
• monte_carlo::prelude::DrawdownAnalysis
• monte_carlo::prelude::DrawdownStatistics
• monte_carlo::prelude::EmpiricalBootstrap
• monte_carlo::prelude::GeometricBrownianMotion
• monte_carlo::prelude::MertonJumpDiffusion
• monte_carlo::prelude::MonteCarloEngine
• monte_carlo::prelude::MonteCarloRng
• monte_carlo::prelude::PathMetadata
• monte_carlo::prelude::Percentiles
• monte_carlo::prelude::RiskReport
• monte_carlo::prelude::SimulationPath
• monte_carlo::prelude::SimulationResult
• monte_carlo::prelude::Statistics
• monte_carlo::prelude::TimeHorizon
• monte_carlo::prelude::VaR
• monte_carlo::risk::CVaR
• monte_carlo::risk::DrawdownAnalysis
• monte_carlo::risk::DrawdownStatistics
• monte_carlo::risk::RiskReport
• monte_carlo::risk::VaR
• native::AlignedVec
• native::LayerData
• native::ModelExtra
• native::TreeData
• native::TruenoNativeModel
• nn::ALiBi
• nn::Adam
• nn::AdamW
• nn::AdjacencyMatrix
• nn::AlphaDropout
• nn::AvgPool2d
• nn::BCEWithLogitsLoss
• nn::BatchNorm1d
• nn::Bidirectional
• nn::Conv1d
• nn::Conv2d
• nn::ConvDimensionNumbers
• nn::CosineAnnealingLR
• nn::CrossEntropyLoss
• nn::DropBlock
• nn::DropConnect
• nn::Dropout
• nn::Dropout2d
• nn::ExponentialLR
• nn::Flatten
• nn::GATConv
• nn::GCNConv
• nn::GELU
• nn::GRU
• nn::GlobalAvgPool2d
• nn::GroupNorm
• nn::GroupedQueryAttention
• nn::InstanceNorm
• nn::L1Loss
• nn::LSTM
• nn::LayerNorm
• nn::LeakyReLU
• nn::Linear
• nn::LinearAttention
• nn::LinearWarmup
• nn::MSELoss
• nn::MaxPool1d
• nn::MaxPool2d
• nn::ModuleDict
• nn::ModuleList
• nn::MultiHeadAttention
• nn::NLLLoss
• nn::PositionalEncoding
• nn::RMSNorm
• nn::RMSprop
• nn::ReLU
• nn::ReduceLROnPlateau
• nn::RotaryPositionEmbedding
• nn::SAGEConv
• nn::SGD
• nn::Sequential
• nn::Sigmoid
• nn::SmoothL1Loss
• nn::Softmax
• nn::StepLR
• nn::Tanh
• nn::TransformerDecoderLayer
• nn::TransformerEncoderLayer
• nn::WarmupCosineScheduler
• nn::generation::BeamHypothesis
• nn::generation::BeamSearch
• nn::generation::GenerationConfig
• nn::generation::GreedyDecoder
• nn::generation::NucleusSampler
• nn::generation::TeacherForcing
• nn::generation::TopKSampler
• nn::gnn::AdjacencyMatrix
• nn::gnn::GATConv
• nn::gnn::GCNConv
• nn::gnn::SAGEConv
• nn::loss::BCEWithLogitsLoss
• nn::loss::CrossEntropyLoss
• nn::loss::L1Loss
• nn::loss::MSELoss
• nn::loss::NLLLoss
• nn::loss::SmoothL1Loss
• nn::optim::Adam
• nn::optim::AdamW
• nn::optim::RMSprop
• nn::optim::SGD
• nn::quantization::DynamicQuantizer
• nn::quantization::FakeQuantConfig
• nn::quantization::FakeQuantize
• nn::quantization::MixedPrecision
• nn::quantization::QuantObserver
• nn::quantization::QuantizedLinear
• nn::scheduler::CosineAnnealingLR
• nn::scheduler::ExponentialLR
• nn::scheduler::LinearWarmup
• nn::scheduler::ReduceLROnPlateau
• nn::scheduler::StepLR
• nn::scheduler::WarmupCosineScheduler
• nn::self_supervised::BYOL
• nn::self_supervised::ContrastiveTask
• nn::self_supervised::JigsawPuzzle
• nn::self_supervised::MaskedPrediction
• nn::self_supervised::MoCo
• nn::self_supervised::RotationPrediction
• nn::self_supervised::SimCLR
• nn::self_supervised::SimCSE
• nn::vae::ConditionalVAE
• nn::vae::VAE
• nn::vae::VAEOutput
• online::OnlineLearnerConfig
• online::OnlineLinearRegression
• online::OnlineLogisticRegression
• online::corpus::CorpusBuffer
• online::corpus::CorpusBufferConfig
• online::corpus::CorpusMerger
• online::corpus::CorpusProvenance
• online::corpus::CorpusSource
• online::corpus::Sample
• online::cpt::CptConfig
• online::cpt::CptProgress
• online::cpt::CptSchedule
• online::cpt::DataMixer
• online::cpt::ReplayBuffer
• online::curriculum::CurriculumTrainer
• online::curriculum::ExponentialCurriculum
• online::curriculum::FeatureNormScorer
• online::curriculum::LinearCurriculum
• online::curriculum::LossDifficultyScorer
• online::curriculum::ScoredSample
• online::curriculum::SelfPacedCurriculum
• online::dam::DamCoefficients
• online::dam::DamConfig
• online::dam::DamLoss
• online::dam::DamReport
• online::distillation::DistillationConfig
• online::distillation::DistillationLoss
• online::distillation::DistillationResult
• online::distillation::LinearDistiller
• online::distillation::SoftTargetGenerator
• online::distillation_advanced::HiddenProjection
• online::distillation_advanced::HiddenStateConfig
• online::distillation_advanced::HiddenStateDistiller
• online::distillation_advanced::OnlineDistillConfig
• online::distillation_advanced::OnlineDistiller
• online::distillation_advanced::QuantAwareConfig
• online::distillation_advanced::QuantAwareDistiller
• online::dpo::DpoConfig
• online::dpo::DpoLoss
• online::dpo::DpoMetrics
• online::dpo::PreferencePair
• online::drift::ADWIN
• online::drift::DDM
• online::drift::DriftDetectorFactory
• online::drift::DriftStats
• online::drift::PageHinkley
• online::eval_harness::EvalExample
• online::eval_harness::EvalReport
• online::eval_harness::EvalTask
• online::eval_harness::HarnessConfig
• online::eval_harness::LogLikelihoodScores
• online::eval_harness::TaskMetrics
• online::moe_construction::ExpertAssignment
• online::moe_construction::MoeConfig
• online::moe_construction::MoeConstructionPlan
• online::moe_construction::MoeReport
• online::orchestrator::OrchestratorBuilder
• online::orchestrator::OrchestratorStats
• online::orchestrator::RetrainConfig
• online::orchestrator::RetrainOrchestrator
• online::per_layer_merge::LayerMergeConfig
• online::per_layer_merge::LayerMergeReport
• online::per_layer_merge::LayerRule
• online::per_layer_merge::MergeYamlConfig
• online::per_layer_merge::ModelSource
• online::rlvr::CodeReward
• online::rlvr::MathReward
• online::rlvr::RewardResult
• online::rlvr::RlvrConfig
• online::rlvr::RlvrLoss
• online::rlvr::RlvrMetrics
• online::tokenizer_surgery::SurgeryReport
• online::tokenizer_surgery::TokenizerSurgeryConfig
• online::tokenizer_surgery::VocabMapping
• optim::ADMM
• optim::Adam
• optim::AugmentedLagrangian
• optim::BacktrackingLineSearch
• optim::ConjugateGradient
• optim::CoordinateDescent
• optim::DampedNewton
• optim::FISTA
• optim::InteriorPoint
• optim::LBFGS
• optim::LbfgsF64
• optim::OptimizationResult
• optim::OptimizationResultF64
• optim::ProjectedGradientDescent
• optim::SGD
• optim::WolfeLineSearch
• pipeline::Pipeline
• prelude::Adam
• prelude::AgglomerativeClustering
• prelude::Apriori
• prelude::BetaBinomial
• prelude::DBSCAN
• prelude::DataFrame
• prelude::DecisionTreeClassifier
• prelude::DecisionTreeRegressor
• prelude::DirichletMultinomial
• prelude::ElasticNet
• prelude::GammaPoisson
• prelude::GaussianMixture
• prelude::GridSearchResult
• prelude::HuberLoss
• prelude::IsolationForest
• prelude::KMeans
• prelude::Lasso
• prelude::LinearRegression
• prelude::LocalOutlierFactor
• prelude::LogisticRegression
• prelude::MAELoss
• prelude::MSELoss
• prelude::Matrix
• prelude::MinMaxScaler
• prelude::NormalInverseGamma
• prelude::RandomForestRegressor
• prelude::Ridge
• prelude::SGD
• prelude::SpectralClustering
• prelude::StandardScaler
• prelude::StratifiedKFold
• prelude::TSNE
• prelude::Vector
• preprocessing::LabelEncoder
• preprocessing::MaxAbsScaler
• preprocessing::MinMaxScaler
• preprocessing::Normalizer
• preprocessing::OneHotEncoder
• preprocessing::OrdinalEncoder
• preprocessing::PCA
• preprocessing::PolynomialFeatures
• preprocessing::RobustScaler
• preprocessing::StandardScaler
• preprocessing::TSNE
• primitives::Matrix
• primitives::Vector
• pruning::ActivationStats
• pruning::BlockImportanceScores
• pruning::BlockSparseTensor
• pruning::COOTensor
• pruning::CSRTensor
• pruning::CalibrationContext
• pruning::ChannelImportance
• pruning::DependencyGraph
• pruning::DepthPruner
• pruning::DepthPruningResult
• pruning::GraphEdge
• pruning::GraphNode
• pruning::ImportanceScores
• pruning::ImportanceStats
• pruning::LotteryTicketConfig
• pruning::LotteryTicketPruner
• pruning::LotteryTicketPrunerBuilder
• pruning::MagnitudeImportance
• pruning::MagnitudePruner
• pruning::PruningPlan
• pruning::PruningResult
• pruning::SparseGPTImportance
• pruning::SparsityMask
• pruning::WandaImportance
• pruning::WandaPruner
• pruning::WidthPruner
• pruning::WidthPruningResult
• pruning::WinningTicket
• qa::CategoryScore
• qa::QaChecklist
• qa::QaIssue
• qa::QaReport
• qa::TestResult
• qa::adversarial::AdversarialConfig
• qa::adversarial::AttackResult
• qa::adversarial::FgsmAttack
• qa::adversarial::GaussianNoiseAttack
• qa::adversarial::PgdAttack
• qa::docs::DocsConfig
• qa::docs::DocsResult
• qa::fairness::FairnessConfig
• qa::fairness::FairnessMetrics
• qa::fairness::GroupMetrics
• qa::robustness::EdgeCaseConfig
• qa::robustness::EdgeCaseResult
• qa::security::SecurityConfig
• qa::security::SecurityResult
• qa::velocity::VelocityResult
• recommend::ContentRecommender
• recommend::content_based::ContentRecommender
• regularization::CutMix
• regularization::CutMixParams
• regularization::LabelSmoothing
• regularization::Mixup
• regularization::RDrop
• regularization::RandAugment
• regularization::SpecAugment
• regularization::StochasticDepth
• scoring::CriticalIssue
• scoring::DimensionScore
• scoring::DimensionScores
• scoring::ModelFlags
• scoring::ModelMetadata
• scoring::QualityScore
• scoring::ScoreBreakdown
• scoring::ScoringConfig
• scoring::TrainingInfo
• serialization::AprReader
• serialization::AprWriter
• serialization::apr::AprReader
• serialization::apr::AprTensorDescriptor
• serialization::apr::AprWriter
• serialization::safetensors::MappedSafeTensors
• serialization::safetensors::RawTensorData
• serialization::safetensors::TensorMetadata
• showcase::BenchmarkResult
• showcase::BenchmarkStats
• showcase::ComponentTiming
• showcase::PmatVerification
• showcase::ProfilingCollector
• showcase::ShowcaseConfig
• showcase::ShowcaseRunner
• showcase::profiler::RenacerProfilerConfig
• showcase::zram::ZramConfig
• showcase::zram::ZramResult
• speech::AlignmentInfo
• speech::AsrConfig
• speech::AsrSession
• speech::CrossAttentionWeights
• speech::DiarizationConfig
• speech::DiarizationResult
• speech::FastSpeech2Synthesizer
• speech::HifiGanVocoder
• speech::LanguageDetection
• speech::Segment
• speech::Speaker
• speech::SpeakerSegment
• speech::StreamingTranscription
• speech::SynthesisRequest
• speech::SynthesisResult
• speech::Transcription
• speech::TtsConfig
• speech::Vad
• speech::VadConfig
• speech::VitsSynthesizer
• speech::VoiceSegment
• speech::WordTiming
• speech::asr::AsrConfig
• speech::asr::AsrSession
• speech::asr::CrossAttentionWeights
• speech::asr::LanguageDetection
• speech::asr::Segment
• speech::asr::StreamingTranscription
• speech::asr::Transcription
• speech::asr::WordTiming
• speech::diarization::DiarizationConfig
• speech::diarization::DiarizationResult
• speech::diarization::Speaker
• speech::diarization::SpeakerSegment
• speech::tts::AlignmentInfo
• speech::tts::FastSpeech2Synthesizer
• speech::tts::HifiGanVocoder
• speech::tts::SynthesisRequest
• speech::tts::SynthesisResult
• speech::tts::TtsConfig
• speech::tts::VitsSynthesizer
• speech::vad::Vad
• speech::vad::VadConfig
• speech::vad::VoiceSegment
• stack::ComponentHealth
• stack::FormatCompatibility
• stack::InferenceConfig
• stack::ModelVersion
• stack::StackHealth
• stats::AnovaResult
• stats::ChiSquareResult
• stats::DescriptiveStats
• stats::FiveNumberSummary
• stats::Histogram
• stats::TTestResult
• stats::hypothesis::AnovaResult
• stats::hypothesis::ChiSquareResult
• stats::hypothesis::TTestResult
• synthetic::AndonConfig
• synthetic::DefaultAndon
• synthetic::DiversityMonitor
• synthetic::DiversityScore
• synthetic::QualityDegradationDetector
• synthetic::SyntheticConfig
• synthetic::SyntheticStream
• synthetic::SyntheticValidator
• synthetic::TestAndon
• synthetic::andon::AndonConfig
• synthetic::andon::DefaultAndon
• synthetic::andon::TestAndon
• synthetic::cache::CacheStats
• synthetic::cache::SyntheticCache
• synthetic::code_eda::CodeEda
• synthetic::code_eda::CodeEdaConfig
• synthetic::code_eda::VariableSynonyms
• synthetic::code_features::CodeFeatureExtractor
• synthetic::code_features::CommitDiff
• synthetic::code_features::CommitFeatures
• synthetic::code_features::FeatureStats
• synthetic::eda::EdaConfig
• synthetic::eda::EdaGenerator
• synthetic::eda::SynonymDict
• synthetic::mixup::MixUpConfig
• synthetic::mixup::MixUpGenerator
• synthetic::shell::ShellGeneratorConfig
• synthetic::shell::ShellGrammar
• synthetic::shell::ShellSample
• synthetic::shell::ShellSyntheticGenerator
• synthetic::template::Template
• synthetic::template::TemplateConfig
• synthetic::template::TemplateGenerator
• synthetic::weak_supervision::KeywordLF
• synthetic::weak_supervision::LabeledSample
• synthetic::weak_supervision::LengthLF
• synthetic::weak_supervision::PatternLF
• synthetic::weak_supervision::WeakSupervisionConfig
• synthetic::weak_supervision::WeakSupervisionGenerator
• text::AlpacaTemplate
• text::ChatMLTemplate
• text::ChatMessage
• text::HuggingFaceTemplate
• text::Llama2Template
• text::MistralTemplate
• text::PhiTemplate
• text::RawTemplate
• text::SpecialTokens
• text::bpe::BpeConfig
• text::bpe::BpeTokenizer
• text::bpe::MergeRule
• text::bpe::Qwen2BpeTokenizer
• text::chat_template::AlpacaTemplate
• text::chat_template::ChatMLTemplate
• text::chat_template::ChatMessage
• text::chat_template::HuggingFaceTemplate
• text::chat_template::Llama2Template
• text::chat_template::MistralTemplate
• text::chat_template::PhiTemplate
• text::chat_template::RawTemplate
• text::chat_template::SpecialTokens
• text::entities::Entities
• text::entities::EntityExtractor
• text::incremental_idf::IncrementalIDF
• text::llama_tokenizer::LlamaTokenizer
• text::sentiment::SentimentAnalyzer
• text::shell_vocab::ShellVocabulary
• text::stem::PorterStemmer
• text::stopwords::StopWordsFilter
• text::summarize::TextSummarizer
• text::tokenize::BpeTokenizer
• text::tokenize::CharTokenizer
• text::tokenize::SentenceTokenizer
• text::tokenize::SpecialTokens
• text::tokenize::UnigramTokenizer
• text::tokenize::WhitespaceTokenizer
• text::tokenize::WordPieceTokenizer
• text::tokenize::WordTokenizer
• text::topic::LatentDirichletAllocation
• text::vectorize::CountVectorizer
• text::vectorize::HashingVectorizer
• text::vectorize::TfidfVectorizer
• time_series::ARIMA
• transfer::AttentionTransfer
• transfer::DomainAdapter
• transfer::FeatureDistillation
• transfer::KnowledgeDistillation
• transfer::LoRAAdapter
• transfer::LoRAConfig
• transfer::MatchingNetwork
• transfer::MultiTaskHead
• transfer::OnlineDistillation
• transfer::ProgressiveDistillation
• transfer::PrototypicalNetwork
• transfer::SelfDistillation
• transfer::TransferableEncoder
• tree::DecisionTreeClassifier
• tree::DecisionTreeRegressor
• tree::GradientBoostingClassifier
• tree::Leaf
• tree::Node
• tree::RandomForestClassifier
• tree::RandomForestRegressor
• tree::RegressionLeaf
• tree::RegressionNode
• verify::Delta
• verify::GroundTruth
• verify::Pipeline
• verify::PipelineBuilder
• verify::Stage
• verify::StageBuilder
• verify::StageResult
• verify::VerifyReport
• voice::AutoVcConverter
• voice::AutoVcTransfer
• voice::CloningConfig
• voice::ConversionResult
• voice::EmbeddingConfig
• voice::GstEncoder
• voice::IsolationConfig
• voice::IsolationResult
• voice::NoiseProfile
• voice::PpgConverter
• voice::SpeakerEmbedding
• voice::SpectralSubtractionIsolator
• voice::StyleConfig
• voice::StyleVector
• voice::Sv2TtsSpeakerEncoder
• voice::VoiceConversionConfig
• voice::VoiceProfile
• voice::WienerFilterIsolator
• voice::YourTtsCloner
• voice::clone::CloningConfig
• voice::clone::Sv2TtsSpeakerEncoder
• voice::clone::VoiceProfile
• voice::clone::YourTtsCloner
• voice::conversion::AutoVcConverter
• voice::conversion::ConversionResult
• voice::conversion::PpgConverter
• voice::conversion::VoiceConversionConfig
• voice::embedding::EcapaTdnn
• voice::embedding::EmbeddingConfig
• voice::embedding::SpeakerEmbedding
• voice::embedding::XVector
• voice::isolation::IsolationConfig
• voice::isolation::IsolationResult
• voice::isolation::NoiseProfile
• voice::isolation::SpectralSubtractionIsolator
• voice::isolation::WienerFilterIsolator
• voice::style::AutoVcTransfer
• voice::style::GstEncoder
• voice::style::StyleConfig
• voice::style::StyleVector
• wasm::SimdVerification
• wasm::WasmInferenceSession
• wasm::WasmMemoryConfig
• wasm::WasmTensorView
• weak_supervision::ConfidentLearning
• weak_supervision::LabelModel
• zoo::AuthorInfo
• zoo::ModelZooEntry
• zoo::ModelZooIndex
• zoo::ZooStats

Enums

• AprenderError
• autograd::OpError
• automl::GradientBoostingParam
• automl::HyperParam
• automl::ParamValue
• automl::RandomForestParam
• automl::params::DecisionTreeParam
• automl::params::GradientBoostingParam
• automl::params::KMeansParam
• automl::params::KNNParam
• automl::params::LinearParam
• automl::params::RandomForestParam
• bench::Difficulty
• bench::ExampleStatus
• bench::py2rs::Py2RsLevel
• bench::ship_007::Ship007Verdict
• cache::CacheData
• cache::CacheTier
• cache::EvictionPolicy
• chaos::ChaosError
• citl::CITLError
• citl::CompilationMode
• citl::CompilationResult
• citl::DiagnosticSeverity
• citl::Difficulty
• citl::EdgeType
• citl::ErrorCategory
• citl::Language
• citl::NodeType
• citl::RustEdition
• citl::SuggestionApplicability
• citl::TripletDistance
• classification::ClassWeight
• classification::DistanceMetric
• classification::FitMode
• classification::HeadFitError
• classification::HeadInputError
• classification::Kernel
• classification::Regularization
• classification::multinomial::HeadFitError
• classification::multinomial::HeadInputError
• classification::multinomial::Regularization
• cluster::Affinity
• cluster::CovarianceType
• cluster::Linkage
• code::AstNodeType
• code::CodeEdgeType
• code::TokenType
• compute::Backend
• compute::BackendCategory
• compute::JidokaAction
• compute::JidokaCondition
• compute::JidokaError
• data::evolve::EvolStrategy
• data::pii::PiiType
• data::quality_filter::QualityDimension
• demo::QuantizationType
• demo::reliable::ExecutionMode
• demo::reliable::ModelSource
• embed::DataCompression
• embed::EmbedError
• embed::TinyModelRepr
• embed::tiny::TinyModelError
• embed::tiny::TinyModelRepr
• error::AprenderError
• explainable::path::PathError
• format::AndonLevel
• format::Architecture
• format::Category
• format::CheckStatus
• format::Compression
• format::ContractError
• format::ConversionCategory
• format::ConversionDecision
• format::DiffCategory
• format::DistillMethod
• format::ExportFormat
• format::FixAction
• format::FormatType
• format::ImportError
• format::ImportPhase
• format::JidokaViolation
• format::LicenseTier
• format::LintCategory
• format::LintLevel
• format::MergeStrategy
• format::ModelType
• format::PatternSource
• format::Priority
• format::QuantizationType
• format::Regression
• format::Severity
• format::Source
• format::Trend
• format::ValidationConfig
• format::apr_format::AprFormatError
• format::apr_format::Compression
• format::apr_format::DistillMethod
• format::apr_format::LicenseTier
• format::apr_format::ModelType
• format::apr_format::StructureCheck
• format::apr_format::error::AprFormatError
• format::apr_format::validate::StructureCheck
• format::apr_gguf_forward_parity::AprGgufForwardParityVerdict
• format::aprfi_001_003::AprFiVerdict
• format::bpe_inv_001::BpeInv001Verdict
• format::bpe_inv_002::BpeInv002Verdict
• format::bpe_inv_003::BpeInv003Verdict
• format::bpe_inv_006::BpeInv006Verdict
• format::converter::Architecture
• format::converter::ExportFormat
• format::converter::ImportError
• format::converter::MergeStrategy
• format::converter::QuantizationType
• format::converter::Source
• format::converter::TensorProvenance
• format::converter::ValidationConfig
• format::converter_types::Architecture
• format::converter_types::ImportError
• format::converter_types::QuantizationType
• format::converter_types::Source
• format::converter_types::TensorProvenance
• format::converter_types::ValidationConfig
• format::data_inv_001::DataInv001Verdict
• format::data_inv_002::DataInv002Verdict
• format::data_inv_003::DataInv003Verdict
• format::data_inv_004::DataInv004Verdict
• format::data_inv_005::DataInv005Verdict
• format::data_inv_006::DataInv006Verdict
• format::data_inv_007::DataInv007Verdict
• format::diff::DiffCategory
• format::distill_train_001::DistillTrain001Verdict
• format::distill_train_002::DistillTrain002Verdict
• format::distill_train_005::DistillTrain005Verdict
• format::distill_train_006::DistillTrain006Verdict
• format::distill_train_009::DistillTrain009Verdict
• format::gate_ship_001::GateShip001Verdict
• format::gate_ship_002::GateShip002Verdict
• format::gate_ship_003::GateShip003Verdict
• format::gate_ship_004::GateShip004Verdict
• format::gate_ship_005::GateShip005Verdict
• format::gate_ship_006::GateShip006Verdict
• format::gate_ship_007::GateShip007Verdict
• format::gate_ship_008::GateShip008Verdict
• format::gate_ship_009::GateShip009Verdict
• format::gate_ship_010::GateShip010Verdict
• format::gate_ship_011::GateShip011Verdict
• format::gate_ship_012::GateShip012Verdict
• format::gguf::GgmlType
• format::gguf::GgufValue
• format::gguf::GgufValueType
• format::gguf::types::GgmlType
• format::gguf::types::GgufValue
• format::gguf::types::GgufValueType
• format::layout_contract::ContractError
• format::lint::LintCategory
• format::lint::LintLevel
• format::model_family::Activation
• format::model_family::AttentionType
• format::model_family::MlpType
• format::model_family::NormType
• format::model_family::PositionalEncoding
• format::onnx::OnnxDataType
• format::pretok_inv_001::PretokInv001Verdict
• format::pretok_inv_002::PretokInv002Verdict
• format::pretok_inv_003::PretokInv003Verdict
• format::prof10_003::Prof10_003Verdict
• format::pub_cli_001::PubCli001Verdict
• format::pub_cli_002_004::PubCli002004Verdict
• format::pub_cli_003::PubCli003Verdict
• format::pull_dataset_001::PullDataset001Verdict
• format::pull_dataset_002::PullDataset002Verdict
• format::pull_dataset_003::PullDataset003Verdict
• format::pull_dataset_004::PullDataset004Verdict
• format::pull_dataset_005::PullDataset005Verdict
• format::qa_001::Qa001Verdict
• format::qa_002_006::Qa002006Verdict
• format::qa_004::Qa004Verdict
• format::rosetta::BugClassification
• format::rosetta::FormatType
• format::rosetta_ml::AndonLevel
• format::rosetta_ml::ConversionCategory
• format::rosetta_ml::ConversionDecision
• format::rosetta_ml::FixAction
• format::rosetta_ml::JidokaViolation
• format::rosetta_ml::PatternSource
• format::rosetta_ml::Priority
• format::rosetta_ml::Regression
• format::rosetta_ml::Severity
• format::rosetta_ml::Trend
• format::sharded::ImportPhase
• format::ship_001::Ship001Verdict
• format::ship_003::Ship003Verdict
• format::ship_004::Ship004Verdict
• format::ship_010::Ship010Verdict
• format::ship_023::Ship023Verdict
• format::ship_024::Ship024Verdict
• format::sub_ffn_005::SubFfn005Verdict
• format::tok_par_002::TokPar002Verdict
• format::types::Compression
• format::types::DistillMethod
• format::types::LicenseTier
• format::types::ModelType
• format::v2::TensorDType
• format::v2::V2FormatError
• format::validation::Category
• format::validation::CheckStatus
• glm::Family
• glm::Link
• gnn::SAGEAggregation
• hf_hub::HfHubError
• index::PersistentHnswError
• index::SimilarityMetric
• index::persistent_hnsw::PersistentHnswError
• inspect::WeightHealth
• inspect::safetensors::SafetensorsError
• loading::Backend
• loading::CipherSuite
• loading::LoadingMode
• loading::VerificationLevel
• loading::cipher::CipherSuite
• loading::wcet::SafetyError
• logic::Equation
• logic::LogicMode
• logic::Nonlinearity
• metaheuristics::AdaptationStrategy
• metaheuristics::Budget
• metaheuristics::DEStrategy
• metaheuristics::Hyperparameter
• metaheuristics::SearchAlgorithm
• metaheuristics::SearchSpace
• metaheuristics::SelectionCriterion
• metaheuristics::TerminationReason
• metaheuristics::nas::LayerType
• metaheuristics::nas::NasMutation
• metrics::classification::Average
• metrics::drift::DriftStatus
• metrics::evaluator::TaskType
• metrics::grad_norm::ClipOutcome
• metrics::grad_norm::GradNormOutcome
• metrics::grad_norm::SpikeOutcome
• metrics::percentile::PercentileLadderOutcome
• metrics::percentile::PercentileOutcome
• metrics::perplexity::PerplexityOutcome
• metrics::ship_005::Ship005Verdict
• monte_carlo::MonteCarloError
• monte_carlo::engine::Budget
• monte_carlo::engine::TimeStep
• monte_carlo::engine::VarianceReduction
• monte_carlo::error::MonteCarloError
• monte_carlo::prelude::Budget
• monte_carlo::prelude::MonteCarloError
• monte_carlo::prelude::TimeStep
• monte_carlo::prelude::VarianceReduction
• native::LayerType
• native::NativeModelError
• nn::ConvLayout
• nn::KernelLayout
• nn::PlateauMode
• nn::Reduction
• nn::SAGEAggregation
• nn::generation::TeacherForcingSchedule
• nn::gnn::SAGEAggregation
• nn::loss::Reduction
• nn::quantization::ObserverMethod
• nn::scheduler::PlateauMode
• online::LearningRateDecay
• online::corpus::EvictionPolicy
• online::corpus::SampleSource
• online::drift::DriftStatus
• online::eval_harness::TaskType
• online::moe_construction::RouterInit
• online::moe_construction::RoutingMethod
• online::orchestrator::ObserveResult
• online::tokenizer_surgery::SurgeryMethod
• optim::CGBetaFormula
• optim::ConvergenceStatus
• prelude::Affinity
• prelude::CovarianceType
• prelude::Linkage
• pruning::DependencyType
• pruning::NodeType
• pruning::NormType
• pruning::PruningError
• pruning::RewindStrategy
• pruning::SparseFormat
• pruning::SparseTensor
• pruning::SparsityPattern
• qa::JidokaStop
• qa::QaCategory
• qa::Severity
• qa::fairness::FairnessDomain
• qa::robustness::EdgeCaseBehavior
• qa::ship_002::Ship002Verdict
• qa::ship_006::Ship006Verdict
• regularization::AugmentationType
• regularization::DropMode
• scoring::Finding
• scoring::Grade
• scoring::ScoredModelType
• scoring::Severity
• serialization::safetensors::SafeTensorsDType
• speech::SpeechError
• stack::DerivationType
• stack::HealthStatus
• stack::ModelStage
• stack::QuantizationType
• stack::StackComponent
• stats::BinMethod
• synthetic::AndonEvent
• synthetic::AndonSeverity
• synthetic::GenerationStrategy
• synthetic::SyntheticParam
• synthetic::ValidationResult
• synthetic::andon::AndonEvent
• synthetic::andon::AndonSeverity
• synthetic::code_eda::CodeLanguage
• synthetic::weak_supervision::AggregationStrategy
• synthetic::weak_supervision::LabelVote
• text::TemplateFormat
• text::chat_template::Ship008Verdict
• text::chat_template::TemplateFormat
• text::llama_tokenizer::GGUFValue
• text::llama_tokenizer::TokenizerModel
• text::sentiment::Polarity
• text::shell_vocab::SafetyClass
• text::summarize::SummarizationMethod
• text::vectorize::Norm
• transfer::DistanceMetric
• transfer::FeatureLossType
• tree::RegressionTreeNode
• tree::TreeNode
• verify::Metric
• verify::StageStatus
• verify::Tolerance
• voice::BottleneckType
• voice::ConversionMode
• voice::IsolationMethod
• voice::NoiseEstimation
• voice::VoiceError
• voice::conversion::BottleneckType
• voice::conversion::ConversionMode
• voice::isolation::IsolationMethod
• voice::isolation::NoiseEstimation
• weak_supervision::LFOutput
• zoo::ModelCategory
• zoo::ModelZooType

Traits

• Estimator
• Transformer
• UnsupervisedEstimator
• active_learning::QueryStrategy
• autograd::GradFn
• automl::Callback
• automl::SearchStrategy
• automl::params::ParamKey
• bench::EvalTask
• citl::CompilerInterface
• ensemble::GatingNetwork
• explainable::IntoEnsembleExplainable
• explainable::IntoExplainable
• explainable::IntoLogisticExplainable
• explainable::IntoTreeExplainable
• explainable::path::DecisionPath
• explainable::path::Explainable
• format::AprV2DequantExt
• format::PokaYoke
• format::dequant_ext::AprV2DequantExt
• format::model_family::ModelFamily
• format::validation::PokaYoke
• gnn::GNNModule
• graph::GraphCentrality
• graph::centrality::GraphCentrality
• interpret::Explainer
• loss::Loss
• metaheuristics::ConstructiveMetaheuristic
• metaheuristics::NeighborhoodSearch
• metaheuristics::PerturbativeMetaheuristic
• monte_carlo::engine::SimulationModel
• monte_carlo::prelude::SimulationModel
• nn::LRScheduler
• nn::MessagePassing
• nn::Module
• nn::Optimizer
• nn::gnn::MessagePassing
• nn::optim::Optimizer
• nn::scheduler::LRScheduler
• online::OnlineLearner
• online::PassiveAggressive
• online::curriculum::CurriculumScheduler
• online::curriculum::DifficultyScorer
• online::drift::DriftDetector
• online::rlvr::VerifiableReward
• optim::LineSearch
• optim::Optimizer
• prelude::Estimator
• prelude::Loss
• prelude::Optimizer
• prelude::Transformer
• prelude::UnsupervisedEstimator
• pruning::Importance
• pruning::Pruner
• speech::AsrModel
• speech::SpeechSynthesizer
• speech::Vocoder
• speech::asr::AsrModel
• speech::tts::SpeechSynthesizer
• speech::tts::Vocoder
• synthetic::AndonHandler
• synthetic::SyntheticCallback
• synthetic::SyntheticGenerator
• synthetic::andon::AndonHandler
• synthetic::mixup::Embeddable
• synthetic::weak_supervision::LabelingFunction
• text::ChatTemplateEngine
• text::Tokenizer
• text::chat_template::ChatTemplateEngine
• text::stem::Stemmer
• traits::Estimator
• traits::Transformer
• traits::UnsupervisedEstimator
• transfer::TransferEncoder
• voice::EmbeddingExtractor
• voice::SpeakerEncoder
• voice::StyleEncoder
• voice::StyleTransfer
• voice::VoiceCloner
• voice::VoiceConverter
• voice::VoiceIsolator
• voice::clone::SpeakerEncoder
• voice::clone::VoiceCloner
• voice::conversion::VoiceConverter
• voice::embedding::EmbeddingExtractor
• voice::isolation::VoiceIsolator
• voice::style::StyleEncoder
• voice::style::StyleTransfer

Functions

• autograd::additive_attention_mask
• autograd::clear_grad
• autograd::clear_graph
• autograd::cosine_similarity_rows
• autograd::embedding_gather
• autograd::get_grad
• autograd::graph_tape_len
• autograd::is_grad_enabled
• autograd::l2_normalize_rows
• autograd::masked_mean_pool
• autograd::mse_loss
• autograd::no_grad
• bench::pareto::compute_hypervolume
• bench::pareto::compute_pareto_frontier
• bench::pareto::find_knee_point
• bench::pareto::generate_recommendations
• bench::py2rs::compare_models
• bench::py2rs::format_comparison_table
• bench::py2rs::generate_canonical_examples
• bench::py2rs::run_benchmark
• bench::ship_007::verdict_from_decode_tps
• calibration::brier_score
• calibration::expected_calibration_error
• calibration::maximum_calibration_error
• calibration::reliability_diagram
• citl::rust_error_codes
• code::pooling::max_pool
• code::pooling::mean_pool
• code::pooling::sum_pool
• compute::select_backend
• compute::should_use_gpu
• compute::should_use_parallel
• data::evolve::evolve_batch
• data::evolve::evolve_instruction
• data::pii::filter_pii
• data::pii::filter_pii_jsonl
• data::pii::scan_pii
• data::quality_filter::filter_by_quality
• data::quality_filter::filter_jsonl_quality
• data::quality_filter::score_quality
• datasets::load_iris
• datasets::make_blobs
• datasets::make_classification
• datasets::make_regression
• demo::reliable::check_command
• demo::reliable::check_prerequisites
• demo::reliable::detect_backend
• demo::reliable::models::mistral_7b
• demo::reliable::models::phi2
• demo::reliable::models::qwen2_0_5b
• demo::reliable::models::tinyllama_chat
• demo::reliable::print_prerequisites
• demo::reliable::recovery::checksum_mismatch
• demo::reliable::recovery::gpu_not_available
• demo::reliable::recovery::model_not_found
• demo::reliable::recovery::out_of_memory
• format::apr_convert
• format::apr_export
• format::apr_format::core_io::inspect
• format::apr_format::core_io::inspect_bytes
• format::apr_format::core_io::load
• format::apr_format::core_io::load_auto
• format::apr_format::core_io::load_from_bytes
• format::apr_format::core_io::load_mmap
• format::apr_format::core_io::save
• format::apr_format::crc32
• format::apr_format::crc32::crc32
• format::apr_format::f16::f16_to_f32
• format::apr_format::f16::f32_to_f16
• format::apr_format::f16_to_f32
• format::apr_format::f32_to_f16
• format::apr_format::inspect
• format::apr_format::inspect_bytes
• format::apr_format::load
• format::apr_format::load_auto
• format::apr_format::load_from_bytes
• format::apr_format::load_mmap
• format::apr_format::save
• format::apr_format::validate::check_flags
• format::apr_format::validate::check_header_size
• format::apr_format::validate::check_magic
• format::apr_format::validate::check_version
• format::apr_format::validate::validate_structure
• format::apr_format::validate_structure
• format::apr_gguf_forward_parity::verdict_from_per_layer_ratios
• format::apr_import
• format::apr_merge
• format::aprfi_001_003::count_regressions
• format::aprfi_001_003::roundtrip
• format::aprfi_001_003::verdict_from_regression_detection
• format::aprfi_001_003::verdict_from_roundtrip_identity
• format::aprfi_001_003::verdict_from_truncated_rejection
• format::bpe_inv_001::verdict_from_vocab_size_pair
• format::bpe_inv_002::verdict_from_special_token_ids
• format::bpe_inv_003::verdict_from_roundtrip_scan
• format::bpe_inv_006::verdict_from_token_id_pair
• format::chrono_lite_now
• format::compare::l2_diff
• format::compare::max_diff
• format::compare::relative_l2_error
• format::contract
• format::converter::apr_convert
• format::converter::apr_export
• format::converter::apr_import
• format::converter::apr_merge
• format::converter::detect_sharded_model
• format::converter::evolutionary_merge::build_merge_options
• format::converter::evolutionary_merge::decode_params
• format::converter::evolutionary_merge::evolutionary_merge
• format::converter::evolutionary_merge::merge_tensors_in_memory
• format::converter::evolutionary_merge::softmax_normalize
• format::converter::evolutionary_merge_fn
• format::converter::load_model_tensors
• format::converter::parse_import_error
• format::converter::q4k_output_size_estimate
• format::converter::sanitize_hf_json
• format::converter::streaming_quantize_peak_estimate
• format::converter_types::detect_sharded_model
• format::converter_types::parse_import_error
• format::core_io::inspect
• format::core_io::inspect_bytes
• format::core_io::load
• format::core_io::load_auto
• format::core_io::load_from_bytes
• format::core_io::load_mmap
• format::core_io::save
• format::crc32
• format::data_inv_001::verdict_from_license_whitelist_scan
• format::data_inv_002::verdict_from_pii_scrub_scan
• format::data_inv_003::verdict_from_jaccard_max
• format::data_inv_004::verdict_from_split_token_counts
• format::data_inv_005::verdict_from_corpus_sha256_pair
• format::data_inv_006::verdict_from_split_file_sha256s
• format::data_inv_007::verdict_from_utf8_nfc_scan
• format::dequant_ext::dequantize_q4
• format::diff::diff_inspections
• format::diff::diff_models
• format::diff_inspections
• format::diff_models
• format::distill_train_001::verdict_from_max_diff_pct
• format::distill_train_002::verdict_from_per_epoch_kl_losses
• format::distill_train_005::verdict_from_paired_per_file_hashes
• format::distill_train_006::verdict_from_cache_resume_observation
• format::distill_train_009::verdict_from_distill_vs_baseline
• format::estimate_shard_memory
• format::f16_safety::is_safe_f16_scale
• format::f16_safety::safe_f16_scale
• format::f16_to_f32
• format::f32_to_f16
• format::fail_no_validation_rules
• format::format_size
• format::gate_ship_001::verdict_from_model1_ac_aggregate
• format::gate_ship_002::verdict_from_model2_ac_aggregate
• format::gate_ship_003::verdict_from_golden_output_diff
• format::gate_ship_004::verdict_from_identical_humaneval_scores
• format::gate_ship_005::verdict_from_license_metadata
• format::gate_ship_006::verdict_from_first_token_probability_delta
• format::gate_ship_007::verdict_from_unwrap_count
• format::gate_ship_008::verdict_from_contract_density
• format::gate_ship_009::verdict_from_ci_aggregate
• format::gate_ship_010::verdict_from_advisory_count
• format::gate_ship_011::verdict_from_tdg_score
• format::gate_ship_012::verdict_from_line_coverage_pct
• format::get_shard_files
• format::gguf::api::load_gguf_raw
• format::gguf::api::load_gguf_tensors
• format::gguf::api::load_gguf_with_tokenizer
• format::gguf::dequant::dequantize_q4_0
• format::gguf::dequant::dequantize_q4_1
• format::gguf::dequant::dequantize_q5_0
• format::gguf::dequant::dequantize_q8_0
• format::gguf::dequantize_q4_0
• format::gguf::dequantize_q4_1
• format::gguf::dequantize_q5_0
• format::gguf::dequantize_q8_0
• format::gguf::export_tensors_to_gguf
• format::gguf::load_gguf_raw
• format::gguf::load_gguf_tensors
• format::gguf::load_gguf_with_tokenizer
• format::gguf::merge::merge_gguf_shards
• format::gguf::merge_gguf_shards
• format::gguf::padding_for_alignment
• format::gguf::types::export_tensors_to_gguf
• format::gguf::types::padding_for_alignment
• format::gguf::types::write_metadata_kv
• format::gguf::write_metadata_kv
• format::golden::verify_logits
• format::hexdump::data_flow_diagram
• format::hexdump::hex_dump
• format::hexdump::statistics_table
• format::hexdump::tensor_hex_dump
• format::hexdump::tree_view
• format::inspect
• format::inspect_bytes
• format::is_sharded_model
• format::is_valid_apr_magic
• format::layout_contract::contract
• format::layout_contract::enforce_architecture_completeness
• format::layout_contract::enforce_embedding_contract
• format::layout_contract::enforce_import_contract
• format::layout_contract::enforce_load_contract
• format::layout_contract::enforce_matmul_contract
• format::layout_contract::validate_ffn_shape_symmetry
• format::lint::lint_apr_file
• format::lint::lint_model
• format::lint::lint_model_file
• format::lint_apr_file
• format::lint_model
• format::lint_model_file
• format::list_tensors
• format::list_tensors_from_bytes
• format::load
• format::load_auto
• format::load_from_bytes
• format::load_mmap
• format::model_family::build_default_registry
• format::model_family_loader::default_contracts_dir
• format::model_family_loader::load_family_registry
• format::model_family_loader::load_family_yaml
• format::model_family_loader::parse_family_yaml
• format::no_validation_result
• format::onnx::is_nemo_file
• format::onnx::is_onnx_file
• format::pretok_inv_001::verdict_from_per_shard_max_token_ids
• format::pretok_inv_002::verdict_from_per_shard_byte_sizes
• format::pretok_inv_003::verdict_from_manifest_vs_shards
• format::prof10_003::verdict_from_decode_time_pair
• format::pub_cli_001::verdict_from_default_features_string
• format::pub_cli_002_004::verdict_from_cargo_command_exit
• format::pub_cli_003::verdict_from_help_command_listing
• format::pull_dataset_001::verdict_from_help_output_flags
• format::pull_dataset_002::verdict_from_include_glob_match_count
• format::pull_dataset_003::verdict_from_no_match_fail_fast
• format::pull_dataset_004::verdict_from_license_allowlist_filter
• format::pull_dataset_005::verdict_from_model_path_backward_compat
• format::q4k_output_size_estimate
• format::qa_001::verdict_from_help_subcommand_smoke
• format::qa_002_006::verdict_from_error_exit_nonzero
• format::qa_004::verdict_from_nan_inf_scan
• format::rosetta::parse_quantization
• format::save
• format::sharded::estimate_shard_memory
• format::sharded::get_shard_files
• format::sharded::is_sharded_model
• format::ship_001::verdict_from_load_result
• format::ship_001::verdict_from_safetensors_header_size
• format::ship_001::verdict_from_safetensors_json_open_byte
• format::ship_003::verdict_from_cosine_similarity
• format::ship_003::verdict_from_per_layer_cosines
• format::ship_004::verdict_from_gguf_magic_bytes
• format::ship_004::verdict_from_gguf_version
• format::ship_004::verdict_from_llama_cli_exit
• format::ship_010::verdict_from_manifest_url
• format::ship_010::verdict_from_sha256_match
• format::ship_023::verdict_from_score_drift
• format::ship_024::verdict_from_adversarial_suite
• format::streaming_quantize_peak_estimate
• format::sub_ffn_005::verdict_from_ffn_line_count
• format::tensors::format_size
• format::tensors::is_valid_apr_magic
• format::tensors::list_tensors
• format::tensors::list_tensors_from_bytes
• format::tok_par_002::verdict_from_speedup_observation
• format::types::chrono_lite_now
• format::v2::align_64
• format::v2::align_up
• format::v2::is_aligned_64
• format::v2::padding_to_align
• format::v2::required_file_len
• format::v2::stamp::stamp_provenance_bytes
• format::v2::stamp_provenance_bytes
• format::validate_ffn_shape_symmetry
• format::validation::fail_no_validation_rules
• format::validation::no_validation_result
• format::verification_specs::align_offset
• format::verification_specs::is_valid_metadata_key
• format::verification_specs::is_valid_quant_block_size
• format::verification_specs::is_valid_tensor_name
• format::verification_specs::is_valid_tensor_shape
• format::verification_specs::quant_block_count
• format::verification_specs::swap_dims_for_row_major
• format::verification_specs::validate_magic
• format::verify_logits
• gnn::global_max_pool
• gnn::global_mean_pool
• gnn::global_sum_pool
• hf_hub::xet::build_token_refresh_url
• hf_hub::xet::should_use_xet
• index::default_cross_encoder
• loading::calculate_wcet
• loading::wcet::assert_memory_budget
• loading::wcet::assert_time_budget
• loading::wcet::calculate_wcet
• loading::wcet::calculate_wcet_breakdown
• loading::wcet::estimate_max_size_for_budget
• loading::wcet::min_ring_buffer_size
• logic::apply_nonlinearity
• logic::apply_nonlinearity_with_mask
• logic::apply_nonlinearity_with_temperature
• logic::logical_join
• logic::logical_negation
• logic::logical_project
• logic::logical_select
• logic::logical_union
• loss::cross_entropy_loss
• loss::dice_loss
• loss::focal_loss
• loss::gradient_penalty
• loss::hinge_loss
• loss::huber_loss
• loss::info_nce_loss
• loss::kl_divergence
• loss::mae_loss
• loss::mse_loss
• loss::squared_hinge_loss
• loss::triplet_loss
• loss::wasserstein_discriminator_loss
• loss::wasserstein_generator_loss
• loss::wasserstein_loss
• metaheuristics::benchmarks::ackley
• metaheuristics::benchmarks::all_benchmarks
• metaheuristics::benchmarks::dixon_price
• metaheuristics::benchmarks::griewank
• metaheuristics::benchmarks::levy
• metaheuristics::benchmarks::michalewicz
• metaheuristics::benchmarks::rastrigin
• metaheuristics::benchmarks::rosenbrock
• metaheuristics::benchmarks::schwefel
• metaheuristics::benchmarks::sphere
• metaheuristics::benchmarks::zakharov
• metaheuristics::nas::architecture_complexity
• metaheuristics::nas::crossover_genomes
• metaheuristics::nas::mutate_genome
• metaheuristics::rank_features
• metaheuristics::select_features
• metrics::adjusted_rand_score
• metrics::agreement::balanced_accuracy_score
• metrics::agreement::cohen_kappa_score
• metrics::agreement::hamming_loss
• metrics::agreement::matthews_corrcoef
• metrics::average_precision_score
• metrics::balanced_accuracy_score
• metrics::calinski_harabasz_score
• metrics::classification::accuracy
• metrics::classification::classification_report
• metrics::classification::confusion_matrix
• metrics::classification::f1_per_class
• metrics::classification::f1_score
• metrics::classification::fbeta_score
• metrics::classification::jaccard_score
• metrics::classification::precision
• metrics::classification::precision_per_class
• metrics::classification::recall
• metrics::classification::recall_per_class
• metrics::cohen_kappa_score
• metrics::davies_bouldin_score
• metrics::evaluator::evaluate_classification
• metrics::evaluator::evaluate_regression
• metrics::explained_variance_score
• metrics::fbeta_score
• metrics::grad_norm::analyze_history
• metrics::grad_norm::classify_clip_identity_below_cap
• metrics::grad_norm::classify_clip_non_expansive
• metrics::grad_norm::classify_empty_distinct
• metrics::grad_norm::classify_l2_matches_formula
• metrics::grad_norm::classify_no_spike_in_stable_run
• metrics::grad_norm::classify_spike_detected
• metrics::grad_norm::clip_grad_norm
• metrics::grad_norm::compute_grad_norm_l2
• metrics::grad_norm::detect_grad_spike
• metrics::hamming_loss
• metrics::inertia
• metrics::jaccard_score
• metrics::log_loss
• metrics::mae
• metrics::matthews_corrcoef
• metrics::max_error
• metrics::mean_absolute_error
• metrics::mean_absolute_percentage_error
• metrics::mean_squared_error
• metrics::mean_squared_log_error
• metrics::median_absolute_error
• metrics::mse
• metrics::mutual_info_score
• metrics::normalized_mutual_info_score
• metrics::percentile::classify_empty_is_distinct
• metrics::percentile::classify_invalid_percentile_rejected
• metrics::percentile::classify_ladder_monotone
• metrics::percentile::classify_nan_sample_rejected
• metrics::percentile::classify_negative_sample_rejected
• metrics::percentile::classify_p100_is_max
• metrics::percentile::classify_unsorted_points_rejected
• metrics::percentile::compute_percentile
• metrics::percentile::compute_percentile_ladder
• metrics::perplexity::classify_empty_distinct
• metrics::perplexity::classify_inf_rejected
• metrics::perplexity::classify_nan_rejected
• metrics::perplexity::classify_perfect_prediction_is_one
• metrics::perplexity::classify_positive_log_prob_rejected
• metrics::perplexity::classify_ppl_at_least_one
• metrics::perplexity::compute_perplexity
• metrics::precision_recall_curve
• metrics::probabilistic::average_precision_score
• metrics::probabilistic::log_loss
• metrics::probabilistic::precision_recall_curve
• metrics::probabilistic::roc_auc_score
• metrics::probabilistic::roc_curve
• metrics::r2_score
• metrics::r_squared
• metrics::ranking::dcg_at_k
• metrics::ranking::hit_at_k
• metrics::ranking::mean_hit_at_k
• metrics::ranking::mrr
• metrics::ranking::ndcg_at_k
• metrics::ranking::reciprocal_rank
• metrics::regression::explained_variance_score
• metrics::regression::max_error
• metrics::regression::mean_absolute_error
• metrics::regression::mean_absolute_percentage_error
• metrics::regression::mean_squared_error
• metrics::regression::mean_squared_log_error
• metrics::regression::median_absolute_error
• metrics::regression::r2_score
• metrics::rmse
• metrics::roc_auc_score
• metrics::roc_curve
• metrics::ship_005::verdict_from_pass_at_1
• metrics::silhouette_score
• model_selection::cross_val_score
• model_selection::cross_validate
• model_selection::grid_search
• model_selection::grid_search_alpha
• model_selection::randomized_search
• model_selection::train_test_split
• models::bert::expected_bert_tensor_names
• models::bert::load::expected_bert_tensor_names
• monte_carlo::engine::autocorrelation
• monte_carlo::engine::calculate_ess
• monte_carlo::engine::empirical_variance_reduction
• monte_carlo::engine::ess_autocorr
• monte_carlo::engine::inverse_normal_cdf
• monte_carlo::engine::percentile
• monte_carlo::prelude::calmar_ratio
• monte_carlo::prelude::gain_to_pain_ratio
• monte_carlo::prelude::information_ratio
• monte_carlo::prelude::jensens_alpha
• monte_carlo::prelude::omega_ratio
• monte_carlo::prelude::percentile
• monte_carlo::prelude::sharpe_ratio
• monte_carlo::prelude::sharpe_ratio_annualized
• monte_carlo::prelude::sortino_ratio
• monte_carlo::prelude::treynor_ratio
• monte_carlo::risk::calmar_ratio
• monte_carlo::risk::gain_to_pain_ratio
• monte_carlo::risk::information_ratio
• monte_carlo::risk::jensens_alpha
• monte_carlo::risk::omega_ratio
• monte_carlo::risk::sharpe_ratio
• monte_carlo::risk::sharpe_ratio_annualized
• monte_carlo::risk::sortino_ratio
• monte_carlo::risk::treynor_ratio
• nn::functional::cosine_similarity_slice
• nn::functional::dropout
• nn::functional::euclidean_distance
• nn::functional::gelu
• nn::functional::layer_norm
• nn::functional::leaky_relu
• nn::functional::linear
• nn::functional::log_softmax
• nn::functional::log_softmax_1d
• nn::functional::relu
• nn::functional::relu_scalar
• nn::functional::rms_norm
• nn::functional::sigmoid
• nn::functional::sigmoid_scalar
• nn::functional::sigmoid_scalar_f64
• nn::functional::silu
• nn::functional::silu_scalar
• nn::functional::softmax
• nn::functional::softmax_1d
• nn::functional::softmax_1d_f64
• nn::functional::swiglu
• nn::functional::swiglu_scalar
• nn::functional::tanh
• nn::generate_causal_mask
• nn::generation::apply_repetition_penalty
• nn::generation::apply_temperature
• nn::kaiming_normal
• nn::kaiming_uniform
• nn::serialize::count_parameters
• nn::serialize::load_model
• nn::serialize::load_state_dict
• nn::serialize::load_state_dict_into
• nn::serialize::model_size_bytes
• nn::serialize::save_model
• nn::serialize::state_dict
• nn::ssm::selective_gate
• nn::ssm::ssm_discretize
• nn::ssm::ssm_scan
• nn::xavier_normal
• nn::xavier_uniform
• online::dam::optimize_coefficients
• online::dam::softmax
• online::distillation::binary_cross_entropy
• online::distillation::cross_entropy
• online::distillation::kl_divergence
• online::distillation::softmax
• online::distillation::softmax_temperature
• online::eval_harness::compute_accuracy
• online::eval_harness::compute_perplexity
• online::eval_harness::mock_hellaswag
• online::eval_harness::run_harness
• online::eval_harness::score_multiple_choice
• online::eval_harness::score_multiple_choice_with_lengths
• online::moe_construction::compute_expert_load_balance
• online::moe_construction::compute_gate_weights
• online::moe_construction::plan_moe_construction
• online::per_layer_merge::match_layer_rule
• online::per_layer_merge::parse_merge_yaml
• online::per_layer_merge::validate_merge_config
• online::tokenizer_surgery::compute_vocab_overlap
• online::tokenizer_surgery::transplant_embeddings
• online::tokenizer_surgery::validate_surgery
• optim::prox::nonnegative
• optim::prox::project_box
• optim::prox::project_l2_ball
• optim::prox::soft_threshold
• optim::safe_cholesky_solve
• prelude::grid_search_alpha
• prelude::huber_loss
• prelude::inertia
• prelude::mae
• prelude::mae_loss
• prelude::mse
• prelude::mse_loss
• prelude::r_squared
• prelude::rmse
• prelude::silhouette_score
• pruning::generate_block_mask
• pruning::generate_column_mask
• pruning::generate_nm_mask
• pruning::generate_row_mask
• pruning::generate_unstructured_mask
• pruning::propagate_channel_pruning
• pruning::prune_module
• pruning::sparsify
• qa::adversarial::run_robustness_tests
• qa::docs::o10_readme_quickstart
• qa::docs::o11_cli_help_consistent
• qa::docs::o12_manpages_generation
• qa::docs::o13_changelog_updated
• qa::docs::o14_contributing_guide
• qa::docs::o15_license_headers
• qa::docs::o16_examples_error_handling
• qa::docs::o17_progress_bars
• qa::docs::o18_wasm_documentation
• qa::docs::o19_tensorlogic_documentation
• qa::docs::o1_example_listing
• qa::docs::o20_audio_documentation
• qa::docs::o2_whisper_transcribe_example
• qa::docs::o3_logic_family_tree_example
• qa::docs::o4_qwen_chat_example
• qa::docs::o5_examples_compile
• qa::docs::o6_public_api_only
• qa::docs::o7_mdbook_builds
• qa::docs::o8_book_links_valid
• qa::docs::o9_code_blocks_tested
• qa::docs::run_all_docs_tests
• qa::fairness::calculate_demographic_parity_diff
• qa::fairness::calculate_disparate_impact
• qa::fairness::calculate_equal_opportunity_diff
• qa::fairness::run_fairness_tests
• qa::fairness::satisfies_four_fifths_rule
• qa::robustness::numerical::test_overflow
• qa::robustness::numerical::test_precision_loss
• qa::robustness::numerical::test_underflow
• qa::robustness::run_edge_case_tests
• qa::robustness::test_empty_handling
• qa::robustness::test_inf_handling
• qa::robustness::test_nan_handling
• qa::robustness::test_zero_handling
• qa::security::n10_path_traversal_prevention
• qa::security::n11_dependency_audit
• qa::security::n12_replay_attack_resistance
• qa::security::n13_timing_attack_resistance
• qa::security::n14_xss_injection_prevention
• qa::security::n15_wasm_sandboxing
• qa::security::n16_disk_full_handling
• qa::security::n17_network_timeout_handling
• qa::security::n18_golden_trace_regression
• qa::security::n19_32bit_address_limit
• qa::security::n1_fuzzing_load_infrastructure
• qa::security::n20_nan_inf_weight_handling
• qa::security::n2_fuzzing_audio_infrastructure
• qa::security::n3_mutation_score
• qa::security::n4_thread_sanitizer_clean
• qa::security::n5_memory_sanitizer_clean
• qa::security::n6_panic_safety_ffi
• qa::security::n7_error_propagation
• qa::security::n8_oom_handling
• qa::security::n9_fd_leak_check
• qa::security::run_all_security_tests
• qa::ship_002::verdict_from_syntax_error_count
• qa::ship_006::verdict_from_qa_gates
• qa::velocity::p10_no_sleep_in_fast
• qa::velocity::p1_test_fast_exists
• qa::velocity::p2_test_fast_under_2s
• qa::velocity::p3_test_fast_coverage
• qa::velocity::p4_no_network_calls
• qa::velocity::p5_no_disk_writes
• qa::velocity::p6_compile_under_5s
• qa::velocity::p7_test_heavy_exists
• qa::velocity::p8_nextest_supported
• qa::velocity::p9_ci_fast_first
• qa::velocity::run_all_velocity_tests
• qa::velocity::velocity_score
• regularization::cross_entropy_with_smoothing
• scoring::compute_quality_score
• serialization::safetensors::extract_tensor
• serialization::safetensors::load_safetensors
• serialization::safetensors::save_safetensors
• serialization::safetensors::save_safetensors_typed
• serialization::safetensors::save_safetensors_with_metadata
• serialization::safetensors::save_safetensors_with_metadata_typed
• speech::asr::detect_language
• speech::asr::is_language_supported
• speech::detect_language
• speech::diarization::diarize
• speech::estimate_duration
• speech::is_language_supported
• speech::normalize_text
• speech::split_sentences
• speech::tts::estimate_duration
• speech::tts::normalize_text
• speech::tts::split_sentences
• stats::chisquare
• stats::corr
• stats::corr_matrix
• stats::cov
• stats::cov_matrix
• stats::covariance::corr
• stats::covariance::corr_matrix
• stats::covariance::cov
• stats::covariance::cov_matrix
• stats::f_oneway
• stats::hypothesis::chisquare
• stats::hypothesis::f_oneway
• stats::hypothesis::ttest_1samp
• stats::hypothesis::ttest_ind
• stats::hypothesis::ttest_rel
• stats::ttest_1samp
• stats::ttest_ind
• stats::ttest_rel
• synthetic::check_andon
• synthetic::generate_batched
• text::auto_detect_template
• text::bpe::bytes_to_unicode
• text::bpe::load_from_files
• text::bpe::load_from_json
• text::chat_template::auto_detect_template
• text::chat_template::contains_injection_patterns
• text::chat_template::create_template
• text::chat_template::detect_format_from_name
• text::chat_template::detect_format_from_tokens
• text::chat_template::sanitize_user_content
• text::chat_template::verdict_from_chat_template_render
• text::contains_injection_patterns
• text::create_template
• text::detect_format_from_name
• text::sanitize_user_content
• text::similarity::cosine_similarity
• text::similarity::edit_distance
• text::similarity::edit_distance_similarity
• text::similarity::jaccard_similarity
• text::similarity::pairwise_cosine_similarity
• text::similarity::top_k_similar
• text::tokenize::pre_tokenize_on_punct
• tree::gini_impurity
• tree::gini_split
• voice::average_styles
• voice::clone::estimate_quality
• voice::clone::merge_profiles
• voice::clone::verify_same_speaker
• voice::conversion::conversion_quality
• voice::conversion::convert_f0
• voice::conversion::f0_statistics
• voice::conversion::ratio_to_semitones
• voice::conversion::semitones_to_ratio
• voice::conversion_quality
• voice::convert_f0
• voice::cosine_similarity
• voice::detect_voice_activity
• voice::embedding::average_embeddings
• voice::embedding::cosine_similarity
• voice::embedding::normalize_embedding
• voice::embedding::similarity_matrix
• voice::estimate_quality
• voice::estimate_snr
• voice::f0_statistics
• voice::isolation::detect_voice_activity
• voice::isolation::estimate_snr
• voice::isolation::spectral_entropy
• voice::merge_profiles
• voice::normalize_embedding
• voice::prosody_distance
• voice::ratio_to_semitones
• voice::semitones_to_ratio
• voice::spectral_entropy
• voice::style::average_styles
• voice::style::prosody_distance
• voice::style::style_distance
• voice::style::style_from_embedding
• voice::style::timbre_distance
• voice::style_distance
• voice::style_from_embedding
• voice::timbre_distance
• voice::verify_same_speaker
• wasm::dot_simd_friendly
• wasm::matmul_simd_friendly
• wasm::verify_f32x4_operations
• wasm::verify_i32x4_operations

Type Aliases

• Result
• chaos::ChaosResult
• citl::CITLResult
• error::Result
• format::apr_format::Result
• format::apr_format::error::Result
• format::gguf::TensorDataMap
• format::gguf::types::TensorDataMap
• format::sharded::ProgressCallback
• gnn::EdgeIndex
• graph::NodeId
• hf_hub::ProgressCallback
• hf_hub::Result
• inspect::safetensors::Result
• monte_carlo::Result
• monte_carlo::error::Result
• monte_carlo::prelude::Result
• nn::serialize::StateDict
• serialization::SafeTensorsMetadata
• serialization::apr::AprMetadata
• serialization::safetensors::SafeTensorsMetadata
• serialization::safetensors::UserMetadata
• speech::SpeechResult
• voice::VoiceResult
• wasm::MatrixF64
• wasm::VectorF64

Statics

• citl::RUST_ERROR_CODES

Constants

• autograd::NEG_MASK
• bench::ship_007::AC_SHIP1_007_MIN_DECODE_TPS_RTX4090_7B
• bench_viz::colors::BG_GREEN
• bench_viz::colors::BG_RED
• bench_viz::colors::BG_YELLOW
• bench_viz::colors::BLUE
• bench_viz::colors::BOLD
• bench_viz::colors::BRIGHT_CYAN
• bench_viz::colors::BRIGHT_GREEN
• bench_viz::colors::BRIGHT_RED
• bench_viz::colors::BRIGHT_YELLOW
• bench_viz::colors::CYAN
• bench_viz::colors::DIM
• bench_viz::colors::GREEN
• bench_viz::colors::MAGENTA
• bench_viz::colors::RED
• bench_viz::colors::RESET
• bench_viz::colors::UNDERLINE
• bench_viz::colors::WHITE
• bench_viz::colors::YELLOW
• bundle::BUNDLE_MAGIC
• bundle::BUNDLE_VERSION
• bundle::DEFAULT_MAX_MEMORY
• bundle::DEFAULT_PAGE_SIZE
• classification::DEFAULT_HISTORY_SIZE
• classification::DEFAULT_MAX_ITER
• classification::DEFAULT_TOL
• classification::multinomial::DEFAULT_HISTORY_SIZE
• classification::multinomial::DEFAULT_MAX_ITER
• classification::multinomial::DEFAULT_TOL
• code::DEFAULT_EMBEDDING_DIM
• code::MAX_PATHS_PER_METHOD
• code::MAX_PATH_LENGTH
• format::FORMAT_VERSION
• format::HEADER_SIZE
• format::MAGIC
• format::MAX_UNCOMPRESSED_SIZE
• format::MMAP_THRESHOLD
• format::apr_format::FORMAT_VERSION
• format::apr_format::HEADER_SIZE
• format::apr_format::MAGIC
• format::apr_format::MAX_UNCOMPRESSED_SIZE
• format::apr_format::MMAP_THRESHOLD
• format::apr_format::core_io::MMAP_THRESHOLD
• format::apr_gguf_forward_parity::AC_APR_GGUF_PARITY_MAX_RATIO
• format::apr_gguf_forward_parity::AC_APR_GGUF_PARITY_MIN_RATIO
• format::apr_gguf_forward_parity::AC_APR_GGUF_PARITY_NUM_LAYERS
• format::aprfi_001_003::AC_APR_003_REGRESSION_EPS
• format::bpe_inv_001::AC_BPE_INV_001_DEFAULT_VOCAB
• format::bpe_inv_001::AC_BPE_INV_001_MAX_VOCAB
• format::bpe_inv_001::AC_BPE_INV_001_MIN_VOCAB
• format::bpe_inv_002::AC_BPE_INV_002_REQUIRED_SPECIAL_TOKENS
• format::bpe_inv_003::AC_BPE_INV_003_REQUIRED_DOCS
• format::converter::F16_MIN_NORMAL
• format::core_io::MMAP_THRESHOLD
• format::data_inv_003::AC_DATA_INV_003_JACCARD_THRESHOLD
• format::data_inv_003::AC_DATA_INV_003_MIN_PAIRS
• format::data_inv_004::AC_DATA_INV_004_VAL_FLOOR_PERCENT
• format::data_inv_005::AC_DATA_INV_005_SHA256_BYTES
• format::distill_train_001::AC_DISTILL_TRAIN_001_Q4K_TOLERANCE_PCT
• format::distill_train_002::AC_DISTILL_TRAIN_002_BATCH_NOISE_TOLERANCE
• format::distill_train_002::AC_DISTILL_TRAIN_002_NEXT_EPOCH_MAX_MULTIPLIER
• format::distill_train_009::AC_DISTILL_TRAIN_009_MAX_PLAUSIBLE_VAL_LOSS
• format::f16_safety::F16_MIN_NORMAL
• format::f16_safety::F16_SMALLEST_NORMAL_BITS
• format::gate_ship_001::AC_GATE_SHIP_001_MODEL_1_AC_COUNT
• format::gate_ship_002::AC_GATE_SHIP_002_MODEL_2_AC_COUNT
• format::gate_ship_005::AC_GATE_SHIP_005_REQUIRED_LICENSE_FIELD
• format::gate_ship_006::AC_GATE_SHIP_006_MAX_FIRST_TOKEN_DELTA
• format::gate_ship_007::AC_GATE_SHIP_007_MAX_TOLERATED_UNWRAP_COUNT
• format::gate_ship_008::AC_GATE_SHIP_008_MIN_CONTRACT_DENSITY_NEW_CODE
• format::gate_ship_009::AC_GATE_SHIP_009_REQUIRED_CHECK_COUNT
• format::gate_ship_010::AC_GATE_SHIP_010_MAX_TOLERATED_ADVISORY_COUNT
• format::gate_ship_011::AC_GATE_SHIP_011_MIN_PMAT_TDG_SCORE
• format::gate_ship_012::AC_GATE_SHIP_012_MIN_LINE_COVERAGE_PCT
• format::gguf::GGUF_DEFAULT_ALIGNMENT
• format::gguf::GGUF_MAGIC
• format::gguf::GGUF_VERSION
• format::gguf::types::GGUF_DEFAULT_ALIGNMENT
• format::gguf::types::GGUF_MAGIC
• format::gguf::types::GGUF_VERSION
• format::layout_contract::block_sizes::Q4_K
• format::layout_contract::block_sizes::Q5_K
• format::layout_contract::block_sizes::Q6_K
• format::layout_contract::block_sizes::QK_K
• format::layout_contract::validation_rules::ALL_2D_TRANSPOSED
• format::layout_contract::validation_rules::BYTE_SIZE_MATCHES
• format::layout_contract::validation_rules::LM_HEAD_SHAPE
• format::layout_contract::validation_rules::NO_GARBAGE_OUTPUT
• format::layout_contract::validation_rules::TENSORS_1D_UNCHANGED
• format::model_family::BERT_BASE_HEAD_DIM
• format::model_family::BERT_BASE_HIDDEN_DIM
• format::model_family::BERT_BASE_INTERMEDIATE_DIM
• format::model_family::BERT_BASE_MAX_POSITION_EMBEDDINGS
• format::model_family::BERT_BASE_NUM_HEADS
• format::model_family::BERT_BASE_NUM_KV_HEADS
• format::model_family::BERT_BASE_NUM_LAYERS
• format::model_family::BERT_BASE_VOCAB_SIZE
• format::model_family::BERT_DISPLAY_NAME
• format::model_family::BERT_LARGE_HEAD_DIM
• format::model_family::BERT_LARGE_HIDDEN_DIM
• format::model_family::BERT_LARGE_INTERMEDIATE_DIM
• format::model_family::BERT_LARGE_MAX_POSITION_EMBEDDINGS
• format::model_family::BERT_LARGE_NUM_HEADS
• format::model_family::BERT_LARGE_NUM_KV_HEADS
• format::model_family::BERT_LARGE_NUM_LAYERS
• format::model_family::BERT_LARGE_VOCAB_SIZE
• format::model_family::BERT_VENDOR
• format::model_family::DEEPSEEK_1_3B_HEAD_DIM
• format::model_family::DEEPSEEK_1_3B_HIDDEN_DIM
• format::model_family::DEEPSEEK_1_3B_INTERMEDIATE_DIM
• format::model_family::DEEPSEEK_1_3B_MAX_POSITION_EMBEDDINGS
• format::model_family::DEEPSEEK_1_3B_NUM_HEADS
• format::model_family::DEEPSEEK_1_3B_NUM_KV_HEADS
• format::model_family::DEEPSEEK_1_3B_NUM_LAYERS
• format::model_family::DEEPSEEK_1_3B_VOCAB_SIZE
• format::model_family::DEEPSEEK_7B_HEAD_DIM
• format::model_family::DEEPSEEK_7B_HIDDEN_DIM
• format::model_family::DEEPSEEK_7B_INTERMEDIATE_DIM
• format::model_family::DEEPSEEK_7B_MAX_POSITION_EMBEDDINGS
• format::model_family::DEEPSEEK_7B_NUM_HEADS
• format::model_family::DEEPSEEK_7B_NUM_KV_HEADS
• format::model_family::DEEPSEEK_7B_NUM_LAYERS
• format::model_family::DEEPSEEK_7B_VOCAB_SIZE
• format::model_family::DEEPSEEK_DISPLAY_NAME
• format::model_family::DEEPSEEK_VENDOR
• format::model_family::FALCON_H1_0_5B_HEAD_DIM
• format::model_family::FALCON_H1_0_5B_HIDDEN_DIM
• format::model_family::FALCON_H1_0_5B_INTERMEDIATE_DIM
• format::model_family::FALCON_H1_0_5B_MAX_POSITION_EMBEDDINGS
• format::model_family::FALCON_H1_0_5B_NUM_HEADS
• format::model_family::FALCON_H1_0_5B_NUM_KV_HEADS
• format::model_family::FALCON_H1_0_5B_NUM_LAYERS
• format::model_family::FALCON_H1_0_5B_VOCAB_SIZE
• format::model_family::FALCON_H1_DISPLAY_NAME
• format::model_family::FALCON_H1_TINY_HEAD_DIM
• format::model_family::FALCON_H1_TINY_HIDDEN_DIM
• format::model_family::FALCON_H1_TINY_INTERMEDIATE_DIM
• format::model_family::FALCON_H1_TINY_MAX_POSITION_EMBEDDINGS
• format::model_family::FALCON_H1_TINY_NUM_HEADS
• format::model_family::FALCON_H1_TINY_NUM_KV_HEADS
• format::model_family::FALCON_H1_TINY_NUM_LAYERS
• format::model_family::FALCON_H1_TINY_VOCAB_SIZE
• format::model_family::FALCON_H1_VENDOR
• format::model_family::GEMMA_2B_HEAD_DIM
• format::model_family::GEMMA_2B_HIDDEN_DIM
• format::model_family::GEMMA_2B_INTERMEDIATE_DIM
• format::model_family::GEMMA_2B_MAX_POSITION_EMBEDDINGS
• format::model_family::GEMMA_2B_NUM_HEADS
• format::model_family::GEMMA_2B_NUM_KV_HEADS
• format::model_family::GEMMA_2B_NUM_LAYERS
• format::model_family::GEMMA_2B_VOCAB_SIZE
• format::model_family::GEMMA_7B_HEAD_DIM
• format::model_family::GEMMA_7B_HIDDEN_DIM
• format::model_family::GEMMA_7B_INTERMEDIATE_DIM
• format::model_family::GEMMA_7B_MAX_POSITION_EMBEDDINGS
• format::model_family::GEMMA_7B_NUM_HEADS
• format::model_family::GEMMA_7B_NUM_KV_HEADS
• format::model_family::GEMMA_7B_NUM_LAYERS
• format::model_family::GEMMA_7B_VOCAB_SIZE
• format::model_family::GEMMA_DISPLAY_NAME
• format::model_family::GEMMA_VENDOR
• format::model_family::GPT2_DISPLAY_NAME
• format::model_family::GPT2_LARGE_HEAD_DIM
• format::model_family::GPT2_LARGE_HIDDEN_DIM
• format::model_family::GPT2_LARGE_INTERMEDIATE_DIM
• format::model_family::GPT2_LARGE_MAX_POSITION_EMBEDDINGS
• format::model_family::GPT2_LARGE_NUM_HEADS
• format::model_family::GPT2_LARGE_NUM_KV_HEADS
• format::model_family::GPT2_LARGE_NUM_LAYERS
• format::model_family::GPT2_LARGE_VOCAB_SIZE
• format::model_family::GPT2_MEDIUM_HEAD_DIM
• format::model_family::GPT2_MEDIUM_HIDDEN_DIM
• format::model_family::GPT2_MEDIUM_INTERMEDIATE_DIM
• format::model_family::GPT2_MEDIUM_MAX_POSITION_EMBEDDINGS
• format::model_family::GPT2_MEDIUM_NUM_HEADS
• format::model_family::GPT2_MEDIUM_NUM_KV_HEADS
• format::model_family::GPT2_MEDIUM_NUM_LAYERS
• format::model_family::GPT2_MEDIUM_VOCAB_SIZE
• format::model_family::GPT2_SMALL_HEAD_DIM
• format::model_family::GPT2_SMALL_HIDDEN_DIM
• format::model_family::GPT2_SMALL_INTERMEDIATE_DIM
• format::model_family::GPT2_SMALL_MAX_POSITION_EMBEDDINGS
• format::model_family::GPT2_SMALL_NUM_HEADS
• format::model_family::GPT2_SMALL_NUM_KV_HEADS
• format::model_family::GPT2_SMALL_NUM_LAYERS
• format::model_family::GPT2_SMALL_VOCAB_SIZE
• format::model_family::GPT2_VENDOR
• format::model_family::GPT2_XL_HEAD_DIM
• format::model_family::GPT2_XL_HIDDEN_DIM
• format::model_family::GPT2_XL_INTERMEDIATE_DIM
• format::model_family::GPT2_XL_MAX_POSITION_EMBEDDINGS
• format::model_family::GPT2_XL_NUM_HEADS
• format::model_family::GPT2_XL_NUM_KV_HEADS
• format::model_family::GPT2_XL_NUM_LAYERS
• format::model_family::GPT2_XL_VOCAB_SIZE
• format::model_family::KNOWN_FAMILIES
• format::model_family::LLAMA_1B_HEAD_DIM
• format::model_family::LLAMA_1B_HIDDEN_DIM
• format::model_family::LLAMA_1B_INTERMEDIATE_DIM
• format::model_family::LLAMA_1B_MAX_POSITION_EMBEDDINGS
• format::model_family::LLAMA_1B_NUM_HEADS
• format::model_family::LLAMA_1B_NUM_KV_HEADS
• format::model_family::LLAMA_1B_NUM_LAYERS
• format::model_family::LLAMA_1B_VOCAB_SIZE
• format::model_family::LLAMA_3B_HEAD_DIM
• format::model_family::LLAMA_3B_HIDDEN_DIM
• format::model_family::LLAMA_3B_INTERMEDIATE_DIM
• format::model_family::LLAMA_3B_MAX_POSITION_EMBEDDINGS
• format::model_family::LLAMA_3B_NUM_HEADS
• format::model_family::LLAMA_3B_NUM_KV_HEADS
• format::model_family::LLAMA_3B_NUM_LAYERS
• format::model_family::LLAMA_3B_VOCAB_SIZE
• format::model_family::LLAMA_70B_HEAD_DIM
• format::model_family::LLAMA_70B_HIDDEN_DIM
• format::model_family::LLAMA_70B_INTERMEDIATE_DIM
• format::model_family::LLAMA_70B_MAX_POSITION_EMBEDDINGS
• format::model_family::LLAMA_70B_NUM_HEADS
• format::model_family::LLAMA_70B_NUM_KV_HEADS
• format::model_family::LLAMA_70B_NUM_LAYERS
• format::model_family::LLAMA_70B_VOCAB_SIZE
• format::model_family::LLAMA_8B_HEAD_DIM
• format::model_family::LLAMA_8B_HIDDEN_DIM
• format::model_family::LLAMA_8B_INTERMEDIATE_DIM
• format::model_family::LLAMA_8B_MAX_POSITION_EMBEDDINGS
• format::model_family::LLAMA_8B_NUM_HEADS
• format::model_family::LLAMA_8B_NUM_KV_HEADS
• format::model_family::LLAMA_8B_NUM_LAYERS
• format::model_family::LLAMA_8B_VOCAB_SIZE
• format::model_family::LLAMA_DISPLAY_NAME
• format::model_family::LLAMA_VENDOR
• format::model_family::MAMBA_130M_HEAD_DIM
• format::model_family::MAMBA_130M_HIDDEN_DIM
• format::model_family::MAMBA_130M_INTERMEDIATE_DIM
• format::model_family::MAMBA_130M_MAX_POSITION_EMBEDDINGS
• format::model_family::MAMBA_130M_NUM_HEADS
• format::model_family::MAMBA_130M_NUM_KV_HEADS
• format::model_family::MAMBA_130M_NUM_LAYERS
• format::model_family::MAMBA_130M_VOCAB_SIZE
• format::model_family::MAMBA_370M_HEAD_DIM
• format::model_family::MAMBA_370M_HIDDEN_DIM
• format::model_family::MAMBA_370M_INTERMEDIATE_DIM
• format::model_family::MAMBA_370M_MAX_POSITION_EMBEDDINGS
• format::model_family::MAMBA_370M_NUM_HEADS
• format::model_family::MAMBA_370M_NUM_KV_HEADS
• format::model_family::MAMBA_370M_NUM_LAYERS
• format::model_family::MAMBA_370M_VOCAB_SIZE
• format::model_family::MAMBA_790M_HEAD_DIM
• format::model_family::MAMBA_790M_HIDDEN_DIM
• format::model_family::MAMBA_790M_INTERMEDIATE_DIM
• format::model_family::MAMBA_790M_MAX_POSITION_EMBEDDINGS
• format::model_family::MAMBA_790M_NUM_HEADS
• format::model_family::MAMBA_790M_NUM_KV_HEADS
• format::model_family::MAMBA_790M_NUM_LAYERS
• format::model_family::MAMBA_790M_VOCAB_SIZE
• format::model_family::MAMBA_DISPLAY_NAME
• format::model_family::MAMBA_VENDOR
• format::model_family::MISTRAL_7B_HEAD_DIM
• format::model_family::MISTRAL_7B_HIDDEN_DIM
• format::model_family::MISTRAL_7B_INTERMEDIATE_DIM
• format::model_family::MISTRAL_7B_MAX_POSITION_EMBEDDINGS
• format::model_family::MISTRAL_7B_NUM_HEADS
• format::model_family::MISTRAL_7B_NUM_KV_HEADS
• format::model_family::MISTRAL_7B_NUM_LAYERS
• format::model_family::MISTRAL_7B_VOCAB_SIZE
• format::model_family::MISTRAL_DISPLAY_NAME
• format::model_family::MISTRAL_VENDOR
• format::model_family::MOONSHINE_BASE_HEAD_DIM
• format::model_family::MOONSHINE_BASE_HIDDEN_DIM
• format::model_family::MOONSHINE_BASE_INTERMEDIATE_DIM
• format::model_family::MOONSHINE_BASE_MAX_POSITION_EMBEDDINGS
• format::model_family::MOONSHINE_BASE_NUM_HEADS
• format::model_family::MOONSHINE_BASE_NUM_KV_HEADS
• format::model_family::MOONSHINE_BASE_NUM_LAYERS
• format::model_family::MOONSHINE_BASE_VOCAB_SIZE
• format::model_family::MOONSHINE_DISPLAY_NAME
• format::model_family::MOONSHINE_TINY_HEAD_DIM
• format::model_family::MOONSHINE_TINY_HIDDEN_DIM
• format::model_family::MOONSHINE_TINY_INTERMEDIATE_DIM
• format::model_family::MOONSHINE_TINY_MAX_POSITION_EMBEDDINGS
• format::model_family::MOONSHINE_TINY_NUM_HEADS
• format::model_family::MOONSHINE_TINY_NUM_KV_HEADS
• format::model_family::MOONSHINE_TINY_NUM_LAYERS
• format::model_family::MOONSHINE_TINY_VOCAB_SIZE
• format::model_family::MOONSHINE_VENDOR
• format::model_family::OPENELM_270M_HEAD_DIM
• format::model_family::OPENELM_270M_HIDDEN_DIM
• format::model_family::OPENELM_270M_INTERMEDIATE_DIM
• format::model_family::OPENELM_270M_MAX_POSITION_EMBEDDINGS
• format::model_family::OPENELM_270M_NUM_HEADS
• format::model_family::OPENELM_270M_NUM_KV_HEADS
• format::model_family::OPENELM_270M_NUM_LAYERS
• format::model_family::OPENELM_270M_VOCAB_SIZE
• format::model_family::OPENELM_450M_HEAD_DIM
• format::model_family::OPENELM_450M_HIDDEN_DIM
• format::model_family::OPENELM_450M_INTERMEDIATE_DIM
• format::model_family::OPENELM_450M_MAX_POSITION_EMBEDDINGS
• format::model_family::OPENELM_450M_NUM_HEADS
• format::model_family::OPENELM_450M_NUM_KV_HEADS
• format::model_family::OPENELM_450M_NUM_LAYERS
• format::model_family::OPENELM_450M_VOCAB_SIZE
• format::model_family::OPENELM_DISPLAY_NAME
• format::model_family::OPENELM_VENDOR
• format::model_family::PHI_2_7B_HEAD_DIM
• format::model_family::PHI_2_7B_HIDDEN_DIM
• format::model_family::PHI_2_7B_INTERMEDIATE_DIM
• format::model_family::PHI_2_7B_MAX_POSITION_EMBEDDINGS
• format::model_family::PHI_2_7B_NUM_HEADS
• format::model_family::PHI_2_7B_NUM_KV_HEADS
• format::model_family::PHI_2_7B_NUM_LAYERS
• format::model_family::PHI_2_7B_VOCAB_SIZE
• format::model_family::PHI_3_8B_HEAD_DIM
• format::model_family::PHI_3_8B_HIDDEN_DIM
• format::model_family::PHI_3_8B_INTERMEDIATE_DIM
• format::model_family::PHI_3_8B_MAX_POSITION_EMBEDDINGS
• format::model_family::PHI_3_8B_NUM_HEADS
• format::model_family::PHI_3_8B_NUM_KV_HEADS
• format::model_family::PHI_3_8B_NUM_LAYERS
• format::model_family::PHI_3_8B_VOCAB_SIZE
• format::model_family::PHI_DISPLAY_NAME
• format::model_family::PHI_VENDOR
• format::model_family::QWEN2_0_5B_HEAD_DIM
• format::model_family::QWEN2_0_5B_HIDDEN_DIM
• format::model_family::QWEN2_0_5B_INTERMEDIATE_DIM
• format::model_family::QWEN2_0_5B_MAX_POSITION_EMBEDDINGS
• format::model_family::QWEN2_0_5B_NUM_HEADS
• format::model_family::QWEN2_0_5B_NUM_KV_HEADS
• format::model_family::QWEN2_0_5B_NUM_LAYERS
• format::model_family::QWEN2_0_5B_VOCAB_SIZE
• format::model_family::QWEN2_14B_HEAD_DIM
• format::model_family::QWEN2_14B_HIDDEN_DIM
• format::model_family::QWEN2_14B_INTERMEDIATE_DIM
• format::model_family::QWEN2_14B_MAX_POSITION_EMBEDDINGS
• format::model_family::QWEN2_14B_NUM_HEADS
• format::model_family::QWEN2_14B_NUM_KV_HEADS
• format::model_family::QWEN2_14B_NUM_LAYERS
• format::model_family::QWEN2_14B_VOCAB_SIZE
• format::model_family::QWEN2_1_5B_HEAD_DIM
• format::model_family::QWEN2_1_5B_HIDDEN_DIM
• format::model_family::QWEN2_1_5B_INTERMEDIATE_DIM
• format::model_family::QWEN2_1_5B_MAX_POSITION_EMBEDDINGS
• format::model_family::QWEN2_1_5B_NUM_HEADS
• format::model_family::QWEN2_1_5B_NUM_KV_HEADS
• format::model_family::QWEN2_1_5B_NUM_LAYERS
• format::model_family::QWEN2_1_5B_VOCAB_SIZE
• format::model_family::QWEN2_32B_HEAD_DIM
• format::model_family::QWEN2_32B_HIDDEN_DIM
• format::model_family::QWEN2_32B_INTERMEDIATE_DIM
• format::model_family::QWEN2_32B_MAX_POSITION_EMBEDDINGS
• format::model_family::QWEN2_32B_NUM_HEADS
• format::model_family::QWEN2_32B_NUM_KV_HEADS
• format::model_family::QWEN2_32B_NUM_LAYERS
• format::model_family::QWEN2_32B_VOCAB_SIZE
• format::model_family::QWEN2_3B_HEAD_DIM
• format::model_family::QWEN2_3B_HIDDEN_DIM
• format::model_family::QWEN2_3B_INTERMEDIATE_DIM
• format::model_family::QWEN2_3B_MAX_POSITION_EMBEDDINGS
• format::model_family::QWEN2_3B_NUM_HEADS
• format::model_family::QWEN2_3B_NUM_KV_HEADS
• format::model_family::QWEN2_3B_NUM_LAYERS
• format::model_family::QWEN2_3B_VOCAB_SIZE
• format::model_family::QWEN2_7B_HEAD_DIM
• format::model_family::QWEN2_7B_HIDDEN_DIM
• format::model_family::QWEN2_7B_INTERMEDIATE_DIM
• format::model_family::QWEN2_7B_MAX_POSITION_EMBEDDINGS
• format::model_family::QWEN2_7B_NUM_HEADS
• format::model_family::QWEN2_7B_NUM_KV_HEADS
• format::model_family::QWEN2_7B_NUM_LAYERS
• format::model_family::QWEN2_7B_VOCAB_SIZE
• format::model_family::QWEN2_DISPLAY_NAME
• format::model_family::QWEN2_VENDOR
• format::model_family::QWEN3_0_6B_HEAD_DIM
• format::model_family::QWEN3_0_6B_HIDDEN_DIM
• format::model_family::QWEN3_0_6B_INTERMEDIATE_DIM
• format::model_family::QWEN3_0_6B_MAX_POSITION_EMBEDDINGS
• format::model_family::QWEN3_0_6B_NUM_HEADS
• format::model_family::QWEN3_0_6B_NUM_KV_HEADS
• format::model_family::QWEN3_0_6B_NUM_LAYERS
• format::model_family::QWEN3_0_6B_VOCAB_SIZE
• format::model_family::QWEN3_14B_HEAD_DIM
• format::model_family::QWEN3_14B_HIDDEN_DIM
• format::model_family::QWEN3_14B_INTERMEDIATE_DIM
• format::model_family::QWEN3_14B_MAX_POSITION_EMBEDDINGS
• format::model_family::QWEN3_14B_NUM_HEADS
• format::model_family::QWEN3_14B_NUM_KV_HEADS
• format::model_family::QWEN3_14B_NUM_LAYERS
• format::model_family::QWEN3_14B_VOCAB_SIZE
• format::model_family::QWEN3_1_7B_HEAD_DIM
• format::model_family::QWEN3_1_7B_HIDDEN_DIM
• format::model_family::QWEN3_1_7B_INTERMEDIATE_DIM
• format::model_family::QWEN3_1_7B_MAX_POSITION_EMBEDDINGS
• format::model_family::QWEN3_1_7B_NUM_HEADS
• format::model_family::QWEN3_1_7B_NUM_KV_HEADS
• format::model_family::QWEN3_1_7B_NUM_LAYERS
• format::model_family::QWEN3_1_7B_VOCAB_SIZE
• format::model_family::QWEN3_32B_HEAD_DIM
• format::model_family::QWEN3_32B_HIDDEN_DIM
• format::model_family::QWEN3_32B_INTERMEDIATE_DIM
• format::model_family::QWEN3_32B_MAX_POSITION_EMBEDDINGS
• format::model_family::QWEN3_32B_NUM_HEADS
• format::model_family::QWEN3_32B_NUM_KV_HEADS
• format::model_family::QWEN3_32B_NUM_LAYERS
• format::model_family::QWEN3_32B_VOCAB_SIZE
• format::model_family::QWEN3_4B_HEAD_DIM
• format::model_family::QWEN3_4B_HIDDEN_DIM
• format::model_family::QWEN3_4B_INTERMEDIATE_DIM
• format::model_family::QWEN3_4B_MAX_POSITION_EMBEDDINGS
• format::model_family::QWEN3_4B_NUM_HEADS
• format::model_family::QWEN3_4B_NUM_KV_HEADS
• format::model_family::QWEN3_4B_NUM_LAYERS
• format::model_family::QWEN3_4B_VOCAB_SIZE
• format::model_family::QWEN3_5_27B_HEAD_DIM
• format::model_family::QWEN3_5_27B_HIDDEN_DIM
• format::model_family::QWEN3_5_27B_INTERMEDIATE_DIM
• format::model_family::QWEN3_5_27B_MAX_POSITION_EMBEDDINGS
• format::model_family::QWEN3_5_27B_NUM_HEADS
• format::model_family::QWEN3_5_27B_NUM_KV_HEADS
• format::model_family::QWEN3_5_27B_NUM_LAYERS
• format::model_family::QWEN3_5_27B_VOCAB_SIZE
• format::model_family::QWEN3_5_9B_HEAD_DIM
• format::model_family::QWEN3_5_9B_HIDDEN_DIM
• format::model_family::QWEN3_5_9B_INTERMEDIATE_DIM
• format::model_family::QWEN3_5_9B_MAX_POSITION_EMBEDDINGS
• format::model_family::QWEN3_5_9B_NUM_HEADS
• format::model_family::QWEN3_5_9B_NUM_KV_HEADS
• format::model_family::QWEN3_5_9B_NUM_LAYERS
• format::model_family::QWEN3_5_9B_VOCAB_SIZE
• format::model_family::QWEN3_5_DISPLAY_NAME
• format::model_family::QWEN3_5_VENDOR
• format::model_family::QWEN3_8B_HEAD_DIM
• format::model_family::QWEN3_8B_HIDDEN_DIM
• format::model_family::QWEN3_8B_INTERMEDIATE_DIM
• format::model_family::QWEN3_8B_MAX_POSITION_EMBEDDINGS
• format::model_family::QWEN3_8B_NUM_HEADS
• format::model_family::QWEN3_8B_NUM_KV_HEADS
• format::model_family::QWEN3_8B_NUM_LAYERS
• format::model_family::QWEN3_8B_VOCAB_SIZE
• format::model_family::QWEN3_DISPLAY_NAME
• format::model_family::QWEN3_VENDOR
• format::model_family::RWKV7_0_1B_HEAD_DIM
• format::model_family::RWKV7_0_1B_HIDDEN_DIM
• format::model_family::RWKV7_0_1B_INTERMEDIATE_DIM
• format::model_family::RWKV7_0_1B_MAX_POSITION_EMBEDDINGS
• format::model_family::RWKV7_0_1B_NUM_HEADS
• format::model_family::RWKV7_0_1B_NUM_KV_HEADS
• format::model_family::RWKV7_0_1B_NUM_LAYERS
• format::model_family::RWKV7_0_1B_VOCAB_SIZE
• format::model_family::RWKV7_0_4B_HEAD_DIM
• format::model_family::RWKV7_0_4B_HIDDEN_DIM
• format::model_family::RWKV7_0_4B_INTERMEDIATE_DIM
• format::model_family::RWKV7_0_4B_MAX_POSITION_EMBEDDINGS
• format::model_family::RWKV7_0_4B_NUM_HEADS
• format::model_family::RWKV7_0_4B_NUM_KV_HEADS
• format::model_family::RWKV7_0_4B_NUM_LAYERS
• format::model_family::RWKV7_0_4B_VOCAB_SIZE
• format::model_family::RWKV7_DISPLAY_NAME
• format::model_family::RWKV7_VENDOR
• format::model_family::WHISPER_BASE_HEAD_DIM
• format::model_family::WHISPER_BASE_HIDDEN_DIM
• format::model_family::WHISPER_BASE_INTERMEDIATE_DIM
• format::model_family::WHISPER_BASE_MAX_POSITION_EMBEDDINGS
• format::model_family::WHISPER_BASE_NUM_HEADS
• format::model_family::WHISPER_BASE_NUM_KV_HEADS
• format::model_family::WHISPER_BASE_NUM_LAYERS
• format::model_family::WHISPER_BASE_VOCAB_SIZE
• format::model_family::WHISPER_DISPLAY_NAME
• format::model_family::WHISPER_LARGE_HEAD_DIM
• format::model_family::WHISPER_LARGE_HIDDEN_DIM
• format::model_family::WHISPER_LARGE_INTERMEDIATE_DIM
• format::model_family::WHISPER_LARGE_MAX_POSITION_EMBEDDINGS
• format::model_family::WHISPER_LARGE_NUM_HEADS
• format::model_family::WHISPER_LARGE_NUM_KV_HEADS
• format::model_family::WHISPER_LARGE_NUM_LAYERS
• format::model_family::WHISPER_LARGE_VOCAB_SIZE
• format::model_family::WHISPER_MEDIUM_HEAD_DIM
• format::model_family::WHISPER_MEDIUM_HIDDEN_DIM
• format::model_family::WHISPER_MEDIUM_INTERMEDIATE_DIM
• format::model_family::WHISPER_MEDIUM_MAX_POSITION_EMBEDDINGS
• format::model_family::WHISPER_MEDIUM_NUM_HEADS
• format::model_family::WHISPER_MEDIUM_NUM_KV_HEADS
• format::model_family::WHISPER_MEDIUM_NUM_LAYERS
• format::model_family::WHISPER_MEDIUM_VOCAB_SIZE
• format::model_family::WHISPER_SMALL_HEAD_DIM
• format::model_family::WHISPER_SMALL_HIDDEN_DIM
• format::model_family::WHISPER_SMALL_INTERMEDIATE_DIM
• format::model_family::WHISPER_SMALL_MAX_POSITION_EMBEDDINGS
• format::model_family::WHISPER_SMALL_NUM_HEADS
• format::model_family::WHISPER_SMALL_NUM_KV_HEADS
• format::model_family::WHISPER_SMALL_NUM_LAYERS
• format::model_family::WHISPER_SMALL_VOCAB_SIZE
• format::model_family::WHISPER_TINY_HEAD_DIM
• format::model_family::WHISPER_TINY_HIDDEN_DIM
• format::model_family::WHISPER_TINY_INTERMEDIATE_DIM
• format::model_family::WHISPER_TINY_MAX_POSITION_EMBEDDINGS
• format::model_family::WHISPER_TINY_NUM_HEADS
• format::model_family::WHISPER_TINY_NUM_KV_HEADS
• format::model_family::WHISPER_TINY_NUM_LAYERS
• format::model_family::WHISPER_TINY_VOCAB_SIZE
• format::model_family::WHISPER_VENDOR
• format::pretok_inv_002::AC_PRETOK_INV_002_U32_BYTE_SIZE
• format::pub_cli_001::AC_PUB_CLI_001_FORBIDDEN_SUBSTRINGS
• format::pub_cli_003::AC_PUB_CLI_003_MIN_HELP_LINES
• format::pull_dataset_001::AC_PULL_DATASET_001_FLAG_INCLUDE
• format::pull_dataset_001::AC_PULL_DATASET_001_FLAG_LICENSE_ALLOWLIST
• format::pull_dataset_003::AC_PULL_DATASET_003_MAX_EXIT_CODE
• format::qa_001::AC_QA_001_EXPECTED_COMMAND_COUNT
• format::qa_002_006::AC_QA_002_006_MAX_EXIT_CODE
• format::qa_002_006::AC_QA_002_006_MIN_EXIT_CODE
• format::rosetta::SUPPORTED_QUANTIZATIONS
• format::ship_001::AC_SHIP1_001_SAFETENSORS_HEADER_PREFIX_LEN
• format::ship_001::AC_SHIP1_001_SAFETENSORS_JSON_OPEN_BYTE
• format::ship_003::AC_SHIP1_003_MIN_COSINE_SIMILARITY
• format::ship_004::AC_SHIP1_004_GGUF_MAGIC_BYTES
• format::ship_004::AC_SHIP1_004_GGUF_SUPPORTED_VERSIONS
• format::ship_004::AC_SHIP1_004_LLAMA_CLI_SUCCESS_EXIT_CODE
• format::ship_010::AC_SHIP1_010_REQUIRED_URL_SCHEME
• format::ship_010::AC_SHIP1_010_SHA256_HEX_LEN
• format::ship_023::AC_SHIP1_023_MAX_HUMANEVAL_DRIFT_PP
• format::ship_024::AC_SHIP1_024_MAX_TOLERATED_NAN_COUNT
• format::ship_024::AC_SHIP1_024_MAX_TOLERATED_PANIC_COUNT
• format::ship_024::AC_SHIP1_024_MIN_ADVERSARIAL_SUITE_SIZE
• format::sub_ffn_005::AC_SUB_FFN_005_FFN_LINES_PER_LAYER
• format::sub_ffn_005::AC_SUB_FFN_005_PRE_IMPL_LINES_PER_LAYER
• format::tok_par_002::AC_TOK_PAR_002_MIN_EFFICIENCY_PERCENT
• format::types::FORMAT_VERSION
• format::types::HEADER_SIZE
• format::types::MAGIC
• format::types::MAX_UNCOMPRESSED_SIZE
• format::v2::ALIGNMENT
• format::v2::HEADER_SIZE_V2
• format::v2::LZ4_BLOCK_SIZE
• format::v2::MAGIC_V2
• format::v2::MAX_METADATA_SIZE
• format::v2::MAX_TENSOR_NAME_LEN
• format::v2::VERSION_V2
• hf_hub::xet::HF_XET_THRESHOLD_BYTES
• loading::wcet::platforms::AEROSPACE_RAD750
• loading::wcet::platforms::AUTOMOTIVE_S32G
• loading::wcet::platforms::DESKTOP_X86
• loading::wcet::platforms::EDGE_RPI4
• loading::wcet::platforms::INDUSTRIAL_PLC
• loading::wcet::platforms::WASM_BROWSER
• metrics::ship_005::AC_SHIP1_005_EFFECTIVE_HUMANEVAL_PASS_AT_1_PCT
• metrics::ship_005::AC_SHIP1_005_NOISE_ALLOWANCE_PP
• metrics::ship_005::AC_SHIP1_005_NOMINAL_HUMANEVAL_PASS_AT_1_PCT
• online::distillation::DEFAULT_ALPHA
• online::distillation::DEFAULT_TEMPERATURE
• qa::ship_002::AC_SHIP1_002_MAX_TOLERATED_SYNTAX_ERRORS
• qa::ship_006::AC_SHIP1_006_REQUIRED_QA_GATE_COUNT
• speech::SUPPORTED_LANGUAGES
• speech::asr::SUPPORTED_LANGUAGES
• text::chat_template::AC_SHIP1_008_CANONICAL_GOLDEN
• text::chat_template::AC_SHIP1_008_CANONICAL_SYSTEM
• text::chat_template::AC_SHIP1_008_CANONICAL_USER
• text::chat_template::MAX_LOOP_ITERATIONS
• text::chat_template::MAX_RECURSION_DEPTH
• text::chat_template::MAX_TEMPLATE_SIZE
• text::llama_tokenizer::BOS_TOKEN
• text::llama_tokenizer::EOS_TOKEN
• text::llama_tokenizer::LLAMA_VOCAB_SIZE
• text::llama_tokenizer::UNK_TOKEN
• text::stopwords::ENGLISH_STOP_WORDS
• weak_supervision::ABSTAIN