List of all items

Structs

• aprender_compat::estimators::DBSCAN
• aprender_compat::estimators::DecisionTree
• aprender_compat::estimators::GradientBoosting
• aprender_compat::estimators::KMeans
• aprender_compat::estimators::KNeighbors
• aprender_compat::estimators::Lasso
• aprender_compat::estimators::LinearRegression
• aprender_compat::estimators::LogisticRegression
• aprender_compat::estimators::NaiveBayes
• aprender_compat::estimators::PCA
• aprender_compat::estimators::RandomForest
• aprender_compat::estimators::Ridge
• aprender_compat::estimators::SVM
• aprender_compat::estimators::StandardScaler
• aprender_compat::loss::CTCLoss
• aprender_compat::loss::DiceLoss
• aprender_compat::loss::FocalLoss
• aprender_compat::loss::HingeLoss
• aprender_compat::loss::HuberLoss
• aprender_compat::loss::InfoNCELoss
• aprender_compat::loss::MAELoss
• aprender_compat::loss::MSELoss
• aprender_compat::loss::TripletLoss
• aprender_compat::loss::WassersteinLoss
• aprender_compat::metrics::ranking::RankingMetrics
• aprender_compat::primitives::Matrix
• aprender_compat::primitives::Vector
• aprender_compat::pruning::MagnitudeImportance
• aprender_compat::pruning::MagnitudePruner
• aprender_compat::pruning::PruningResult
• aprender_compat::pruning::SparseGPTImportance
• aprender_compat::pruning::SparsityMask
• aprender_compat::pruning::WandaImportance
• aprender_compat::pruning::WandaPruner
• autograd::Context
• autograd::Tensor
• autograd::checkpoint::BinomialCheckpointing
• autograd::checkpoint::CheckpointConfig
• autograd::checkpoint::CheckpointManager
• autograd::checkpoint::CheckpointedSegment
• autograd::checkpoint::CustomPolicy
• autograd::checkpoint::MemoryBudget
• autograd::checkpoint::OperationInfo
• autograd::checkpoint::PolicyCheckpointManager
• autograd::checkpoint::SaveAll
• autograd::checkpoint::SaveMatmuls
• autograd::checkpoint::SaveNothing
• autograd::checkpoint::SaveUnbatchedMatmuls
• autograd::cuda_optim::FusedClipState
• autograd::cuda_optim::PendingSquaredSum
• autograd::cuda_tensor::CudaDevice
• autograd::cuda_tensor::CudaTensor
• autograd::cuda_training::CudaTrainer
• autograd::graph_opt::CommonSubexprElimination
• autograd::graph_opt::ComputeGraph
• autograd::graph_opt::ConstantFolding
• autograd::graph_opt::DeadCodeElimination
• autograd::graph_opt::GraphNode
• autograd::graph_opt::GraphOptimizer
• autograd::graph_opt::OptimizationReport
• autograd::graph_opt::ShapeTracker
• autograd::graph_opt::TracedTensor
• autograd::precision::GradScaler
• autograd::precision::MixedPrecisionConfig
• autograd::wgpu_backward::WgslBackwardPass
• autograd::wgpu_block::WgpuBlock
• autograd::wgpu_block::WgpuBlockManager
• autograd::wgpu_block::WgpuLoraAdapters
• autograd::wgpu_cross_entropy::WgslCrossEntropy
• autograd::wgpu_training::WgpuTrainer
• citl::CITLConfig
• citl::ChunkId
• citl::DecisionCITL
• citl::DecisionPatternStore
• citl::DecisionStats
• citl::DecisionTrace
• citl::ErrorCorrelation
• citl::FixPattern
• citl::FixSuggestion
• citl::PatternStoreConfig
• citl::SourceSpan
• citl::SuspiciousDecision
• config::ArchitectureOverrides
• config::AuditArgs
• config::BenchArgs
• config::BundleArgs
• config::CiteArgs
• config::Cli
• config::ColumnStats
• config::CompletionArgs
• config::CurriculumStage
• config::DataConfig
• config::DepositArgs
• config::ExperimentsArgs
• config::ExportArgs
• config::FinetuneArgs
• config::InferenceConfig
• config::InferredSchema
• config::InfoArgs
• config::InitArgs
• config::InspectArgs
• config::LoRASpec
• config::MergeArgs
• config::MergeSpec
• config::ModelRef
• config::MonitorArgs
• config::OptimSpec
• config::PreregisterArgs
• config::PublishArgs
• config::PublishSpec
• config::QuantSpec
• config::QuantizeArgs
• config::ResearchArgs
• config::ResearchInitArgs
• config::TrainArgs
• config::TrainSpec
• config::TrainingParams
• config::ValidateArgs
• config::VerifyArgs
• dashboard::MetricSnapshot
• dashboard::ResourceSnapshot
• dashboard::wasm::IndexedDbStorage
• dashboard::wasm::WasmRun
• decision::CitlTrainer
• decision::DecisionPattern
• decision::ErrorFixPair
• decision::PatternStore
• distill::DistillationLoss
• distill::EnsembleDistiller
• distill::ProgressiveDistiller
• distill::checkpoint::DistillationCheckpoint
• ecosystem::batuta::BatutaClient
• ecosystem::batuta::FallbackPricing
• ecosystem::batuta::GpuPricing
• ecosystem::batuta::QueueState
• ecosystem::realizar::ExperimentProvenance
• ecosystem::realizar::GeneralMetadata
• ecosystem::realizar::GgufExportResult
• ecosystem::realizar::GgufExporter
• ecosystem::realizar::GgufMetadata
• ecosystem::ruchy::CodeCell
• ecosystem::ruchy::EntrenarSession
• ecosystem::ruchy::MetricsExportSummary
• ecosystem::ruchy::RuchyCell
• ecosystem::ruchy::RuchySession
• ecosystem::ruchy::SessionExport
• ecosystem::ruchy::SessionMetrics
• ecosystem::ruchy::TrainingRun
• efficiency::benchmark::BenchmarkEntry
• efficiency::benchmark::BenchmarkStatistics
• efficiency::benchmark::CostPerformanceBenchmark
• efficiency::device::AppleSiliconInfo
• efficiency::device::CpuInfo
• efficiency::device::GpuInfo
• efficiency::device::TpuInfo
• efficiency::metrics::CostMetrics
• efficiency::metrics::EfficiencyMetrics
• efficiency::metrics::EnergyMetrics
• efficiency::platform::EdgeEfficiency
• efficiency::platform::ServerEfficiency
• efficiency::platform::WasmBudget
• eval::classification::ConfusionMatrix
• eval::classification::MultiClassMetrics
• eval::drift::DriftDetector
• eval::drift::DriftResult
• eval::drift::DriftSummary
• eval::evaluator::EvalConfig
• eval::evaluator::EvalResult
• eval::evaluator::KFold
• eval::evaluator::Leaderboard
• eval::evaluator::ModelEvaluator
• eval::retrain::AutoRetrainer
• eval::retrain::RetrainConfig
• eval::retrain::RetrainerStats
• finetune::CorpusStats
• finetune::DeviceInfo
• finetune::EvalMetrics
• finetune::EvalResult
• finetune::ExperimentLock
• finetune::PopperianQA
• finetune::ReproducibilityConfig
• finetune::SampleMetadata
• finetune::TestEvaluator
• finetune::TestGenCorpus
• finetune::TestGenSample
• finetune::classification::ClassificationHead
• finetune::classification::MultiLabelSafetySample
• finetune::classification::SafetyCorpusStats
• finetune::classification::SafetySample
• finetune::classification::TokenizedSample
• finetune::classify_eval_report::ClassifyEvalReport
• finetune::classify_pipeline::BatchResult
• finetune::classify_pipeline::ClassifyConfig
• finetune::classify_pipeline::ClassifyPipeline
• finetune::classify_pipeline::DataStats
• finetune::classify_pipeline::HyperparamDiagnostic
• finetune::classify_pipeline::HyperparamDiagnostics
• finetune::classify_trainer::ClassifyTrainer
• finetune::classify_trainer::EpochMetrics
• finetune::classify_trainer::TrainResult
• finetune::classify_trainer::TrainingConfig
• finetune::classify_tuner::ClassifyTuner
• finetune::classify_tuner::TrialSummary
• finetune::classify_tuner::TuneConfig
• finetune::classify_tuner::TuneResult
• finetune::data_parallel::DataParallelCoordinator
• finetune::distributed::DistributedConfig
• finetune::gradient_server::AllReduceResult
• finetune::gradient_server::BlockAllReduceResult
• finetune::gradient_server::GradientServer
• finetune::gradient_server::NonBlockAllReduceResult
• finetune::instruct_corpus::InstructCorpusStats
• finetune::instruct_corpus::InstructMetadata
• finetune::instruct_corpus::InstructSample
• finetune::instruct_corpus::PreferenceSample
• finetune::instruct_pipeline::GenerateConfig
• finetune::instruct_pipeline::InstructBatchResult
• finetune::instruct_pipeline::InstructConfig
• finetune::instruct_pipeline::InstructPipeline
• finetune::instruct_pipeline::InstructStepResult
• finetune::instruct_trainer::InstructEpochMetrics
• finetune::instruct_trainer::InstructTrainResult
• finetune::instruct_trainer::InstructTrainer
• finetune::instruct_trainer::InstructTrainingConfig
• finetune::linear_probe::BaselineComparison
• finetune::linear_probe::BootstrapCI
• finetune::linear_probe::ClassificationMetrics
• finetune::linear_probe::ConfidenceScore
• finetune::linear_probe::GeneralizationResult
• finetune::linear_probe::LinearProbe
• finetune::linear_probe::MlpProbe
• finetune::linear_probe::ShipGateResult
• finetune::multi_adapter_pipeline::AdapterConfig
• finetune::multi_adapter_pipeline::AdapterEntry
• finetune::multi_adapter_pipeline::AdapterSlot
• finetune::multi_adapter_pipeline::AdaptersConfigFile
• finetune::multi_adapter_pipeline::MultiAdapterPipeline
• finetune::ring_allreduce::RingAllReduceWorker
• finetune::training_plan::ApplyConfig
• finetune::training_plan::DataAudit
• finetune::training_plan::HyperparameterPlan
• finetune::training_plan::ManualConfig
• finetune::training_plan::ModelInfo
• finetune::training_plan::PlanConfig
• finetune::training_plan::PlanIssue
• finetune::training_plan::PreFlightCheck
• finetune::training_plan::ResourceEstimate
• finetune::training_plan::TrainingPlan
• finetune::training_plan::TrialPreview
• finetune::tune_searchers::AshaScheduler
• finetune::tune_searchers::GridSearcher
• finetune::tune_searchers::MedianScheduler
• finetune::tune_searchers::NoScheduler
• finetune::tune_searchers::RandomSearcher
• finetune::tune_searchers::TpeSearcher
• finetune::wgpu_pipeline::LayerLoRA
• finetune::wgpu_pipeline::LoRAProjection
• finetune::wgpu_pipeline::WgpuInstructPipeline
• finetune::worker_client::AveragedBlockResult
• finetune::worker_client::AveragedNonBlockResult
• finetune::worker_client::AveragedResult
• finetune::worker_client::ShardAssignment
• finetune::worker_client::WorkerClient
• generative::code_gan::CodeGan
• generative::code_gan::CodeGanConfig
• generative::code_gan::CodeGanStats
• generative::code_gan::Discriminator
• generative::code_gan::DiscriminatorConfig
• generative::code_gan::Generator
• generative::code_gan::GeneratorConfig
• generative::code_gan::LatentCode
• generative::code_gan::TrainingResult
• gpu::cluster::ClusterConfig
• gpu::cluster::GpuConfig
• gpu::cluster::GpuCostModel
• gpu::cluster::NodeConfig
• gpu::coordinator::AdapterStatus
• gpu::coordinator::CheckpointCoordinator
• gpu::coordinator::CheckpointMetadata
• gpu::coordinator::LeaderboardEntry
• gpu::coordinator::NodeHealth
• gpu::guard::VramGuard
• gpu::ledger::Reservation
• gpu::ledger::VramLedger
• gpu::mps::MpsConfig
• gpu::mps::MpsValidation
• gpu::placement::AdapterJob
• gpu::placement::NodeLoad
• gpu::placement::PlacementDecision
• gpu::profiler::GpuProfiler
• gpu::wait::WaitConfig
• gpu::wait::WaitProgress
• hf_pipeline::AttentionTransfer
• hf_pipeline::Batch
• hf_pipeline::CacheStats
• hf_pipeline::Dataset
• hf_pipeline::DatasetOptions
• hf_pipeline::DistillationCollator
• hf_pipeline::DistillationLoss
• hf_pipeline::DistillationTrainer
• hf_pipeline::DistillationYamlConfig
• hf_pipeline::Example
• hf_pipeline::ExportResult
• hf_pipeline::Exporter
• hf_pipeline::FetchOptions
• hf_pipeline::FineTuneConfig
• hf_pipeline::GgufSummary
• hf_pipeline::GgufTensorInfo
• hf_pipeline::HfDatasetFetcher
• hf_pipeline::HfModelFetcher
• hf_pipeline::MemoryEstimate
• hf_pipeline::MemoryRequirement
• hf_pipeline::ModelArtifact
• hf_pipeline::ModelMetadata
• hf_pipeline::ModelWeights
• hf_pipeline::ProgressiveDistillation
• hf_pipeline::QuantExportResult
• hf_pipeline::QuantPublishResult
• hf_pipeline::SafeTensorsTeacher
• hf_pipeline::TeacherCache
• hf_pipeline::TrainerConfig
• hf_pipeline::TrainingState
• hf_pipeline::leaderboard::client::LeaderboardClient
• hf_pipeline::leaderboard::types::HfLeaderboard
• hf_pipeline::leaderboard::types::LeaderboardEntry
• hf_pipeline::publish::config::PublishConfig
• hf_pipeline::publish::model_card::ModelCard
• hf_pipeline::publish::publisher::HfPublisher
• hf_pipeline::publish::result::PublishResult
• inference::InferenceConfig
• integrity::behavioral::BehavioralIntegrity
• integrity::behavioral::BehavioralIntegrityBuilder
• integrity::behavioral::MetamorphicViolation
• integrity::behavioral::ViolationCounts
• integrity::lineage::CausalLineage
• integrity::lineage::LamportTimestamp
• integrity::lineage::LineageEvent
• integrity::trace_storage::TraceStoragePolicy
• io::Model
• io::ModelMetadata
• io::ParameterInfo
• io::SaveConfig
• lora::AdapterMetadata
• lora::DoRALayer
• lora::LoRAAdapter
• lora::LoRAConfig
• lora::LoRALayer
• lora::MemoryStats
• lora::MergePublishResult
• lora::MergedModel
• lora::MultiAdapterManager
• lora::NamedAdapter
• lora::PagedOptimStates
• lora::PagedState
• lora::PagingStats
• lora::PeftAdapterBundle
• lora::PeftAdapterConfig
• lora::QLoRALayer
• lora::VramBudget
• merge::DareConfig
• merge::EnsembleConfig
• merge::SlerpConfig
• merge::TiesConfig
• models::llama_370m::HeadDim
• models::llama_370m::HiddenDim
• models::llama_370m::IntermediateDim
• models::llama_370m::Llama370MConfig
• models::llama_370m::NumHeads
• models::llama_370m::NumKvHeads
• models::llama_370m::NumLayers
• models::llama_370m::VocabSize
• moe::Expert
• moe::MoeConfig
• moe::MoeLayer
• moe::router::NoisyTopKRouter
• moe::router::RouterConfig
• moe::router::RoutingResult
• moe::router::TopKRouter
• monitor::MetricRecord
• monitor::MetricStats
• monitor::MetricsCollector
• monitor::andon::Alert
• monitor::andon::AndonConfig
• monitor::andon::AndonSystem
• monitor::dashboard::Dashboard
• monitor::dashboard::DashboardConfig
• monitor::drift::Anomaly
• monitor::drift::DriftDetector
• monitor::drift::SlidingWindowBaseline
• monitor::export::MetricsExporter
• monitor::gpu::AndonThresholds
• monitor::gpu::GpuAndonSystem
• monitor::gpu::GpuMetrics
• monitor::gpu::GpuMetricsBuffer
• monitor::gpu::GpuMonitor
• monitor::gpu::GpuProcess
• monitor::inference::ForestPath
• monitor::inference::InferenceMonitor
• monitor::inference::KNNPath
• monitor::inference::LeafInfo
• monitor::inference::LinearPath
• monitor::inference::NeuralPath
• monitor::inference::TreePath
• monitor::inference::TreeSplit
• monitor::inference::collector::ChainEntry
• monitor::inference::collector::ChainVerification
• monitor::inference::collector::HashChainCollector
• monitor::inference::collector::RingCollector
• monitor::inference::collector::StreamCollector
• monitor::inference::counterfactual::Counterfactual
• monitor::inference::counterfactual::FeatureChange
• monitor::inference::path::ForestPath
• monitor::inference::path::KNNPath
• monitor::inference::path::LeafInfo
• monitor::inference::path::LinearPath
• monitor::inference::path::NeuralPath
• monitor::inference::path::TreePath
• monitor::inference::path::TreeSplit
• monitor::inference::provenance::Anomaly
• monitor::inference::provenance::AttackPath
• monitor::inference::provenance::IncidentReconstructor
• monitor::inference::provenance::ProvenanceEdge
• monitor::inference::provenance::ProvenanceGraph
• monitor::inference::safety_andon::SafetyAndon
• monitor::inference::serialization::TraceSerializer
• monitor::inference::trace::DecisionTrace
• monitor::lineage::Derivation
• monitor::lineage::ModelComparison
• monitor::lineage::ModelLineage
• monitor::lineage::ModelMetadata
• monitor::llm::EvalResult
• monitor::llm::InMemoryLLMEvaluator
• monitor::llm::LLMMetrics
• monitor::llm::PromptVersion
• monitor::llm::stats::LLMStats
• monitor::params::ParamDiff
• monitor::params::ParamLogger
• monitor::prometheus::LabelSet
• monitor::prometheus::MetricDef
• monitor::prometheus::PrometheusExporter
• monitor::report::HanseiAnalyzer
• monitor::report::MetricSummary
• monitor::report::PostTrainingReport
• monitor::report::TrainingIssue
• monitor::storage::InMemoryStore
• monitor::storage::JsonFileStore
• monitor::tui::app::TrainingStateWriter
• monitor::tui::app::TuiMonitor
• monitor::tui::app::TuiMonitorConfig
• monitor::tui::color::Rgb
• monitor::tui::color::Styled
• monitor::tui::color::TrainingPalette
• monitor::tui::dashboard::TrainingDashboard
• monitor::tui::headless::HeadlessGpu
• monitor::tui::headless::HeadlessMonitor
• monitor::tui::headless::HeadlessOutput
• monitor::tui::headless::HeadlessSample
• monitor::tui::headless::HeadlessWriter
• monitor::tui::panel::GpuPanel
• monitor::tui::panel::LossCurvePanel
• monitor::tui::panel::MetricsPanel
• monitor::tui::panel::PanelVerification
• monitor::tui::panel::ProcessPanel
• monitor::tui::panel::SamplePanel
• monitor::tui::render::BrailleChart
• monitor::tui::render::EpochSummary
• monitor::tui::state::GpuProcessInfo
• monitor::tui::state::GpuTelemetry
• monitor::tui::state::SamplePeek
• monitor::tui::state::TrainingSnapshot
• monitor::tui::state::TrainingState
• monitor::wasm::WasmDashboard
• monitor::wasm::WasmDashboardOptions
• monitor::wasm::WasmMetricsCollector
• optim::Adam
• optim::AdamW
• optim::CosineAnnealingLR
• optim::LinearWarmupLR
• optim::SGD
• optim::StepDecayLR
• optim::WarmupCosineDecayLR
• optim::dp::accountant::RdpAccountant
• optim::dp::budget::PrivacyBudget
• optim::dp::config::DpSgdConfig
• optim::dp::dp_sgd::DpSgd
• optim::hpo::GridSearch
• optim::hpo::HyperbandScheduler
• optim::hpo::HyperparameterSpace
• optim::hpo::TPEOptimizer
• optim::hpo::Trial
• prune::CalibrationCollector
• prune::CalibrationConfig
• prune::CalibrationDataConfig
• prune::CalibrationDataLoader
• prune::PruneFinetunePipeline
• prune::PruneTrainer
• prune::PruneTrainerConfig
• prune::PruningCallback
• prune::PruningConfig
• prune::PruningMetrics
• quality::failure::FailureContext
• quality::failure::ParetoAnalysis
• quality::pmat::CodeQualityMetrics
• quality::supply_chain::Advisory
• quality::supply_chain::AuditSummary
• quality::supply_chain::DependencyAudit
• quant::BenchmarkSuite
• quant::CalibrationResult
• quant::Calibrator
• quant::DoubleQuantized4Bit
• quant::FakeQuantConfig
• quant::FakeQuantize
• quant::Q4_0
• quant::Q8_0
• quant::QuantBenchmarkResult
• quant::QuantErrorStats
• quant::QuantParams
• quant::Quantized4Bit
• quant::QuantizedTensor
• research::anonymization::AnonymizationConfig
• research::anonymization::AnonymizedArtifact
• research::anonymization::AnonymousAuthor
• research::archive::config::FigshareConfig
• research::archive::config::ZenodoConfig
• research::archive::deposit::ArchiveDeposit
• research::archive::identifiers::RelatedIdentifier
• research::archive::metadata::DepositMetadata
• research::archive::result::DepositResult
• research::artifact::Affiliation
• research::artifact::Author
• research::artifact::ResearchArtifact
• research::citation::CitationMetadata
• research::citation_graph::CitationEdge
• research::citation_graph::CitationGraph
• research::citation_graph::CitationNode
• research::literate::CodeBlock
• research::notebook::Cell
• research::notebook::CellMetadata
• research::notebook::CellOutput
• research::notebook::KernelSpec
• research::notebook::NotebookExporter
• research::notebook::NotebookMetadata
• research::preregistration::PreRegistration
• research::preregistration::PreRegistrationCommitment
• research::preregistration::PreRegistrationReveal
• research::preregistration::SignedPreRegistration
• research::ro_crate::RoCrate
• research::ro_crate::RoCrateDescriptor
• research::ro_crate::RoCrateEntity
• run::Run
• run::TracingConfig
• search::mcts::MctsConfig
• search::mcts::MctsResult
• search::mcts::MctsSearch
• search::mcts::MctsStats
• search::mcts::Node
• search::mcts::NodeId
• search::mcts::NodeStats
• search::mcts::SearchTree
• server::ApiResponse
• server::AppState
• server::CreateExperimentRequest
• server::CreateRunRequest
• server::Experiment
• server::ExperimentResponse
• server::HealthResponse
• server::InMemoryStorage
• server::LogMetricsRequest
• server::LogParamsRequest
• server::Run
• server::RunResponse
• server::ServerConfig
• server::TrackingServer
• server::UpdateRunRequest
• sovereign::distribution::ComponentManifest
• sovereign::distribution::SovereignDistribution
• sovereign::governance::ApiAllowlist
• sovereign::governance::AuditEntry
• sovereign::governance::AuditTrail
• sovereign::governance::ConsentRecord
• sovereign::governance::DataLineage
• sovereign::governance::DataUsageAgreement
• sovereign::governance::DeletionCascade
• sovereign::governance::KeyManagement
• sovereign::governance::LineageStep
• sovereign::governance::ResidencyConfig
• sovereign::governance::SecureAggregator
• sovereign::governance::TransferLog
• sovereign::governance::TransferLogEntry
• sovereign::governance::WeightSovereigntyConfig
• sovereign::nix::CrateSpec
• sovereign::nix::NixFlakeConfig
• sovereign::registry::ModelEntry
• sovereign::registry::OfflineModelRegistry
• sovereign::registry::RegistryManifest
• sovereign_array::Array1
• sovereign_array::Array2
• sovereign_array::ArrayView1
• sovereign_array::ArrayViewMut1
• sovereign_array::Axis
• sovereign_array::AxisIter
• staging::ModelVersion
• staging::StagingRegistry
• storage::MetricPoint
• storage::cloud::ArtifactMetadata
• storage::cloud::AzureConfig
• storage::cloud::GCSConfig
• storage::cloud::InMemoryBackend
• storage::cloud::LocalBackend
• storage::cloud::MockS3Backend
• storage::cloud::S3Config
• storage::memory::InMemoryStorage
• storage::preflight::CheckMetadata
• storage::preflight::Preflight
• storage::preflight::PreflightCheck
• storage::preflight::PreflightContext
• storage::preflight::PreflightResults
• storage::registry::InMemoryRegistry
• storage::registry::MetricRequirement
• storage::registry::ModelVersion
• storage::registry::PolicyCheckResult
• storage::registry::PromotionPolicy
• storage::registry::StageTransition
• storage::registry::VersionComparison
• storage::sqlite::ArtifactRef
• storage::sqlite::Experiment
• storage::sqlite::ParamFilter
• storage::sqlite::Run
• storage::sqlite::SqliteBackend
• storage::trueno::TruenoBackend
• tokenizer::BPETokenizer
• tokenizer::CharTokenizer
• tokenizer::HfBpeConfig
• tokenizer::HfBpeTokenizer
• tokenizer::HfTokenizer
• tokenizer::MergeRule
• tokenizer::Qwen2BpeTokenizer
• tokenizer::SpecialTokens
• tokenizer::TokenizerConfig
• trace::TraceMeasurement
• trace::Tracer
• tracking::ExperimentTracker
• tracking::Run
• tracking::storage::InMemoryBackend
• tracking::storage::JsonFileBackend
• tracking::storage::MetricEntry
• tracking::storage::RunRecord
• train::Accuracy
• train::AdaptiveCurriculum
• train::BCEWithLogitsLoss
• train::Batch
• train::CausalLMLoss
• train::CrossEntropyLoss
• train::F1Score
• train::HuberLoss
• train::L1Loss
• train::LinearCurriculum
• train::MAE
• train::MSELoss
• train::MetricsTracker
• train::Precision
• train::R2Score
• train::RMSE
• train::Recall
• train::SampleWeightedLoss
• train::TieredCurriculum
• train::TrainConfig
• train::TrainResult
• train::Trainer
• train::WeightedLoss
• train::callback::CallbackContext
• train::callback::CallbackManager
• train::callback::CheckpointCallback
• train::callback::EarlyStopping
• train::callback::ExplainabilityCallback
• train::callback::FeatureImportanceResult
• train::callback::LRSchedulerCallback
• train::callback::MonitorCallback
• train::callback::ProgressCallback
• train::gputrain_003::NvidiaSmiComputeApp
• train::gputrain_006::ReproducibilityStudyResult
• train::gputrain_007::VersionJsonCudaFields
• train::pretrain::EpochArtifact
• train::pretrain::EpochMetadata
• train::pretrain::LinearDecaySynthetic
• train::pretrain::NanAtStepSynthetic
• train::pretrain::PretrainConfig
• train::pretrain::PretrainLoop
• train::pretrain::ScriptedVal
• train::pretrain::StepMetrics
• train::pretrain_real::AprCheckpointFn
• train::pretrain_real::RealStepFn
• train::pretrain_real::RealValFn
• train::pretrain_real_cuda::CudaAprCheckpointFn
• train::pretrain_real_cuda::CudaRealStepFn
• train::pretrain_real_cuda::CudaRealValFn
• train::shard_reader::ShardBatchIter
• train::transformer_trainer::CudaTransformerTrainer
• train::transformer_trainer::DistributedCudaTrainer
• train::transformer_trainer::DistributedTrainConfig
• train::transformer_trainer::LMBatch
• train::transformer_trainer::TransformerTrainConfig
• train::transformer_trainer::TransformerTrainer
• train::transformer_trainer::distributed_checkpoint::DistributedCheckpointCoordinator
• train::transformer_trainer::elastic::ElasticCoordinator
• train::transformer_trainer::elastic::ElasticWorker
• train::transformer_trainer::gpu_grad_accumulator::GpuBlockGradAccum
• train::transformer_trainer::gpu_grad_accumulator::GpuGradientAccumulator
• train::transformer_trainer::grad_accumulator::BlockGradientSet
• train::transformer_trainer::grad_accumulator::PerBlockGradientAccumulator
• train::transformer_trainer::pipeline::PipelineActivationBuffer
• train::transformer_trainer::pipeline::PipelineStage
• train::transformer_trainer::sequence_parallel::RingAttentionSchedule
• train::transformer_trainer::sequence_parallel::RingStep
• train::transformer_trainer::sequence_parallel::SequenceParallelConfig
• train::transformer_trainer::sequence_parallel::SpCommCost
• train::transformer_trainer::step_profiler::StepProfiler
• train::transformer_trainer::tensor_parallel::ColumnParallelShard
• train::transformer_trainer::tensor_parallel::RowParallelShard
• train::transformer_trainer::tensor_parallel::TensorParallelConfig
• train::transformer_trainer::tensor_parallel::TpCommCost
• train::transformer_trainer::wgpu_attention::AttentionCache
• train::transformer_trainer::wgpu_backward::LayerActivations
• train::transformer_trainer::wgpu_checkpoint::LoraCheckpointV2
• train::transformer_trainer::wgpu_checkpoint::LoraLayerSet
• train::transformer_trainer::wgpu_nf4::LoraAdapter
• train::transformer_trainer::wgpu_nf4::Nf4LayerWeights
• train::transformer_trainer::wgpu_runner::WgpuTrainConfig
• train::transformer_trainer::wgpu_trainer::WgpuModelState
• train::transformer_trainer::wgpu_trainer::WgpuTransformerTrainer
• train::transformer_trainer::zero::OptimizerShard
• train::transformer_trainer::zero::ZeroShardMap
• train::tui::Alert
• train::tui::AndonSystem
• train::tui::FeatureImportanceChart
• train::tui::GradientFlowHeatmap
• train::tui::KalmanEta
• train::tui::LossCurveDisplay
• train::tui::MetricsBuffer
• train::tui::MonitorConfig
• train::tui::ProgressBar
• train::tui::ReferenceCurve
• train::tui::RefreshPolicy
• train::tui::TerminalCapabilities
• train::tui::TerminalMonitorCallback
• transformer::BlockWeights
• transformer::CudaGradWorkspace
• transformer::CudaNf4TransformerBlock
• transformer::CudaTransformerBlock
• transformer::EncoderBlock
• transformer::EncoderFeedForward
• transformer::EncoderModel
• transformer::GpuBlockOptimizerState
• transformer::LayerNorm
• transformer::LearnedPositionEmbedding
• transformer::LoRAProjection
• transformer::MultiHeadAttention
• transformer::MultiHeadAttentionWithLoRA
• transformer::Transformer
• transformer::TransformerConfig
• transformer::wgpu_block::WgpuForwardPass
• yaml_mode::AuditConfig
• yaml_mode::BackpressureConfig
• yaml_mode::BenchmarkConfig
• yaml_mode::CallbackConfig
• yaml_mode::CitlConfig
• yaml_mode::DataConfig
• yaml_mode::DataLoader
• yaml_mode::DataSplit
• yaml_mode::DebugConfig
• yaml_mode::DistillModelRef
• yaml_mode::DistillationConfig
• yaml_mode::DriftDetectionConfig
• yaml_mode::GradientConfig
• yaml_mode::GraphConfig
• yaml_mode::InspectConfig
• yaml_mode::LoraConfig
• yaml_mode::MixedPrecisionConfig
• yaml_mode::ModelConfig
• yaml_mode::MonitoringConfig
• yaml_mode::OptimizerConfig
• yaml_mode::OutputConfig
• yaml_mode::PrivacyConfig
• yaml_mode::PublishConfig
• yaml_mode::QuantizeConfig
• yaml_mode::RagConfig
• yaml_mode::SchedulerConfig
• yaml_mode::SessionConfig
• yaml_mode::SigningConfig
• yaml_mode::StressConfig
• yaml_mode::TerminalMonitor
• yaml_mode::TrackingConfig
• yaml_mode::TrainingConfig
• yaml_mode::TrainingManifest
• yaml_mode::VerificationConfig
• yaml_mode::WarmupConfig
• yaml_mode::bridge::BridgeResult

Enums

• aprender_compat::metrics::classification::Average
• aprender_compat::pruning::PruningError
• aprender_compat::pruning::SparseTensor
• aprender_compat::pruning::SparsityPattern
• autograd::cuda_tensor::CudaTensorError
• autograd::graph_opt::OpType
• autograd::graph_opt::ShapeError
• autograd::graph_opt::TracedValue
• autograd::precision::Precision
• citl::CompilationOutcome
• cli::LogLevel
• config::ArchiveProviderArg
• config::ArtifactTypeArg
• config::AuditType
• config::CitationFormat
• config::Command
• config::ExperimentsCommand
• config::ExportFormat
• config::FeatureType
• config::FinetuneCommand
• config::InitTemplate
• config::InspectMode
• config::LicenseArg
• config::MergeMethod
• config::ModelMode
• config::OutputFormat
• config::QuantMethod
• config::ResearchCommand
• config::ShellType
• config::TrainingMethod
• config::TrainingMode
• config::ValidationError
• dashboard::Trend
• ecosystem::batuta::BatutaError
• ecosystem::realizar::GgufExportError
• ecosystem::realizar::QuantizationType
• ecosystem::ruchy::RuchyBridgeError
• efficiency::device::ComputeDevice
• efficiency::device::SimdCapability
• efficiency::paradigm::FineTuneMethod
• efficiency::paradigm::ModelParadigm
• efficiency::platform::BudgetViolation
• efficiency::platform::PlatformEfficiency
• error::Error
• eval::classification::Average
• eval::drift::DriftTest
• eval::drift::Severity
• eval::evaluator::Metric
• eval::evaluator::RougeVariant
• eval::retrain::Action
• eval::retrain::RetrainPolicy
• finetune::ComputeDevice
• finetune::QAGrade
• finetune::classification::ClassWeightStrategy
• finetune::classification::PoolingStrategy
• finetune::classify_pipeline::DiagSeverity
• finetune::classify_tuner::SchedulerKind
• finetune::classify_tuner::TuneStrategy
• finetune::distributed::NodeRole
• finetune::distributed::WireMessage
• finetune::linear_probe::EscalationLevel
• finetune::multi_adapter_pipeline::AdapterSchedule
• finetune::training_plan::CheckStatus
• finetune::training_plan::PlanVerdict
• gpu::cluster::ClusterValidationError
• gpu::cluster::MemoryType
• gpu::cluster::Transport
• gpu::coordinator::PollResult
• gpu::error::GpuError
• gpu::ledger::MemoryType
• hf_pipeline::Architecture
• hf_pipeline::ExportFormat
• hf_pipeline::FetchError
• hf_pipeline::FineTuneMethod
• hf_pipeline::GgufQuantization
• hf_pipeline::MixedPrecision
• hf_pipeline::QuantPublishError
• hf_pipeline::Split
• hf_pipeline::WeightFormat
• hf_pipeline::leaderboard::types::LeaderboardKind
• hf_pipeline::publish::config::RepoType
• hf_pipeline::publish::result::PublishError
• integrity::behavioral::IntegrityAssessment
• integrity::behavioral::MetamorphicRelationType
• integrity::lineage::LineageEventType
• integrity::trace_storage::CompressionAlgorithm
• integrity::trace_storage::PolicyValidationError
• io::ModelFormat
• lora::AdapterError
• lora::AdapterFormat
• lora::LoRAScaling
• lora::MergePublishError
• lora::PagingStrategy
• merge::EnsembleStrategy
• merge::MergeError
• models::llama_370m::Ship013Verdict
• models::llama_370m::Ship014Verdict
• models::llama_370m::Ship016Verdict
• models::llama_370m::Ship017Verdict
• models::llama_370m::Ship018Verdict
• models::llama_370m::Ship020Verdict
• moe::Router
• monitor::Metric
• monitor::andon::AlertLevel
• monitor::drift::AnomalySeverity
• monitor::drift::DriftStatus
• monitor::export::ExportFormat
• monitor::gpu::GpuAlert
• monitor::inference::PathError
• monitor::inference::collector::StreamFormat
• monitor::inference::counterfactual::CounterfactualError
• monitor::inference::path::PathError
• monitor::inference::provenance::CausalRelation
• monitor::inference::provenance::ProvenanceNode
• monitor::inference::safety_andon::EmergencyCondition
• monitor::inference::safety_andon::SafetyIntegrityLevel
• monitor::inference::serialization::PathType
• monitor::inference::serialization::SerializationError
• monitor::inference::serialization::TraceFormat
• monitor::lineage::ChangeType
• monitor::llm::LLMError
• monitor::params::ParamValue
• monitor::prometheus::MetricType
• monitor::report::IssueSeverity
• monitor::report::Trend
• monitor::storage::StorageError
• monitor::tui::color::ColorMode
• monitor::tui::headless::OutputFormat
• monitor::tui::state::LossTrend
• monitor::tui::state::TrainingStatus
• optim::dp::error::DpError
• optim::hpo::AcquisitionFunction
• optim::hpo::HPOError
• optim::hpo::ParameterDomain
• optim::hpo::ParameterValue
• optim::hpo::SearchStrategy
• optim::hpo::SurrogateModel
• optim::hpo::TrialStatus
• prune::PruneMethod
• prune::PruningSchedule
• prune::PruningStage
• prune::SparsityPatternConfig
• quality::failure::FailureCategory
• quality::pmat::PmatGrade
• quality::pmat::QualityError
• quality::supply_chain::AuditStatus
• quality::supply_chain::Severity
• quality::supply_chain::SupplyChainError
• quant::CalibrationMethod
• quant::GGUFQuantType
• quant::QuantGranularity
• quant::QuantMode
• research::archive::identifiers::IdentifierScheme
• research::archive::identifiers::RelationType
• research::archive::metadata::ResourceType
• research::archive::provider::ArchiveProvider
• research::archive::result::DepositError
• research::artifact::ArtifactType
• research::artifact::ContributorRole
• research::artifact::License
• research::artifact::ValidationError
• research::citation_graph::EdgeType
• research::literate::LiterateDocument
• research::notebook::CellType
• research::preregistration::PreRegistrationError
• research::preregistration::TimestampProof
• research::ro_crate::EntityType
• server::RunStatus
• server::ServerError
• sovereign::distribution::DistributionFormat
• sovereign::distribution::DistributionTier
• sovereign::governance::DataClassification
• sovereign::governance::KeySource
• sovereign::nix::NixSystem
• sovereign::registry::ModelSource
• staging::Stage
• staging::StagingError
• storage::RunStatus
• storage::StorageError
• storage::cloud::BackendConfig
• storage::cloud::CloudError
• storage::preflight::CheckResult
• storage::preflight::CheckType
• storage::preflight::PreflightError
• storage::registry::Comparison
• storage::registry::ModelStage
• storage::registry::RegistryError
• storage::sqlite::FilterOp
• storage::sqlite::ParameterValue
• tokenizer::Normalization
• tokenizer::TokenizerError
• tokenizer::TokenizerType
• trace::TraceStep
• tracking::RunStatus
• tracking::TrackingError
• tracking::storage::TrackingStorageError
• train::callback::CallbackAction
• train::callback::ExplainMethod
• train::device::Device
• train::device::DeviceError
• train::gputrain_003::Gputrain003Verdict
• train::gputrain_004::Gputrain004Verdict
• train::gputrain_005::Gputrain005Verdict
• train::gputrain_006::Gputrain006Verdict
• train::gputrain_007::Gputrain007Verdict
• train::pretrain::PretrainAbort
• train::pretrain::RunStatus
• train::pretrain::TrainingRegime
• train::transformer_trainer::DistributedBackend
• train::transformer_trainer::DistributedComm
• train::transformer_trainer::DistributedRole
• train::transformer_trainer::GradientMessage
• train::transformer_trainer::distributed_checkpoint::CheckpointPhase
• train::transformer_trainer::elastic::WorkerState
• train::transformer_trainer::pipeline::PipelineAction
• train::transformer_trainer::sequence_parallel::CausalMaskType
• train::tui::AlertLevel
• train::tui::DashboardLayout
• train::tui::TerminalMode
• transformer::Architecture
• transformer::CudaBlock
• transformer::ModelArchitecture
• yaml_mode::CallbackType
• yaml_mode::ManifestError
• yaml_mode::PreprocessingStep
• yaml_mode::Template
• yaml_mode::bridge::BridgeError

Traits

• aprender_compat::estimators::Estimator
• aprender_compat::loss::Loss
• aprender_compat::pruning::Importance
• aprender_compat::pruning::Pruner
• autograd::BackwardOp
• autograd::checkpoint::CheckpointPolicy
• autograd::graph_opt::OptimizationPass
• dashboard::DashboardSource
• finetune::tune_searchers::TuneScheduler
• finetune::tune_searchers::TuneSearcher
• hf_pipeline::TeacherModel
• monitor::inference::DecisionPath
• monitor::inference::Explainable
• monitor::inference::collector::TraceCollector
• monitor::inference::path::DecisionPath
• monitor::llm::LLMEvaluator
• monitor::storage::MetricsStore
• monitor::tui::panel::Panel
• optim::LRScheduler
• optim::Optimizer
• search::mcts::Action
• search::mcts::ActionSpace
• search::mcts::PolicyNetwork
• search::mcts::State
• search::mcts::StateSpace
• storage::ExperimentStorage
• storage::cloud::ArtifactBackend
• storage::registry::ModelRegistry
• tokenizer::Tokenizer
• tracking::storage::TrackingBackend
• train::CurriculumScheduler
• train::LossFn
• train::Metric
• train::callback::TrainerCallback
• train::pretrain::CheckpointFn
• train::pretrain::StepFn
• train::pretrain::ValFn

Macros

• array

Functions

• aprender_compat::loss::dice_loss
• aprender_compat::loss::focal_loss
• aprender_compat::loss::hinge_loss
• aprender_compat::loss::huber_loss
• aprender_compat::loss::info_nce_loss
• aprender_compat::loss::kl_divergence
• aprender_compat::loss::mae_loss
• aprender_compat::loss::mse_loss
• aprender_compat::loss::squared_hinge_loss
• aprender_compat::loss::triplet_loss
• aprender_compat::loss::wasserstein_discriminator_loss
• aprender_compat::loss::wasserstein_generator_loss
• aprender_compat::loss::wasserstein_loss
• aprender_compat::metrics::classification::accuracy
• aprender_compat::metrics::classification::classification_report
• aprender_compat::metrics::classification::confusion_matrix
• aprender_compat::metrics::classification::f1_per_class
• aprender_compat::metrics::classification::f1_score
• aprender_compat::metrics::classification::precision
• aprender_compat::metrics::classification::precision_per_class
• aprender_compat::metrics::classification::recall
• aprender_compat::metrics::classification::recall_per_class
• aprender_compat::metrics::mae
• aprender_compat::metrics::mse
• aprender_compat::metrics::r_squared
• aprender_compat::metrics::ranking::dcg_at_k
• aprender_compat::metrics::ranking::hit_at_k
• aprender_compat::metrics::ranking::mean_hit_at_k
• aprender_compat::metrics::ranking::mrr
• aprender_compat::metrics::ranking::ndcg_at_k
• aprender_compat::metrics::ranking::reciprocal_rank
• aprender_compat::metrics::rmse
• aprender_compat::pruning::generate_block_mask
• aprender_compat::pruning::generate_column_mask
• aprender_compat::pruning::generate_nm_mask
• aprender_compat::pruning::generate_row_mask
• aprender_compat::pruning::generate_unstructured_mask
• aprender_compat::pruning::sparsify
• autograd::add
• autograd::add_scaled
• autograd::attention
• autograd::backward
• autograd::checkpoint::checkpoint
• autograd::checkpoint::checkpoint_if
• autograd::checkpoint::estimate_memory_savings
• autograd::checkpoint::estimate_policy_tradeoff
• autograd::checkpoint::optimal_checkpoints
• autograd::cuda_backward::batched_softmax_backward
• autograd::cuda_backward::gelu_backward
• autograd::cuda_backward::gemm_backward_a
• autograd::cuda_backward::gemm_backward_a_accumulate
• autograd::cuda_backward::gemm_backward_a_fp16_dispatch
• autograd::cuda_backward::gemm_backward_a_fp16_dispatch_accumulate
• autograd::cuda_backward::gemm_backward_b
• autograd::cuda_backward::init_kernel_cache
• autograd::cuda_backward::layer_norm_backward
• autograd::cuda_backward::pre_warm_lora_backward_kernels
• autograd::cuda_backward::relu_backward
• autograd::cuda_backward::rms_norm_backward
• autograd::cuda_backward::rms_norm_forward
• autograd::cuda_backward::silu_backward
• autograd::cuda_backward::softmax_backward
• autograd::cuda_forward::batched_4d_gemm_forward
• autograd::cuda_forward::batched_rope_neox_backward
• autograd::cuda_forward::batched_rope_neox_forward
• autograd::cuda_forward::batched_softmax_forward
• autograd::cuda_forward::batched_to_interleaved_forward
• autograd::cuda_forward::batched_transpose_forward
• autograd::cuda_forward::bf16_cast::bf16_slice_to_f32
• autograd::cuda_forward::bf16_cast::cast_bf16_to_f32_gpu
• autograd::cuda_forward::bf16_cast::cast_f32_to_bf16_gpu
• autograd::cuda_forward::bf16_cast::cast_f32_to_f16_gpu
• autograd::cuda_forward::bf16_cast::f32_slice_to_bf16
• autograd::cuda_forward::elementwise_mul_forward
• autograd::cuda_forward::expand_kv_heads
• autograd::cuda_forward::fused_residual_rmsnorm_forward
• autograd::cuda_forward::fused_swiglu_forward
• autograd::cuda_forward::gelu_forward
• autograd::cuda_forward::gemm_forward
• autograd::cuda_forward::gemm_forward_bf16
• autograd::cuda_forward::gemm_forward_bt
• autograd::cuda_forward::gemm_nf4_backward_a
• autograd::cuda_forward::gemm_nf4_backward_a_cublas
• autograd::cuda_forward::gemm_nf4_dequant_cublas
• autograd::cuda_forward::gemm_nf4_forward
• autograd::cuda_forward::gemm_nf4_gate_up_forward
• autograd::cuda_forward::gemm_nf4_tc_backward_a
• autograd::cuda_forward::gemm_nf4_tc_forward
• autograd::cuda_forward::init_forward_kernel_cache
• autograd::cuda_forward::inplace_add_gpu
• autograd::cuda_forward::interleaved_to_batched_forward
• autograd::cuda_forward::layer_norm_forward
• autograd::cuda_forward::matmul_f16::gemm_f16_to_f32_backward_a
• autograd::cuda_forward::matmul_f16::gemm_f16_to_f32_forward
• autograd::cuda_forward::matmul_f16::gemm_forward_f16
• autograd::cuda_forward::per_head_rmsnorm_forward
• autograd::cuda_forward::pre_warm_forward_kernels
• autograd::cuda_forward::pre_warm_lora_backward_kernels
• autograd::cuda_forward::relu_forward
• autograd::cuda_forward::residual_add_forward
• autograd::cuda_forward::rms_norm_forward
• autograd::cuda_forward::rms_norm_forward_with_eps
• autograd::cuda_forward::rope_neox_forward
• autograd::cuda_forward::scale_forward
• autograd::cuda_forward::set_cublas_workspace
• autograd::cuda_forward::silu_forward
• autograd::cuda_forward::softmax_forward
• autograd::cuda_optim::adam_step_cuda
• autograd::cuda_optim::adamw_step_cuda
• autograd::cuda_optim::clip_scale_reduce_cuda
• autograd::cuda_optim::fused_causal_cross_entropy_cuda
• autograd::cuda_optim::fused_cross_entropy_cuda
• autograd::cuda_optim::gradient_clip_cuda
• autograd::cuda_optim::gradient_clip_gpu_scale_cuda
• autograd::cuda_optim::init_optim_kernel_cache
• autograd::cuda_optim::pre_warm_lora_adamw_kernels
• autograd::cuda_optim::squared_sum_collect
• autograd::cuda_optim::squared_sum_cuda
• autograd::cuda_optim::squared_sum_launch_cuda
• autograd::cuda_optim::squared_sum_launch_into
• autograd::cuda_training::cuda_training_available
• autograd::gelu
• autograd::graph_opt::traced_binary_op
• autograd::layer_norm
• autograd::matmul
• autograd::matmul_compute
• autograd::matmul_nt
• autograd::mul
• autograd::pre_warm_realizador_gemm
• autograd::precision::bf16_to_f32
• autograd::precision::bf16_truncate
• autograd::precision::estimate_memory_savings
• autograd::precision::f32_to_bf16
• autograd::precision::f32_to_fp16
• autograd::precision::fp16_to_f32
• autograd::precision::gemm_bf16_reference
• autograd::relu
• autograd::scale
• autograd::softmax
• autograd::sum
• autograd::suppress_per_op_wgpu
• autograd::swish
• autograd::transpose
• autograd::transpose_tracked
• autograd::unsuppress_per_op_wgpu
• cli::run_command
• config::apply_overrides
• config::build_model
• config::build_optimizer
• config::collect_stats_from_samples
• config::infer_schema
• config::infer_schema_from_path
• config::infer_type
• config::is_hf_repo_id
• config::load_config
• config::parse_args
• config::train_from_yaml
• config::try_load_apr_for_inference
• config::validate_config
• distill::checkpoint::save_student_checkpoint
• ecosystem::batuta::adjust_eta
• ecosystem::ruchy::session_to_artifact
• eval::classification::classification_report
• eval::classification::confusion_matrix
• eval::drift::bin_counts
• eval::drift::chi_square_p_value
• eval::drift::erf
• eval::drift::ks_p_value
• eval::generative::asr::real_time_factor_inverse
• eval::generative::asr::word_error_rate
• eval::generative::code::pass_at_k
• eval::generative::retrieval::ndcg_at_k
• eval::generative::text_gen::bleu_score
• eval::generative::text_gen::perplexity
• eval::generative::text_gen::rouge_l
• eval::generative::text_gen::rouge_n
• finetune::classification::bce_with_logits_loss
• finetune::classification::compute_class_weights
• finetune::classification::corpus_stats
• finetune::classification::cross_entropy_loss
• finetune::classification::load_multi_label_corpus
• finetune::classification::load_safety_corpus
• finetune::classify_eval_report::evaluate_checkpoint
• finetune::classify_tuner::default_classify_search_space
• finetune::classify_tuner::extract_trial_params
• finetune::contains_tautology
• finetune::count_test_functions
• finetune::data_parallel::average_gradients
• finetune::data_parallel::has_non_finite
• finetune::data_parallel::shard_samples
• finetune::gpu_backward_fallback::cpu_lmhead_backward
• finetune::gpu_backward_fallback::init_fp16_weights
• finetune::gpu_backward_fallback::preallocate_cublas_workspace
• finetune::has_edge_case_tests
• finetune::has_meaningful_assertions
• finetune::instruct_corpus::format_chat_prompt
• finetune::instruct_corpus::instruct_corpus_stats
• finetune::instruct_corpus::load_instruct_corpus
• finetune::instruct_corpus::load_preference_pairs
• finetune::linear_probe::binary_mcc
• finetune::linear_probe::bootstrap_mcc_ci
• finetune::linear_probe::check_ship_gate
• finetune::linear_probe::compare_baselines
• finetune::linear_probe::compute_confidence_scores
• finetune::linear_probe::evaluate
• finetune::linear_probe::generalization_test
• finetune::linear_probe::should_escalate
• finetune::ring_allreduce::allreduce_pair
• finetune::training_plan::execute_plan
• finetune::training_plan::plan
• generative::code_gan::sigmoid
• gpu::coordinator::build_launch_command
• gpu::coordinator::check_cluster_health
• gpu::coordinator::exec_launch
• gpu::ledger::auto_ledger
• gpu::ledger::detect_gpu_uuid
• gpu::ledger::detect_memory_type
• gpu::ledger::detect_total_memory_mb
• gpu::ledger::gpu_status_display
• gpu::mps::is_mps_daemon_running
• gpu::mps::print_mps_warning
• gpu::mps::setup_mps_env
• gpu::mps::validate_mps_config
• gpu::placement::place_adapters
• gpu::placement::score_node
• gpu::wait::fairness_via_expiry
• gpu::wait::progress_report
• gpu::wait::timeout_bound
• gpu::wait::wait_for_vram
• hf_pipeline::leaderboard::parser::column_to_metric
• hf_pipeline::leaderboard::parser::compare_with_leaderboard
• hf_pipeline::leaderboard::parser::to_leaderboard
• hf_pipeline::publish::submission::format_submission_jsonl
• hf_pipeline::publish::submission::format_submissions_jsonl
• hf_pipeline::quantize_and_export
• hf_pipeline::quantize_export_publish
• hf_pipeline::verify_gguf
• io::load_model
• io::save_model
• lora::load_adapter
• lora::load_adapter_peft
• lora::merge_and_collect
• lora::merge_export_publish
• lora::merge_qlora_and_collect
• lora::merge_qlora_export_publish
• lora::pissa_init
• lora::save_adapter
• lora::save_adapter_peft
• merge::dare_merge
• merge::ensemble_merge
• merge::slerp_merge
• merge::ties_merge
• models::llama_370m::assert_tokenizer_vocab_matches_model
• models::llama_370m::assert_tokenizer_vocab_within_model_bound
• models::llama_370m::estimated_param_count
• models::llama_370m::estimated_stored_param_count
• models::llama_370m::verdict_from_decode_tps
• models::llama_370m::verdict_from_pass_at_1
• models::llama_370m::verdict_from_qa_gates
• models::llama_370m::verdict_from_syntax_error_count
• models::llama_370m::verdict_from_training_duration_days
• models::llama_370m::verdict_from_val_ce_loss
• monitor::gpu::format_gpu_panel
• monitor::gpu::render_progress_bar
• monitor::gpu::render_sparkline
• monitor::inference::fnv1a_hash
• monitor::inference::hash_features
• monitor::inference::monotonic_ns
• monitor::llm::heuristics::compute_coherence
• monitor::llm::heuristics::compute_groundedness
• monitor::llm::heuristics::compute_harmfulness
• monitor::llm::heuristics::compute_relevance
• monitor::llm::stats::percentile
• monitor::tui::color::colored_bar
• monitor::tui::color::colored_value
• monitor::tui::panel::layout_can_render
• monitor::tui::panel::verify_layout
• monitor::tui::render::build_block_bar
• monitor::tui::render::build_colored_block_bar
• monitor::tui::render::compute_epoch_summaries
• monitor::tui::render::format_bytes
• monitor::tui::render::format_duration
• monitor::tui::render::format_lr
• monitor::tui::render::pct_color
• monitor::tui::render::render_braille_chart
• monitor::tui::render::render_config_panel
• monitor::tui::render::render_gauge
• monitor::tui::render::render_history_table
• monitor::tui::render::render_layout
• monitor::tui::render::render_layout_colored
• monitor::tui::render::render_sample_panel
• monitor::tui::render::render_sparkline
• monitor::tui::render::trend_arrow
• monitor::wasm::generate_sparkline
• monitor::wasm::normalize_values
• numerical::kahan_mean
• numerical::kahan_sum
• numerical::kahan_sum_f64
• numerical::kahan_variance
• optim::clip_grad_norm
• optim::clip_grad_norm_refs
• optim::dp::accountant::compute_rdp_gaussian
• optim::dp::accountant::rdp_to_dp
• optim::dp::gradient::add_gaussian_noise
• optim::dp::gradient::clip_gradient
• optim::dp::gradient::grad_norm
• optim::dp::utils::estimate_noise_multiplier
• optim::dp::utils::privacy_cost_per_step
• optim::simd_adam_update
• optim::simd_adamw_update
• optim::simd_axpy
• quality::failure::top_failure_categories
• quant::accuracy_retention
• quant::analyze_error
• quant::analyze_outlier_impact
• quant::calibrate_min_max
• quant::calibrate_per_channel
• quant::calibrate_per_group
• quant::calibrate_per_tensor
• quant::calibrate_percentile
• quant::compare_bit_width_degradation
• quant::compare_bit_widths
• quant::compare_granularities
• quant::dequantize_4bit
• quant::dequantize_4bit_double
• quant::dequantize_tensor
• quant::dequantize_with_params
• quant::error_within_bounds
• quant::fake_quantize
• quant::generate_gaussian_weights
• quant::generate_multi_channel_weights
• quant::generate_uniform_weights
• quant::generate_weights_with_outliers
• quant::quantization_mse
• quant::quantize_4bit
• quant::quantize_4bit_double
• quant::quantize_tensor
• quant::quantize_with_params
• quant::run_benchmark
• quant::run_full_benchmark_suite
• quant::scale_sensitivity
• quant::ste_backward
• quant::theoretical_max_error
• quant::theoretical_sqnr
• research::anonymization::anonymize_text
• research::archive::result::validate_doi
• research::artifact::validate_orcid
• research::artifact::validate_ror_id
• research::ro_crate::guess_mime_type
• safety::catch_training_panic
• safety::install_panic_hook
• server::create_experiment
• server::create_run
• server::get_experiment
• server::get_run
• server::health_check
• server::list_experiments
• server::log_metrics
• server::log_params
• server::update_run
• sovereign::governance::cascade_delete
• sovereign::governance::check_classification
• sovereign::governance::delete_user
• sovereign::governance::encrypt_weights
• sovereign::governance::enforce_tier
• sovereign::governance::inherit_classification
• sovereign::governance::validate_access_level
• sovereign::governance::weight_access
• sovereign_array::arr1
• storage::cloud::compute_hash
• tokenizer::bytes_to_unicode
• tokenizer::load_hf_from_files
• tokenizer::load_hf_from_json
• train::device::resolve_device
• train::efficiency_score
• train::gputrain_003::parse_nvidia_smi_compute_apps
• train::gputrain_003::verdict_from_residency
• train::gputrain_004::verdict_from_dispatch_label
• train::gputrain_005::verdict_from_step_time_ms
• train::gputrain_006::verdict_from_loss_delta
• train::gputrain_006::verdict_from_loss_trajectories
• train::gputrain_006::verdict_from_reproducibility_study
• train::gputrain_007::verdict_from_version_json_fields
• train::gputrain_007::verdict_from_version_json_keys
• train::pretrain::check_non_divergence
• train::pretrain::check_numerical_stability
• train::pretrain_real::build_shared_trainer
• train::pretrain_real::build_shared_trainer_with_init
• train::pretrain_real::build_transformer_config
• train::pretrain_real::llama_370m_train_config
• train::pretrain_real::llama_370m_transformer_config
• train::pretrain_real::load_init_tensors_from_apr
• train::pretrain_real::populate_trainer_from_init_tensors
• train::pretrain_real::validate_pretrain_init_arch_compatible
• train::pretrain_real_cuda::build_shared_cuda_trainer
• train::pretrain_real_cuda::build_shared_cuda_trainer_with_init
• train::select_optimal_tier
• train::transformer_trainer::distributed_checkpoint::checkpoint_path
• train::transformer_trainer::distributed_checkpoint::hash_weights
• train::transformer_trainer::distributed_checkpoint::should_save_checkpoint
• train::transformer_trainer::distributed_checkpoint::verify_weight_consistency
• train::transformer_trainer::perplexity
• train::transformer_trainer::shard_batches
• train::transformer_trainer::tokens_per_second
• train::transformer_trainer::wgpu_attention::attention_forward
• train::transformer_trainer::wgpu_backward::backward_through_layers
• train::transformer_trainer::wgpu_checkpoint::load_lora_checkpoint
• train::transformer_trainer::wgpu_checkpoint::save_lora_checkpoint
• train::transformer_trainer::wgpu_runner::run_wgpu_training
• train::tui::format_duration
• train::tui::sparkline
• train::tui::sparkline_range
• transformer::init::get_init_seed
• transformer::init::lock_init_seed
• transformer::init::rand_normal_seeded
• transformer::init::set_init_seed
• transformer::load_safetensors_weights
• transformer::validate_weights
• yaml_mode::bridge::manifest_to_spec
• yaml_mode::generate_manifest
• yaml_mode::generate_manifest_with_hints
• yaml_mode::generate_yaml
• yaml_mode::load_manifest
• yaml_mode::save_manifest
• yaml_mode::validate_manifest

Type Aliases

• autograd::cuda_tensor::Result
• autograd::graph_opt::NodeId
• dashboard::SubscriptionCallback
• error::Result
• eval::drift::CategoricalBaseline
• eval::drift::DriftCallback
• eval::retrain::RetrainCallback
• hf_pipeline::Result
• merge::Model
• monitor::MetricsSummary
• monitor::inference::provenance::NodeId
• monitor::llm::PromptId
• monitor::llm::Result
• monitor::storage::StorageResult
• optim::dp::error::Result
• optim::hpo::Result
• quality::pmat::Result
• quality::supply_chain::Result
• search::mcts::Reward
• server::Result
• staging::Result
• storage::Result
• storage::cloud::Result
• storage::registry::Result
• tokenizer::Result
• tokenizer::TokenId
• tracking::Result
• tracking::storage::Result
• train::SmoothL1Loss
• train::pretrain_real::SharedTrainer
• train::pretrain_real_cuda::SharedCudaTrainer
• train::tui::SeriesSummaryTuple
• yaml_mode::ValidationResult

Statics

• trace::TRACER

Constants

• efficiency::metrics::pricing::A100_ONDEMAND
• efficiency::metrics::pricing::A100_SPOT
• efficiency::metrics::pricing::CPU_8CORE
• efficiency::metrics::pricing::M2_AMORTIZED
• efficiency::metrics::pricing::T4_SPOT
• efficiency::metrics::pricing::V100_SPOT
• finetune::classify_eval_report::SSC_LABELS
• gpu::ledger::DEFAULT_LEASE_HOURS
• gpu::ledger::RESERVE_FACTOR_DISCRETE
• gpu::ledger::RESERVE_FACTOR_UNIFIED
• gpu::profiler::LEDGER_RD
• gpu::profiler::LEDGER_WR
• gpu::profiler::LOCK_ACQ
• gpu::profiler::LOCK_REL
• gpu::profiler::VRAM_QRY
• gpu::profiler::WAIT_POLL
• models::llama_370m::AC_SHIP2_003_MAX_VAL_CROSS_ENTROPY_LOSS
• models::llama_370m::AC_SHIP2_004_MAX_TRAINING_DURATION_DAYS
• models::llama_370m::AC_SHIP2_006_REQUIRED_QA_GATE_COUNT
• models::llama_370m::AC_SHIP2_007_HELDOUT_PROMPT_COUNT
• models::llama_370m::AC_SHIP2_007_MAX_TOLERATED_SYNTAX_ERRORS
• models::llama_370m::AC_SHIP2_008_MIN_HUMANEVAL_PASS_AT_1_PCT
• models::llama_370m::AC_SHIP2_010_MIN_DECODE_TPS_RTX4090
• monitor::inference::serialization::APRT_MAGIC
• monitor::inference::serialization::APRT_VERSION
• quant::BLOCK_SIZE
• quant::DOUBLE_QUANT_BLOCK_SIZE
• quant::GGUF_BLOCK_SIZE
• research::ro_crate::RO_CRATE_CONTEXT
• train::gputrain_003::AC_GPUTRAIN_003_MIN_USED_MEMORY_MIB
• train::gputrain_003::AC_GPUTRAIN_003_NVIDIA_SMI_POLL_WINDOW_SECONDS
• train::gputrain_004::AC_GPUTRAIN_004_CPU_DISPATCH_VARIANTS
• train::gputrain_004::AC_GPUTRAIN_004_CUDA_DISPATCH_VARIANTS
• train::gputrain_005::AC_GPUTRAIN_005_MAX_STEP_TIME_MS_RTX4090_370M
• train::gputrain_006::AC_GPUTRAIN_006_COSINE_SIM_FLOOR
• train::gputrain_006::AC_GPUTRAIN_006_FINAL_LOSS_RANGE_FLOOR
• train::gputrain_006::AC_GPUTRAIN_006_MAX_SEED_LOSS_DELTA
• train::gputrain_006::AC_GPUTRAIN_006_PER_STEP_DRIFT_FLOOR
• train::gputrain_006::AC_GPUTRAIN_006_RANDOM_WALK_EPSILON
• train::gputrain_007::AC_GPUTRAIN_007_REQUIRED_VERSION_JSON_KEYS
• train::pretrain::DIVERGENCE_RATIO_LIMIT
• train::pretrain::EPOCH_ZERO_VAL_LOSS_LIMIT
• train::transformer_trainer::grad_accumulator::BLOCK_GRAD_COMPONENTS
• train::transformer_trainer::grad_accumulator::component::DOWN
• train::transformer_trainer::grad_accumulator::component::GATE
• train::transformer_trainer::grad_accumulator::component::INPUT_NORM
• train::transformer_trainer::grad_accumulator::component::POST_ATTN_NORM
• train::transformer_trainer::grad_accumulator::component::UP
• train::transformer_trainer::grad_accumulator::component::W_K
• train::transformer_trainer::grad_accumulator::component::W_O
• train::transformer_trainer::grad_accumulator::component::W_Q
• train::transformer_trainer::grad_accumulator::component::W_V
• train::transformer_trainer::grad_accumulator::non_block::EMBEDDING
• train::transformer_trainer::grad_accumulator::non_block::FINAL_NORM
• train::transformer_trainer::grad_accumulator::non_block::LM_HEAD
• train::tui::SPARK_CHARS
• transformer::init::INITIALIZER_RANGE