List of all items

Structs

• adaptive_streaming_engine::types::AdaptationParameters
• adaptive_streaming_engine::types::AdaptiveBufferManager
• adaptive_streaming_engine::types::AdaptiveNeuralNetwork
• adaptive_streaming_engine::types::AdaptiveParameters
• adaptive_streaming_engine::types::AdaptiveStreamConfig
• adaptive_streaming_engine::types::AdaptiveStreamingEngine
• adaptive_streaming_engine::types::AlertSystem
• adaptive_streaming_engine::types::ArchitectureChange
• adaptive_streaming_engine::types::BufferStatistics
• adaptive_streaming_engine::types::ChunkMetadata
• adaptive_streaming_engine::types::ConfigurationAmplitude
• adaptive_streaming_engine::types::DataCharacteristics
• adaptive_streaming_engine::types::DetectionParameters
• adaptive_streaming_engine::types::LearningEpisode
• adaptive_streaming_engine::types::LearningRateSchedule
• adaptive_streaming_engine::types::LearningStatistics
• adaptive_streaming_engine::types::NeuralAdaptiveSystem
• adaptive_streaming_engine::types::NeuralLayer
• adaptive_streaming_engine::types::OptimizationConfig
• adaptive_streaming_engine::types::OptimizationStrategies
• adaptive_streaming_engine::types::PatternCharacteristics
• adaptive_streaming_engine::types::PatternDetector
• adaptive_streaming_engine::types::PatternSignature
• adaptive_streaming_engine::types::PatternTemplate
• adaptive_streaming_engine::types::PerformanceMetrics
• adaptive_streaming_engine::types::PerformancePredictionModel
• adaptive_streaming_engine::types::PerformancePredictionPoint
• adaptive_streaming_engine::types::PredictionModelParams
• adaptive_streaming_engine::types::QualityAlert
• adaptive_streaming_engine::types::QualityMetrics
• adaptive_streaming_engine::types::QualityThresholds
• adaptive_streaming_engine::types::QuantumAnnealingParams
• adaptive_streaming_engine::types::QuantumInspiredOptimizer
• adaptive_streaming_engine::types::QuantumOptimizationState
• adaptive_streaming_engine::types::StatisticalMoments
• adaptive_streaming_engine::types::StreamChunk
• adaptive_streaming_engine::types::StreamPerformanceOptimizer
• adaptive_streaming_engine::types::StreamQualityMonitor
• adaptive_streaming_engine::types::TrendIndicators
• advanced_generators::AdvancedGenerator
• advanced_generators::AdversarialConfig
• advanced_generators::AnomalyConfig
• advanced_generators::ContinualLearningDataset
• advanced_generators::DomainAdaptationConfig
• advanced_generators::DomainAdaptationDataset
• advanced_generators::DomainShift
• advanced_generators::FewShotDataset
• advanced_generators::FewShotEpisode
• advanced_generators::MultiTaskConfig
• advanced_generators::MultiTaskDataset
• arrow_dataset::ArrowDataset
• arrow_dataset::DatasetInfo
• augmentation::AugmentationPipeline
• augmentation::Brightness
• augmentation::Contrast
• augmentation::GaussianNoise
• augmentation::HorizontalFlip
• augmentation::Mixup
• augmentation::RandomFeatureScale
• augmentation::RandomRotation90
• augmentation::VerticalFlip
• benchmarks::performance::BenchmarkResult
• benchmarks::performance::BenchmarkRunner
• benchmarks::performance::BenchmarkSuite
• benchmarks::performance::PerformanceComparison
• benchmarks_module::performance::BenchmarkResult
• benchmarks_module::performance::BenchmarkRunner
• benchmarks_module::performance::BenchmarkSuite
• benchmarks_module::performance::PerformanceComparison
• cache::BatchOperations
• cache::BatchResult
• cache::CacheFileInfo
• cache::CacheKey
• cache::CacheManager
• cache::CacheStats
• cache::DatasetCache
• cache::DetailedCacheStats
• cache::RegistryEntry
• cloud::CloudClient
• cloud::CloudConfig
• cloud::public_datasets::AWSOpenData
• cloud::public_datasets::AzureOpenData
• cloud::public_datasets::GCPPublicData
• criteo::CriteoConfig
• criteo::CriteoDataset
• criteo::CriteoRecord
• distributed::DistributedConfig
• distributed::DistributedProcessor
• distributed::ScalingParameters
• distributed_core::FeatureStats
• distributed_loading::DistributedCache
• distributed_loading::DistributedConfig
• distributed_loading::DistributedLoader
• distributed_loading::Shard
• domain_specific::DomainConfig
• domain_specific::QualityFilters
• domain_specific::astronomy::StellarDatasets
• domain_specific::climate::ClimateDatasets
• domain_specific::genomics::GenomicsDatasets
• explore::DatasetExplorer
• explore::DatasetInfo
• explore::DatasetSummary
• explore::ExploreConfig
• explore::FeatureStatistics
• explore::FeatureStats
• explore::MissingDataAnalysis
• explore::MissingPattern
• explore::QualityAssessment
• explore::QualityIssue
• explore::TargetAnalysis
• external::ExternalClient
• external::ExternalConfig
• external::repositories::GitHubRepository
• external::repositories::KaggleRepository
• external::repositories::UCIRepository
• formats::CsvConfig
• formats::CsvReader
• formats::CsvWriter
• formats::FormatConfig
• formats::FormatConverter
• formats::Hdf5Reader
• formats::Hdf5Writer
• formats::ParquetReader
• formats::ParquetWriter
• generators::classification::ClassificationConfig
• generators::classification::MultilabelConfig
• generators::classification::MultilabelDataset
• generators::concept_drift::ConceptDriftConfig
• generators::concept_drift::ConceptDriftDataset
• generators::config::GpuConfig
• generators::config::ManifoldConfig
• generators::heterogeneous::HeteroConfig
• generators::heterogeneous::HeteroDataset
• generators::low_rank::LowRankConfig
• generators::low_rank::LowRankDataset
• generators::multilabel_advanced::AdvancedMultilabelConfig
• generators::multilabel_advanced::AdvancedMultilabelDataset
• generators::sparse_classification::SparseClassConfig
• generators::sparse_classification::SparseClassDataset
• gpu::GpuBenchmark
• gpu::GpuBenchmarkResults
• gpu::GpuConfig
• gpu::GpuContext
• gpu::GpuDeviceInfo
• gpu::GpuMemoryConfig
• gpu_optimization::AIPerformancePredictor
• gpu_optimization::AdaptiveOptimizationState
• gpu_optimization::AdvancedGpuOptimizer
• gpu_optimization::AdvancedKernelConfig
• gpu_optimization::BenchmarkResult
• gpu_optimization::GpuPerformanceProfile
• gpu_optimization::MonitoringConfig
• gpu_optimization::OptimizationAdjustment
• gpu_optimization::PerformanceBenchmarkResults
• gpu_optimization::PerformanceDataPoint
• gpu_optimization::PerformanceSnapshot
• gpu_optimization::PerformanceStats
• gpu_optimization::PredictionAccuracy
• gpu_optimization::RealTimePerformanceMonitor
• hdf5_dataset::Hdf5Dataset
• hub_metadata::DatasetCard
• hub_metadata::FeatureInfo
• hub_metadata::SplitInfo
• huggingface::HfDatasetCard
• huggingface::HfSplitInfo
• imagenet100::ImageNet100Config
• imagenet100::ImageNet100Dataset
• lazy_loading::LazyChunkIterator
• lazy_loading::LazyDataset
• lazy_loading::LazyLoadConfig
• lazy_loading::MmapDataset
• loaders::CsvConfig
• loaders::DatasetChunkIterator
• loaders::StreamingConfig
• m5_dataset::M5Config
• m5_dataset::M5Dataset
• m5_dataset::M5Record
• ml_integration::CrossValidationResults
• ml_integration::DataSplit
• ml_integration::DatasetInfo
• ml_integration::ExperimentResults
• ml_integration::FoldResult
• ml_integration::MLExperiment
• ml_integration::MLPipeline
• ml_integration::MLPipelineConfig
• ml_integration::ModelConfig
• ml_integration::ScalerParams
• netcdf_dataset::NetCdfAttribute
• netcdf_dataset::NetCdfDataset
• netcdf_dataset::NetCdfDimension
• netcdf_dataset::NetCdfVariable
• neuromorphic_data_processor::NetworkTopology
• neuromorphic_data_processor::NeuromorphicProcessor
• neuromorphic_data_processor::NeuromorphicTransform
• neuromorphic_data_processor::SynapticPlasticity
• parallel_preprocessing::ParallelConfig
• parallel_preprocessing::ParallelPipeline
• parquet_reader::ParquetDataset
• penn_treebank::PennTreebankConfig
• penn_treebank::PennTreebankDataset
• quantum_enhanced_generators::QuantumDatasetGenerator
• quantum_neuromorphic_fusion::QuantumBioFusionResult
• quantum_neuromorphic_fusion::QuantumInterference
• quantum_neuromorphic_fusion::QuantumNeuromorphicFusion
• real_world::types::RealWorldConfig
• real_world::types::RealWorldDatasets
• registry::DatasetMetadata
• registry::DatasetRegistry
• sampling::MiniBatch
• sampling::MiniBatchSampler
• sampling::SamplerConfig
• sharding::DataShard
• sharding::DatasetShard
• sharding::ShardConfig
• sharding::ShardedDataset
• sharding::ShardedLoader
• sharding::ShardingConfig
• stability::ApiVersion
• stability::CompatibilityGuarantees
• stability::CompatibilityMatrix
• stability::DeprecationPolicy
• stability::StabilityChecker
• standard::DatasetResult
• streaming::dataloader::Batch
• streaming::dataloader::DataLoader
• streaming::dataloader::DataLoaderConfig
• streaming::iterator::NewStreamingIterator
• streaming::iterator::StreamingDataChunk
• streaming::iterator::StreamingIteratorConfig
• streaming::legacy::DataChunk
• streaming::legacy::StreamConfig
• streaming::legacy::StreamProcessor
• streaming::legacy::StreamStats
• streaming::legacy::StreamTransformer
• streaming::legacy::StreamingIterator
• streaming::transforms::Filter
• streaming::transforms::MapFeatures
• streaming::transforms::Normalize
• streaming::transforms::TransformPipeline
• streaming_csv::CsvChunk
• streaming_csv::CsvStreamConfig
• streaming_csv::CsvStreamReader
• streaming_csv::CsvStreamStats
• utils::advanced_analytics::AdvancedDatasetAnalyzer
• utils::advanced_analytics::AdvancedQualityMetrics
• utils::advanced_analytics::CorrelationInsights
• utils::advanced_analytics::NormalityAssessment
• utils::dataset::Dataset
• utils::enhanced_analytics::AdvancedDatasetAnalyzer
• utils::enhanced_analytics::AdvancedQualityMetrics
• utils::enhanced_analytics::CorrelationInsights
• utils::enhanced_analytics::NormalityAssessment
• wikitext103::WikiText103Config
• wikitext103::WikiText103Dataset

Enums

• adaptive_streaming_engine::types::ActivationFunction
• adaptive_streaming_engine::types::AlertSeverity
• adaptive_streaming_engine::types::AlertType
• adaptive_streaming_engine::types::AnnealingSchedule
• adaptive_streaming_engine::types::ChangeType
• adaptive_streaming_engine::types::LayerType
• adaptive_streaming_engine::types::LearningTrend
• adaptive_streaming_engine::types::MemoryStrategy
• adaptive_streaming_engine::types::PatternType
• adaptive_streaming_engine::types::ScheduleType
• adaptive_streaming_engine::types::TrendDirection
• advanced_generators::AnomalyType
• advanced_generators::AttackMethod
• advanced_generators::TaskType
• arrow_dataset::FeatureType
• cloud::CloudCredentials
• cloud::CloudProvider
• distributed::ScalingMethod
• error::DatasetsError
• explore::InferredDataType
• explore::IssueType
• explore::OutputFormat
• explore::Severity
• formats::CompressionCodec
• formats::FormatType
• generators::concept_drift::DriftType
• generators::config::ManifoldType
• generators::config::MissingPattern
• generators::config::OutlierType
• generators::heterogeneous::FeatureType
• generators::heterogeneous::HeteroFeatureValue
• gpu::GpuBackend
• gpu_optimization::AdjustmentType
• gpu_optimization::DataLayout
• gpu_optimization::LoadBalancingMethod
• gpu_optimization::MemoryAccessPattern
• gpu_optimization::PerformanceTrend
• gpu_optimization::SpecializationLevel
• gpu_optimization::VectorizationStrategy
• hub_metadata::FeatureDtype
• hub_metadata::TaskCategory
• hub_metadata::YamlValue
• huggingface::HfError
• ml_integration::ScalingMethod
• netcdf_dataset::AttrValue
• netcdf_dataset::NcData
• parquet_reader::ColumnData
• sampling::SamplerStrategy
• sharding::ShardStrategy
• stability::CompatibilityLevel
• stability::StabilityLevel
• streaming::dataloader::SamplingStrategy
• streaming::iterator::DataSource
• utils::balancing::BalancingStrategy
• utils::feature_engineering::BinningStrategy

Traits

• augmentation::Transform
• stability::ApiStability
• streaming::transforms::Transform
• utils::scaling::StatsExt

Macros

• api_stability

Functions

• adaptive_streaming_engine::functions::create_adaptive_engine
• adaptive_streaming_engine::functions::create_adaptive_engine_with_config
• advanced_generators::make_adversarial_examples
• advanced_generators::make_anomaly_dataset
• advanced_generators::make_continual_learning_dataset
• advanced_generators::make_domain_adaptation_dataset
• advanced_generators::make_few_shot_dataset
• advanced_generators::make_multitask_dataset
• augmentation::standard_image_augmentation
• augmentation::standard_tabular_augmentation
• benchmarks::synthetic::make_blobs
• benchmarks::synthetic::make_checkerboard
• benchmarks::synthetic::make_friedman1
• benchmarks::synthetic::make_friedman2
• benchmarks::synthetic::make_moons
• benchmarks::synthetic::make_swiss_roll
• cache::download_data
• cache::fetch_data
• cache::get_cachedir
• cache::sha256_hash_file
• cloud::presets::azure_client
• cloud::presets::gcs_client
• cloud::presets::public_s3_client
• cloud::presets::s3_client
• cloud::presets::s3_compatible_client
• distributed_core::core_map_reduce_chunks
• distributed_core::core_par_map_chunks
• distributed_core::par_feature_stats
• distributed_core::par_fold_rows
• distributed_core::par_map_rows
• distributed_loading::create_loader
• distributed_loading::create_loader_with_config
• domain_specific::convenience::list_domain_datasets
• domain_specific::convenience::load_atmospheric_chemistry
• domain_specific::convenience::load_climate_data
• domain_specific::convenience::load_exoplanets
• domain_specific::convenience::load_gene_expression
• domain_specific::convenience::load_stellar_classification
• explore::convenience::explore
• explore::convenience::export_summary
• explore::convenience::info
• explore::convenience::quick_summary
• external::convenience::list_uci_datasets
• external::convenience::load_from_url
• external::convenience::load_from_url_sync
• external::convenience::load_github_dataset
• external::convenience::load_uci_dataset
• formats::read_auto
• formats::read_csv
• formats::read_hdf5
• formats::read_parquet
• formats::write_csv
• formats::write_hdf5
• formats::write_parquet
• generators::basic::make_anisotropic_blobs
• generators::basic::make_blobs
• generators::basic::make_circles
• generators::basic::make_classification
• generators::basic::make_hierarchical_clusters
• generators::basic::make_moons
• generators::basic::make_regression
• generators::basic::make_spirals
• generators::basic::make_time_series
• generators::classification::make_classification_enhanced
• generators::classification::make_hastie_10_2
• generators::classification::make_multilabel_classification
• generators::concept_drift::detect_drift_accuracy
• generators::concept_drift::make_concept_drift
• generators::gpu::benchmark_gpu_vs_cpu
• generators::gpu::get_gpu_info
• generators::gpu::gpu_is_available
• generators::gpu::make_blobs_gpu
• generators::gpu::make_classification_gpu
• generators::gpu::make_regression_gpu
• generators::graph::make_barabasi_albert
• generators::graph::make_karate_club
• generators::graph::make_random_graph
• generators::graph::make_watts_strogatz
• generators::heterogeneous::encode_one_hot
• generators::heterogeneous::make_heterogeneous
• generators::low_rank::make_low_rank
• generators::low_rank::observed_rmse
• generators::low_rank::reconstruction_error
• generators::manifold::make_helix
• generators::manifold::make_intersecting_manifolds
• generators::manifold::make_manifold
• generators::manifold::make_s_curve
• generators::manifold::make_severed_sphere
• generators::manifold::make_swiss_roll
• generators::manifold::make_swiss_roll_advanced
• generators::manifold::make_torus
• generators::manifold::make_twin_peaks
• generators::multilabel_advanced::hamming_loss
• generators::multilabel_advanced::label_cardinality
• generators::multilabel_advanced::label_density_score
• generators::multilabel_advanced::make_advanced_multilabel_classification
• generators::ndarray_convenience::make_concept_drift_nd
• generators::ndarray_convenience::make_heterogeneous_nd
• generators::ndarray_convenience::make_low_rank
• generators::ndarray_convenience::make_multilabel_classification_nd
• generators::ndarray_convenience::make_sparse_classification
• generators::noise::add_time_series_noise
• generators::noise::inject_missing_data
• generators::noise::inject_outliers
• generators::noise::make_corrupted_dataset
• generators::regression::make_friedman1
• generators::regression::make_friedman2
• generators::regression::make_friedman3
• generators::regression::make_low_rank_matrix
• generators::regression::make_sparse_uncorrelated
• generators::sparse::make_sparse_banded
• generators::sparse::make_sparse_laplacian
• generators::sparse::make_sparse_spd
• generators::sparse_classification::make_sparse_classification
• generators::sparse_classification::sparsity_ratio
• generators::structured::make_biclusters
• generators::structured::make_checkerboard
• generators::structured::make_sparse_coded_signal
• generators::structured::make_sparse_spd_matrix
• generators::structured::make_spd_matrix
• generators::time_series::make_ar_process
• generators::time_series::make_random_walk
• generators::time_series::make_seasonal
• generators::time_series::make_sine_wave
• gpu::get_optimal_gpu_config
• gpu::is_cuda_available
• gpu::is_opencl_available
• gpu::list_gpu_devices
• gpu::make_blobs_auto_gpu
• gpu::make_classification_auto_gpu
• gpu::make_regression_auto_gpu
• gpu_optimization::benchmark_advanced_performance
• gpu_optimization::generate_advanced_matrix
• hub_metadata::parse_dataset_card
• hub_metadata::simple_yaml_parse
• hub_metadata::validate_card
• hub_metadata::write_dataset_card
• huggingface::card_to_readme
• huggingface::load_dataset_card
• huggingface::parse_dataset_card
• huggingface::to_hf_card
• lazy_loading::from_binary
• lazy_loading::from_binary_with_config
• loaders::load_csv
• loaders::load_csv_legacy
• loaders::load_csv_parallel
• loaders::load_csv_streaming
• loaders::load_json
• loaders::load_raw
• loaders::save_json
• ml_integration::convenience::create_experiment
• ml_integration::convenience::cv_split
• ml_integration::convenience::prepare_for_ml
• ml_integration::convenience::train_test_split
• neuromorphic_data_processor::create_neuromorphic_processor
• neuromorphic_data_processor::create_neuromorphic_processor_with_topology
• parallel_preprocessing::create_pipeline
• parallel_preprocessing::create_pipeline_with_config
• platform_dirs::cache_dir
• platform_dirs::data_local_dir
• platform_dirs::home_dir
• quantum_enhanced_generators::make_quantum_blobs
• quantum_enhanced_generators::make_quantum_classification
• quantum_enhanced_generators::make_quantum_regression
• quantum_neuromorphic_fusion::create_fusion_with_params
• quantum_neuromorphic_fusion::create_quantum_neuromorphic_fusion
• real_world::functions::list_real_world_datasets
• real_world::functions::load_adult
• real_world::functions::load_california_housing
• real_world::functions::load_heart_disease
• real_world::functions::load_red_wine_quality
• real_world::functions::load_titanic
• registry::get_registry
• registry::list_datasets
• registry::load_dataset_by_name
• registry::load_dataset_byname
• sample::get_available_datasets
• sample::load_california_housing
• sample::load_wine
• sampling::iter_batches
• sharding::consistent_shuffle
• sharding::merge_shards
• sharding::shard_by_hash
• sharding::shard_by_index
• sharding::shard_dataset
• sharding::shard_stratified
• sharding::shuffled_shard
• sharding::stratified_shard
• standard::load_boston
• standard::load_breast_cancer
• standard::load_digits
• standard::load_iris
• standard::load_wine
• streaming::legacy::stream_classification
• streaming::legacy::stream_csv
• streaming::legacy::stream_regression
• streaming_csv::stream_csv_as_f64
• streaming_csv::streaming_statistics
• time_series::electrocardiogram
• time_series::stock_market
• time_series::weather
• toy::load_boston
• toy::load_breast_cancer
• toy::load_diabetes
• toy::load_digits
• toy::load_iris
• utils::advanced_analytics::analyze_dataset_advanced
• utils::advanced_analytics::quick_quality_assessment
• utils::balancing::create_balanced_dataset
• utils::balancing::generate_synthetic_samples
• utils::balancing::random_oversample
• utils::balancing::random_undersample
• utils::enhanced_analytics::analyze_dataset_advanced
• utils::enhanced_analytics::quick_quality_assessment
• utils::feature_engineering::create_binned_features
• utils::feature_engineering::polynomial_features
• utils::feature_engineering::statistical_features
• utils::sampling::bootstrap_sample
• utils::sampling::importance_sample
• utils::sampling::multiple_bootstrap_samples
• utils::sampling::random_sample
• utils::sampling::stratified_sample
• utils::scaling::min_max_scale
• utils::scaling::normalize
• utils::scaling::robust_scale
• utils::serialization::deserialize_array1
• utils::serialization::deserialize_array2
• utils::serialization::optional_array1::deserialize
• utils::serialization::optional_array1::serialize
• utils::serialization::serialize_array1
• utils::serialization::serialize_array2
• utils::splitting::k_fold_split
• utils::splitting::stratified_k_fold_split
• utils::splitting::time_series_split
• utils::splitting::train_test_split

Type Aliases

• error::Result
• external::ProgressCallback
• parallel_preprocessing::PreprocessFn
• utils::Array1
• utils::Array2
• utils::splitting::CrossValidationFolds

Constants

• hdf5_dataset::HDF5_MAGIC
• imagenet100::IMAGENET100_N_CLASSES
• stability::feature_flags::CLOUD
• stability::feature_flags::DISTRIBUTED
• stability::feature_flags::DOMAIN_SPECIFIC
• stability::feature_flags::GPU
• stability::feature_flags::ML_ADVANCED
• stability::feature_flags::STREAMING