Index

A

ablated() (in module pyhighlights.components.shortcuts) active() (in module pyhighlights.utility.diagnostics) add_special_tokens (pyhighlights.configurations.tasks.TaskConfig attribute) align() (pyhighlights.components.models.spp.dar.DAR method) align_full() (pyhighlights.components.models.spp.dar.DAR method) aligner_f1() (pyhighlights.components.models.spp.dar.DAR method) AlignmentClassificationLossConfig (class in pyhighlights.configurations.losses) ALPHABET (pyhighlights.components.loaders.ToyLoader attribute)

analyze() (pyhighlights.components.analyzers.Analyzer method) Analyzer (class in pyhighlights.components.analyzers) AnnotationAggregator (class in pyhighlights.components.preprocessors) ANNOTATIONS (in module pyhighlights.utility.manifest) attach_metrics() (pyhighlights.components.tasks.SPPTask method) ATTEMPTS (pyhighlights.components.loaders.ToyLoader attribute) attention (pyhighlights.components.models.spp.grat.GRATGuiderOutput attribute) AttentionGuider (class in pyhighlights.components.models.spp.grat)

B

backward_and_average() (pyhighlights.components.models.spp.grat.GRAT method) BeerConfig (class in pyhighlights.configurations.datasets) BeerLoader (class in pyhighlights.components.loaders) Benchmark (class in pyhighlights.components.benchmarks) BenchmarkConfig (class in pyhighlights.configurations.benchmarks) BINARY_METRICS (in module pyhighlights.configurations.tasks) BinaryHighlightF1Score (class in pyhighlights.utility.metrics)

BinaryHighlightIoU (class in pyhighlights.utility.metrics) BinaryHighlightPrecision (class in pyhighlights.utility.metrics) BinaryHighlightRecall (class in pyhighlights.utility.metrics) BoundMetric (class in pyhighlights.utility.metrics) bounds_training_batches() (pyhighlights.components.tasks.SPPTask method) build_callbacks() (pyhighlights.components.tasks.SPPTask method) build_model() (pyhighlights.components.tasks.SPPTask method)

C

callbacks (pyhighlights.configurations.tasks.TaskConfig attribute) candidates() (pyhighlights.components.tasks.GenSPPTask static method) check() (pyhighlights.components.leakage.LeakageDetector method) (pyhighlights.components.shortcuts.ShortcutDetector method) check_diagnostics() (pyhighlights.components.tasks.GenSPPTask method) (pyhighlights.components.tasks.SPPTask method) check_supervision() (pyhighlights.components.tasks.SPPTask method) class_logits (pyhighlights.components.models.spp.grat.GRATGuiderOutput attribute) class_weights() (in module pyhighlights.components.preprocessors) classes (pyhighlights.configurations.preprocessors.ClassWeightsConfig attribute) ClassF1Config (class in pyhighlights.configurations.metrics) ClassF1MetricConfig (class in pyhighlights.configurations.metrics) ClassF1Score (class in pyhighlights.utility.metrics) ClassWeights (class in pyhighlights.components.preprocessors) ClassWeightsConfig (class in pyhighlights.configurations.preprocessors)

ClassWeightsTask (class in pyhighlights.components.tasks) ClassWeightsTaskConfig (class in pyhighlights.configurations.tasks) coefficient (pyhighlights.configurations.callbacks.GeneralizationLossScoreConfig attribute) column (pyhighlights.configurations.benchmarks.LabelStudioExporterConfig attribute) COLUMNS (in module pyhighlights.components.data) (in module pyhighlights.utility.statistics) columns() (pyhighlights.utility.cost.InferenceTimer method) (pyhighlights.utility.cost.Meter method) COMMIT (pyhighlights.components.loaders.HateXplainLoader attribute) compact (pyhighlights.configurations.base.SPPShapeConfig attribute) ComplementClassificationLossConfig (class in pyhighlights.configurations.losses) compute_fitness() (pyhighlights.components.models.spp.genspp.GenSPPTrainer static method) contaminations (pyhighlights.configurations.datasets.ToyConfig attribute) corpus() (pyhighlights.components.analyzers.PredictionAnalyzer method) counts() (pyhighlights.utility.metrics.KnowledgeSetMetric method) CrossEntropyConfig (class in pyhighlights.configurations.losses)

D

DAR (class in pyhighlights.components.models.spp.dar) describe() (in module pyhighlights.utility.diagnostics) (in module pyhighlights.utility.manifest) (in module pyhighlights.utility.statistics) diagnostics (pyhighlights.components.tasks.SPPTask attribute) (pyhighlights.configurations.tasks.TaskConfig attribute)

directory (pyhighlights.components.tasks.Task property) discard_checkpoints() (pyhighlights.components.tasks.SPPTask method) divide() (pyhighlights.components.loaders.ToyLoader method) DIVISIONS_SHA256 (pyhighlights.components.loaders.HateXplainLoader attribute) download_files() (pyhighlights.components.loaders.HateXplainLoader method) DR (class in pyhighlights.components.models.spp.dr) duplicates() (in module pyhighlights.components.leakage)

E

EmptySetAccuracy (class in pyhighlights.utility.metrics) EmptySetAccuracyConfig (class in pyhighlights.configurations.metrics) encode() (pyhighlights.components.data.HighlightTokenizer method) (pyhighlights.components.models.spp.base.SPPBackbone method) encoder_lr (pyhighlights.configurations.base.SPPShapeConfig attribute) entries (pyhighlights.configurations.preprocessors.KnowledgeWeightsConfig attribute) ERASERLoader (class in pyhighlights.components.loaders)

escape() (in module pyhighlights.components.analyzers) evaluate() (in module pyhighlights.components.faithfulness) ExactSetMatch (class in pyhighlights.utility.metrics) ExactSetMatchConfig (class in pyhighlights.configurations.metrics) export() (pyhighlights.components.analyzers.LabelStudioExporter method) extra_logits() (pyhighlights.components.models.spp.mcd.MCD method) (pyhighlights.components.models.spp.mrd.MRD method) (pyhighlights.components.models.spp.phased.PhasedSPP method)

F

fetch() (pyhighlights.components.loaders.ToyLoader method) fetch_archive() (in module pyhighlights.components.loaders) fit() (pyhighlights.components.models.spp.genspp.GenSPPTrainer method) (pyhighlights.components.tasks.SPPTask method) forward() (pyhighlights.components.models.spp.base.SPPPredictor method) (pyhighlights.components.models.spp.base.SPPSelector method) (pyhighlights.components.models.spp.grat.GRATGuider method)

FR (class in pyhighlights.components.models.spp.fr) frame() (pyhighlights.components.preprocessors.ClassWeights method) frames() (pyhighlights.components.analyzers.PredictionAnalyzer method) FrozenTransformerBackboneConfig (class in pyhighlights.configurations.backbones)

G

GeneralizationLossScore (class in pyhighlights.components.callbacks) GeneralizationLossScoreConfig (class in pyhighlights.configurations.callbacks) generator_parameters() (pyhighlights.components.models.spp.genspp.GenSPP method) GenSPP (class in pyhighlights.components.models.spp.genspp) GenSPPTask (class in pyhighlights.components.tasks) GenSPPTaskConfig (class in pyhighlights.configurations.tasks) GenSPPTrainer (class in pyhighlights.components.models.spp.genspp)

GRAT (class in pyhighlights.components.models.spp.grat) GRATGuider (class in pyhighlights.components.models.spp.grat) GRATGuiderOutput (class in pyhighlights.components.models.spp.grat) GRUBackbone (class in pyhighlights.components.models.spp.implementations) guide_factor (pyhighlights.components.models.spp.grat.GRAT property) guide_target() (pyhighlights.components.models.spp.grat.GRAT method) guider_encoder_ids() (pyhighlights.components.models.spp.grat.GRAT method)

H

HateXplainAggregatorConfig (class in pyhighlights.configurations.preprocessors) HateXplainConfig (class in pyhighlights.configurations.datasets) HateXplainLoader (class in pyhighlights.components.loaders) HateXplainPipelineConfig (class in pyhighlights.configurations.preprocessors) HIGHLIGHT_METRICS (in module pyhighlights.configurations.tasks) HighlightCollator (class in pyhighlights.components.data) HighlightExample (class in pyhighlights.components.data) HighlightF1MetricConfig (class in pyhighlights.configurations.metrics)

HighlightLoader (class in pyhighlights.components.loaders) HighlightMetric (class in pyhighlights.utility.metrics) HighlightMetricConfig (class in pyhighlights.configurations.metrics) HighlightPositionAnalyzer (class in pyhighlights.components.analyzers) HighlightPositionAnalyzerConfig (class in pyhighlights.configurations.benchmarks) HighlightTokenizer (class in pyhighlights.components.data) HotelConfig (class in pyhighlights.configurations.datasets) HotelLoader (class in pyhighlights.components.loaders) HuggingFaceTokenizer (class in pyhighlights.components.data)

I

incidence() (in module pyhighlights.components.shortcuts)

InferenceTimer (class in pyhighlights.utility.cost)

K

keep_checkpoints (pyhighlights.configurations.tasks.TaskConfig attribute) knowledge (pyhighlights.components.data.HighlightExample attribute) knowledge() (pyhighlights.components.data.HighlightCollator method) (pyhighlights.components.loaders.HighlightLoader method) (pyhighlights.components.tasks.SPPTask method) KnowledgeBCEConfig (class in pyhighlights.configurations.losses)

KnowledgeLossConfig (class in pyhighlights.configurations.losses) KnowledgeMetricConfig (class in pyhighlights.configurations.metrics) KnowledgeSetMetric (class in pyhighlights.utility.metrics) KnowledgeSparsityLossConfig (class in pyhighlights.configurations.losses) KnowledgeSupervisionLossConfig (class in pyhighlights.configurations.losses) KnowledgeWeights (class in pyhighlights.components.preprocessors) KnowledgeWeightsConfig (class in pyhighlights.configurations.preprocessors)

L

label_studio() (in module pyhighlights.components.analyzers) LabelMapper (class in pyhighlights.components.preprocessors) LabelStudioExporter (class in pyhighlights.components.analyzers) LabelStudioExporterConfig (class in pyhighlights.configurations.benchmarks) latest (pyhighlights.configurations.benchmarks.HighlightPositionAnalyzerConfig attribute) (pyhighlights.configurations.benchmarks.MetricsAnalyzerConfig attribute) (pyhighlights.configurations.benchmarks.PredictionAnalyzerConfig attribute) latest_runs() (in module pyhighlights.components.analyzers) latex_table() (in module pyhighlights.components.analyzers) leakage() (in module pyhighlights.components.leakage) LeakageDetector (class in pyhighlights.components.leakage) LeakageDetectorConfig (class in pyhighlights.configurations.preprocessors) LeakageRemover (class in pyhighlights.components.preprocessors) LeakageRemoverConfig (class in pyhighlights.configurations.preprocessors) LengthFilter (class in pyhighlights.components.preprocessors)

lengths() (in module pyhighlights.components.shortcuts) link_weights() (in module pyhighlights.components.preprocessors) LinkF1Config (class in pyhighlights.configurations.metrics) LinkMacroF1Config (class in pyhighlights.configurations.metrics) load() (pyhighlights.components.loaders.HighlightLoader method) load_embeddings() (pyhighlights.components.models.spp.base.SPPBackbone method) (pyhighlights.components.models.spp.implementations.GRUBackbone method) load_splits() (in module pyhighlights.components.tasks) load_vectors() (in module pyhighlights.utility.embeddings) LoaderConfig (class in pyhighlights.configurations.datasets) logger (in module pyhighlights.utility.diagnostics) LOSS_EARLY_STOPPING (in module pyhighlights.configurations.keys) LossCheckpointConfig (class in pyhighlights.configurations.callbacks) LossConfig (class in pyhighlights.configurations.losses) LossEarlyStoppingConfig (class in pyhighlights.configurations.callbacks)

M

MaskedBCEConfig (class in pyhighlights.configurations.losses) MaskedCrossEntropyConfig (class in pyhighlights.configurations.losses) max_length (pyhighlights.configurations.preprocessors.ShortcutDetectorConfig attribute) max_pool() (in module pyhighlights.components.models.spp.implementations) MCD (class in pyhighlights.components.models.spp.mcd) Meter (class in pyhighlights.utility.cost) MetricConfig (class in pyhighlights.configurations.metrics) MetricsAnalyzer (class in pyhighlights.components.analyzers) MetricsAnalyzerConfig (class in pyhighlights.configurations.benchmarks) MGR (class in pyhighlights.components.models.spp.mgr) min_chunk (pyhighlights.configurations.datasets.ToyConfig attribute) mlp() (in module pyhighlights.components.models.spp.implementations) MLPPredictor (class in pyhighlights.components.models.spp.implementations) MLPSelector (class in pyhighlights.components.models.spp.implementations) model_post_init() (pyhighlights.configurations.backbones.FrozenTransformerBackboneConfig method) (pyhighlights.configurations.backbones.StackedBackboneConfig method) (pyhighlights.configurations.base.PhasedSPPModelConfig method) (pyhighlights.configurations.base.SPPModelConfig method) (pyhighlights.configurations.base.SPPShapeConfig method) (pyhighlights.configurations.benchmarks.BenchmarkConfig method) (pyhighlights.configurations.benchmarks.HighlightPositionAnalyzerConfig method) (pyhighlights.configurations.benchmarks.LabelStudioExporterConfig method) (pyhighlights.configurations.benchmarks.MetricsAnalyzerConfig method) (pyhighlights.configurations.benchmarks.PredictionAnalyzerConfig method) (pyhighlights.configurations.benchmarks.ToyBenchmarkConfig method) (pyhighlights.configurations.callbacks.GeneralizationLossScoreConfig method) (pyhighlights.configurations.callbacks.LossCheckpointConfig method) (pyhighlights.configurations.callbacks.LossEarlyStoppingConfig method) (pyhighlights.configurations.callbacks.ScoreCheckpointConfig method) (pyhighlights.configurations.callbacks.ScoreEarlyStoppingConfig method) (pyhighlights.configurations.datasets.BeerConfig method) (pyhighlights.configurations.datasets.HateXplainConfig method) (pyhighlights.configurations.datasets.HotelConfig method) (pyhighlights.configurations.datasets.LoaderConfig method) (pyhighlights.configurations.datasets.MoviesConfig method) (pyhighlights.configurations.datasets.R2AConfig method) (pyhighlights.configurations.datasets.ToyConfig method) (pyhighlights.configurations.genspp.ToyGenSPPTrainerConfig method) (pyhighlights.configurations.losses.AlignmentClassificationLossConfig method) (pyhighlights.configurations.losses.ComplementClassificationLossConfig method) (pyhighlights.configurations.losses.CrossEntropyConfig method) (pyhighlights.configurations.losses.KnowledgeBCEConfig method) (pyhighlights.configurations.losses.KnowledgeLossConfig method) (pyhighlights.configurations.losses.KnowledgeSparsityLossConfig method) (pyhighlights.configurations.losses.KnowledgeSupervisionLossConfig method) (pyhighlights.configurations.losses.LossConfig method) (pyhighlights.configurations.losses.MaskedBCEConfig method) (pyhighlights.configurations.losses.MaskedCrossEntropyConfig method) (pyhighlights.configurations.losses.RemainingDiscrepancyLossConfig method) (pyhighlights.configurations.metrics.ClassF1Config method) (pyhighlights.configurations.metrics.ClassF1MetricConfig method) (pyhighlights.configurations.metrics.EmptySetAccuracyConfig method) (pyhighlights.configurations.metrics.ExactSetMatchConfig method) (pyhighlights.configurations.metrics.HighlightF1MetricConfig method) (pyhighlights.configurations.metrics.HighlightMetricConfig method) (pyhighlights.configurations.metrics.KnowledgeMetricConfig method) (pyhighlights.configurations.metrics.LinkF1Config method) (pyhighlights.configurations.metrics.LinkMacroF1Config method) (pyhighlights.configurations.metrics.MetricConfig method) (pyhighlights.configurations.metrics.SelectionRateConfig method) (pyhighlights.configurations.metrics.SelectionRateMetricConfig method) (pyhighlights.configurations.metrics.SelectionSizeConfig method) (pyhighlights.configurations.metrics.SelectionSpansConfig method) (pyhighlights.configurations.preprocessors.ClassWeightsConfig method) (pyhighlights.configurations.preprocessors.HateXplainAggregatorConfig method) (pyhighlights.configurations.preprocessors.HateXplainPipelineConfig method) (pyhighlights.configurations.preprocessors.KnowledgeWeightsConfig method) (pyhighlights.configurations.preprocessors.LeakageDetectorConfig method) (pyhighlights.configurations.preprocessors.LeakageRemoverConfig method) (pyhighlights.configurations.preprocessors.PipelineConfig method) (pyhighlights.configurations.preprocessors.ShortcutDetectorConfig method) (pyhighlights.configurations.tasks.ClassWeightsTaskConfig method) (pyhighlights.configurations.tasks.GenSPPTaskConfig method) (pyhighlights.configurations.tasks.TaskConfig method) (pyhighlights.configurations.tasks.ToyClassWeightsTaskConfig method) (pyhighlights.configurations.tasks.ToyGenSPPTaskConfig method) (pyhighlights.configurations.tasks.ToyTaskConfig method)

module pyhighlights.components.analyzers pyhighlights.components.benchmarks pyhighlights.components.callbacks pyhighlights.components.data pyhighlights.components.faithfulness pyhighlights.components.leakage pyhighlights.components.loaders pyhighlights.components.models.spp.base pyhighlights.components.models.spp.dar pyhighlights.components.models.spp.dr pyhighlights.components.models.spp.fr pyhighlights.components.models.spp.genspp pyhighlights.components.models.spp.grat pyhighlights.components.models.spp.implementations pyhighlights.components.models.spp.mcd pyhighlights.components.models.spp.mgr pyhighlights.components.models.spp.mrd pyhighlights.components.models.spp.phased pyhighlights.components.preprocessors pyhighlights.components.shortcuts pyhighlights.components.tasks pyhighlights.configurations.backbones pyhighlights.configurations.base pyhighlights.configurations.benchmarks pyhighlights.configurations.callbacks pyhighlights.configurations.dar pyhighlights.configurations.datasets pyhighlights.configurations.dr pyhighlights.configurations.fr pyhighlights.configurations.genspp pyhighlights.configurations.grat pyhighlights.configurations.keys pyhighlights.configurations.losses pyhighlights.configurations.mcd pyhighlights.configurations.metrics pyhighlights.configurations.mgr pyhighlights.configurations.mrd pyhighlights.configurations.optimizers pyhighlights.configurations.preprocessors pyhighlights.configurations.tasks pyhighlights.utility.cost pyhighlights.utility.diagnostics pyhighlights.utility.embeddings pyhighlights.utility.manifest pyhighlights.utility.metrics pyhighlights.utility.statistics MonitoredScore (class in pyhighlights.components.callbacks) MoviesConfig (class in pyhighlights.configurations.datasets) MoviesLoader (class in pyhighlights.components.loaders) MRD (class in pyhighlights.components.models.spp.mrd)

N

ngrams() (in module pyhighlights.components.shortcuts)

normalize() (in module pyhighlights.components.leakage)

O

offsets() (in module pyhighlights.components.analyzers) on_before_optimizer_step() (pyhighlights.components.models.spp.dr.DR method) on_validation_end() (pyhighlights.components.callbacks.GeneralizationLossScore method)

one_hot_embeddings (pyhighlights.components.tasks.SPPTask attribute) (pyhighlights.configurations.tasks.TaskConfig attribute) one_hot_table() (in module pyhighlights.utility.embeddings) output_size (pyhighlights.components.models.spp.base.SPPBackbone property)

P

PACKAGES (in module pyhighlights.utility.manifest) parameters() (in module pyhighlights.utility.cost) parse() (pyhighlights.components.loaders.ToyLoader method) peak_memory() (in module pyhighlights.utility.cost) pending_counts (pyhighlights.components.models.spp.dr.DR attribute) permutations (pyhighlights.components.shortcuts.ShortcutDetector attribute) (pyhighlights.configurations.preprocessors.ShortcutDetectorConfig attribute) phase_class_logits() (pyhighlights.components.models.spp.mcd.MCD method) (pyhighlights.components.models.spp.mrd.MRD method) (pyhighlights.components.models.spp.phased.PhasedSPP method) PhasedSPP (class in pyhighlights.components.models.spp.phased) PhasedSPPModelConfig (class in pyhighlights.configurations.base) Pipeline (class in pyhighlights.components.preprocessors) PipelineConfig (class in pyhighlights.configurations.preprocessors) place() (pyhighlights.components.loaders.ToyLoader method) pool() (pyhighlights.components.models.spp.base.SPPBackbone method) pos_weight (pyhighlights.configurations.losses.KnowledgeBCEConfig attribute) (pyhighlights.configurations.losses.MaskedBCEConfig attribute) PredictionAnalyzer (class in pyhighlights.components.analyzers) PredictionAnalyzerConfig (class in pyhighlights.configurations.benchmarks) PREDICTIONS (in module pyhighlights.components.analyzers) predictor_parameters() (pyhighlights.components.models.spp.genspp.GenSPP method) Preprocessor (class in pyhighlights.components.preprocessors) pretrain_aligner() (pyhighlights.components.models.spp.dar.DAR method) PRIORITY (in module pyhighlights.components.preprocessors) probability() (in module pyhighlights.components.models.spp.base) PROBE_SECONDS (in module pyhighlights.components.models.spp.genspp) process() (pyhighlights.components.preprocessors.Preprocessor method) pyhighlights.components.analyzers module pyhighlights.components.benchmarks module pyhighlights.components.callbacks module pyhighlights.components.data module pyhighlights.components.faithfulness module pyhighlights.components.leakage module pyhighlights.components.loaders module pyhighlights.components.models.spp.base module pyhighlights.components.models.spp.dar module pyhighlights.components.models.spp.dr module pyhighlights.components.models.spp.fr module pyhighlights.components.models.spp.genspp module pyhighlights.components.models.spp.grat module pyhighlights.components.models.spp.implementations module pyhighlights.components.models.spp.mcd module pyhighlights.components.models.spp.mgr module

pyhighlights.components.models.spp.mrd module pyhighlights.components.models.spp.phased module pyhighlights.components.preprocessors module pyhighlights.components.shortcuts module pyhighlights.components.tasks module pyhighlights.configurations.backbones module pyhighlights.configurations.base module pyhighlights.configurations.benchmarks module pyhighlights.configurations.callbacks module pyhighlights.configurations.dar module pyhighlights.configurations.datasets module pyhighlights.configurations.dr module pyhighlights.configurations.fr module pyhighlights.configurations.genspp module pyhighlights.configurations.grat module pyhighlights.configurations.keys module pyhighlights.configurations.losses module pyhighlights.configurations.mcd module pyhighlights.configurations.metrics module pyhighlights.configurations.mgr module pyhighlights.configurations.mrd module pyhighlights.configurations.optimizers module pyhighlights.configurations.preprocessors module pyhighlights.configurations.tasks module pyhighlights.utility.cost module pyhighlights.utility.diagnostics module pyhighlights.utility.embeddings module pyhighlights.utility.manifest module pyhighlights.utility.metrics module pyhighlights.utility.statistics module

R

R2A_SHA256 (in module pyhighlights.components.loaders) R2AConfig (class in pyhighlights.configurations.datasets) R2ALoader (class in pyhighlights.components.loaders) read() (pyhighlights.components.loaders.HighlightLoader method) (pyhighlights.components.loaders.ToyLoader method) read_jsonl() (pyhighlights.components.loaders.ERASERLoader method) read_tsv() (pyhighlights.components.loaders.R2ALoader static method) readability() (in module pyhighlights.components.analyzers) record() (in module pyhighlights.utility.diagnostics) recurrent_states() (in module pyhighlights.components.models.spp.implementations) reduce() (pyhighlights.utility.metrics.SelectionMetric method) registration_key() (in module pyhighlights.utility.manifest) RemainingDiscrepancyLossConfig (class in pyhighlights.configurations.losses)

remove_leakage() (in module pyhighlights.components.preprocessors) repeats() (pyhighlights.components.leakage.LeakageDetector method) report() (pyhighlights.components.benchmarks.Benchmark method) (pyhighlights.components.leakage.LeakageDetector method) (pyhighlights.components.shortcuts.ShortcutDetector method) reported_head() (in module pyhighlights.components.analyzers) reports() (pyhighlights.components.analyzers.MetricsAnalyzer method) requires_embeddings (pyhighlights.components.tasks.SPPTask attribute) (pyhighlights.configurations.tasks.TaskConfig attribute) resolve() (in module pyhighlights.utility.manifest) results() (pyhighlights.components.tasks.SPPTask method) run() (pyhighlights.components.tasks.Task method) run_of() (in module pyhighlights.components.analyzers) runs() (pyhighlights.components.analyzers.PredictionAnalyzer method)

S

satisfied() (pyhighlights.components.loaders.ToyLoader method) save() (pyhighlights.components.loaders.ToyLoader method) save_weights_only (pyhighlights.configurations.tasks.TaskConfig attribute) scan() (in module pyhighlights.components.shortcuts) score() (pyhighlights.components.tasks.SPPTask method) ScoreCheckpointConfig (class in pyhighlights.configurations.callbacks) scored() (pyhighlights.components.tasks.SPPTask method) ScoreEarlyStoppingConfig (class in pyhighlights.configurations.callbacks) seed_of() (in module pyhighlights.components.analyzers) select_over (pyhighlights.configurations.base.SPPShapeConfig attribute) selected() (pyhighlights.components.analyzers.LabelStudioExporter method) selection_counts() (pyhighlights.components.models.spp.dr.DR method) selection_rate (pyhighlights.components.models.spp.genspp.GenSPPTrainer attribute) SelectionMetric (class in pyhighlights.utility.metrics) SelectionRate (class in pyhighlights.utility.metrics) SelectionRateConfig (class in pyhighlights.configurations.metrics) SelectionRateMetricConfig (class in pyhighlights.configurations.metrics) SelectionSize (class in pyhighlights.utility.metrics) SelectionSizeConfig (class in pyhighlights.configurations.metrics) SelectionSpans (class in pyhighlights.utility.metrics) SelectionSpansConfig (class in pyhighlights.configurations.metrics) separator (pyhighlights.configurations.preprocessors.ShortcutDetectorConfig attribute)

separator_of() (in module pyhighlights.components.analyzers) serialize() (pyhighlights.components.tasks.Task method) SHA256 (pyhighlights.components.loaders.ERASERLoader attribute) (pyhighlights.components.loaders.HateXplainLoader attribute) sha256 (pyhighlights.configurations.datasets.HateXplainConfig attribute) (pyhighlights.configurations.datasets.MoviesConfig attribute) (pyhighlights.configurations.datasets.R2AConfig attribute) ShortcutDetector (class in pyhighlights.components.shortcuts) ShortcutDetectorConfig (class in pyhighlights.configurations.preprocessors) skipped (pyhighlights.components.analyzers.PredictionAnalyzer attribute) SMOKE_CANDIDATES (pyhighlights.components.tasks.GenSPPTask attribute) span_count() (in module pyhighlights.components.analyzers) splits() (pyhighlights.components.tasks.SPPTask method) SPPBackbone (class in pyhighlights.components.models.spp.base) SPPModelConfig (class in pyhighlights.configurations.base) SPPPredictor (class in pyhighlights.components.models.spp.base) SPPSelector (class in pyhighlights.components.models.spp.base) SPPShapeConfig (class in pyhighlights.configurations.base) SPPTask (class in pyhighlights.components.tasks) StackedBackbone (class in pyhighlights.components.models.spp.implementations) StackedBackboneConfig (class in pyhighlights.configurations.backbones) state_dict() (pyhighlights.components.callbacks.GeneralizationLossScore method) summarize() (in module pyhighlights.components.tasks)

T

Task (class in pyhighlights.components.tasks) task_args (pyhighlights.configurations.benchmarks.BenchmarkConfig attribute) task_of() (in module pyhighlights.components.analyzers) TaskConfig (class in pyhighlights.configurations.tasks) threshold_mutation_std (pyhighlights.components.models.spp.genspp.GenSPPTrainer attribute) threshold_parameters() (pyhighlights.components.models.spp.base.SPPSelector method) to_selection_axis() (pyhighlights.components.models.spp.grat.GRAT method) TokenizedExample (class in pyhighlights.components.data) tokenizer() (pyhighlights.components.tasks.SPPTask method) ToyBenchmarkConfig (class in pyhighlights.configurations.benchmarks)

ToyClassWeightsTaskConfig (class in pyhighlights.configurations.tasks) ToyConfig (class in pyhighlights.configurations.datasets) ToyGenSPPTaskConfig (class in pyhighlights.configurations.tasks) ToyGenSPPTrainerConfig (class in pyhighlights.configurations.genspp) ToyLoader (class in pyhighlights.components.loaders) ToyTaskConfig (class in pyhighlights.configurations.tasks) train() (pyhighlights.components.tasks.GenSPPTask method) (pyhighlights.components.tasks.SPPTask method) training_progress (pyhighlights.components.models.spp.genspp.GenSPPTrainer attribute) TransformerBackbone (class in pyhighlights.components.models.spp.implementations) triggers (pyhighlights.configurations.datasets.ToyConfig attribute)

V

versions() (in module pyhighlights.utility.manifest) vocabulary() (in module pyhighlights.components.tasks) vocabulary_from (pyhighlights.components.tasks.SPPTask attribute) (pyhighlights.configurations.tasks.TaskConfig attribute)

vocabulary_size (pyhighlights.configurations.datasets.ToyConfig attribute) VocabularyTokenizer (class in pyhighlights.components.data)

W

warmup_epochs (pyhighlights.components.models.spp.grat.GRAT property) warmup_epochs() (in module pyhighlights.components.callbacks) WarmupEarlyStopping (class in pyhighlights.components.callbacks)

WarmupModelCheckpoint (class in pyhighlights.components.callbacks) weight (pyhighlights.configurations.losses.CrossEntropyConfig attribute) (pyhighlights.configurations.losses.MaskedCrossEntropyConfig attribute) writing() (in module pyhighlights.utility.diagnostics)