Index _ | A | B | C | D | E | F | G | H | I | K | L | M | O | P | R | S | T | U | V | W _ __getitem__() (inseq.data.data_utils.TensorWrapper method) __init__() (inseq.attr.feat.ReagentAttribution method) _autoclass (inseq.models.HuggingfaceModel attribute) A AbsMaxAggregationFunction (class in inseq.data.aggregation_functions) AggregableMixin (class in inseq.data.aggregator) aggregate() (inseq.data.aggregator.AggregableMixin method) (inseq.data.aggregator.ContiguousSpanAggregator class method) (inseq.data.aggregator.SubwordAggregator class method) (inseq.data.attribution.FeatureAttributionOutput method) Aggregator (class in inseq.data.aggregator) AggregatorPipeline (class in inseq.data.aggregator) attention_mask (inseq.data.batch.BatchEncoding attribute) AttentionWeightsAttribution (class in inseq.attr.feat) AttentionWeightsAttribution.AttentionWeights (class in inseq.attr.feat) attr (inseq.attr.FeatureAttribution attribute) attribute() (inseq.attr.feat.AttentionWeightsAttribution.AttentionWeights method) (inseq.attr.FeatureAttribution method) (inseq.models.AttributionModel method) attribute_step() (inseq.attr.feat.AttentionWeightsAttribution method) (inseq.attr.feat.GradientAttributionRegistry method) (inseq.attr.feat.LimeAttribution method) (inseq.attr.feat.OcclusionAttribution method) (inseq.attr.feat.ReagentAttribution method) (inseq.attr.feat.ValueZeroingAttribution method) (inseq.attr.FeatureAttribution method) AttributeContextArgs (class in inseq.commands.attribute_context.attribute_context_args) AttributeExtendedArgs (class in inseq.commands.attribute.attribute_args) AttributeWithInputsArgs (class in inseq.commands.attribute.attribute_args) attribution_method (inseq.models.AttributionModel attribute) attribution_model (inseq.attr.step_functions.StepFunctionBaseArgs attribute) AttributionModel (class in inseq.models) B baseline_embeds (inseq.data.batch.BatchEmbedding attribute) baseline_ids (inseq.data.batch.BatchEncoding attribute) Batch (class in inseq.data.batch) BatchEmbedding (class in inseq.data.batch) BatchEncoding (class in inseq.data.batch) C clean_tokens() (inseq.models.HuggingfaceModel method) compute_convergence_delta (inseq.attr.feat.AttentionWeightsAttribution.AttentionWeights attribute) configure_embeddings_scale() (inseq.models.HuggingfaceDecoderOnlyModel method) (inseq.models.HuggingfaceEncoderDecoderModel method) (inseq.models.HuggingfaceModel method) configure_interpretable_embeddings() (inseq.models.AttributionModel method) ContiguousSpanAggregator (class in inseq.data.aggregator) contrast_logits_diff_fn() (in module inseq.attr.step_functions) contrast_logits_fn() (in module inseq.attr.step_functions) contrast_prob_diff_fn() (in module inseq.attr.step_functions) contrast_prob_fn() (in module inseq.attr.step_functions) crossentropy_fn() (in module inseq.attr.step_functions) D decoder_attention_mask (inseq.attr.step_functions.StepFunctionBaseArgs attribute) decoder_input_embeds (inseq.attr.step_functions.StepFunctionBaseArgs attribute) decoder_input_ids (inseq.attr.step_functions.StepFunctionBaseArgs attribute) decoder_int_embeds (inseq.models.HuggingfaceModel attribute) DecoderOnlyAttributionModel (class in inseq.models) DecoderOnlyBatch (class in inseq.data.batch) DeepLiftAttribution (class in inseq.attr.feat) default_attributed_fn_id (inseq.models.AttributionModel attribute) default_fn() (inseq.data.aggregator.PairAggregator method) device (inseq.models.AttributionModel attribute) (inseq.models.HuggingfaceModel attribute) DiscretizedIntegratedGradientsAttribution (class in inseq.attr.feat) E embed_scale (inseq.models.AttributionModel attribute) (inseq.models.HuggingfaceModel attribute) embedding (inseq.data.batch.Batch attribute) encode() (inseq.models.HuggingfaceModel method) encoder_attention_mask (inseq.attr.step_functions.StepFunctionBaseArgs attribute) encoder_input_embeds (inseq.attr.step_functions.StepFunctionBaseArgs attribute) encoder_input_ids (inseq.attr.step_functions.StepFunctionBaseArgs attribute) encoder_int_embeds (inseq.models.HuggingfaceModel attribute) EncoderDecoderAttributionModel (class in inseq.models) EncoderDecoderBatch (class in inseq.data.batch) encoding (inseq.data.batch.Batch attribute) end_aggregation_hook() (inseq.data.aggregator.Aggregator class method) (inseq.data.aggregator.ContiguousSpanAggregator class method) (inseq.data.aggregator.SequenceAttributionAggregator class method) entropy_fn() (in module inseq.attr.step_functions) explain() (in module inseq) F FeatureAttribution (class in inseq.attr) FeatureAttributionOutput (class in inseq.data.attribution) FeatureAttributionSequenceOutput (class in inseq.data.attribution) FeatureAttributionStepOutput (class in inseq.data.attribution) filtered_attribute_step() (inseq.attr.FeatureAttribution method) forward() (inseq.models.AttributionModel method) (inseq.models.DecoderOnlyAttributionModel method) (inseq.models.EncoderDecoderAttributionModel method) forward_output (inseq.attr.step_functions.StepFunctionBaseArgs attribute) from_step_attributions() (inseq.data.attribution.FeatureAttributionSequenceOutput class method) G generate() (inseq.models.HuggingfaceModel method) get_scores_dicts() (inseq.data.attribution.FeatureAttributionOutput method) get_version() (in module inseq) GradientAttributionRegistry (class in inseq.attr.feat) GradientShapAttribution (class in inseq.attr.feat) GranularFeatureAttributionSequenceOutput (class in inseq.data.attribution) GranularFeatureAttributionStepOutput (class in inseq.data.attribution) H has_convergence_delta() (inseq.attr.feat.AttentionWeightsAttribution.AttentionWeights static method) hook() (inseq.attr.feat.DiscretizedIntegratedGradientsAttribution method) (inseq.attr.feat.GradientAttributionRegistry method) (inseq.attr.FeatureAttribution method) HuggingfaceDecoderOnlyModel (class in inseq.models) HuggingfaceEncoderDecoderModel (class in inseq.models) HuggingfaceModel (class in inseq.models) I ignore_extra_args (inseq.attr.FeatureAttribution attribute) in_context_pvi_fn() (in module inseq.attr.step_functions) info (inseq.data.attribution.FeatureAttributionOutput attribute) input_embeds (inseq.data.batch.BatchEmbedding attribute) input_ids (inseq.data.batch.BatchEncoding attribute) input_tokens (inseq.data.batch.BatchEncoding attribute) InputXGradientAttribution (class in inseq.attr.feat) IntegratedGradientsAttribution (class in inseq.attr.feat) InternalsAttributionRegistry (class in inseq.attr.feat) is_attributed_fn (inseq.attr.step_functions.StepFunctionBaseArgs attribute) is_encoder_decoder (inseq.models.AttributionModel attribute) is_hooked (inseq.models.AttributionModel attribute) K kl_divergence_fn() (in module inseq.attr.step_functions) L LayerDeepLiftAttribution (class in inseq.attr.feat) LayerGradientXActivationAttribution (class in inseq.attr.feat) LayerIntegratedGradientsAttribution (class in inseq.attr.feat) LimeAttribution (class in inseq.attr.feat) list_aggregation_functions() (in module inseq) list_aggregators() (in module inseq) list_feature_attribution_methods() (in module inseq) list_step_functions() (in module inseq) load() (inseq.attr.FeatureAttribution class method) (inseq.data.attribution.FeatureAttributionOutput static method) (inseq.models.HuggingfaceModel static method) load_model() (in module inseq) LoadDatasetArgs (class in inseq.commands.attribute_dataset.attribute_dataset_args) logit_fn() (in module inseq.attr.step_functions) M MaxAggregationFunction (class in inseq.data.aggregation_functions) mc_dropout_prob_avg_fn() (in module inseq.attr.step_functions) MeanAggregationFunction (class in inseq.data.aggregation_functions) merge_attributions() (in module inseq) MinAggregationFunction (class in inseq.data.aggregation_functions) model (inseq.models.AttributionModel attribute) (inseq.models.HuggingfaceModel attribute) model_name (inseq.models.AttributionModel attribute) O OcclusionAttribution (class in inseq.attr.feat) P pad_token (inseq.models.AttributionModel attribute) PairAggregator (class in inseq.data.aggregator) pcxmi_fn() (in module inseq.attr.step_functions) perplexity_fn() (in module inseq.attr.step_functions) PerturbationAttributionRegistry (class in inseq.attr.feat) post_aggregate_hook() (inseq.data.aggregator.Aggregator class method) (inseq.data.aggregator.SequenceAttributionAggregator class method) pre_aggregate_hook() (inseq.data.aggregator.Aggregator class method) (inseq.data.aggregator.PairAggregator class method) prepare_and_attribute() (inseq.attr.FeatureAttribution method) probability_fn() (in module inseq.attr.step_functions) ProdAggregationFunction (class in inseq.data.aggregation_functions) R ReagentAttribution (class in inseq.attr.feat) register_model_config() (in module inseq) register_step_function() (in module inseq) remap_from_filtered() (inseq.data.attribution.FeatureAttributionStepOutput method) remove_interpretable_embeddings() (inseq.models.AttributionModel method) S SaliencyAttribution (class in inseq.attr.feat) save() (inseq.data.attribution.FeatureAttributionOutput method) sequence_attributions (inseq.data.attribution.FeatureAttributionOutput attribute) sequence_scores (inseq.data.attribution.FeatureAttributionSequenceOutput attribute) SequenceAttributionAggregator (class in inseq.data.aggregator) SequentialIntegratedGradientsAttribution (class in inseq.attr.feat) setup() (inseq.models.AttributionModel method) show() (inseq.data.attribution.FeatureAttributionOutput method) (inseq.data.attribution.FeatureAttributionSequenceOutput method) show_attributions() (in module inseq) source (inseq.data.attribution.FeatureAttributionSequenceOutput attribute) source_attributions (inseq.data.attribution.FeatureAttributionSequenceOutput attribute) sources (inseq.data.batch.EncoderDecoderBatch attribute) start_aggregation_hook() (inseq.data.aggregator.Aggregator class method) (inseq.data.aggregator.ContiguousSpanAggregator class method) step_attributions (inseq.data.attribution.FeatureAttributionOutput attribute) step_scores (inseq.data.attribution.FeatureAttributionSequenceOutput attribute) StepFunctionBaseArgs (class in inseq.attr.step_functions) SubwordAggregator (class in inseq.data.aggregator) SumAggregationFunction (class in inseq.data.aggregation_functions) T target (inseq.data.attribution.FeatureAttributionSequenceOutput attribute) target_attributions (inseq.data.attribution.FeatureAttributionSequenceOutput attribute) target_ids (inseq.attr.step_functions.StepFunctionBaseArgs attribute) targets (inseq.data.batch.EncoderDecoderBatch attribute) TensorWrapper (class in inseq.data.data_utils) tokenizer (inseq.models.HuggingfaceModel attribute) tokenizer_name (inseq.models.HuggingfaceModel attribute) top_p_size_fn() (in module inseq.attr.step_functions) U unhook() (inseq.attr.feat.GradientAttributionRegistry method) (inseq.attr.FeatureAttribution method) V ValueZeroingAttribution (class in inseq.attr.feat) VectorNormAggregationFunction (class in inseq.data.aggregation_functions) W weight_attributions() (inseq.data.attribution.FeatureAttributionSequenceOutput method)