Index

A

analize_qa() (multimodal_fin.processing.metadata.prompt_builder.PromptBuilder static method) (multimodal_fin.processing.metadata.qa_analyzer.QAAnalyzer method) analyze_coherence() (multimodal_fin.processing.metadata.coherence_analyzer.CoherenceAnalyzer method) analyze_video() (multimodal_fin.processing.multimodal.video.analyzer.EmotionVideoAnalyzer method) (multimodal_fin.processing.multimodal.video.video_emotion_analyzer.VideoEmotionAnalyzer method) analyze_video_frames() (multimodal_fin.processing.multimodal.video.analyzer.EmotionVideoAnalyzer method) annotate_question_answer_pairs() (multimodal_fin.processing.preprocessing.ensemble_classifier.EnsembleInterventionClassifier method) answer_quote (multimodal_fin.processing.metadata.qa_analyzer.EvaluatedQA attribute)

answer_summary (multimodal_fin.processing.metadata.qa_analyzer.EvaluatedQA attribute) answered (multimodal_fin.processing.metadata.qa_analyzer.EvaluatedQA attribute) api_key (multimodal_fin.config.DataAdquisitionSettings attribute) audio_embeddings (multimodal_fin.embeddings.speech_tree.conference_node.ConferenceNode attribute) audio_emotion_analyzer (multimodal_fin.processing.multimodal.multimodal_embeddings.MultimodalEmbeddings attribute) audio_file_path (multimodal_fin.processing.multimodal.multimodal_embeddings.MultimodalEmbeddings attribute) audio_model (multimodal_fin.config.Settings attribute) audio_model_name (multimodal_fin.processing.multimodal.embeddings_extractor.EmbeddingsExtractor attribute) AudioEmotionAnalyzer (class in multimodal_fin.processing.multimodal.audio.audio_emotion_analyzer)

B

base_path (multimodal_fin.config.DataAdquisitionSettings attribute)

build_tree() (multimodal_fin.embeddings.speech_tree.conference_tree_builder.ConferenceTreeBuilder method)

C

categories_10k (multimodal_fin.embeddings.builder.node_encoder.NodeEncoder attribute) (multimodal_fin.embeddings.visualizer.node_embeddings_visualizer.NodeEmbeddingVisualizer attribute) category (multimodal_fin.processing.metadata.sec10k_analyzer.Category10K attribute) (multimodal_fin.processing.preprocessing.monologue_classifier.CategoryPresentation attribute) (multimodal_fin.processing.preprocessing.qa_classifier.CategoryQA attribute) Category10K (class in multimodal_fin.processing.metadata.sec10k_analyzer) CategoryPresentation (class in multimodal_fin.processing.preprocessing.monologue_classifier) CategoryQA (class in multimodal_fin.processing.preprocessing.qa_classifier) chat() (multimodal_fin.processing.basics.LLMClient method) check_coherence() (multimodal_fin.processing.metadata.prompt_builder.PromptBuilder static method) classify_audio() (multimodal_fin.processing.multimodal.audio.audio_emotion_analyzer.AudioEmotionAnalyzer method) classify_dataframe() (multimodal_fin.processing.metadata.sec10k_analyzer.SEC10KAnalyzer method) (multimodal_fin.processing.multimodal.audio.audio_emotion_analyzer.AudioEmotionAnalyzer method) (multimodal_fin.processing.multimodal.text.text_emotion_analyzer.TextEmotionAnalyzer method) (multimodal_fin.processing.multimodal.video.video_emotion_analyzer.VideoEmotionAnalyzer method) (multimodal_fin.processing.preprocessing.ensemble_classifier.EnsembleInterventionClassifier method) (multimodal_fin.processing.preprocessing.monologue_classifier.MonologueClassifier method) (multimodal_fin.processing.preprocessing.qa_classifier.QAClassifier method)

classify_text() (multimodal_fin.processing.metadata.sec10k_analyzer.SEC10KAnalyzer method) (multimodal_fin.processing.preprocessing.monologue_classifier.MonologueClassifier method) (multimodal_fin.processing.preprocessing.qa_classifier.QAClassifier method) CoherenceAnalysis (class in multimodal_fin.processing.metadata.coherence_analyzer) CoherenceAnalyzer (class in multimodal_fin.processing.metadata.coherence_analyzer) conference_encoder (multimodal_fin.config.EmbeddingsPipelineSettings attribute) ConferenceEmbeddingPipeline (class in multimodal_fin.embeddings.builder.pipeline) ConferenceEncoder (class in multimodal_fin.embeddings.builder.conference_encoder) ConferenceEncoderParams (class in multimodal_fin.config) ConferenceNode (class in multimodal_fin.embeddings.speech_tree.conference_node) ConferencePipeline (class in multimodal_fin.processing.pipeline) ConferenceTreeBuilder (class in multimodal_fin.embeddings.speech_tree.conference_tree_builder) ConferenceTreeVisualizer (class in multimodal_fin.embeddings.visualizer.conference_tree_visualizer) consistent (multimodal_fin.processing.metadata.coherence_analyzer.CoherenceAnalysis attribute) ContradictionDetail (class in multimodal_fin.processing.metadata.coherence_analyzer) contradictions (multimodal_fin.processing.metadata.coherence_analyzer.CoherenceAnalysis attribute) cortar_audio_temporal() (multimodal_fin.processing.multimodal.multimodal_embeddings.MultimodalEmbeddings method) cortar_video_temporal() (multimodal_fin.processing.multimodal.multimodal_embeddings.MultimodalEmbeddings method)

D

d_output (multimodal_fin.config.ConferenceEncoderParams attribute) (multimodal_fin.config.NodeEncoderParams attribute) data_adquisition (multimodal_fin.config.FullConfig attribute) DataAdquisitionRunner (class in multimodal_fin.runners.downloads_runner) DataAdquisitionSettings (class in multimodal_fin.config) default_device() (in module multimodal_fin.config) detect_faces() (multimodal_fin.processing.multimodal.video.face_detector.FaceDetector method) device (multimodal_fin.config.EmbeddingsPipelineSettings attribute) (multimodal_fin.config.Settings attribute) (multimodal_fin.processing.metadata.metadata_enricher.MetadataEnricher attribute) (multimodal_fin.processing.multimodal.audio.audio_emotion_analyzer.AudioEmotionAnalyzer attribute) (multimodal_fin.processing.multimodal.embeddings_extractor.EmbeddingsExtractor attribute) (multimodal_fin.processing.multimodal.text.text_emotion_analyzer.TextEmotionAnalyzer attribute) (multimodal_fin.processing.multimodal.video.face_detector.FaceDetector attribute) (multimodal_fin.processing.multimodal.video.video_emotion_analyzer.VideoEmotionAnalyzer attribute)

divide_conference() (multimodal_fin.processing.preprocessing.preprocessor.Preprocessor method) download() (in module multimodal_fin.cli) dummy_npwarn_decorator_factory() (in module multimodal_fin.processing.multimodal.multimodal_embeddings)

E

embed() (in module multimodal_fin.cli) embeddings (multimodal_fin.config.FullConfig attribute) (multimodal_fin.embeddings.visualizer.node_embeddings_visualizer.NodeEmbeddingVisualizer attribute) EmbeddingsExtractor (class in multimodal_fin.processing.multimodal.embeddings_extractor) EmbeddingsPipelineSettings (class in multimodal_fin.config) EmbedRunner (class in multimodal_fin.runners.embeds_runner) emotieff_model (multimodal_fin.processing.multimodal.video.video_emotion_analyzer.VideoEmotionAnalyzer attribute) EmotionVideoAnalyzer (class in multimodal_fin.processing.multimodal.video.analyzer) enrich() (multimodal_fin.processing.metadata.metadata_enricher.MetadataEnricher method) ensemble_predict() (multimodal_fin.processing.preprocessing.ensemble_classifier.EnsembleInterventionClassifier method) EnsembleInterventionClassifier (class in multimodal_fin.processing.preprocessing.ensemble_classifier)

evals (multimodal_fin.config.Settings attribute) evaluate_qa_model() (multimodal_fin.processing.metadata.qa_analyzer.QAAnalyzer method) EvaluatedQA (class in multimodal_fin.processing.metadata.qa_analyzer) evaluations (multimodal_fin.processing.metadata.qa_analyzer.InterventionAnalysis attribute) explain_other_category() (multimodal_fin.processing.metadata.sec10k_analyzer.SEC10KAnalyzer method) explain_why_other() (multimodal_fin.processing.metadata.prompt_builder.PromptBuilder static method) explanation (multimodal_fin.processing.metadata.coherence_analyzer.ContradictionDetail attribute) extract() (multimodal_fin.embeddings.builder.feature_extractor.FeatureExtractor method) (multimodal_fin.processing.multimodal.embeddings_extractor.EmbeddingsExtractor method) extract_frames() (multimodal_fin.processing.multimodal.video.processor.VideoProcessor method) extract_qna_intro() (multimodal_fin.processing.preprocessing.preprocessor.Preprocessor method) (multimodal_fin.processing.preprocessing.transcript_preprocessor.TranscriptPreprocessor method)

F

face_detector (multimodal_fin.processing.multimodal.video.analyzer.EmotionVideoAnalyzer attribute) FaceDetector (class in multimodal_fin.processing.multimodal.video.face_detector) FeatureExtractor (class in multimodal_fin.embeddings.builder.feature_extractor) find_audio_file() (in module multimodal_fin.utils.files) find_level3_json() (in module multimodal_fin.utils.files)

forward() (multimodal_fin.embeddings.builder.conference_encoder.ConferenceEncoder method) (multimodal_fin.embeddings.builder.sentence_attention_encoder.SentenceAttentionEncoder method) (multimodal_fin.embeddings.builder.transformer_encoder.TransformerEncoderLayer method) frase_encoder (multimodal_fin.embeddings.builder.node_encoder.NodeEncoder attribute) FullConfig (class in multimodal_fin.config)

G

generar_embeddings() (multimodal_fin.processing.multimodal.multimodal_embeddings.MultimodalEmbeddings method) generate_embedding() (multimodal_fin.embeddings.builder.pipeline.ConferenceEmbeddingPipeline method) get_aggregated_prediction() (multimodal_fin.processing.multimodal.video.video_emotion_analyzer.VideoEmotionAnalyzer method) get_array_from_embedding() (multimodal_fin.embeddings.builder.feature_extractor.FeatureExtractor method) get_embeddings() (multimodal_fin.processing.multimodal.audio.audio_emotion_analyzer.AudioEmotionAnalyzer method) (multimodal_fin.processing.multimodal.text.text_emotion_analyzer.TextEmotionAnalyzer method) (multimodal_fin.processing.multimodal.video.video_emotion_analyzer.VideoEmotionAnalyzer method) get_logger() (in module multimodal_fin.utils.logging)

get_pred() (multimodal_fin.processing.metadata.qa_analyzer.QAAnalyzer method) (multimodal_fin.processing.metadata.sec10k_analyzer.SEC10KAnalyzer method) (multimodal_fin.processing.preprocessing.monologue_classifier.MonologueClassifier method) (multimodal_fin.processing.preprocessing.qa_classifier.QAClassifier method) get_pred_question() (multimodal_fin.processing.metadata.qa_analyzer.QAAnalyzer method) get_result_and_uncertainty() (multimodal_fin.processing.basics.UncertaintyMixin method) get_runner() (in module multimodal_fin.runners) get_top_emotion() (multimodal_fin.processing.multimodal.text.text_emotion_analyzer.TextEmotionAnalyzer method)

H

hidden_dim (multimodal_fin.config.ConferenceEncoderParams attribute) (multimodal_fin.config.NodeEncoderParams attribute)

host (multimodal_fin.processing.basics.LLMClient attribute)

I

input_csv_path (multimodal_fin.config.Settings attribute) input_dim (multimodal_fin.config.ConferenceEncoderParams attribute)

intervention (multimodal_fin.processing.metadata.qa_analyzer.InterventionAnalysis attribute) InterventionAnalysis (class in multimodal_fin.processing.metadata.qa_analyzer)

J

json_path (multimodal_fin.embeddings.speech_tree.conference_tree_builder.ConferenceTreeBuilder attribute)

L

LLMClient (class in multimodal_fin.processing.basics)

load_full_config() (in module multimodal_fin.config) log_ensemble_prediction() (in module multimodal_fin.utils.logging)

M

main() (in module multimodal_fin.cli) make_processed_path() (in module multimodal_fin.utils.files) max_num_coherences (multimodal_fin.embeddings.builder.node_encoder.NodeEncoder attribute) meta_dim (multimodal_fin.config.NodeEncoderParams attribute) meta_proj (multimodal_fin.embeddings.builder.node_encoder.NodeEncoder attribute) metadata (multimodal_fin.embeddings.speech_tree.conference_node.ConferenceNode attribute) MetadataEnricher (class in multimodal_fin.processing.metadata.metadata_enricher) method (multimodal_fin.processing.multimodal.video.video_emotion_analyzer.VideoEmotionAnalyzer attribute) mode (multimodal_fin.processing.multimodal.audio.audio_emotion_analyzer.AudioEmotionAnalyzer attribute) (multimodal_fin.processing.multimodal.video.video_emotion_analyzer.VideoEmotionAnalyzer attribute) model (multimodal_fin.processing.basics.LLMClient attribute) (multimodal_fin.processing.metadata.sec10k_analyzer.SEC10KAnalyzer attribute) (multimodal_fin.processing.preprocessing.monologue_classifier.MonologueClassifier attribute) (multimodal_fin.processing.preprocessing.qa_classifier.QAClassifier attribute) model_config (multimodal_fin.config.ConferenceEncoderParams attribute) (multimodal_fin.config.DataAdquisitionSettings attribute) (multimodal_fin.config.EmbeddingsPipelineSettings attribute) (multimodal_fin.config.FullConfig attribute) (multimodal_fin.config.NodeEncoderParams attribute) (multimodal_fin.config.Settings attribute) (multimodal_fin.processing.metadata.coherence_analyzer.CoherenceAnalysis attribute) (multimodal_fin.processing.metadata.coherence_analyzer.ContradictionDetail attribute) (multimodal_fin.processing.metadata.qa_analyzer.EvaluatedQA attribute) (multimodal_fin.processing.metadata.qa_analyzer.InterventionAnalysis attribute) (multimodal_fin.processing.metadata.sec10k_analyzer.Category10K attribute) (multimodal_fin.processing.preprocessing.monologue_classifier.CategoryPresentation attribute) (multimodal_fin.processing.preprocessing.qa_classifier.CategoryQA attribute) model_name (multimodal_fin.processing.metadata.coherence_analyzer.CoherenceAnalyzer attribute) (multimodal_fin.processing.metadata.qa_analyzer.QAAnalyzer attribute) (multimodal_fin.processing.multimodal.audio.audio_emotion_analyzer.AudioEmotionAnalyzer attribute) (multimodal_fin.processing.multimodal.text.text_emotion_analyzer.TextEmotionAnalyzer attribute) module multimodal_fin multimodal_fin.cli multimodal_fin.config multimodal_fin.embeddings multimodal_fin.embeddings.builder multimodal_fin.embeddings.builder.conference_encoder multimodal_fin.embeddings.builder.feature_extractor multimodal_fin.embeddings.builder.node_encoder multimodal_fin.embeddings.builder.pipeline multimodal_fin.embeddings.builder.sentence_attention_encoder multimodal_fin.embeddings.builder.transformer_encoder multimodal_fin.embeddings.speech_tree multimodal_fin.embeddings.speech_tree.conference_node multimodal_fin.embeddings.speech_tree.conference_tree_builder multimodal_fin.embeddings.visualizer multimodal_fin.embeddings.visualizer.conference_tree_visualizer multimodal_fin.embeddings.visualizer.node_embeddings_visualizer multimodal_fin.embeddings.visualizer.tree_attention_visualizer multimodal_fin.processing multimodal_fin.processing.basics multimodal_fin.processing.metadata multimodal_fin.processing.metadata.coherence_analyzer multimodal_fin.processing.metadata.metadata_enricher multimodal_fin.processing.metadata.prompt_builder multimodal_fin.processing.metadata.qa_analyzer multimodal_fin.processing.metadata.sec10k_analyzer multimodal_fin.processing.multimodal multimodal_fin.processing.multimodal.audio multimodal_fin.processing.multimodal.audio.audio_emotion_analyzer multimodal_fin.processing.multimodal.embeddings_extractor multimodal_fin.processing.multimodal.multimodal_embeddings multimodal_fin.processing.multimodal.text multimodal_fin.processing.multimodal.text.text_emotion_analyzer multimodal_fin.processing.multimodal.video multimodal_fin.processing.multimodal.video.analyzer multimodal_fin.processing.multimodal.video.face_detector multimodal_fin.processing.multimodal.video.processor multimodal_fin.processing.multimodal.video.video_emotion_analyzer multimodal_fin.processing.pipeline multimodal_fin.processing.preprocessing multimodal_fin.processing.preprocessing.ensemble_classifier multimodal_fin.processing.preprocessing.monologue_classifier multimodal_fin.processing.preprocessing.preprocessor multimodal_fin.processing.preprocessing.qa_classifier multimodal_fin.processing.preprocessing.transcript_preprocessor multimodal_fin.processing.processor multimodal_fin.runners multimodal_fin.runners.base multimodal_fin.runners.downloads_runner multimodal_fin.runners.embeds_runner multimodal_fin.runners.process_runner multimodal_fin.utils multimodal_fin.utils.cli multimodal_fin.utils.files multimodal_fin.utils.logging monologue_excerpt (multimodal_fin.processing.metadata.coherence_analyzer.ContradictionDetail attribute) monologue_model_names (multimodal_fin.processing.preprocessing.ensemble_classifier.EnsembleInterventionClassifier attribute) (multimodal_fin.processing.preprocessing.preprocessor.Preprocessor attribute) monologue_models (multimodal_fin.config.Settings attribute) MonologueClassifier (class in multimodal_fin.processing.preprocessing.monologue_classifier) mtcnn (multimodal_fin.processing.multimodal.video.face_detector.FaceDetector attribute) multimodal_fin module multimodal_fin.cli module multimodal_fin.config module multimodal_fin.embeddings module multimodal_fin.embeddings.builder module

multimodal_fin.embeddings.builder.conference_encoder module multimodal_fin.embeddings.builder.feature_extractor module multimodal_fin.embeddings.builder.node_encoder module multimodal_fin.embeddings.builder.pipeline module multimodal_fin.embeddings.builder.sentence_attention_encoder module multimodal_fin.embeddings.builder.transformer_encoder module multimodal_fin.embeddings.speech_tree module multimodal_fin.embeddings.speech_tree.conference_node module multimodal_fin.embeddings.speech_tree.conference_tree_builder module multimodal_fin.embeddings.visualizer module multimodal_fin.embeddings.visualizer.conference_tree_visualizer module multimodal_fin.embeddings.visualizer.node_embeddings_visualizer module multimodal_fin.embeddings.visualizer.tree_attention_visualizer module multimodal_fin.processing module multimodal_fin.processing.basics module multimodal_fin.processing.metadata module multimodal_fin.processing.metadata.coherence_analyzer module multimodal_fin.processing.metadata.metadata_enricher module multimodal_fin.processing.metadata.prompt_builder module multimodal_fin.processing.metadata.qa_analyzer module multimodal_fin.processing.metadata.sec10k_analyzer module multimodal_fin.processing.multimodal module multimodal_fin.processing.multimodal.audio module multimodal_fin.processing.multimodal.audio.audio_emotion_analyzer module multimodal_fin.processing.multimodal.embeddings_extractor module multimodal_fin.processing.multimodal.multimodal_embeddings module multimodal_fin.processing.multimodal.text module multimodal_fin.processing.multimodal.text.text_emotion_analyzer module multimodal_fin.processing.multimodal.video module multimodal_fin.processing.multimodal.video.analyzer module multimodal_fin.processing.multimodal.video.face_detector module multimodal_fin.processing.multimodal.video.processor module multimodal_fin.processing.multimodal.video.video_emotion_analyzer module multimodal_fin.processing.pipeline module multimodal_fin.processing.preprocessing module multimodal_fin.processing.preprocessing.ensemble_classifier module multimodal_fin.processing.preprocessing.monologue_classifier module multimodal_fin.processing.preprocessing.preprocessor module multimodal_fin.processing.preprocessing.qa_classifier module multimodal_fin.processing.preprocessing.transcript_preprocessor module multimodal_fin.processing.processor module multimodal_fin.runners module multimodal_fin.runners.base module multimodal_fin.runners.downloads_runner module multimodal_fin.runners.embeds_runner module multimodal_fin.runners.process_runner module multimodal_fin.utils module multimodal_fin.utils.cli module multimodal_fin.utils.files module multimodal_fin.utils.logging module MultimodalEmbeddings (class in multimodal_fin.processing.multimodal.multimodal_embeddings)

N

n_heads (multimodal_fin.config.ConferenceEncoderParams attribute) (multimodal_fin.config.NodeEncoderParams attribute) name (multimodal_fin.embeddings.speech_tree.conference_node.ConferenceNode attribute) node_encoder (multimodal_fin.config.EmbeddingsPipelineSettings attribute) node_names (multimodal_fin.embeddings.visualizer.node_embeddings_visualizer.NodeEmbeddingVisualizer attribute) node_type (multimodal_fin.embeddings.speech_tree.conference_node.ConferenceNode attribute) node_types (multimodal_fin.embeddings.visualizer.node_embeddings_visualizer.NodeEmbeddingVisualizer attribute) NodeEmbeddingVisualizer (class in multimodal_fin.embeddings.visualizer.node_embeddings_visualizer) NodeEncoder (class in multimodal_fin.embeddings.builder.node_encoder)

NodeEncoderParams (class in multimodal_fin.config) num_evaluations (multimodal_fin.processing.metadata.metadata_enricher.MetadataEnricher attribute) NUM_EVALUATIONS (multimodal_fin.processing.metadata.qa_analyzer.QAAnalyzer attribute) (multimodal_fin.processing.metadata.sec10k_analyzer.SEC10KAnalyzer attribute) (multimodal_fin.processing.preprocessing.ensemble_classifier.EnsembleInterventionClassifier attribute) (multimodal_fin.processing.preprocessing.monologue_classifier.MonologueClassifier attribute) num_evaluations (multimodal_fin.processing.preprocessing.preprocessor.Preprocessor attribute) NUM_EVALUATIONS (multimodal_fin.processing.preprocessing.qa_classifier.QAClassifier attribute) num_sentences (multimodal_fin.embeddings.speech_tree.conference_node.ConferenceNode attribute)

O

output_path (multimodal_fin.processing.preprocessing.monologue_classifier.MonologueClassifier attribute)

output_proj (multimodal_fin.embeddings.builder.node_encoder.NodeEncoder attribute)

P

path_csv (multimodal_fin.processing.multimodal.multimodal_embeddings.MultimodalEmbeddings attribute) path_json (multimodal_fin.processing.multimodal.multimodal_embeddings.MultimodalEmbeddings attribute) predict() (multimodal_fin.processing.multimodal.text.text_emotion_analyzer.TextEmotionAnalyzer method) preprocess() (multimodal_fin.processing.preprocessing.transcript_preprocessor.TranscriptPreprocessor method) Preprocessor (class in multimodal_fin.processing.preprocessing.preprocessor) process() (in module multimodal_fin.cli) (multimodal_fin.processing.preprocessing.preprocessor.Preprocessor method) process_and_save() (multimodal_fin.processing.preprocessing.preprocessor.Preprocessor method) (multimodal_fin.processing.processor.Processor method)

processing (multimodal_fin.config.FullConfig attribute) Processor (class in multimodal_fin.processing.processor) processor (multimodal_fin.processing.multimodal.video.analyzer.EmotionVideoAnalyzer attribute) ProcessRunner (class in multimodal_fin.runners.process_runner) prompt_10k() (multimodal_fin.processing.metadata.prompt_builder.PromptBuilder static method) prompt_monologue() (multimodal_fin.processing.metadata.prompt_builder.PromptBuilder static method) prompt_qa() (multimodal_fin.processing.metadata.prompt_builder.PromptBuilder static method) PromptBuilder (class in multimodal_fin.processing.metadata.prompt_builder)

Q

qa_analyzer_models (multimodal_fin.config.Settings attribute) (multimodal_fin.processing.metadata.metadata_enricher.MetadataEnricher attribute) qa_categories (multimodal_fin.embeddings.builder.node_encoder.NodeEncoder attribute) qa_model_names (multimodal_fin.processing.preprocessing.ensemble_classifier.EnsembleInterventionClassifier attribute) (multimodal_fin.processing.preprocessing.preprocessor.Preprocessor attribute)

qa_models (multimodal_fin.config.Settings attribute) QAAnalyzer (class in multimodal_fin.processing.metadata.qa_analyzer) QAClassifier (class in multimodal_fin.processing.preprocessing.qa_classifier) qna_key (multimodal_fin.processing.preprocessing.preprocessor.Preprocessor attribute) (multimodal_fin.processing.preprocessing.transcript_preprocessor.TranscriptPreprocessor attribute) question (multimodal_fin.processing.metadata.qa_analyzer.EvaluatedQA attribute)

R

read_json_file() (in module multimodal_fin.utils.files) read_paths_csv() (in module multimodal_fin.utils.files) recognize_faces() (multimodal_fin.processing.multimodal.video.face_detector.FaceDetector method) recognizer (multimodal_fin.processing.multimodal.video.analyzer.EmotionVideoAnalyzer attribute) reduce_video_frames() (multimodal_fin.processing.multimodal.video.processor.VideoProcessor method) response (multimodal_fin.processing.metadata.qa_analyzer.InterventionAnalysis attribute)

response_excerpt (multimodal_fin.processing.metadata.coherence_analyzer.ContradictionDetail attribute) run() (multimodal_fin.processing.pipeline.ConferencePipeline method) (multimodal_fin.runners.base.Runner method) (multimodal_fin.runners.downloads_runner.DataAdquisitionRunner method) (multimodal_fin.runners.embeds_runner.EmbedRunner method) (multimodal_fin.runners.process_runner.ProcessRunner method) Runner (class in multimodal_fin.runners.base)

S

safe_len() (multimodal_fin.embeddings.builder.feature_extractor.FeatureExtractor method) sec10k_model_names (multimodal_fin.processing.metadata.metadata_enricher.MetadataEnricher attribute) sec10k_models (multimodal_fin.config.Settings attribute) SEC10KAnalyzer (class in multimodal_fin.processing.metadata.sec10k_analyzer) section_col (multimodal_fin.processing.preprocessing.preprocessor.Preprocessor attribute) (multimodal_fin.processing.preprocessing.transcript_preprocessor.TranscriptPreprocessor attribute) SentenceAttentionEncoder (class in multimodal_fin.embeddings.builder.sentence_attention_encoder) Settings (class in multimodal_fin.config)

show() (multimodal_fin.embeddings.visualizer.tree_attention_visualizer.TreeAttentionVisualizer method) show_metrics() (multimodal_fin.embeddings.visualizer.node_embeddings_visualizer.NodeEmbeddingVisualizer method) show_networkx_tree() (multimodal_fin.embeddings.visualizer.conference_tree_visualizer.ConferenceTreeVisualizer method) show_text_tree() (multimodal_fin.embeddings.visualizer.conference_tree_visualizer.ConferenceTreeVisualizer method) show_umap() (multimodal_fin.embeddings.visualizer.node_embeddings_visualizer.NodeEmbeddingVisualizer method) skips (multimodal_fin.processing.multimodal.video.processor.VideoProcessor attribute) (multimodal_fin.processing.multimodal.video.video_emotion_analyzer.VideoEmotionAnalyzer attribute) summary (multimodal_fin.processing.metadata.coherence_analyzer.CoherenceAnalysis attribute) swap_disgust_fear() (multimodal_fin.processing.multimodal.video.video_emotion_analyzer.VideoEmotionAnalyzer method)

T

text_col (multimodal_fin.processing.preprocessing.preprocessor.Preprocessor attribute) (multimodal_fin.processing.preprocessing.transcript_preprocessor.TranscriptPreprocessor attribute) text_embeddings (multimodal_fin.embeddings.speech_tree.conference_node.ConferenceNode attribute) text_emotion_analyzer (multimodal_fin.processing.multimodal.multimodal_embeddings.MultimodalEmbeddings attribute) text_model (multimodal_fin.config.Settings attribute) text_model_name (multimodal_fin.processing.multimodal.embeddings_extractor.EmbeddingsExtractor attribute)

TextEmotionAnalyzer (class in multimodal_fin.processing.multimodal.text.text_emotion_analyzer) to_onehot() (multimodal_fin.embeddings.builder.feature_extractor.FeatureExtractor method) to_onehot_bool() (multimodal_fin.embeddings.builder.feature_extractor.FeatureExtractor method) topic_covered (multimodal_fin.processing.metadata.coherence_analyzer.CoherenceAnalysis attribute) TranscriptPreprocessor (class in multimodal_fin.processing.preprocessing.transcript_preprocessor) TransformerEncoderLayer (class in multimodal_fin.embeddings.builder.transformer_encoder) TreeAttentionVisualizer (class in multimodal_fin.embeddings.visualizer.tree_attention_visualizer)

U

UncertaintyMixin (class in multimodal_fin.processing.basics)

url (multimodal_fin.config.DataAdquisitionSettings attribute)

V

validate_embed_inputs() (in module multimodal_fin.utils.cli) verbose (multimodal_fin.config.Settings attribute) (multimodal_fin.processing.metadata.metadata_enricher.MetadataEnricher attribute) (multimodal_fin.processing.multimodal.embeddings_extractor.EmbeddingsExtractor attribute) (multimodal_fin.processing.preprocessing.ensemble_classifier.EnsembleInterventionClassifier attribute) (multimodal_fin.processing.preprocessing.preprocessor.Preprocessor attribute)

video_embeddings (multimodal_fin.embeddings.speech_tree.conference_node.ConferenceNode attribute) video_emmotion_analyzer (multimodal_fin.processing.multimodal.multimodal_embeddings.MultimodalEmbeddings attribute) video_model (multimodal_fin.config.Settings attribute) video_model_name (multimodal_fin.processing.multimodal.embeddings_extractor.EmbeddingsExtractor attribute) VideoEmotionAnalyzer (class in multimodal_fin.processing.multimodal.video.video_emotion_analyzer) VideoProcessor (class in multimodal_fin.processing.multimodal.video.processor) visualize() (multimodal_fin.embeddings.builder.pipeline.ConferenceEmbeddingPipeline method)

W

weights_path (multimodal_fin.config.ConferenceEncoderParams attribute) (multimodal_fin.config.NodeEncoderParams attribute)