Index

_

__call__() (CsgecPostprocessor method) (CsgecPreprocessor method) (LsrPostprocessor method) (LsrPreprocessor method) (RecconEmotionEntailmentPostprocessor method) (RecconEmotionEntailmentPreprocessor method) (RecconSpanExtractionPostprocessor method) (RecconSpanExtractionPreprocessor method) (RstPostprocessor method) (RstPreprocessor method) (SenticGCNBasePostprocessor method) (SenticGCNBertPreprocessor method) (SenticGCNBertTokenizer method) (SenticGCNPreprocessor method) (UFDPreprocessor method) (UFDTokenizer method)

A

adjust_learning_rate() (in module sgnlp.models.rst_pointer.train) apply_no_ans_threshold() (in module sgnlp.models.span_extraction.evaluate_squad) aspect (SenticGCNBertData attribute) (SenticGCNData attribute)

aspect_token_indexes (SenticGCNBertData attribute) (SenticGCNData attribute) Attention (class in sgnlp.models.rumour_detection_twitter.modules.layer.attention)

B

BaseAllenNlpModel (class in sgnlp.utils.base_model) Beam (class in sgnlp.models.csgec.utils) Bert (class in sgnlp.models.lsr.modules.bert) BucketIterator (class in sgnlp.models.sentic_gcn.utils)

Buffer (class in sgnlp.models.csgec.utils) build_embedding_matrix() (in module sgnlp.models.sentic_gcn.utils) build_embedding_model() (SenticGCNEmbeddingModel class method) build_inputs_with_special_tokens() (CsgTokenizer method) build_model_group() (UFDModelBuilder method)

C

calculate_results() (in module sgnlp.models.span_extraction.utils) check_accuracy() (in module sgnlp.models.rst_pointer.train) check_requirements() (in module sgnlp.utils.requirements) clean_text() (in module sgnlp.models.rumour_detection_twitter.utils) compute() (LsrMetrics method) compute_exact() (in module sgnlp.models.span_extraction.evaluate_squad) compute_f1() (in module sgnlp.models.span_extraction.evaluate_squad) config_class (CsgPreTrainedModel attribute) (LsrPreTrainedModel attribute) (RstPointerParserPreTrainedModel attribute) (RstPointerSegmenterPreTrainedModel attribute) (RumourDetectionTwitterPreTrainedModel attribute) (SenticGCNBertPreTrainedModel attribute) (SenticGCNEmbeddingPreTrainedModel attribute) (SenticGCNPreTrainedModel attribute) (UFDAdaptorDomainPreTrainedModel attribute) (UFDAdaptorGlobalPreTrainedModel attribute) (UFDClassifierPreTrainedModel attribute) (UFDCombineFeaturesMapPreTrainedModel attribute) contains_ambiguous_end_of_sentence() (in module sgnlp.models.rst_pointer.data_prep) contains_end_of_sentence() (in module sgnlp.models.rst_pointer.data_prep) contains_full_span() (in module sgnlp.models.rst_pointer.data_prep)

ContextGate (class in sgnlp.models.csgec.modules.context_gate) ConvAttention (class in sgnlp.models.csgec.modules.conv_attention) ConvDecoder (class in sgnlp.models.csgec.modules.conv_decoder) ConvEncoder (class in sgnlp.models.csgec.modules.conv_encoder) convert_df_to_dataset() (in module sgnlp.models.emotion_entailment.utils) convert_df_to_examples() (in module sgnlp.models.emotion_entailment.utils) convert_example_to_feature() (in module sgnlp.models.emotion_entailment.utils) convert_examples_to_features() (in module sgnlp.models.emotion_entailment.utils) convert_tokens_to_string() (CsgTokenizer method) ConvGLU (class in sgnlp.models.csgec.modules.conv_glu) ConvGLUDecoder (class in sgnlp.models.csgec.modules.conv_glu) create_classifiers() (in module sgnlp.models.ufd.utils) create_dataset_embedding() (in module sgnlp.models.ufd.utils) create_train_embeddings() (in module sgnlp.models.ufd.utils) create_unsupervised_models() (in module sgnlp.models.ufd.utils) create_val_test_embeddings() (in module sgnlp.models.ufd.utils) CsgConfig (class in sgnlp.models.csgec.config) CsgecPostprocessor (class in sgnlp.models.csgec.postprocess) CsgecPreprocessor (class in sgnlp.models.csgec.preprocess) CsgModel (class in sgnlp.models.csgec.modeling) CsgPreTrainedModel (class in sgnlp.models.csgec.modeling) CsgTokenizer (class in sgnlp.models.csgec.tokenization) CsvWriter (class in sgnlp.utils.csv_writer)

D

decoder() (RstPointerSegmenterModel method) DecoderRNN (class in sgnlp.models.rst_pointer.modules.decoder_rnn) DiscourseTreeNode (class in sgnlp.models.rst_pointer.modules.type) DiscourseTreeSplit (class in sgnlp.models.rst_pointer.modules.type) DocredDataset (class in sgnlp.models.lsr.train) download_tokenizer_files() (in module sgnlp.models.csgec.utils) (in module sgnlp.models.sentic_gcn.utils)

download_tokenizer_files_from_azure() (in module sgnlp.models.rumour_detection_twitter.utils) download_url_file() (in module sgnlp.models.csgec.utils) (in module sgnlp.models.rumour_detection_twitter.utils) (in module sgnlp.models.sentic_gcn.utils) DynamicLSTM (class in sgnlp.models.sentic_gcn.modules.dynamic_rnn) DynamicReasoner (class in sgnlp.models.lsr.modules.reasoner)

E

encode_dataset() (in module sgnlp.models.rumour_detection_twitter.utils) Encoder (class in sgnlp.models.lsr.modules.encoder) EncoderRNN (class in sgnlp.models.rst_pointer.modules.encoder_rnn) end_logits (RawResult attribute) evaluate() (in module sgnlp.models.emotion_entailment.eval) (in module sgnlp.models.span_extraction.eval) (in module sgnlp.models.ufd.eval) (SenticGCNBertEvaluator method) (SenticGCNEvaluator method)

evaluate_results() (in module sgnlp.models.span_extraction.utils) extract_embeddings() (in module sgnlp.models.ufd.utils) extract_mdp_node() (LsrPreprocessor method)

F

FeedForwardNetwork (class in sgnlp.models.rumour_detection_twitter.modules.layer.feedforward_network) FileFormat (class in sgnlp.models.rst_pointer.modules.type) find_all_best_thresh() (in module sgnlp.models.span_extraction.evaluate_squad) find_best_thresh() (in module sgnlp.models.span_extraction.evaluate_squad) forward() (Attention method) (ContextGate method) (ConvAttention method) (ConvDecoder method) (ConvEncoder method) (ConvGLU method) (ConvGLUDecoder method) (CsgModel method) (DecoderRNN method) (DynamicLSTM method) (DynamicReasoner method) (Encoder method) (EncoderRNN method) (FeedForwardNetwork method) (GraphConvLayer method) (GraphConvolution method) (HierarchicalTransformer method) (LabelClassifier method) (Layer method) (LearnedPositionEncoder method) (LsrModel method) (MultiHeadAttention method) (PointerAtten method) (PositionalEmbedding method) (PositionEncoder method) (PostModule method) (RecconEmotionEntailmentModel method) (RecconSpanExtractionModel method) (RstPointerParserModel method) (RstPointerSegmenterModel method) (RumourDetectionTwitterModel method) (SelfAttention method) (SenticGCNBertModel method) (SenticGCNEmbeddingModel method) (SenticGCNModel method) (StructInduction method) (Transformer method) (TransformerBaseline method) (UFDAdaptorDomainModel method) (UFDAdaptorGlobalModel method) (UFDClassifierModel method) (UFDCombineFeaturesMapModel method) (UFDDeepInfoMaxLossModel method) (UFDMaxDiscriminatorModel method) (UFDMinDiscriminatorModel method) (UFDModel method) (WordEncoder method) (WordModule method)

from_file_paths() (LsrPostprocessor static method) full_text (SenticGCNBertData attribute) (SenticGCNData attribute) full_text_tokens (SenticGCNBertData attribute) (SenticGCNData attribute) full_text_with_bert_tokens (SenticGCNBertData attribute)

G

generate_datasets() (SenticGCNDatasetGenerator method) generate_dependency_adj_matrix() (in module sgnlp.models.sentic_gcn.utils) generate_test_datasets() (SenticGCNDatasetGenerator method) generate_train_val_dataset() (in module sgnlp.models.ufd.utils) get_accuracy() (in module sgnlp.models.rst_pointer.train) get_all_evidence_utterance_from_conversation() (in module sgnlp.models.emotion_entailment.utils) (in module sgnlp.models.span_extraction.utils) get_attention_masks() (in module sgnlp.models.rumour_detection_twitter.utils) get_batch_data() (in module sgnlp.models.rst_pointer.train) get_batch_data_training() (in module sgnlp.models.rst_pointer.train) get_batch_measure() (in module sgnlp.models.rst_pointer.train) get_batch_metric() (in module sgnlp.models.rst_pointer.train) get_batch_micro_metric() (in module sgnlp.models.rst_pointer.train) get_batch_test() (in module sgnlp.models.rst_pointer.train) get_best_predictions() (in module sgnlp.models.span_extraction.utils) get_default_device() (in module sgnlp.models.lsr.utils) get_discourse_nodes_slice() (in module sgnlp.models.rst_pointer.data_prep) get_edu_spans() (in module sgnlp.models.rst_pointer.data_prep) get_elmo_char_ids() (RstPreprocessor method)

get_examples() (in module sgnlp.models.span_extraction.utils) get_final_text() (in module sgnlp.models.span_extraction.utils) get_measurement() (in module sgnlp.models.rst_pointer.train) get_micro_measure() (in module sgnlp.models.rst_pointer.train) get_optimizer() (in module sgnlp.models.lsr.train) get_pairs() (in module sgnlp.models.csgec.tokenization) get_raw_scores() (in module sgnlp.models.span_extraction.evaluate_squad) get_relation_and_nucleus() (in module sgnlp.models.rst_pointer.utils) get_relation_label_from_split() (in module sgnlp.models.rst_pointer.data_prep) get_relation_label_index() (in module sgnlp.models.rst_pointer.data_prep) get_sentence_edu_spans_from_discourse_tree_nodes() (in module sgnlp.models.rst_pointer.data_prep) get_source2target_domain_mapping() (in module sgnlp.models.ufd.utils) get_span_dict() (in module sgnlp.models.rst_pointer.train) get_span_key_and_node_value() (in module sgnlp.models.rst_pointer.train) get_splits_order_label() (in module sgnlp.models.rst_pointer.data_prep) get_tokenized_sentence_and_edu_breaks() (in module sgnlp.models.rst_pointer.data_prep) get_tokens() (in module sgnlp.models.span_extraction.evaluate_squad) get_vocab() (SenticGCNTokenizer method) GraphConvLayer (class in sgnlp.models.lsr.modules.gcn) GraphConvolution (class in sgnlp.models.sentic_gcn.modules.gcn)

H

h_t_idx_generator() (in module sgnlp.models.lsr.utils)

HierarchicalTransformer (class in sgnlp.models.rumour_detection_twitter.modules.transformer.hierarchical_transformer) histogram_na_prob() (in module sgnlp.models.span_extraction.evaluate_squad)

I

idx2ht() (in module sgnlp.models.lsr.utils) initialize_elmo() (in module sgnlp.models.rst_pointer.modules.elmo) InputExample (class in sgnlp.models.emotion_entailment.utils)

InputFeatures (class in sgnlp.models.emotion_entailment.utils) (class in sgnlp.models.span_extraction.utils) is_leaf() (in module sgnlp.models.rst_pointer.data_prep)

J

join_document() (in module sgnlp.models.lsr.utils)

L

LabelClassifier (class in sgnlp.models.rst_pointer.modules.classifier) Layer (class in sgnlp.models.rumour_detection_twitter.modules.layer.layer) lcs() (in module sgnlp.models.span_extraction.utils) LearnedPositionEncoder (class in sgnlp.models.rumour_detection_twitter.modules.encoder.learned_position_encoder) left_text (SenticGCNBertData attribute) (SenticGCNData attribute) load_and_process_senticnet() (in module sgnlp.models.sentic_gcn.utils) load_datasets() (in module sgnlp.models.rumour_detection_twitter.utils) load_examples() (in module sgnlp.models.emotion_entailment.utils) (in module sgnlp.models.span_extraction.utils) load_labelled() (in module sgnlp.models.ufd.utils) load_preprocessed_dataset() (in module sgnlp.models.rumour_detection_twitter.utils)

load_pretrained_embedding() (RumourDetectionTwitterModel method) load_trained_models() (in module sgnlp.models.ufd.utils) load_transform_dataset() (in module sgnlp.models.rumour_detection_twitter.utils) load_unlabelled() (in module sgnlp.models.ufd.utils) load_word_vec() (in module sgnlp.models.sentic_gcn.utils) lsr_collate_fn() (in module sgnlp.models.lsr.train) LsrConfig (class in sgnlp.models.lsr.config) LsrMetrics (class in sgnlp.models.lsr.train) LsrModel (class in sgnlp.models.lsr.modeling) LsrModelOutput (class in sgnlp.models.lsr.modeling) LsrPostprocessor (class in sgnlp.models.lsr.postprocess) LsrPreprocessor (class in sgnlp.models.lsr.preprocess) LsrPreTrainedModel (class in sgnlp.models.lsr.modeling)

M

main() (in module sgnlp.models.rst_pointer.data_prep) (in module sgnlp.models.span_extraction.evaluate_squad) make_eval_dict() (in module sgnlp.models.span_extraction.evaluate_squad) make_precision_recall_eval() (in module sgnlp.models.span_extraction.evaluate_squad) make_qid_to_has_ans() (in module sgnlp.models.span_extraction.evaluate_squad) merge_eval() (in module sgnlp.models.span_extraction.evaluate_squad) model_map() (UFDModelBuilder property) module sgnlp sgnlp.models sgnlp.models.csgec sgnlp.models.csgec.config sgnlp.models.csgec.modeling sgnlp.models.csgec.modules sgnlp.models.csgec.modules.context_gate sgnlp.models.csgec.modules.conv_attention sgnlp.models.csgec.modules.conv_decoder sgnlp.models.csgec.modules.conv_encoder sgnlp.models.csgec.modules.conv_glu sgnlp.models.csgec.modules.positional_embedding sgnlp.models.csgec.postprocess sgnlp.models.csgec.preprocess sgnlp.models.csgec.tokenization sgnlp.models.csgec.utils sgnlp.models.emotion_entailment sgnlp.models.emotion_entailment.config sgnlp.models.emotion_entailment.data_class sgnlp.models.emotion_entailment.eval sgnlp.models.emotion_entailment.modeling sgnlp.models.emotion_entailment.postprocess sgnlp.models.emotion_entailment.preprocess sgnlp.models.emotion_entailment.tokenization sgnlp.models.emotion_entailment.train sgnlp.models.emotion_entailment.utils sgnlp.models.lsr sgnlp.models.lsr.config sgnlp.models.lsr.modeling sgnlp.models.lsr.modules sgnlp.models.lsr.modules.attention sgnlp.models.lsr.modules.bert sgnlp.models.lsr.modules.encoder sgnlp.models.lsr.modules.gcn sgnlp.models.lsr.modules.reasoner sgnlp.models.lsr.postprocess sgnlp.models.lsr.preprocess sgnlp.models.lsr.train sgnlp.models.lsr.utils sgnlp.models.rst_pointer sgnlp.models.rst_pointer.config sgnlp.models.rst_pointer.data_class sgnlp.models.rst_pointer.data_prep sgnlp.models.rst_pointer.eval sgnlp.models.rst_pointer.modeling sgnlp.models.rst_pointer.modules sgnlp.models.rst_pointer.modules.classifier sgnlp.models.rst_pointer.modules.decoder_rnn sgnlp.models.rst_pointer.modules.elmo sgnlp.models.rst_pointer.modules.encoder_rnn sgnlp.models.rst_pointer.modules.pointer_attention sgnlp.models.rst_pointer.modules.type sgnlp.models.rst_pointer.postprocess sgnlp.models.rst_pointer.preprocess sgnlp.models.rst_pointer.train sgnlp.models.rst_pointer.utils sgnlp.models.rumour_detection_twitter sgnlp.models.rumour_detection_twitter.config sgnlp.models.rumour_detection_twitter.modeling sgnlp.models.rumour_detection_twitter.modules sgnlp.models.rumour_detection_twitter.modules.encoder sgnlp.models.rumour_detection_twitter.modules.encoder.learned_position_encoder sgnlp.models.rumour_detection_twitter.modules.encoder.position_encoder sgnlp.models.rumour_detection_twitter.modules.encoder.word_encoder sgnlp.models.rumour_detection_twitter.modules.layer sgnlp.models.rumour_detection_twitter.modules.layer.attention sgnlp.models.rumour_detection_twitter.modules.layer.feedforward_network sgnlp.models.rumour_detection_twitter.modules.layer.layer sgnlp.models.rumour_detection_twitter.modules.layer.multi_head_attention sgnlp.models.rumour_detection_twitter.modules.optimizer sgnlp.models.rumour_detection_twitter.modules.optimizer.scheduler sgnlp.models.rumour_detection_twitter.modules.submodules sgnlp.models.rumour_detection_twitter.modules.submodules.post_module sgnlp.models.rumour_detection_twitter.modules.submodules.word_module sgnlp.models.rumour_detection_twitter.modules.transformer sgnlp.models.rumour_detection_twitter.modules.transformer.hierarchical_transformer sgnlp.models.rumour_detection_twitter.modules.transformer.transformer sgnlp.models.rumour_detection_twitter.modules.transformer.transformer_baseline sgnlp.models.rumour_detection_twitter.tokenization sgnlp.models.rumour_detection_twitter.train sgnlp.models.rumour_detection_twitter.utils sgnlp.models.sentic_gcn sgnlp.models.sentic_gcn.config sgnlp.models.sentic_gcn.data_class sgnlp.models.sentic_gcn.eval sgnlp.models.sentic_gcn.modeling sgnlp.models.sentic_gcn.modules sgnlp.models.sentic_gcn.modules.dynamic_rnn sgnlp.models.sentic_gcn.modules.gcn sgnlp.models.sentic_gcn.postprocess sgnlp.models.sentic_gcn.preprocess sgnlp.models.sentic_gcn.tokenization sgnlp.models.sentic_gcn.train sgnlp.models.sentic_gcn.utils sgnlp.models.span_extraction sgnlp.models.span_extraction.config sgnlp.models.span_extraction.data_class sgnlp.models.span_extraction.eval sgnlp.models.span_extraction.evaluate_squad sgnlp.models.span_extraction.modeling sgnlp.models.span_extraction.postprocess sgnlp.models.span_extraction.preprocess sgnlp.models.span_extraction.tokenization sgnlp.models.span_extraction.train sgnlp.models.span_extraction.utils sgnlp.models.ufd sgnlp.models.ufd.config sgnlp.models.ufd.data_class sgnlp.models.ufd.eval sgnlp.models.ufd.model_builder sgnlp.models.ufd.modeling sgnlp.models.ufd.preprocess sgnlp.models.ufd.tokenization sgnlp.models.ufd.train sgnlp.models.ufd.utils sgnlp.utils sgnlp.utils.base_model sgnlp.utils.csv_writer sgnlp.utils.requirements

MultiHeadAttention (class in sgnlp.models.rumour_detection_twitter.modules.layer.multi_head_attention) MyAdagrad (class in sgnlp.models.lsr.train)

N

normalize_answer() (in module sgnlp.models.span_extraction.evaluate_squad)

normalize_nodes_slice() (in module sgnlp.models.rst_pointer.data_prep)

P

pad_and_truncate() (in module sgnlp.models.sentic_gcn.utils) pad_batched_sequences() (in module sgnlp.models.rumour_detection_twitter.utils) pad_sequence() (in module sgnlp.models.rumour_detection_twitter.utils) pad_structure() (in module sgnlp.models.rumour_detection_twitter.utils) parse_args() (in module sgnlp.models.lsr.train) (in module sgnlp.models.rumour_detection_twitter.train) (in module sgnlp.models.span_extraction.evaluate_squad) parse_args_and_load_config() (in module sgnlp.models.emotion_entailment.utils) (in module sgnlp.models.rst_pointer.utils) (in module sgnlp.models.sentic_gcn.utils) (in module sgnlp.models.span_extraction.utils) (in module sgnlp.models.ufd.utils)

parse_discourse_tree() (in module sgnlp.models.rst_pointer.data_prep) parse_discourse_tree_helper() (in module sgnlp.models.rst_pointer.data_prep) parse_discourse_tree_node() (in module sgnlp.models.rst_pointer.data_prep) plot_pr_curve() (in module sgnlp.models.span_extraction.evaluate_squad) PointerAtten (class in sgnlp.models.rst_pointer.modules.pointer_attention) PositionalEmbedding (class in sgnlp.models.csgec.modules.positional_embedding) PositionEncoder (class in sgnlp.models.rumour_detection_twitter.modules.encoder.position_encoder) PostModule (class in sgnlp.models.rumour_detection_twitter.modules.submodules.post_module) prepare_output_sentence() (in module sgnlp.models.csgec.postprocess) prepare_sentences() (in module sgnlp.models.csgec.preprocess) prepare_word_pos() (RumourDetectionTwitterModel method)

R

RawResult (class in sgnlp.models.span_extraction.utils) read_discourse_tree() (in module sgnlp.models.rst_pointer.data_prep) read_edus() (in module sgnlp.models.rst_pointer.data_prep) read_sentences() (in module sgnlp.models.rst_pointer.data_prep) read_sentences_for_file_format() (in module sgnlp.models.rst_pointer.data_prep) read_sentences_for_wsj_format() (in module sgnlp.models.rst_pointer.data_prep) RecconEmotionEntailmentArguments (class in sgnlp.models.emotion_entailment.data_class) RecconEmotionEntailmentConfig (class in sgnlp.models.emotion_entailment.config) RecconEmotionEntailmentData (class in sgnlp.models.emotion_entailment.utils) RecconEmotionEntailmentModel (class in sgnlp.models.emotion_entailment.modeling) RecconEmotionEntailmentPostprocessor (class in sgnlp.models.emotion_entailment.postprocess) RecconEmotionEntailmentPreprocessor (class in sgnlp.models.emotion_entailment.preprocess) RecconEmotionEntailmentTokenizer (class in sgnlp.models.emotion_entailment.tokenization) RecconSpanExtractionArguments (class in sgnlp.models.span_extraction.data_class) RecconSpanExtractionConfig (class in sgnlp.models.span_extraction.config) RecconSpanExtractionData (class in sgnlp.models.span_extraction.utils) RecconSpanExtractionModel (class in sgnlp.models.span_extraction.modeling) RecconSpanExtractionPostprocessor (class in sgnlp.models.span_extraction.postprocess) RecconSpanExtractionPreprocessor (class in sgnlp.models.span_extraction.preprocess)

RecconSpanExtractionTokenizer (class in sgnlp.models.span_extraction.tokenization) RstPointerParserConfig (class in sgnlp.models.rst_pointer.config) RstPointerParserModel (class in sgnlp.models.rst_pointer.modeling) RstPointerParserModelOutput (class in sgnlp.models.rst_pointer.modeling) RstPointerParserPreTrainedModel (class in sgnlp.models.rst_pointer.modeling) RstPointerParserTrainArgs (class in sgnlp.models.rst_pointer.data_class) RstPointerSegmenterConfig (class in sgnlp.models.rst_pointer.config) RstPointerSegmenterModel (class in sgnlp.models.rst_pointer.modeling) RstPointerSegmenterModelOutput (class in sgnlp.models.rst_pointer.modeling) RstPointerSegmenterPreTrainedModel (class in sgnlp.models.rst_pointer.modeling) RstPointerSegmenterTrainArgs (class in sgnlp.models.rst_pointer.data_class) RstPostprocessor (class in sgnlp.models.rst_pointer.postprocess) RstPreprocessor (class in sgnlp.models.rst_pointer.preprocess) RumourDetectionTwitterConfig (class in sgnlp.models.rumour_detection_twitter.config) RumourDetectionTwitterModel (class in sgnlp.models.rumour_detection_twitter.modeling) RumourDetectionTwitterModelOutput (class in sgnlp.models.rumour_detection_twitter.modeling) RumourDetectionTwitterPreTrainedModel (class in sgnlp.models.rumour_detection_twitter.modeling) RumourDetectionTwitterTokenizer (class in sgnlp.models.rumour_detection_twitter.tokenization) run_precision_recall_analysis() (in module sgnlp.models.span_extraction.evaluate_squad)

S

sample_a_sorted_batch_from_numpy() (in module sgnlp.models.rst_pointer.train) sample_batch() (in module sgnlp.models.rst_pointer.train) save_vocabulary() (SenticGCNTokenizer method) SelfAttention (class in sgnlp.models.lsr.modules.attention) SenticGCNBaseEvaluator (class in sgnlp.models.sentic_gcn.eval) SenticGCNBasePostprocessor (class in sgnlp.models.sentic_gcn.postprocess) SenticGCNBasePreprocessor (class in sgnlp.models.sentic_gcn.preprocess) SenticGCNBaseTrainer (class in sgnlp.models.sentic_gcn.train) SenticGCNBertConfig (class in sgnlp.models.sentic_gcn.config) SenticGCNBertData (class in sgnlp.models.sentic_gcn.preprocess) SenticGCNBertEmbeddingConfig (class in sgnlp.models.sentic_gcn.config) SenticGCNBertEmbeddingModel (class in sgnlp.models.sentic_gcn.modeling) SenticGCNBertEvaluator (class in sgnlp.models.sentic_gcn.eval) SenticGCNBertModel (class in sgnlp.models.sentic_gcn.modeling) SenticGCNBertModelOutput (class in sgnlp.models.sentic_gcn.modeling) SenticGCNBertPostprocessor (class in sgnlp.models.sentic_gcn.postprocess) SenticGCNBertPreprocessor (class in sgnlp.models.sentic_gcn.preprocess) SenticGCNBertPreTrainedModel (class in sgnlp.models.sentic_gcn.modeling) SenticGCNBertTokenizer (class in sgnlp.models.sentic_gcn.tokenization) SenticGCNBertTrainer (class in sgnlp.models.sentic_gcn.train) SenticGCNConfig (class in sgnlp.models.sentic_gcn.config) SenticGCNData (class in sgnlp.models.sentic_gcn.preprocess) SenticGCNDataset (class in sgnlp.models.sentic_gcn.utils) SenticGCNDatasetGenerator (class in sgnlp.models.sentic_gcn.utils) SenticGCNEmbeddingConfig (class in sgnlp.models.sentic_gcn.config) SenticGCNEmbeddingModel (class in sgnlp.models.sentic_gcn.modeling) SenticGCNEmbeddingPreTrainedModel (class in sgnlp.models.sentic_gcn.modeling) SenticGCNEvaluator (class in sgnlp.models.sentic_gcn.eval) SenticGCNModel (class in sgnlp.models.sentic_gcn.modeling) SenticGCNModelOutput (class in sgnlp.models.sentic_gcn.modeling) SenticGCNPostprocessor (class in sgnlp.models.sentic_gcn.postprocess) SenticGCNPreprocessor (class in sgnlp.models.sentic_gcn.preprocess) SenticGCNPreTrainedModel (class in sgnlp.models.sentic_gcn.modeling) SenticGCNTokenizer (class in sgnlp.models.sentic_gcn.tokenization) SenticGCNTrainArgs (class in sgnlp.models.sentic_gcn.data_class) SenticGCNTrainer (class in sgnlp.models.sentic_gcn.train) set_random_seed() (in module sgnlp.models.sentic_gcn.utils) setup() (in module sgnlp.models.rst_pointer.train) sgnlp module sgnlp.models module sgnlp.models.csgec module sgnlp.models.csgec.config module sgnlp.models.csgec.modeling module sgnlp.models.csgec.modules module sgnlp.models.csgec.modules.context_gate module sgnlp.models.csgec.modules.conv_attention module sgnlp.models.csgec.modules.conv_decoder module sgnlp.models.csgec.modules.conv_encoder module sgnlp.models.csgec.modules.conv_glu module sgnlp.models.csgec.modules.positional_embedding module sgnlp.models.csgec.postprocess module sgnlp.models.csgec.preprocess module sgnlp.models.csgec.tokenization module sgnlp.models.csgec.utils module sgnlp.models.emotion_entailment module sgnlp.models.emotion_entailment.config module sgnlp.models.emotion_entailment.data_class module sgnlp.models.emotion_entailment.eval module sgnlp.models.emotion_entailment.modeling module sgnlp.models.emotion_entailment.postprocess module sgnlp.models.emotion_entailment.preprocess module sgnlp.models.emotion_entailment.tokenization module sgnlp.models.emotion_entailment.train module sgnlp.models.emotion_entailment.utils module sgnlp.models.lsr module sgnlp.models.lsr.config module sgnlp.models.lsr.modeling module sgnlp.models.lsr.modules module sgnlp.models.lsr.modules.attention module sgnlp.models.lsr.modules.bert module sgnlp.models.lsr.modules.encoder module sgnlp.models.lsr.modules.gcn module sgnlp.models.lsr.modules.reasoner module sgnlp.models.lsr.postprocess module sgnlp.models.lsr.preprocess module sgnlp.models.lsr.train module sgnlp.models.lsr.utils module sgnlp.models.rst_pointer module sgnlp.models.rst_pointer.config module sgnlp.models.rst_pointer.data_class module sgnlp.models.rst_pointer.data_prep module sgnlp.models.rst_pointer.eval module sgnlp.models.rst_pointer.modeling module sgnlp.models.rst_pointer.modules module sgnlp.models.rst_pointer.modules.classifier module sgnlp.models.rst_pointer.modules.decoder_rnn module sgnlp.models.rst_pointer.modules.elmo module sgnlp.models.rst_pointer.modules.encoder_rnn module sgnlp.models.rst_pointer.modules.pointer_attention module sgnlp.models.rst_pointer.modules.type module

sgnlp.models.rst_pointer.postprocess module sgnlp.models.rst_pointer.preprocess module sgnlp.models.rst_pointer.train module sgnlp.models.rst_pointer.utils module sgnlp.models.rumour_detection_twitter module sgnlp.models.rumour_detection_twitter.config module sgnlp.models.rumour_detection_twitter.modeling module sgnlp.models.rumour_detection_twitter.modules module sgnlp.models.rumour_detection_twitter.modules.encoder module sgnlp.models.rumour_detection_twitter.modules.encoder.learned_position_encoder module sgnlp.models.rumour_detection_twitter.modules.encoder.position_encoder module sgnlp.models.rumour_detection_twitter.modules.encoder.word_encoder module sgnlp.models.rumour_detection_twitter.modules.layer module sgnlp.models.rumour_detection_twitter.modules.layer.attention module sgnlp.models.rumour_detection_twitter.modules.layer.feedforward_network module sgnlp.models.rumour_detection_twitter.modules.layer.layer module sgnlp.models.rumour_detection_twitter.modules.layer.multi_head_attention module sgnlp.models.rumour_detection_twitter.modules.optimizer module sgnlp.models.rumour_detection_twitter.modules.optimizer.scheduler module sgnlp.models.rumour_detection_twitter.modules.submodules module sgnlp.models.rumour_detection_twitter.modules.submodules.post_module module sgnlp.models.rumour_detection_twitter.modules.submodules.word_module module sgnlp.models.rumour_detection_twitter.modules.transformer module sgnlp.models.rumour_detection_twitter.modules.transformer.hierarchical_transformer module sgnlp.models.rumour_detection_twitter.modules.transformer.transformer module sgnlp.models.rumour_detection_twitter.modules.transformer.transformer_baseline module sgnlp.models.rumour_detection_twitter.tokenization module sgnlp.models.rumour_detection_twitter.train module sgnlp.models.rumour_detection_twitter.utils module sgnlp.models.sentic_gcn module sgnlp.models.sentic_gcn.config module sgnlp.models.sentic_gcn.data_class module sgnlp.models.sentic_gcn.eval module sgnlp.models.sentic_gcn.modeling module sgnlp.models.sentic_gcn.modules module sgnlp.models.sentic_gcn.modules.dynamic_rnn module sgnlp.models.sentic_gcn.modules.gcn module sgnlp.models.sentic_gcn.postprocess module sgnlp.models.sentic_gcn.preprocess module sgnlp.models.sentic_gcn.tokenization module sgnlp.models.sentic_gcn.train module sgnlp.models.sentic_gcn.utils module sgnlp.models.span_extraction module sgnlp.models.span_extraction.config module sgnlp.models.span_extraction.data_class module sgnlp.models.span_extraction.eval module sgnlp.models.span_extraction.evaluate_squad module sgnlp.models.span_extraction.modeling module sgnlp.models.span_extraction.postprocess module sgnlp.models.span_extraction.preprocess module sgnlp.models.span_extraction.tokenization module sgnlp.models.span_extraction.train module sgnlp.models.span_extraction.utils module sgnlp.models.ufd module sgnlp.models.ufd.config module sgnlp.models.ufd.data_class module sgnlp.models.ufd.eval module sgnlp.models.ufd.model_builder module sgnlp.models.ufd.modeling module sgnlp.models.ufd.preprocess module sgnlp.models.ufd.tokenization module sgnlp.models.ufd.train module sgnlp.models.ufd.utils module sgnlp.utils module sgnlp.utils.base_model module sgnlp.utils.csv_writer module sgnlp.utils.requirements module span_length() (in module sgnlp.models.rst_pointer.data_prep) span_within() (in module sgnlp.models.rst_pointer.data_prep) squad_convert_examples_to_features() (in module sgnlp.models.span_extraction.utils) start_logits (RawResult attribute) step() (MyAdagrad method) StructInduction (class in sgnlp.models.lsr.modules.reasoner) subword_tokenize() (Bert method) subword_tokenize_to_ids() (Bert method)

T

test_ufd() (in module sgnlp.models.ufd.eval) to_list() (in module sgnlp.models.span_extraction.utils) tokenize_threads() (RumourDetectionTwitterTokenizer method) train() (SenticGCNBertTrainer method) (SenticGCNTrainer method) train_model() (in module sgnlp.models.emotion_entailment.train) (in module sgnlp.models.lsr.train) (in module sgnlp.models.rumour_detection_twitter.train) (in module sgnlp.models.span_extraction.train)

train_parser() (in module sgnlp.models.rst_pointer.train) train_segmenter() (in module sgnlp.models.rst_pointer.train) transform_discourse_tree_splits_relation_label() (in module sgnlp.models.rst_pointer.data_prep) Transformer (class in sgnlp.models.rumour_detection_twitter.modules.transformer.transformer) TransformerBaseline (class in sgnlp.models.rumour_detection_twitter.modules.transformer.transformer_baseline) truncate_to_max_length() (in module sgnlp.models.span_extraction.utils)

U

UFDAdaptorDomainConfig (class in sgnlp.models.ufd.config) UFDAdaptorDomainModel (class in sgnlp.models.ufd.modeling) UFDAdaptorDomainPreTrainedModel (class in sgnlp.models.ufd.modeling) UFDAdaptorGlobalConfig (class in sgnlp.models.ufd.config) UFDAdaptorGlobalModel (class in sgnlp.models.ufd.modeling) UFDAdaptorGlobalPreTrainedModel (class in sgnlp.models.ufd.modeling) UFDArguments (class in sgnlp.models.ufd.data_class) UFDClassifierConfig (class in sgnlp.models.ufd.config) UFDClassifierModel (class in sgnlp.models.ufd.modeling) UFDClassifierPreTrainedModel (class in sgnlp.models.ufd.modeling) UFDCombineFeaturesMapConfig (class in sgnlp.models.ufd.config) UFDCombineFeaturesMapModel (class in sgnlp.models.ufd.modeling)

UFDCombineFeaturesMapPreTrainedModel (class in sgnlp.models.ufd.modeling) UFDDeepInfoMaxLossModel (class in sgnlp.models.ufd.modeling) UFDEmbeddingConfig (class in sgnlp.models.ufd.config) UFDEmbeddingModel (class in sgnlp.models.ufd.modeling) UFDMaxDiscriminatorModel (class in sgnlp.models.ufd.modeling) UFDMinDiscriminatorModel (class in sgnlp.models.ufd.modeling) UFDModel (class in sgnlp.models.ufd.modeling) UFDModelBuilder (class in sgnlp.models.ufd.model_builder) UFDModelOutput (class in sgnlp.models.ufd.modeling) UFDPreprocessor (class in sgnlp.models.ufd.preprocess) UFDTokenizer (class in sgnlp.models.ufd.tokenization) unique_id (RawResult attribute)

V

vocab_size() (SenticGCNTokenizer property)

W

WarmupScheduler (class in sgnlp.models.rumour_detection_twitter.modules.optimizer.scheduler) WordEncoder (class in sgnlp.models.rumour_detection_twitter.modules.encoder.word_encoder)

WordModule (class in sgnlp.models.rumour_detection_twitter.modules.submodules.word_module) write_predictions() (in module sgnlp.models.span_extraction.utils)