Index

_

__getitem__() (_BilingualDataset method) (_SequentialDataset method) __len__() (_BilingualDataset method) (_SequentialDataset method) _add_handler() (Logger method) _BilingualDataset (class in topmost.data.crosslingual_dataset) _cls() (in module topmost.eva) (in module topmost.eva.classification) _clustering() (in module topmost.eva) (in module topmost.eva.clustering) _coherence() (in module topmost.eva) (in module topmost.eva.topic_coherence) _commitment_cost (TopicDistQuant attribute)

_diversity() (in module topmost.eva) (in module topmost.eva.topic_diversity) _embedding (TopicDistQuant attribute) _embedding_dim (TopicDistQuant attribute) _get_activation_fn() (in module topmost.models.hierarchical.SawETM.block) _gyration() (PoincareBall method), [1] _lambda_x() (PoincareBall method), [1] _mobius_add() (PoincareBall method), [1] _mobius_matvec() (PoincareBall method), [1] _mobius_mul() (PoincareBall method), [1] _num_embeddings (TopicDistQuant attribute) _SequentialDataset (class in topmost.data.dynamic_dataset) _time_slice_diversity() (in module topmost.eva.topic_diversity)

A

a (CFDTM attribute), [1], [2] (CombinedTM attribute), [1], [2] (DecTM attribute), [1], [2] (ECRTM attribute), [1], [2] (InfoCTM attribute), [1], [2] (NMTM attribute), [1], [2] (ProdLDA attribute), [1], [2] activation (ResBlock attribute) alpha (HDPGensimTrainer attribute), [1], [2] (in module topmost.preprocess.preprocess) (LDAGensimTrainer attribute), [1], [2] (SawETM attribute), [1], [2]

alpha_or_num (in module topmost.preprocess.preprocess) alphanum (in module topmost.preprocess.preprocess) alphas (DTMTrainer attribute), [1], [2] ArCos() (in module topmost.models.hierarchical.HyperMiner.manifolds.math_util) ArCosh() (in module topmost.models.hierarchical.HyperMiner.manifolds.math_util) ArSin() (in module topmost.models.hierarchical.HyperMiner.manifolds.math_util) ArSinC() (in module topmost.models.hierarchical.HyperMiner.manifolds.math_util) ArSinh() (in module topmost.models.hierarchical.HyperMiner.manifolds.math_util) ArTan() (in module topmost.models.hierarchical.HyperMiner.manifolds.math_util) ArTanC() (in module topmost.models.hierarchical.HyperMiner.manifolds.math_util) ArTanh() (in module topmost.models.hierarchical.HyperMiner.manifolds.math_util)

B

BasicDataset (class in topmost) (class in topmost.data) (class in topmost.data.basic_dataset) BasicTrainer (class in topmost) (class in topmost.trainers) (class in topmost.trainers.basic.basic_trainer) batch_size (BasicTrainer attribute), [1], [2] (CrosslingualDataset attribute), [1], [2] (CrosslingualTrainer attribute), [1], [2] (DynamicTrainer attribute), [1], [2] (HierarchicalTrainer attribute), [1], [2] BERTopicTrainer (class in topmost) (class in topmost.trainers) (class in topmost.trainers.basic.BERTopic_trainer) beta (DecTM attribute), [1], [2] beta_temp (CFDTM attribute), [1], [2] (ECRTM attribute), [1], [2] (TraCo attribute), [1], [2]

bias_p (CDDecoder attribute) bias_topk (CDDecoder attribute) bias_vectors (CDDecoder attribute) bn (ResBlock attribute) bottom_word_embeddings (HyperMiner property), [1], [2] (SawETM property), [1], [2] (TraCo attribute), [1], [2] bow (_SequentialDataset attribute) bow_cn (_BilingualDataset attribute) bow_en (_BilingualDataset attribute) bow_size_cn (_BilingualDataset attribute) bow_size_en (_BilingualDataset attribute) build_CVL_mask() (TAMI method) build_hierarchy() (in module topmost.eva.build_hierarchy)

C

CDDecoder (class in topmost.models.hierarchical.TraCo.CDDecoder) (TraCo attribute), [1], [2] CFDTM (class in topmost) (class in topmost.models) (class in topmost.models.dynamic.CFDTM.CFDTM) chain_variance (DTMTrainer attribute), [1], [2] chunksize (HDPGensimTrainer attribute), [1], [2] clean_group_info() (in module topmost.eva.hierarchy_quality) clean_info() (in module topmost.eva.hierarchy_quality) clean_text() (Tokenizer method) clip (Manifold attribute), [1] clip_r (HyperMiner attribute), [1], [2] clustering_metrics() (in module topmost.eva.clustering) CombinedTM (class in topmost) (class in topmost.models) (class in topmost.models.basic.CombinedTM) compute_CLNPMI() (in module topmost.eva.hierarchy_quality) compute_diff_topic_pair() (in module topmost.eva.hierarchy_quality)

compute_loss() (ETC method) compute_loss_KL() (ECRTM method), [1], [2] (TraCo method), [1], [2] compute_loss_TM() (InfoCTM method), [1], [2] compute_pos_neg() (TAMI method) compute_TD() (in module topmost.eva.hierarchy_quality) contrast_loss (TSCTM attribute), [1], [2] convert_labels() (Preprocess method), [1], [2] convert_topicStr_to_dict() (in module topmost.eva.hierarchy_quality) Cos() (in module topmost.models.hierarchical.HyperMiner.manifolds.math_util) Cosh() (in module topmost.models.hierarchical.HyperMiner.manifolds.math_util) crosslingual_cls() (in module topmost.eva) (in module topmost.eva.classification) CrosslingualDataset (class in topmost) (class in topmost.data) (class in topmost.data.crosslingual_dataset) CrosslingualTrainer (class in topmost) (class in topmost.trainers) (class in topmost.trainers.crosslingual.crosslingual_trainer)

D

dataset (BasicTrainer attribute), [1], [2] (BERTopicTrainer attribute), [1], [2] (CrosslingualTrainer attribute), [1], [2] (DTMTrainer attribute), [1], [2] (DynamicTrainer attribute), [1], [2] (FASTopicTrainer attribute), [1], [2] (HDPGensimTrainer attribute), [1], [2] (HierarchicalTrainer attribute), [1], [2] (LDAGensimTrainer attribute), [1], [2] (LDASklearnTrainer attribute), [1], [2] (NMFGensimTrainer attribute), [1], [2] (NMFSklearnTrainer attribute), [1], [2] decode() (CFDTM method), [1], [2] (CombinedTM method), [1], [2] (DecTM method), [1], [2] (InfoCTM method), [1], [2] (NMTM method), [1], [2] (ProdLDA method), [1], [2] (TSCTM method), [1], [2] decoder_bn (CFDTM attribute), [1], [2] (CombinedTM attribute), [1], [2] (DecTM attribute), [1], [2] (DETM attribute), [1], [2] (ECRTM attribute), [1], [2] (ProdLDA attribute), [1], [2] (TSCTM attribute), [1], [2] decoder_bn_cn (InfoCTM attribute), [1], [2] (NMTM attribute), [1], [2] decoder_bn_en (InfoCTM attribute), [1], [2] (NMTM attribute), [1], [2] decoder_bn_list (CDDecoder attribute)

DecTM (class in topmost) (class in topmost.models) (class in topmost.models.basic.DecTM) delta (DETM attribute), [1], [2] DETM (class in topmost) (class in topmost.models) (class in topmost.models.dynamic.DETM) device (DETM attribute), [1], [2] (SawETM attribute), [1], [2] dist() (Euclidean method), [1] (Manifold method) (PoincareBall method), [1] DocEmbedModel (class in topmost.data.basic_dataset) download_articles() (in module topmost.data.download_20ng) download_dataset() (in module topmost) (in module topmost.data) (in module topmost.data.download) download_save() (in module topmost.data.download_20ng) DTMTrainer (class in topmost) (class in topmost.trainers) (class in topmost.trainers.dynamic.DTM_trainer) dtype (Manifold attribute), [1] dynamic_coherence() (in module topmost.eva) (in module topmost.eva.topic_coherence) dynamic_diversity() (in module topmost.eva) (in module topmost.eva.topic_diversity) DynamicDataset (class in topmost) (class in topmost.data) (class in topmost.data.dynamic_dataset) DynamicTrainer (class in topmost) (class in topmost.trainers) (class in topmost.trainers.dynamic.dynamic_trainer)

E

e1 (NSTM attribute), [1], [2] e2 (NSTM attribute), [1], [2] e_dropout (NSTM attribute), [1], [2] ECR (class in topmost.models.basic.ECRTM.ECR) (ECRTM attribute), [1], [2] ECRTM (class in topmost) (class in topmost.models) (class in topmost.models.basic.ECRTM.ECRTM) egrad2rgrad() (Euclidean method), [1] (Manifold method) (PoincareBall method), [1] em_max_iter (DTMTrainer attribute), [1], [2] em_min_iter (DTMTrainer attribute), [1], [2] enc_drop (DETM attribute), [1], [2] encode() (CombinedTM method), [1], [2] (DecTM method), [1], [2] (DocEmbedModel method) (ECRTM method), [1], [2] (ETM method), [1], [2] (NMTM method), [1], [2] (ProdLDA method), [1], [2] (TSCTM method), [1], [2] encoder (CFDTM attribute), [1], [2] (TraCo attribute), [1], [2] encoder1 (ETM attribute), [1], [2] encoder_cn (InfoCTM attribute), [1], [2] encoder_en (InfoCTM attribute), [1], [2] epochs (BasicTrainer attribute), [1], [2] (CrosslingualTrainer attribute), [1], [2] (DynamicTrainer attribute), [1], [2] (FASTopicTrainer attribute), [1], [2] (HierarchicalTrainer attribute), [1], [2] eps (Manifold attribute), [1]

epsilon (ECR attribute) (TPD attribute) eta (HDPGensimTrainer attribute), [1], [2] (LDAGensimTrainer attribute), [1], [2] eta_dropout (DETM attribute), [1], [2] eta_hidden_size (DETM attribute), [1], [2] eta_nlayers (DETM attribute), [1], [2] ETC (CFDTM attribute), [1], [2] (class in topmost.models.dynamic.CFDTM.ETC) (UWE attribute) ETM (class in topmost) (class in topmost.models) (class in topmost.models.basic.ETM) Euclidean (class in topmost.models.hierarchical.HyperMiner.manifolds) (class in topmost.models.hierarchical.HyperMiner.manifolds.euclidean) expmap() (Euclidean method), [1] (Manifold method) (PoincareBall method), [1] expmap0() (Euclidean method), [1] (Manifold method) (PoincareBall method), [1] export_theta() (BasicTrainer method), [1], [2] (BERTopicTrainer method), [1], [2] (CrosslingualTrainer method), [1], [2] (DTMTrainer method), [1], [2] (DynamicTrainer method), [1], [2] (FASTopicTrainer method), [1], [2] (HDPGensimTrainer method), [1], [2] (HierarchicalTrainer method), [1], [2] (LDAGensimTrainer method), [1], [2] (LDASklearnTrainer method), [1], [2] (NMFGensimTrainer method), [1], [2] (NMFSklearnTrainer method), [1], [2] extract_nonchild_topic_list() (in module topmost.eva.hierarchy_quality)

F

FASTopicTrainer (class in topmost) (class in topmost.trainers) (class in topmost.trainers.basic.FASTopic_trainer) fc1 (ResBlock attribute) fc11 (CombinedTM attribute), [1], [2] (DecTM attribute), [1], [2] (ECRTM attribute), [1], [2] (MLPEncoder attribute) (ProdLDA attribute), [1], [2] (TSCTM attribute), [1], [2] fc11_cn (NMTM attribute), [1], [2] fc11_en (NMTM attribute), [1], [2] fc12 (CombinedTM attribute), [1], [2] (DecTM attribute), [1], [2] (ECRTM attribute), [1], [2] (MLPEncoder attribute) (NMTM attribute), [1], [2] (ProdLDA attribute), [1], [2] (TSCTM attribute), [1], [2] fc1_drop (CombinedTM attribute), [1], [2] (DecTM attribute), [1], [2] (MLPEncoder attribute) (NMTM attribute), [1], [2] (ProdLDA attribute), [1], [2] fc1_dropout (ECRTM attribute), [1], [2] fc2 (ResBlock attribute) fc21 (CombinedTM attribute), [1], [2] (DecTM attribute), [1], [2] (ECRTM attribute), [1], [2] (ETM attribute), [1], [2] (MLPEncoder attribute) (NMTM attribute), [1], [2] (ProdLDA attribute), [1], [2] (TSCTM attribute), [1], [2] fc22 (CombinedTM attribute), [1], [2] (DecTM attribute), [1], [2] (ECRTM attribute), [1], [2] (ETM attribute), [1], [2] (MLPEncoder attribute) (NMTM attribute), [1], [2] (ProdLDA attribute), [1], [2]

fc_contextual (CombinedTM attribute), [1], [2] fcd1 (CombinedTM attribute), [1], [2] (ProdLDA attribute), [1], [2] (TSCTM attribute), [1], [2] feat_clip() (HyperMiner method), [1], [2] forward() (CDDecoder method) (CFDTM method), [1], [2] (CombinedTM method), [1], [2] (DecTM method), [1], [2] (DETM method), [1], [2] (ECR method) (ECRTM method), [1], [2] (ETC method) (ETM method), [1], [2] (HyperMiner method), [1], [2] (InfoCTM method), [1], [2] (MLPEncoder method) (NMTM method), [1], [2] (NSTM method), [1], [2] (ProdLDA method), [1], [2] (ResBlock method) (SawETM method), [1], [2] (TAMI method) (TopicDistQuant method) (TPD method) (TraCo method), [1], [2] (TSC method) (TSCTM method), [1], [2] (UWE method)

G

gam_prior (SawETM attribute), [1], [2] gamma (HDPGensimTrainer attribute), [1], [2] get_activation() (DETM method), [1], [2] get_alpha() (DETM method), [1], [2] get_beta() (BasicTrainer method), [1], [2] (BERTopicTrainer method), [1], [2] (CFDTM method), [1], [2] (CombinedTM method), [1], [2] (CrosslingualTrainer method), [1], [2] (DecTM method), [1], [2] (DETM method), [1], [2] (DTMTrainer method), [1], [2] (DynamicTrainer method), [1], [2] (ECRTM method), [1], [2] (ETM method), [1], [2] (FASTopicTrainer method), [1], [2] (HDPGensimTrainer method), [1], [2] (HierarchicalTrainer method), [1], [2] (HyperMiner method), [1], [2] (InfoCTM method), [1], [2] (LDAGensimTrainer method), [1], [2] (LDASklearnTrainer method), [1], [2] (NMFGensimTrainer method), [1], [2] (NMFSklearnTrainer method), [1], [2] (NMTM method), [1], [2] (NSTM method), [1], [2] (ProdLDA method), [1], [2] (SawETM method), [1], [2] (TraCo method), [1], [2] (TSCTM method), [1], [2] get_child_topic_idx() (in module topmost.eva.build_hierarchy) get_CLNPMI() (in module topmost.eva.hierarchy_quality) get_eta() (DETM method), [1], [2] get_KL() (CFDTM method), [1], [2] get_kl() (DETM method), [1], [2] get_loss_ECR() (ECRTM method), [1], [2] get_Map() (CrosslingualDataset method), [1], [2] get_NLL() (CFDTM method), [1], [2] (DETM method), [1], [2] get_nll() (SawETM method), [1], [2] get_phi() (HierarchicalTrainer method), [1], [2] (HyperMiner method), [1], [2]

get_phi_list() (HyperMiner method), [1], [2] (SawETM method), [1], [2] (TraCo method), [1], [2] get_phis() (SawETM method), [1], [2] get_sibling_groups() (in module topmost.eva.hierarchy_quality) get_Sibling_NPMI() (in module topmost.eva.hierarchy_quality) get_Sibling_TD() (in module topmost.eva.hierarchy_quality) get_stopwords_set() (in module topmost.utils._utils) get_theta() (CFDTM method), [1], [2] (CombinedTM method), [1], [2] (DecTM method), [1], [2] (DETM method), [1], [2] (DTMTrainer method), [1], [2] (ECRTM method), [1], [2] (ETM method), [1], [2] (HyperMiner method), [1], [2] (InfoCTM method), [1], [2] (NMTM method), [1], [2] (NSTM method), [1], [2] (ProdLDA method), [1], [2] (SawETM method), [1], [2] (TraCo method), [1], [2] (TSCTM method), [1], [2] get_time_wordfreq() (DynamicDataset method), [1], [2] get_top_words() (BasicTrainer method), [1], [2] (BERTopicTrainer method), [1], [2] (CrosslingualTrainer method), [1], [2] (DTMTrainer method), [1], [2] (DynamicTrainer method), [1], [2] (FASTopicTrainer method), [1], [2] (HDPGensimTrainer method), [1], [2] (HierarchicalTrainer method), [1], [2] (in module topmost.utils._utils) (LDAGensimTrainer method), [1], [2] (LDASklearnTrainer method), [1], [2] (NMFGensimTrainer method), [1], [2] (NMFSklearnTrainer method), [1], [2] get_topic_groups() (in module topmost.eva.hierarchy_quality) get_topic_pairs() (in module topmost.eva.hierarchy_quality) get_topics_difference() (in module topmost.eva.hierarchy_quality) get_topk_indices() (UWE method) get_topk_tensor() (in module topmost.models.hierarchical.TraCo.utils)

H

h_encoder (SawETM attribute), [1], [2] HDPGensimTrainer (class in topmost) (class in topmost.trainers) (class in topmost.trainers.hierarchical.HDP_trainer) hierarchical_cls() (in module topmost.eva) (in module topmost.eva.classification) hierarchical_clustering() (in module topmost.eva) (in module topmost.eva.clustering)

HierarchicalTrainer (class in topmost) (class in topmost.trainers) (class in topmost.trainers.hierarchical.hierarchical_trainer) hierarchy_quality() (in module topmost.eva) (in module topmost.eva.hierarchy_quality) HyperMiner (class in topmost) (class in topmost.models) (class in topmost.models.hierarchical.HyperMiner.HyperMiner)

I

in_features (ResBlock attribute) infer_theta() (CrosslingualTrainer method), [1], [2] info() (Logger method) InfoCTM (class in topmost) (class in topmost.models) (class in topmost.models.crosslingual.InfoCTM.InfoCTM)

init_hidden() (DETM method), [1], [2] inner() (Euclidean method), [1] (Manifold method) (PoincareBall method), [1]

K

K (HDPGensimTrainer attribute), [1], [2] kappa (HDPGensimTrainer attribute), [1], [2]

keep_alphanum (Tokenizer attribute) keep_num (Tokenizer attribute) kl_weibull_gamma() (SawETM method), [1], [2]

L

lam (NMTM attribute), [1], [2] lda_inference_max_iter (DTMTrainer attribute), [1], [2] LDAGensimTrainer (class in topmost) (class in topmost.trainers) (class in topmost.trainers.basic.LDA_trainer) LDASklearnTrainer (class in topmost) (class in topmost.trainers) (class in topmost.trainers.basic.LDA_trainer) learning_rate (BasicTrainer attribute), [1], [2] (CrosslingualTrainer attribute), [1], [2] (DynamicTrainer attribute), [1], [2] (HierarchicalTrainer attribute), [1], [2] load_data() (BasicDataset method), [1], [2] (DynamicDataset method), [1], [2] log_interval (BasicTrainer attribute), [1], [2] (CrosslingualTrainer attribute), [1], [2] (DynamicTrainer attribute), [1], [2] (HierarchicalTrainer attribute), [1], [2] log_max() (SawETM method), [1], [2] Logger (class in topmost.utils.logger) logger (in module topmost.data.download) (in module topmost.preprocess.preprocess) (in module topmost.trainers.basic.basic_trainer) (in module topmost.trainers.basic.FASTopic_trainer) (in module topmost.trainers.basic.LDA_trainer) (in module topmost.trainers.crosslingual.crosslingual_trainer) (in module topmost.trainers.dynamic.DTM_trainer) (in module topmost.trainers.dynamic.dynamic_trainer) (in module topmost.trainers.hierarchical.HDP_trainer) (in module topmost.trainers.hierarchical.hierarchical_trainer) (Logger attribute)

logmap() (Euclidean method), [1] (Manifold method) (PoincareBall method), [1] logmap0() (Euclidean method), [1] (Manifold method) (PoincareBall method), [1] logsigma_q_alpha (DETM attribute), [1], [2] logsigma_q_eta (DETM attribute), [1], [2] logsigma_q_theta (DETM attribute), [1], [2] logvar_bn (CombinedTM attribute), [1], [2] (DecTM attribute), [1], [2] (ECRTM attribute), [1], [2] (MLPEncoder attribute) (NMTM attribute), [1], [2] (ProdLDA attribute), [1], [2] loss_function() (CombinedTM method), [1], [2] (DecTM method), [1], [2] (ETM method), [1], [2] (NMTM method), [1], [2] (ProdLDA method), [1], [2] (TSCTM method), [1], [2] lower (Tokenizer attribute) lr_scheduler (BasicTrainer attribute), [1], [2] (CrosslingualTrainer attribute), [1], [2] (DynamicTrainer attribute), [1], [2] (HierarchicalTrainer attribute), [1], [2] lr_step_size (BasicTrainer attribute), [1], [2] (CrosslingualTrainer attribute), [1], [2] (DynamicTrainer attribute), [1], [2] (HierarchicalTrainer attribute), [1], [2]

M

make_dir() (in module topmost.data.file_utils) make_lr_scheduler() (BasicTrainer method), [1], [2] (CrosslingualTrainer method), [1], [2] (DynamicTrainer method), [1], [2] (HierarchicalTrainer method), [1], [2] make_optimizer() (BasicTrainer method), [1], [2] (CrosslingualTrainer method), [1], [2] (DynamicTrainer method), [1], [2] (HierarchicalTrainer method), [1], [2] make_word_embeddings() (in module topmost.preprocess.preprocess) Manifold (class in topmost.models.hierarchical.HyperMiner.manifolds.base) manifold (HyperMiner attribute), [1], [2] Map_cn2en (CrosslingualDataset attribute), [1], [2] (NMTM attribute), [1], [2] Map_en2cn (CrosslingualDataset attribute), [1], [2] (NMTM attribute), [1], [2] max_chunks (HDPGensimTrainer attribute), [1], [2] max_doc_freq (Preprocess attribute), [1], [2] max_iter (LDAGensimTrainer attribute), [1], [2] (NMFGensimTrainer attribute), [1], [2] max_norm (Manifold attribute), [1] max_time (HDPGensimTrainer attribute), [1], [2] mean_bn (CombinedTM attribute), [1], [2] (DecTM attribute), [1], [2] (ECRTM attribute), [1], [2] (MLPEncoder attribute) (NMTM attribute), [1], [2] (NSTM attribute), [1], [2] (ProdLDA attribute), [1], [2] (TSCTM attribute), [1], [2] min_doc_count (Preprocess attribute), [1], [2] min_length (Tokenizer attribute) min_norm (Manifold attribute), [1] min_term (Preprocess attribute), [1], [2] MLPEncoder (class in topmost.models.Encoder) model (BasicTrainer attribute), [1], [2] (BERTopicTrainer attribute), [1], [2] (CrosslingualTrainer attribute), [1], [2] (DynamicTrainer attribute), [1], [2] (FASTopicTrainer attribute), [1], [2] (HierarchicalTrainer attribute), [1], [2] (LDASklearnTrainer attribute), [1], [2] (NMFSklearnTrainer attribute), [1], [2] module topmost topmost.data topmost.data.basic_dataset topmost.data.crosslingual_dataset topmost.data.download topmost.data.download_20ng topmost.data.dynamic_dataset topmost.data.file_utils topmost.eva topmost.eva.build_hierarchy topmost.eva.classification topmost.eva.clustering topmost.eva.hierarchy_quality topmost.eva.topic_coherence topmost.eva.topic_diversity topmost.models topmost.models.basic topmost.models.basic.CombinedTM topmost.models.basic.DecTM topmost.models.basic.ECRTM topmost.models.basic.ECRTM.ECR topmost.models.basic.ECRTM.ECRTM topmost.models.basic.ETM topmost.models.basic.NSTM topmost.models.basic.NSTM.auto_diff_sinkhorn topmost.models.basic.NSTM.NSTM topmost.models.basic.ProdLDA topmost.models.basic.TSCTM topmost.models.basic.TSCTM.TopicDistQuant topmost.models.basic.TSCTM.TSC topmost.models.basic.TSCTM.TSCTM topmost.models.crosslingual topmost.models.crosslingual.InfoCTM topmost.models.crosslingual.InfoCTM.InfoCTM topmost.models.crosslingual.InfoCTM.TAMI topmost.models.crosslingual.NMTM topmost.models.dynamic topmost.models.dynamic.CFDTM topmost.models.dynamic.CFDTM.CFDTM topmost.models.dynamic.CFDTM.ETC topmost.models.dynamic.CFDTM.UWE topmost.models.dynamic.DETM topmost.models.Encoder topmost.models.hierarchical topmost.models.hierarchical.HyperMiner topmost.models.hierarchical.HyperMiner.HyperMiner topmost.models.hierarchical.HyperMiner.manifolds topmost.models.hierarchical.HyperMiner.manifolds.base topmost.models.hierarchical.HyperMiner.manifolds.euclidean topmost.models.hierarchical.HyperMiner.manifolds.math_util topmost.models.hierarchical.HyperMiner.manifolds.poincare topmost.models.hierarchical.ProGBN topmost.models.hierarchical.SawETM topmost.models.hierarchical.SawETM.block topmost.models.hierarchical.SawETM.SawETM topmost.models.hierarchical.TraCo topmost.models.hierarchical.TraCo.CDDecoder topmost.models.hierarchical.TraCo.TPD topmost.models.hierarchical.TraCo.TraCo topmost.models.hierarchical.TraCo.utils topmost.preprocess topmost.preprocess.preprocess topmost.trainers topmost.trainers.basic topmost.trainers.basic.basic_trainer topmost.trainers.basic.BERTopic_trainer topmost.trainers.basic.FASTopic_trainer topmost.trainers.basic.LDA_trainer topmost.trainers.basic.NMF_trainer topmost.trainers.crosslingual topmost.trainers.crosslingual.crosslingual_trainer topmost.trainers.dynamic topmost.trainers.dynamic.DTM_trainer topmost.trainers.dynamic.dynamic_trainer topmost.trainers.hierarchical topmost.trainers.hierarchical.HDP_trainer topmost.trainers.hierarchical.hierarchical_trainer topmost.utils topmost.utils._utils topmost.utils.logger

move_to_device() (CrosslingualDataset method), [1], [2] mu2 (CFDTM attribute), [1], [2] (CombinedTM attribute), [1], [2] (DecTM attribute), [1], [2] (ECRTM attribute), [1], [2] (InfoCTM attribute), [1], [2] (NMTM attribute), [1], [2] (ProdLDA attribute), [1], [2] mu_q_alpha (DETM attribute), [1], [2] mu_q_eta (DETM attribute), [1], [2] mu_q_theta (DETM attribute), [1], [2] multiaspect_diversity() (in module topmost.eva) (in module topmost.eva.topic_diversity) MutualInfo() (TAMI method)

N

name (Euclidean attribute), [1], [2], [3] (PoincareBall attribute), [1] neg_topk (UWE attribute) neg_trans_mask_cn (TAMI attribute) neg_trans_mask_en (TAMI attribute) NMFGensimTrainer (class in topmost) (class in topmost.trainers) (class in topmost.trainers.basic.NMF_trainer) NMFSklearnTrainer (class in topmost) (class in topmost.trainers) (class in topmost.trainers.basic.NMF_trainer) NMTM (class in topmost) (class in topmost.models) (class in topmost.models.crosslingual.NMTM) NSTM (class in topmost) (class in topmost.models) (class in topmost.models.basic.NSTM.NSTM) num_hiddens_list (SawETM attribute), [1], [2] num_layers (CDDecoder attribute) (SawETM attribute), [1], [2] (TraCo attribute), [1], [2] num_times (DETM attribute), [1], [2] (DynamicDataset attribute), [1], [2] (ETC attribute) (UWE attribute)

num_top_words (BasicTrainer attribute), [1], [2] (CrosslingualTrainer attribute), [1], [2] (DTMTrainer attribute), [1], [2] (DynamicTrainer attribute), [1], [2] (FASTopicTrainer attribute), [1], [2] (HDPGensimTrainer attribute), [1], [2] (HierarchicalTrainer attribute), [1], [2] (LDAGensimTrainer attribute), [1], [2] (LDASklearnTrainer attribute), [1], [2] (NMFGensimTrainer attribute), [1], [2] (NMFSklearnTrainer attribute), [1], [2] num_topics (CFDTM attribute), [1], [2] (CombinedTM attribute), [1], [2] (DecTM attribute), [1], [2] (DETM attribute), [1], [2] (DTMTrainer attribute), [1], [2] (ECRTM attribute), [1], [2] (InfoCTM attribute), [1], [2] (LDAGensimTrainer attribute), [1], [2] (NMFGensimTrainer attribute), [1], [2] (NMTM attribute), [1], [2] (ProdLDA attribute), [1], [2] num_topics_list (SawETM attribute), [1], [2] (TraCo attribute), [1], [2]

O

OT_max_iter (ECR attribute)

out_features (ResBlock attribute)

P

pairwise_euclidean_dist() (CFDTM method), [1], [2] pairwise_euclidean_distance() (ECRTM method), [1], [2] (in module topmost.models.hierarchical.TraCo.utils) parse() (Preprocess method), [1], [2] parse_dictionary() (CrosslingualDataset method), [1], [2] parse_item_info() (in module topmost.eva.hierarchy_quality) passes (DTMTrainer attribute), [1], [2] phi_cn (InfoCTM attribute), [1], [2] (NMTM attribute), [1], [2] phi_en (InfoCTM attribute), [1], [2] (NMTM attribute), [1], [2] PoincareBall (class in topmost.models.hierarchical.HyperMiner.manifolds) (class in topmost.models.hierarchical.HyperMiner.manifolds.poincare) pos_threshold (TAMI attribute) pos_trans_mask_cn (TAMI attribute) pos_trans_mask_en (TAMI attribute) Preprocess (class in topmost) (class in topmost.preprocess) (class in topmost.preprocess.preprocess) preprocess() (Preprocess method), [1], [2] preprocess_jsonlist() (Preprocess method), [1], [2] pretrain_word_embeddings_cn (TAMI attribute) pretrain_word_embeddings_en (TAMI attribute)

pretrained_WE_cn (CrosslingualDataset attribute), [1], [2] pretrained_WE_en (CrosslingualDataset attribute), [1], [2] ProdLDA (class in topmost) (class in topmost.models) (class in topmost.models.basic.ProdLDA) proj() (Euclidean method), [1] (Manifold method) (PoincareBall method), [1] proj_tan() (Euclidean method), [1] (Manifold method) (PoincareBall method), [1] proj_tan0() (Euclidean method), [1] (Manifold method) (PoincareBall method), [1] ptransp() (Euclidean method), [1] (Manifold method) (PoincareBall method), [1] ptransp0() (Euclidean method), [1] (Manifold method) (PoincareBall method), [1] punct_chars (in module topmost.preprocess.preprocess) punctuation (in module topmost.preprocess.preprocess) purity_score() (in module topmost.eva.clustering)

Q

q_eta (DETM attribute), [1], [2] q_eta_map (DETM attribute), [1], [2]

q_theta (DETM attribute), [1], [2] (SawETM attribute), [1], [2]

R

RawDataset (class in topmost) (class in topmost.data) (class in topmost.data.basic_dataset) read_data() (CrosslingualDataset method), [1], [2] read_jsonlist() (in module topmost.data.file_utils) read_text() (in module topmost.data.file_utils) real_min (SawETM attribute), [1], [2] recon_loss_weight (NSTM attribute), [1], [2] reparameterize() (CombinedTM method), [1], [2] (DecTM method), [1], [2] (DETM method), [1], [2] (ECRTM method), [1], [2] (ETM method), [1], [2] (MLPEncoder method) (NMTM method), [1], [2] (ProdLDA method), [1], [2] (SawETM method), [1], [2]

replace (in module topmost.preprocess.preprocess) ResBlock (class in topmost.models.hierarchical.SawETM.block) retraction() (Manifold method) (PoincareBall method), [1] rho_size (DETM attribute), [1], [2] rnn_inp (DETM attribute), [1], [2]

S

save() (Preprocess method), [1], [2] save_jsonlist() (in module topmost.data.file_utils) save_text() (in module topmost.data.file_utils) SawETM (class in topmost) (class in topmost.models) (class in topmost.models.hierarchical.SawETM.SawETM) scale (HDPGensimTrainer attribute), [1], [2] seed (Preprocess attribute), [1], [2] set_level() (Logger method) Sin() (in module topmost.models.hierarchical.HyperMiner.manifolds.math_util) SinC() (in module topmost.models.hierarchical.HyperMiner.manifolds.math_util)

Sinh() (in module topmost.models.hierarchical.HyperMiner.manifolds.math_util) sinkhorn() (TPD method) sinkhorn_alpha (ECR attribute) (NSTM attribute), [1], [2] (TPD attribute) sinkhorn_loss() (in module topmost.models.basic.NSTM.auto_diff_sinkhorn) sinkhorn_max_iter (TPD attribute) split_text_word() (in module topmost.data.file_utils) stopThr (ECR attribute) (TPD attribute) stopword_set (Tokenizer attribute) strip_html (Tokenizer attribute)

T

T (HDPGensimTrainer attribute), [1], [2] t_drop (DETM attribute), [1], [2] TAMI (class in topmost.models.crosslingual.InfoCTM.TAMI) (InfoCTM attribute), [1], [2] Tan() (in module topmost.models.hierarchical.HyperMiner.manifolds.math_util) TanC() (in module topmost.models.hierarchical.HyperMiner.manifolds.math_util) Tanh() (in module topmost.models.hierarchical.HyperMiner.manifolds.math_util) tau (HDPGensimTrainer attribute), [1], [2] temperature (ETC attribute) (TAMI attribute) (TSC attribute) (UWE attribute) test() (BasicTrainer method), [1], [2] (BERTopicTrainer method), [1], [2] (CrosslingualTrainer method), [1], [2] (DTMTrainer method), [1], [2] (DynamicTrainer method), [1], [2] (FASTopicTrainer method), [1], [2] (HDPGensimTrainer method), [1], [2] (HierarchicalTrainer method), [1], [2] (LDAGensimTrainer method), [1], [2] (LDASklearnTrainer method), [1], [2] (NMFGensimTrainer method), [1], [2] (NMFSklearnTrainer method), [1], [2] test_p (Preprocess attribute), [1], [2] test_sample_size (Preprocess attribute), [1], [2] theta_act (DETM attribute), [1], [2] theta_drop (CombinedTM attribute), [1], [2] (DecTM attribute), [1], [2] (ProdLDA attribute), [1], [2] theta_dropout (ECRTM attribute), [1], [2] theta_max (SawETM attribute), [1], [2] time_wordfreq (_SequentialDataset attribute) times (_SequentialDataset attribute) to_nparray() (in module topmost.trainers.hierarchical.hierarchical_trainer) tokenize() (Tokenizer method) Tokenizer (class in topmost.preprocess.preprocess) topic_dist_quant (TSCTM attribute), [1], [2] topic_embeddings (CFDTM attribute), [1], [2] (DETM property), [1], [2] (ECRTM attribute), [1], [2] (ETM attribute), [1], [2] (NSTM attribute), [1], [2] topic_embeddings_list (HyperMiner property), [1], [2] (SawETM property), [1], [2] (TraCo attribute), [1], [2] TopicDistQuant (class in topmost.models.basic.TSCTM.TopicDistQuant) topmost module topmost.data module topmost.data.basic_dataset module topmost.data.crosslingual_dataset module topmost.data.download module topmost.data.download_20ng module topmost.data.dynamic_dataset module topmost.data.file_utils module topmost.eva module topmost.eva.build_hierarchy module topmost.eva.classification module topmost.eva.clustering module topmost.eva.hierarchy_quality module topmost.eva.topic_coherence module topmost.eva.topic_diversity module topmost.models module topmost.models.basic module topmost.models.basic.CombinedTM module topmost.models.basic.DecTM module topmost.models.basic.ECRTM module topmost.models.basic.ECRTM.ECR module topmost.models.basic.ECRTM.ECRTM module topmost.models.basic.ETM module topmost.models.basic.NSTM module topmost.models.basic.NSTM.auto_diff_sinkhorn module topmost.models.basic.NSTM.NSTM module topmost.models.basic.ProdLDA module topmost.models.basic.TSCTM module topmost.models.basic.TSCTM.TopicDistQuant module topmost.models.basic.TSCTM.TSC module topmost.models.basic.TSCTM.TSCTM module topmost.models.crosslingual module topmost.models.crosslingual.InfoCTM module topmost.models.crosslingual.InfoCTM.InfoCTM module topmost.models.crosslingual.InfoCTM.TAMI module topmost.models.crosslingual.NMTM module topmost.models.dynamic module

topmost.models.dynamic.CFDTM module topmost.models.dynamic.CFDTM.CFDTM module topmost.models.dynamic.CFDTM.ETC module topmost.models.dynamic.CFDTM.UWE module topmost.models.dynamic.DETM module topmost.models.Encoder module topmost.models.hierarchical module topmost.models.hierarchical.HyperMiner module topmost.models.hierarchical.HyperMiner.HyperMiner module topmost.models.hierarchical.HyperMiner.manifolds module topmost.models.hierarchical.HyperMiner.manifolds.base module topmost.models.hierarchical.HyperMiner.manifolds.euclidean module topmost.models.hierarchical.HyperMiner.manifolds.math_util module topmost.models.hierarchical.HyperMiner.manifolds.poincare module topmost.models.hierarchical.ProGBN module topmost.models.hierarchical.SawETM module topmost.models.hierarchical.SawETM.block module topmost.models.hierarchical.SawETM.SawETM module topmost.models.hierarchical.TraCo module topmost.models.hierarchical.TraCo.CDDecoder module topmost.models.hierarchical.TraCo.TPD module topmost.models.hierarchical.TraCo.TraCo module topmost.models.hierarchical.TraCo.utils module topmost.preprocess module topmost.preprocess.preprocess module topmost.trainers module topmost.trainers.basic module topmost.trainers.basic.basic_trainer module topmost.trainers.basic.BERTopic_trainer module topmost.trainers.basic.FASTopic_trainer module topmost.trainers.basic.LDA_trainer module topmost.trainers.basic.NMF_trainer module topmost.trainers.crosslingual module topmost.trainers.crosslingual.crosslingual_trainer module topmost.trainers.dynamic module topmost.trainers.dynamic.DTM_trainer module topmost.trainers.dynamic.dynamic_trainer module topmost.trainers.hierarchical module topmost.trainers.hierarchical.HDP_trainer module topmost.trainers.hierarchical.hierarchical_trainer module topmost.utils module topmost.utils._utils module topmost.utils.logger module TPD (class in topmost.models.hierarchical.TraCo.TPD) (TraCo attribute), [1], [2] TraCo (class in topmost) (class in topmost.models) (class in topmost.models.hierarchical.TraCo.TraCo) train() (BasicTrainer method), [1], [2] (BERTopicTrainer method), [1], [2] (CrosslingualTrainer method), [1], [2] (DTMTrainer method), [1], [2] (DynamicTrainer method), [1], [2] (FASTopicTrainer method), [1], [2] (HDPGensimTrainer method), [1], [2] (HierarchicalTrainer method), [1], [2] (LDAGensimTrainer method), [1], [2] (LDASklearnTrainer method), [1], [2] (NMFGensimTrainer method), [1], [2] (NMFSklearnTrainer method), [1], [2] train_data (RawDataset attribute), [1], [2] train_size (DETM attribute), [1], [2] (DynamicDataset attribute), [1], [2] train_size_cn (CrosslingualDataset attribute), [1], [2] train_size_en (CrosslingualDataset attribute), [1], [2] train_texts (RawDataset attribute), [1], [2] train_time_wordfreq (CFDTM attribute), [1], [2] (DynamicDataset attribute), [1], [2] train_WE (DETM attribute), [1], [2] trans_c2e (TAMI attribute) trans_e2c (TAMI attribute) translation_mask() (TAMI method) truncate_c (PoincareBall attribute), [1] TSC (class in topmost.models.basic.TSCTM.TSC) TSCTM (class in topmost) (class in topmost.models) (class in topmost.models.basic.TSCTM.TSCTM)

U

use_aug (TSC attribute)

UWE (CFDTM attribute), [1], [2] (class in topmost.models.dynamic.CFDTM.UWE)

V

var2 (CFDTM attribute), [1], [2] (CombinedTM attribute), [1], [2] (DecTM attribute), [1], [2] (ECRTM attribute), [1], [2] (InfoCTM attribute), [1], [2] (NMTM attribute), [1], [2] (ProdLDA attribute), [1], [2] var_converge (HDPGensimTrainer attribute), [1], [2] verbose (BasicTrainer attribute), [1], [2] (DocEmbedModel attribute) (DTMTrainer attribute), [1], [2] (DynamicTrainer attribute), [1], [2] (HDPGensimTrainer attribute), [1], [2] (HierarchicalTrainer attribute), [1], [2] (LDAGensimTrainer attribute), [1], [2] (LDASklearnTrainer attribute), [1], [2]

vocab (RawDataset attribute), [1], [2] vocab_size (BasicDataset attribute), [1], [2] (CombinedTM attribute), [1], [2] (DETM attribute), [1], [2] (DTMTrainer attribute), [1], [2] (DynamicDataset attribute), [1], [2] (HDPGensimTrainer attribute), [1], [2] (LDAGensimTrainer attribute), [1], [2] (NMFGensimTrainer attribute), [1], [2] (Preprocess attribute), [1], [2] (RawDataset attribute), [1], [2] vocab_size_cn (CrosslingualDataset attribute), [1], [2] vocab_size_en (CrosslingualDataset attribute), [1], [2]

W

warning() (Logger method) wei_shape_max (SawETM attribute), [1], [2] wei_shape_min (SawETM attribute), [1], [2] weight_contrast (TSC attribute) weight_loss_ECR (ECR attribute) weight_loss_TPD (TraCo attribute), [1], [2]

weight_MI (TAMI attribute) weight_neg (ETC attribute) weight_pos (ETC attribute) weight_UWE (UWE attribute) word_embeddings (DETM property), [1], [2] (ECRTM attribute), [1], [2] work() (in module topmost.trainers.dynamic.DTM_trainer)

Z

z_drop (MLPEncoder attribute) (NMTM attribute), [1], [2]