Index

_

__init__() (faknow.data.dataset.bigcn_dataset.BiGCNDataset method) (faknow.data.dataset.cafe_dataset.CafeDataset method) (faknow.data.dataset.dataset.Dataset method) (faknow.data.dataset.fang_dataset.FangDataset method) (faknow.data.dataset.fang_dataset.FangEvaluateDataSet method) (faknow.data.dataset.m3fend_dataset.M3FENDDataSet method) (faknow.data.dataset.multi_modal.MultiModalDataset method) (faknow.data.dataset.safe_dataset.SAFENumpyDataset method) (faknow.data.dataset.text.TextDataset method) (faknow.data.dataset.trustrd_dataset.TrustRDDataset method) (faknow.data.process.process.DropEdge method) (faknow.data.process.process.ProcessorForVit method) (faknow.data.process.text_process.TokenizerFromPreTrained method) (faknow.evaluate.evaluator.Evaluator method) (faknow.model.content_based.endef.ENDEF method) (faknow.model.content_based.m3fend.M3FEND method) (faknow.model.content_based.m3fend.MemoryNetwork method) (faknow.model.content_based.mdfend.MDFEND method) (faknow.model.content_based.multi_modal.cafe.CAFE method) (faknow.model.content_based.multi_modal.eann.EANN method) (faknow.model.content_based.multi_modal.hmcan.HMCAN method) (faknow.model.content_based.multi_modal.mcan.MCAN method) (faknow.model.content_based.multi_modal.mfan.MFAN method) (faknow.model.content_based.multi_modal.safe.SAFE method) (faknow.model.content_based.multi_modal.spotfake.SpotFake method) (faknow.model.content_based.textcnn.TextCNN method) (faknow.model.layers.dct.DctInceptionBlock method) (faknow.model.layers.dct.DctStem method) (faknow.model.layers.layer.BertEncoder method) (faknow.model.layers.layer.ResNetEncoder method) (faknow.model.layers.layer.SignedAttention method) (faknow.model.layers.layer.SignedGAT method) (faknow.model.layers.layer.TextCNNLayer method) (faknow.model.layers.layers_m3fend.cnn_extractor method) (faknow.model.layers.layers_m3fend.MaskAttention method) (faknow.model.layers.layers_m3fend.MultiHeadedAttention method) (faknow.model.layers.layers_m3fend.SelfAttentionFeatureExtract method) (faknow.model.layers.transformer.AddNorm method) (faknow.model.layers.transformer.EncoderLayer method) (faknow.model.layers.transformer.FFN method) (faknow.model.layers.transformer.MultiHeadAttention method) (faknow.model.layers.transformer.PositionalEncoding method) (faknow.model.layers.transformer.ScaledDotProductAttention method) (faknow.model.model.AbstractModel method) (faknow.model.social_context.base_gnn.GAT method) (faknow.model.social_context.base_gnn.GCN method) (faknow.model.social_context.base_gnn.SAGE method) (faknow.model.social_context.bigcn.BiGCN method) (faknow.model.social_context.dudef.DUDEF method) (faknow.model.social_context.ebgcn.EBGCN method) (faknow.model.social_context.eddfn.EDDFN method) (faknow.model.social_context.fang.FANG method) (faknow.model.social_context.gcnfn.GCNFN method) (faknow.model.social_context.gnncl.GNNCL method) (faknow.model.social_context.trustrd.TrustRD method) (faknow.model.social_context.trustrd.TrustRDPreTrainModel method) (faknow.model.social_context.upfd.UPFDGAT method) (faknow.model.social_context.upfd.UPFDGCN method) (faknow.model.social_context.upfd.UPFDGCNFN method) (faknow.model.social_context.upfd.UPFDSAGE method) (faknow.run.content_based.multimodal.run_eann.TokenizerEANN method) (faknow.run.content_based.multimodal.run_mfan.TokenizerMFAN method) (faknow.run.content_based.run_endef.TokenizerENDEF method) (faknow.run.content_based.run_textcnn.TokenizerTextCNN method) (faknow.train.cafe_trainer.CafeTrainer method) (faknow.train.trainer.AbstractTrainer method) (faknow.train.trainer.BaseTrainer method) (faknow.train.trainer_gpu.AbstractTrainer method) (faknow.train.trainer_gpu.BaseTrainer method) (faknow.utils.pgd.PGD method) (faknow.utils.util.EarlyStopping method) (multi_modal.eann.EANN method) (multi_modal.mcan.MCAN method) (multi_modal.mfan.MFAN method) (multi_modal.safe.SAFE method) (multi_modal.spotfake.SpotFake method) (multimodal.run_eann.TokenizerEANN method) (multimodal.run_mfan.TokenizerMFAN method)

A

AbstractModel (class in faknow.model.model) AbstractTrainer (class in faknow.train.trainer) (class in faknow.train.trainer_gpu)

AddNorm (class in faknow.model.layers.transformer) attack() (faknow.utils.pgd.PGD method) Attention (class in faknow.model.layers.layers_m3fend)

B

backup_grad() (faknow.utils.pgd.PGD method) backward() (faknow.model.layers.layer.GradientReverseLayer static method) BaseGNNTrainer (class in faknow.train.base_gnn_trainer) BaseTrainer (class in faknow.train.trainer) (class in faknow.train.trainer_gpu)

BertEncoder (class in faknow.model.layers.layer) best_epoch (faknow.train.trainer.BaseTrainer attribute) best_score (faknow.train.trainer.BaseTrainer attribute) BiGCN (class in faknow.model.social_context.bigcn) BiGCNDataset (class in faknow.data.dataset.bigcn_dataset)

C

CAFE (class in faknow.model.content_based.multi_modal.cafe) CafeDataset (class in faknow.data.dataset.cafe_dataset) CafeTrainer (class in faknow.train.cafe_trainer) cal_length() (in module faknow.model.content_based.m3fend) calculate_accuracy() (in module faknow.evaluate.metrics) calculate_auc() (in module faknow.evaluate.metrics) calculate_cos_matrix() (in module faknow.data.process.process) calculate_f1() (in module faknow.evaluate.metrics) calculate_ib_loss() (in module faknow.model.social_context.trustrd) calculate_loss() (faknow.model.content_based.endef.ENDEF method) (faknow.model.content_based.m3fend.M3FEND method) (faknow.model.content_based.mdfend.MDFEND method) (faknow.model.content_based.multi_modal.cafe.CAFE method) (faknow.model.content_based.multi_modal.eann.EANN method) (faknow.model.content_based.multi_modal.hmcan.HMCAN method) (faknow.model.content_based.multi_modal.mcan.MCAN method) (faknow.model.content_based.multi_modal.mfan.MFAN method) (faknow.model.content_based.multi_modal.safe.SAFE method) (faknow.model.content_based.multi_modal.spotfake.SpotFake method) (faknow.model.content_based.textcnn.TextCNN method) (faknow.model.model.AbstractModel method) (faknow.model.social_context.bigcn.BiGCN method) (faknow.model.social_context.dudef.DUDEF method) (faknow.model.social_context.ebgcn.EBGCN method) (faknow.model.social_context.eddfn.EDDFN method) (faknow.model.social_context.fang.FANG method) (faknow.model.social_context.gnncl.GNNCL method) (faknow.model.social_context.trustrd.TrustRD method) (faknow.model.social_context.trustrd.TrustRDPreTrainModel method) (multi_modal.eann.EANN method) (multi_modal.mcan.MCAN method) (multi_modal.mfan.MFAN method) (multi_modal.safe.SAFE method) (multi_modal.spotfake.SpotFake method)

calculate_precision() (in module faknow.evaluate.metrics) calculate_recall() (in module faknow.evaluate.metrics) check_feature() (faknow.data.dataset.text.TextDataset method) check_loss_type() (in module faknow.utils.util) chinese_tokenize() (in module faknow.data.process.text_process) clip_grad_norm (faknow.train.trainer.AbstractTrainer attribute) (faknow.train.trainer.BaseTrainer attribute) cnn_extractor (class in faknow.model.layers.layers_m3fend) conv2d_bn_relu() (in module faknow.model.layers.dct) convert_to_onehot() (in module faknow.model.content_based.m3fend) cpu() (faknow.train.trainer.AbstractTrainer method) cuda() (faknow.train.trainer.AbstractTrainer method)

D

data (faknow.data.dataset.multi_modal.MultiModalDataset attribute) (faknow.data.dataset.text.TextDataset attribute) data2gpu() (in module faknow.utils.util) Dataset (class in faknow.data.dataset.dataset) DctInceptionBlock (class in faknow.model.layers.dct) DctStem (class in faknow.model.layers.dct) DenseGNNTrainer (class in faknow.train.dense_gnn_trainer) device (faknow.train.trainer.AbstractTrainer attribute) (faknow.train.trainer.BaseTrainer attribute)

df_filter() (in module faknow.data.dataset.m3fend_dataset) dict2str() (in module faknow.utils.util) dict_to_dict() (faknow.model.content_based.endef.ENDEF method) drop_bn_layer() (faknow.model.content_based.multi_modal.mcan.MCAN method) (multi_modal.mcan.MCAN method) DropEdge (class in faknow.data.process.process) DUDEF (class in faknow.model.social_context.dudef)

E

EANN (class in faknow.model.content_based.multi_modal.eann) (class in multi_modal.eann) early_stopping (faknow.train.trainer.BaseTrainer attribute) EarlyStopping (class in faknow.utils.util) EBGCN (class in faknow.model.social_context.ebgcn) EDDFN (class in faknow.model.social_context.eddfn) encode_class_idx_label() (in module faknow.data.dataset.fang_dataset) EncoderLayer (class in faknow.model.layers.transformer) ENDEF (class in faknow.model.content_based.endef) english_tokenize() (in module faknow.data.process.text_process)

evaluate() (faknow.evaluate.evaluator.Evaluator method) (faknow.train.base_gnn_trainer.BaseGNNTrainer method) (faknow.train.dense_gnn_trainer.DenseGNNTrainer method) (faknow.train.trainer.AbstractTrainer method) (faknow.train.trainer.BaseTrainer method) (faknow.train.trainer_gpu.AbstractTrainer method) (faknow.train.trainer_gpu.BaseTrainer method) Evaluator (class in faknow.evaluate.evaluator) evaluator (faknow.train.trainer.AbstractTrainer attribute) (faknow.train.trainer.BaseTrainer attribute) extract_most_attended_users() (faknow.model.social_context.fang.FANG method)

F

faknow.data.dataset.bigcn_dataset module faknow.data.dataset.cafe_dataset module faknow.data.dataset.dataset module faknow.data.dataset.fang_dataset module faknow.data.dataset.m3fend_dataset module faknow.data.dataset.multi_modal module faknow.data.dataset.safe_dataset module faknow.data.dataset.text module faknow.data.dataset.trustrd_dataset module faknow.data.process.process module faknow.data.process.text_process module faknow.evaluate.evaluator module faknow.evaluate.metrics module faknow.model.content_based.endef module faknow.model.content_based.m3fend module faknow.model.content_based.mdfend module faknow.model.content_based.multi_modal.cafe module faknow.model.content_based.multi_modal.eann module faknow.model.content_based.multi_modal.hmcan module faknow.model.content_based.multi_modal.mcan module faknow.model.content_based.multi_modal.mfan module faknow.model.content_based.multi_modal.safe module faknow.model.content_based.multi_modal.spotfake module faknow.model.content_based.textcnn module faknow.model.layers.dct module faknow.model.layers.layer module faknow.model.layers.layers_m3fend module faknow.model.layers.transformer module faknow.model.model module faknow.model.social_context.base_gnn module faknow.model.social_context.bigcn module faknow.model.social_context.dudef module faknow.model.social_context.ebgcn module faknow.model.social_context.eddfn module faknow.model.social_context.fang module faknow.model.social_context.gcnfn module faknow.model.social_context.gnncl module faknow.model.social_context.trustrd module faknow.model.social_context.upfd module faknow.run.content_based.multimodal.run_cafe module faknow.run.content_based.multimodal.run_eann module faknow.run.content_based.multimodal.run_hmcan module faknow.run.content_based.multimodal.run_mcan module faknow.run.content_based.multimodal.run_mfan module faknow.run.content_based.multimodal.run_safe module faknow.run.content_based.multimodal.run_spotfake module faknow.run.content_based.run_endef module

faknow.run.content_based.run_m3fend module faknow.run.content_based.run_mdfend module faknow.run.content_based.run_textcnn module faknow.run.run module faknow.run.social_context.run_bigcn module faknow.run.social_context.run_ebgcn module faknow.run.social_context.run_eddfn module faknow.run.social_context.run_fang module faknow.run.social_context.run_gcnfn module faknow.run.social_context.run_gnncl module faknow.run.social_context.run_trustrd module faknow.run.social_context.run_upfd module faknow.train.base_gnn_trainer module faknow.train.cafe_trainer module faknow.train.dense_gnn_trainer module faknow.train.pgd_trainer module faknow.train.trainer module faknow.train.trainer_gpu module faknow.utils.pgd module faknow.utils.util module FANG (class in faknow.model.social_context.fang) FangDataset (class in faknow.data.dataset.fang_dataset) FangEvaluateDataSet (class in faknow.data.dataset.fang_dataset) feature_names (faknow.data.dataset.multi_modal.MultiModalDataset attribute) (faknow.data.dataset.text.TextDataset attribute) fetch_news_user_stance() (faknow.model.social_context.fang.FANG method) FFN (class in faknow.model.layers.transformer) fit() (faknow.train.trainer.AbstractTrainer method) (faknow.train.trainer.BaseTrainer method) (faknow.train.trainer_gpu.AbstractTrainer method) (faknow.train.trainer_gpu.BaseTrainer method) forward() (faknow.model.content_based.endef.ENDEF method) (faknow.model.content_based.m3fend.M3FEND method) (faknow.model.content_based.m3fend.MemoryNetwork method) (faknow.model.content_based.mdfend.MDFEND method) (faknow.model.content_based.multi_modal.cafe.CAFE method) (faknow.model.content_based.multi_modal.eann.EANN method) (faknow.model.content_based.multi_modal.hmcan.HMCAN method) (faknow.model.content_based.multi_modal.mcan.MCAN method) (faknow.model.content_based.multi_modal.mfan.MFAN method) (faknow.model.content_based.multi_modal.safe.SAFE method) (faknow.model.content_based.multi_modal.spotfake.SpotFake method) (faknow.model.content_based.textcnn.TextCNN method) (faknow.model.layers.dct.DctInceptionBlock method) (faknow.model.layers.dct.DctStem method) (faknow.model.layers.layer.BertEncoder method) (faknow.model.layers.layer.GradientReverseLayer static method) (faknow.model.layers.layer.ResNetEncoder method) (faknow.model.layers.layer.SignedAttention method) (faknow.model.layers.layer.SignedGAT method) (faknow.model.layers.layer.TextCNNLayer method) (faknow.model.layers.layers_m3fend.Attention method) (faknow.model.layers.layers_m3fend.cnn_extractor method) (faknow.model.layers.layers_m3fend.MaskAttention method) (faknow.model.layers.layers_m3fend.MultiHeadedAttention method) (faknow.model.layers.layers_m3fend.SelfAttentionFeatureExtract method) (faknow.model.layers.transformer.AddNorm method) (faknow.model.layers.transformer.EncoderLayer method) (faknow.model.layers.transformer.FFN method) (faknow.model.layers.transformer.MultiHeadAttention method) (faknow.model.layers.transformer.PositionalEncoding method) (faknow.model.layers.transformer.ScaledDotProductAttention method) (faknow.model.social_context.bigcn.BiGCN method) (faknow.model.social_context.dudef.DUDEF method) (faknow.model.social_context.ebgcn.EBGCN method) (faknow.model.social_context.eddfn.EDDFN method) (faknow.model.social_context.fang.FANG method) (faknow.model.social_context.gnncl.GNNCL method) (faknow.model.social_context.trustrd.TrustRD method) (faknow.model.social_context.trustrd.TrustRDPreTrainModel method) (multi_modal.eann.EANN method) (multi_modal.mcan.MCAN method) (multi_modal.mfan.MFAN method) (multi_modal.safe.SAFE method) (multi_modal.spotfake.SpotFake method)

G

GAT (class in faknow.model.social_context.base_gnn) GCN (class in faknow.model.social_context.base_gnn) GCNFN (class in faknow.model.social_context.gcnfn) generate_drop_edge() (faknow.model.social_context.trustrd.TrustRDPreTrainModel method) get_metric_func() (in module faknow.evaluate.metrics) get_neigh_weights() (faknow.model.social_context.fang.FANG method)

get_news_label_map() (faknow.data.dataset.fang_dataset.FangDataset method) get_optimizer_mcan() (in module faknow.run.content_based.multimodal.run_mcan) (in module multimodal.run_mcan) get_proximity_samples() (faknow.model.social_context.fang.FANG method) get_train_val_test_labels_nodes() (faknow.data.dataset.fang_dataset.FangDataset method) GNNCL (class in faknow.model.social_context.gnncl) GradientReverseLayer (class in faknow.model.layers.layer)

H

HMCAN (class in faknow.model.content_based.multi_modal.hmcan)

I

image_features (faknow.data.dataset.multi_modal.MultiModalDataset attribute) infer_embedding() (faknow.model.social_context.fang.FANG method)

init_emb() (faknow.model.social_context.trustrd.TrustRDPreTrainModel method) init_memory() (faknow.model.content_based.m3fend.M3FEND method) is_tag() (in module faknow.data.dataset.fang_dataset)

L

load() (faknow.data.dataset.fang_dataset.FangDataset method) load_adj_matrix_mfan() (in module faknow.run.content_based.multimodal.run_mfan) (in module multimodal.run_mfan) load_and_update_adj_lists() (faknow.data.dataset.fang_dataset.FangDataset method)

load_json() (in module faknow.data.dataset.fang_dataset) load_stance_map() (faknow.data.dataset.fang_dataset.FangDataset method) load_text_as_list() (in module faknow.data.dataset.fang_dataset) logger (faknow.train.trainer.BaseTrainer attribute) lsh_data_selection() (in module faknow.data.process.process)

M

M3FEND (class in faknow.model.content_based.m3fend) M3FENDDataSet (class in faknow.data.dataset.m3fend_dataset) MaskAttention (class in faknow.model.layers.layers_m3fend) masked_softmax() (in module faknow.model.layers.transformer) MCAN (class in faknow.model.content_based.multi_modal.mcan) (class in multi_modal.mcan) MDFEND (class in faknow.model.content_based.mdfend) MemoryNetwork (class in faknow.model.content_based.m3fend) MFAN (class in faknow.model.content_based.multi_modal.mfan) (class in multi_modal.mfan) MFANTrainer (class in faknow.train.pgd_trainer) model (faknow.train.trainer.AbstractTrainer attribute) (faknow.train.trainer.BaseTrainer attribute) module faknow.data.dataset.bigcn_dataset faknow.data.dataset.cafe_dataset faknow.data.dataset.dataset faknow.data.dataset.fang_dataset faknow.data.dataset.m3fend_dataset faknow.data.dataset.multi_modal faknow.data.dataset.safe_dataset faknow.data.dataset.text faknow.data.dataset.trustrd_dataset faknow.data.process.process faknow.data.process.text_process faknow.evaluate.evaluator faknow.evaluate.metrics faknow.model.content_based.endef faknow.model.content_based.m3fend faknow.model.content_based.mdfend faknow.model.content_based.multi_modal.cafe faknow.model.content_based.multi_modal.eann faknow.model.content_based.multi_modal.hmcan faknow.model.content_based.multi_modal.mcan faknow.model.content_based.multi_modal.mfan faknow.model.content_based.multi_modal.safe faknow.model.content_based.multi_modal.spotfake faknow.model.content_based.textcnn faknow.model.layers.dct faknow.model.layers.layer faknow.model.layers.layers_m3fend faknow.model.layers.transformer faknow.model.model faknow.model.social_context.base_gnn faknow.model.social_context.bigcn faknow.model.social_context.dudef faknow.model.social_context.ebgcn faknow.model.social_context.eddfn faknow.model.social_context.fang faknow.model.social_context.gcnfn faknow.model.social_context.gnncl faknow.model.social_context.trustrd faknow.model.social_context.upfd faknow.run.content_based.multimodal.run_cafe faknow.run.content_based.multimodal.run_eann faknow.run.content_based.multimodal.run_hmcan faknow.run.content_based.multimodal.run_mcan faknow.run.content_based.multimodal.run_mfan faknow.run.content_based.multimodal.run_safe faknow.run.content_based.multimodal.run_spotfake faknow.run.content_based.run_endef faknow.run.content_based.run_m3fend faknow.run.content_based.run_mdfend faknow.run.content_based.run_textcnn faknow.run.run faknow.run.social_context.run_bigcn faknow.run.social_context.run_ebgcn faknow.run.social_context.run_eddfn faknow.run.social_context.run_fang faknow.run.social_context.run_gcnfn faknow.run.social_context.run_gnncl faknow.run.social_context.run_trustrd faknow.run.social_context.run_upfd faknow.train.base_gnn_trainer faknow.train.cafe_trainer faknow.train.dense_gnn_trainer faknow.train.pgd_trainer faknow.train.trainer faknow.train.trainer_gpu faknow.utils.pgd faknow.utils.util multi_modal.eann multi_modal.mcan multi_modal.mfan multi_modal.safe multi_modal.spotfake multimodal.run_eann multimodal.run_mcan multimodal.run_mfan multimodal.run_safe multimodal.run_spotfake

multi_modal.eann module multi_modal.mcan module multi_modal.mfan module multi_modal.safe module multi_modal.spotfake module MultiHeadAttention (class in faknow.model.layers.transformer) MultiHeadedAttention (class in faknow.model.layers.layers_m3fend) multimodal.run_eann module multimodal.run_mcan module multimodal.run_mfan module multimodal.run_safe module multimodal.run_spotfake module MultiModalDataset (class in faknow.data.dataset.multi_modal)

N

norm() (in module faknow.model.content_based.m3fend)

now2str() (in module faknow.utils.util)

O

optimizer (faknow.train.trainer.AbstractTrainer attribute) (faknow.train.trainer.BaseTrainer attribute)

P

PGD (class in faknow.utils.pgd) PositionalEncoding (class in faknow.model.layers.transformer) predict() (faknow.model.content_based.endef.ENDEF method) (faknow.model.content_based.m3fend.M3FEND method) (faknow.model.content_based.mdfend.MDFEND method) (faknow.model.content_based.multi_modal.cafe.CAFE method) (faknow.model.content_based.multi_modal.eann.EANN method) (faknow.model.content_based.multi_modal.hmcan.HMCAN method) (faknow.model.content_based.multi_modal.mcan.MCAN method) (faknow.model.content_based.multi_modal.mfan.MFAN method) (faknow.model.content_based.multi_modal.safe.SAFE method) (faknow.model.content_based.multi_modal.spotfake.SpotFake method) (faknow.model.content_based.textcnn.TextCNN method) (faknow.model.model.AbstractModel method) (faknow.model.social_context.bigcn.BiGCN method) (faknow.model.social_context.dudef.DUDEF method) (faknow.model.social_context.ebgcn.EBGCN method) (faknow.model.social_context.eddfn.EDDFN method) (faknow.model.social_context.fang.FANG method) (faknow.model.social_context.gnncl.GNNCL method) (faknow.model.social_context.trustrd.TrustRD method) (multi_modal.eann.EANN method) (multi_modal.mcan.MCAN method) (multi_modal.mfan.MFAN method) (multi_modal.safe.SAFE method) (multi_modal.spotfake.SpotFake method)

preprocess_news_classification_data() (faknow.data.dataset.fang_dataset.FangDataset method) (faknow.model.social_context.fang.FANG method) process_dct_mcan() (in module faknow.run.content_based.multimodal.run_mcan) (in module multimodal.run_mcan) process_image() (faknow.data.dataset.multi_modal.MultiModalDataset method) process_text() (faknow.data.dataset.text.TextDataset method) ProcessorForVit (class in faknow.data.process.process) project() (faknow.utils.pgd.PGD method)

R

read_csv() (in module faknow.data.dataset.fang_dataset) read_pkl() (in module faknow.data.dataset.m3fend_dataset) read_stop_words() (in module faknow.data.process.text_process) remove_image() (faknow.data.dataset.multi_modal.MultiModalDataset method) remove_text() (faknow.data.dataset.text.TextDataset method) ResNetEncoder (class in faknow.model.layers.layer) restore() (faknow.utils.pgd.PGD method) restore_grad() (faknow.utils.pgd.PGD method) root (faknow.data.dataset.multi_modal.MultiModalDataset attribute) (faknow.data.dataset.text.TextDataset attribute) row_normalize() (in module faknow.data.dataset.fang_dataset) run() (in module faknow.run.run) run_bigcn() (in module faknow.run.social_context.run_bigcn) run_bigcn_from_yaml() (in module faknow.run.social_context.run_bigcn) run_cafe() (in module faknow.run.content_based.multimodal.run_cafe) run_cafe_from_yaml() (in module faknow.run.content_based.multimodal.run_cafe) run_eann() (in module faknow.run.content_based.multimodal.run_eann) (in module multimodal.run_eann) run_eann_from_yaml() (in module faknow.run.content_based.multimodal.run_eann) (in module multimodal.run_eann) run_ebgcn() (in module faknow.run.social_context.run_ebgcn) run_ebgcn_from_yaml() (in module faknow.run.social_context.run_ebgcn) run_eddfn() (in module faknow.run.social_context.run_eddfn) run_eddfn_from_yaml() (in module faknow.run.social_context.run_eddfn) run_endef() (in module faknow.run.content_based.run_endef) run_endef_from_yaml() (in module faknow.run.content_based.run_endef) run_fang() (in module faknow.run.social_context.run_fang) run_fang_from_yaml() (in module faknow.run.social_context.run_fang) run_from_yaml() (in module faknow.run.run) run_gcnfn() (in module faknow.run.social_context.run_gcnfn)

run_gcnfn_from_yaml() (in module faknow.run.social_context.run_gcnfn) run_gnncl() (in module faknow.run.social_context.run_gnncl) run_gnncl_from_yaml() (in module faknow.run.social_context.run_gnncl) run_hmcan() (in module faknow.run.content_based.multimodal.run_hmcan) run_hmcan_from_yaml() (in module faknow.run.content_based.multimodal.run_hmcan) run_m3fend() (in module faknow.run.content_based.run_m3fend) run_m3fend_from_yaml() (in module faknow.run.content_based.run_m3fend) run_mcan() (in module faknow.run.content_based.multimodal.run_mcan) (in module multimodal.run_mcan) run_mcan_from_yaml() (in module faknow.run.content_based.multimodal.run_mcan) (in module multimodal.run_mcan) run_mdfend() (in module faknow.run.content_based.run_mdfend) run_mdfend_from_yaml() (in module faknow.run.content_based.run_mdfend) run_mfan() (in module faknow.run.content_based.multimodal.run_mfan) (in module multimodal.run_mfan) run_mfan_from_yaml() (in module faknow.run.content_based.multimodal.run_mfan) (in module multimodal.run_mfan) run_safe() (in module faknow.run.content_based.multimodal.run_safe) (in module multimodal.run_safe) run_safe_from_yaml() (in module faknow.run.content_based.multimodal.run_safe) (in module multimodal.run_safe) run_spotfake() (in module faknow.run.content_based.multimodal.run_spotfake) (in module multimodal.run_spotfake) run_spotfake_from_yaml() (in module faknow.run.content_based.multimodal.run_spotfake) (in module multimodal.run_spotfake) run_textcnn() (in module faknow.run.content_based.run_textcnn) run_textcnn_from_yaml() (in module faknow.run.content_based.run_textcnn) run_trustrd() (in module faknow.run.social_context.run_trustrd) run_trustrd_from_yaml() (in module faknow.run.social_context.run_trustrd) run_upfd() (in module faknow.run.social_context.run_upfd) run_upfd_from_yaml() (in module faknow.run.social_context.run_upfd)

S

SAFE (class in faknow.model.content_based.multi_modal.safe) (class in multi_modal.safe) SAFENumpyDataset (class in faknow.data.dataset.safe_dataset) SAGE (class in faknow.model.social_context.base_gnn) save() (faknow.train.trainer.BaseTrainer method) (faknow.train.trainer_gpu.BaseTrainer method) save_feature() (faknow.model.content_based.m3fend.M3FEND method) ScaledDotProductAttention (class in faknow.model.layers.transformer) scheduler (faknow.train.trainer.AbstractTrainer attribute) (faknow.train.trainer.BaseTrainer attribute)

seconds2str() (in module faknow.utils.util) SelfAttentionFeatureExtract (class in faknow.model.layers.layers_m3fend) sequence_mask() (in module faknow.model.layers.transformer) set_seed() (in module faknow.utils.util) SignedAttention (class in faknow.model.layers.layer) SignedGAT (class in faknow.model.layers.layer) split_dataset() (in module faknow.data.process.process) SpotFake (class in faknow.model.content_based.multi_modal.spotfake) (class in multi_modal.spotfake)

T

text_features (faknow.data.dataset.multi_modal.MultiModalDataset attribute) (faknow.data.dataset.text.TextDataset attribute) text_preprocessing() (in module faknow.run.content_based.multimodal.run_mcan) (in module faknow.run.content_based.multimodal.run_spotfake) (in module multimodal.run_mcan) (in module multimodal.run_spotfake) TextCNN (class in faknow.model.content_based.textcnn) TextCNNLayer (class in faknow.model.layers.layer) TextDataset (class in faknow.data.dataset.text) to() (faknow.train.trainer.AbstractTrainer method) tokenize (faknow.data.dataset.multi_modal.MultiModalDataset attribute) (faknow.data.dataset.text.TextDataset attribute) TokenizerEANN (class in faknow.run.content_based.multimodal.run_eann) (class in multimodal.run_eann) TokenizerENDEF (class in faknow.run.content_based.run_endef) TokenizerFromPreTrained (class in faknow.data.process.text_process) TokenizerMFAN (class in faknow.run.content_based.multimodal.run_mfan) (class in multimodal.run_mfan) TokenizerTextCNN (class in faknow.run.content_based.run_textcnn) training (faknow.model.content_based.endef.ENDEF attribute) (faknow.model.content_based.m3fend.M3FEND attribute) (faknow.model.content_based.m3fend.MemoryNetwork attribute) (faknow.model.content_based.mdfend.MDFEND attribute) (faknow.model.content_based.multi_modal.cafe.CAFE attribute) (faknow.model.content_based.multi_modal.eann.EANN attribute) (faknow.model.content_based.multi_modal.hmcan.HMCAN attribute) (faknow.model.content_based.multi_modal.mcan.MCAN attribute) (faknow.model.content_based.multi_modal.mfan.MFAN attribute) (faknow.model.content_based.multi_modal.safe.SAFE attribute) (faknow.model.content_based.multi_modal.spotfake.SpotFake attribute) (faknow.model.content_based.textcnn.TextCNN attribute) (faknow.model.layers.dct.DctInceptionBlock attribute) (faknow.model.layers.dct.DctStem attribute) (faknow.model.layers.layer.BertEncoder attribute) (faknow.model.layers.layer.ResNetEncoder attribute) (faknow.model.layers.layer.SignedAttention attribute) (faknow.model.layers.layer.SignedGAT attribute) (faknow.model.layers.layer.TextCNNLayer attribute) (faknow.model.layers.layers_m3fend.Attention attribute) (faknow.model.layers.layers_m3fend.cnn_extractor attribute) (faknow.model.layers.layers_m3fend.MaskAttention attribute) (faknow.model.layers.layers_m3fend.MultiHeadedAttention attribute) (faknow.model.layers.layers_m3fend.SelfAttentionFeatureExtract attribute) (faknow.model.layers.transformer.AddNorm attribute) (faknow.model.layers.transformer.EncoderLayer attribute) (faknow.model.layers.transformer.FFN attribute) (faknow.model.layers.transformer.MultiHeadAttention attribute) (faknow.model.layers.transformer.PositionalEncoding attribute) (faknow.model.layers.transformer.ScaledDotProductAttention attribute) (faknow.model.model.AbstractModel attribute) (faknow.model.social_context.base_gnn.GAT attribute) (faknow.model.social_context.base_gnn.GCN attribute) (faknow.model.social_context.base_gnn.SAGE attribute) (faknow.model.social_context.bigcn.BiGCN attribute) (faknow.model.social_context.dudef.DUDEF attribute) (faknow.model.social_context.ebgcn.EBGCN attribute) (faknow.model.social_context.eddfn.EDDFN attribute) (faknow.model.social_context.fang.FANG attribute) (faknow.model.social_context.gcnfn.GCNFN attribute) (faknow.model.social_context.gnncl.GNNCL attribute) (faknow.model.social_context.trustrd.TrustRD attribute) (faknow.model.social_context.trustrd.TrustRDPreTrainModel attribute) (faknow.model.social_context.upfd.UPFDGAT attribute) (faknow.model.social_context.upfd.UPFDGCN attribute) (faknow.model.social_context.upfd.UPFDGCNFN attribute) (faknow.model.social_context.upfd.UPFDSAGE attribute) (multi_modal.eann.EANN attribute) (multi_modal.mcan.MCAN attribute) (multi_modal.mfan.MFAN attribute) (multi_modal.safe.SAFE attribute) (multi_modal.spotfake.SpotFake attribute)

transform (faknow.data.dataset.multi_modal.MultiModalDataset attribute) transform_eann() (in module faknow.run.content_based.multimodal.run_eann) (in module multimodal.run_eann) transform_hmcan() (in module faknow.run.content_based.multimodal.run_hmcan) transform_mcan() (in module faknow.run.content_based.multimodal.run_mcan) (in module multimodal.run_mcan) transform_mfan() (in module faknow.run.content_based.multimodal.run_mfan) (in module multimodal.run_mfan) transform_spotfake() (in module faknow.run.content_based.multimodal.run_spotfake) (in module multimodal.run_spotfake) transpose_output() (in module faknow.model.layers.transformer) transpose_qkv() (in module faknow.model.layers.transformer) TrustRD (class in faknow.model.social_context.trustrd) TrustRDDataset (class in faknow.data.dataset.trustrd_dataset) TrustRDPreTrainModel (class in faknow.model.social_context.trustrd)

U

UPFDGAT (class in faknow.model.social_context.upfd) UPFDGCN (class in faknow.model.social_context.upfd)

UPFDGCNFN (class in faknow.model.social_context.upfd) UPFDSAGE (class in faknow.model.social_context.upfd)

W

weights_init() (faknow.model.social_context.trustrd.TrustRD method) word2input() (in module faknow.data.dataset.m3fend_dataset)

write() (faknow.model.content_based.m3fend.M3FEND method) (faknow.model.content_based.m3fend.MemoryNetwork method) writer (faknow.train.trainer.BaseTrainer attribute)