PyABSA Documentation
Introduction
Configuration
Deploy Demo
Text Auto-augmentation
Tutorials
Integrated Datasets
- ABSA datasets for PyABSA
- To augment your datasets, please refer to BoostTextAugmentation
- Auto-annoate your datasets via PyABSA!
- Contribute (prepare) your dataset to ABSADatasets to use it in PyABSA
- Format your dataset to use it in PyABSA
- Important: Rename your dataset filename before use it in PyABSA
- Need to Annotate Your Own Dataset?
- Notice
- Datasets source:
Supported Tasks
Citation
Contents
- API Reference
pyabsa- Subpackages
pyabsa.augmentationpyabsa.framework- Subpackages
pyabsa.framework.checkpoint_class- Submodules
pyabsa.framework.configuration_class- Submodules
pyabsa.framework.configuration_class.config_verificationpyabsa.framework.configuration_class.configuration_template- Module Contents
- Classes
- Attributes
ConfigManagerConfigManager.__getattribute__()ConfigManager.__setattr__()ConfigManager.get()ConfigManager.update()ConfigManager.pop()ConfigManager.keys()ConfigManager.values()ConfigManager.items()ConfigManager.__str__()ConfigManager.__repr__()ConfigManager.__len__()ConfigManager.__iter__()ConfigManager.__contains__()ConfigManager.__getitem__()ConfigManager.__setitem__()ConfigManager.__delitem__()ConfigManager.__eq__()ConfigManager.__ne__()
config
- Module Contents
- Submodules
pyabsa.framework.dataset_classpyabsa.framework.flag_class- Submodules
pyabsa.framework.flag_class.flag_template- Module Contents
- Classes
- Attributes
TaskNameOptionTaskCodeOptionTaskCodeOption.Aspect_Polarity_ClassificationTaskCodeOption.Aspect_Term_Extraction_and_ClassificationTaskCodeOption.Aspect_Sentiment_Triplet_ExtractionTaskCodeOption.Sentiment_AnalysisTaskCodeOption.Text_ClassificationTaskCodeOption.Text_Adversarial_DefenseTaskCodeOption.RNASequenceClassificationTaskCodeOption.RNASequenceRegressionTaskCodeOption.ProteinSequenceRegressionTaskCodeOption.CodeDefectDetectionTaskCodeOption.Aspect_Category_Opinion_Sentiment_Triplet_ExtractionTaskCodeOption.Universal_Sentiment_Analysis
LabelPaddingOptionModelSaveOptionProxyAddressOptionDeviceTypeOptionPyABSAMaterialHostAddress
- Module Contents
- Package Contents
- Classes
- Attributes
TaskNameOptionTaskCodeOptionTaskCodeOption.Aspect_Polarity_ClassificationTaskCodeOption.Aspect_Term_Extraction_and_ClassificationTaskCodeOption.Aspect_Sentiment_Triplet_ExtractionTaskCodeOption.Sentiment_AnalysisTaskCodeOption.Text_ClassificationTaskCodeOption.Text_Adversarial_DefenseTaskCodeOption.RNASequenceClassificationTaskCodeOption.RNASequenceRegressionTaskCodeOption.ProteinSequenceRegressionTaskCodeOption.CodeDefectDetectionTaskCodeOption.Aspect_Category_Opinion_Sentiment_Triplet_ExtractionTaskCodeOption.Universal_Sentiment_Analysis
LabelPaddingOptionModelSaveOptionProxyAddressOptionDeviceTypeOptionPyABSAMaterialHostAddress
- Submodules
pyabsa.framework.instructor_class- Submodules
pyabsa.framework.instructor_class.instructor_template- Module Contents
- Classes
- Functions
BaseTrainingInstructorBaseTrainingInstructor._reset_params()BaseTrainingInstructor._reload_model_state_dict()BaseTrainingInstructor.load_cache_dataset()BaseTrainingInstructor.save_cache_dataset()BaseTrainingInstructor._prepare_dataloader()BaseTrainingInstructor._prepare_env()BaseTrainingInstructor._train()BaseTrainingInstructor._init_misc()BaseTrainingInstructor._cache_or_load_dataset()BaseTrainingInstructor._train_and_evaluate()BaseTrainingInstructor._k_fold_train_and_evaluate()BaseTrainingInstructor._evaluate_acc_f1()BaseTrainingInstructor._load_dataset_and_prepare_dataloader()BaseTrainingInstructor._resume_from_checkpoint()
get_resume_checkpoint()
- Module Contents
- Submodules
pyabsa.framework.prediction_classpyabsa.framework.predictor_classpyabsa.framework.sampler_classpyabsa.framework.tokenizer_class- Submodules
pyabsa.framework.tokenizer_class.tokenizer_class- Module Contents
- Classes
- Functions
TokenizerPretrainedTokenizerPretrainedTokenizer.text_to_sequence()PretrainedTokenizer.text_to_sequence()PretrainedTokenizer.sequence_to_text()PretrainedTokenizer.tokenize()PretrainedTokenizer.convert_tokens_to_ids()PretrainedTokenizer.convert_ids_to_tokens()PretrainedTokenizer.encode_plus()PretrainedTokenizer.encode()PretrainedTokenizer.decode()
build_embedding_matrix()pad_and_truncate()_load_word_vec()
- Module Contents
- Submodules
pyabsa.framework.trainer_class
- Subpackages
pyabsa.networks- Subpackages
- Submodules
pyabsa.tasks- Subpackages
pyabsa.tasks.ABSAInstruction- Submodules
- Package Contents
pyabsa.tasks.AspectPolarityClassification- Subpackages
pyabsa.tasks.AspectPolarityClassification.configuration- Submodules
pyabsa.tasks.AspectPolarityClassification.configuration.apc_configuration- Module Contents
- Classes
- Attributes
_apc_config_template_apc_config_base_apc_config_english_apc_config_multilingual_apc_config_chinese_apc_config_glove_apc_config_bert_baselineAPCConfigManagerAPCConfigManager.set_apc_config()APCConfigManager.set_apc_config_template()APCConfigManager.set_apc_config_base()APCConfigManager.set_apc_config_english()APCConfigManager.set_apc_config_chinese()APCConfigManager.set_apc_config_multilingual()APCConfigManager.set_apc_config_glove()APCConfigManager.set_apc_config_bert_baseline()APCConfigManager.get_apc_config_template()APCConfigManager.get_apc_config_base()APCConfigManager.get_apc_config_english()APCConfigManager.get_apc_config_chinese()APCConfigManager.get_apc_config_multilingual()APCConfigManager.get_apc_config_glove()APCConfigManager.get_apc_config_bert_baseline()
- Module Contents
- Submodules
pyabsa.tasks.AspectPolarityClassification.dataset_utils- Subpackages
pyabsa.tasks.AspectPolarityClassification.dataset_utils.__classic__- Submodules
pyabsa.tasks.AspectPolarityClassification.dataset_utils.__classic__.classic_glove_apc_utilspyabsa.tasks.AspectPolarityClassification.dataset_utils.__classic__.data_utils_for_inferencepyabsa.tasks.AspectPolarityClassification.dataset_utils.__classic__.data_utils_for_trainingpyabsa.tasks.AspectPolarityClassification.dataset_utils.__classic__.dependency_graph
- Submodules
pyabsa.tasks.AspectPolarityClassification.dataset_utils.__lcf__- Submodules
pyabsa.tasks.AspectPolarityClassification.dataset_utils.__lcf__.apc_utilspyabsa.tasks.AspectPolarityClassification.dataset_utils.__lcf__.apc_utils_for_dlcf_dcapyabsa.tasks.AspectPolarityClassification.dataset_utils.__lcf__.data_utils_for_inferencepyabsa.tasks.AspectPolarityClassification.dataset_utils.__lcf__.data_utils_for_training
- Submodules
pyabsa.tasks.AspectPolarityClassification.dataset_utils.__plm__- Submodules
pyabsa.tasks.AspectPolarityClassification.dataset_utils.__plm__.classic_bert_apc_utilspyabsa.tasks.AspectPolarityClassification.dataset_utils.__plm__.data_utils_for_inferencepyabsa.tasks.AspectPolarityClassification.dataset_utils.__plm__.data_utils_for_trainingpyabsa.tasks.AspectPolarityClassification.dataset_utils.__plm__.dependency_graph
- Submodules
- Submodules
pyabsa.tasks.AspectPolarityClassification.dataset_utils.dataset_list- Module Contents
- Classes
APCDatasetListAPCDatasetList.Laptop14APCDatasetList.Restaurant14APCDatasetList.ARTS_Laptop14APCDatasetList.ARTS_Restaurant14APCDatasetList.Restaurant15APCDatasetList.Restaurant16APCDatasetList.ACL_TwitterAPCDatasetList.MAMSAPCDatasetList.TelevisionAPCDatasetList.TShirtAPCDatasetList.YelpAPCDatasetList.PhoneAPCDatasetList.CarAPCDatasetList.NotebookAPCDatasetList.CameraAPCDatasetList.ShampooAPCDatasetList.MOOCAPCDatasetList.MOOC_EnAPCDatasetList.KaggleAPCDatasetList.Chinese_ZhangAPCDatasetList.ChineseAPCDatasetList.Binary_Polarity_ChineseAPCDatasetList.Triple_Polarity_ChineseAPCDatasetList.SemEval2016Task5APCDatasetList.Arabic_SemEval2016Task5APCDatasetList.Dutch_SemEval2016Task5APCDatasetList.Spanish_SemEval2016Task5APCDatasetList.Turkish_SemEval2016Task5APCDatasetList.Russian_SemEval2016Task5APCDatasetList.French_SemEval2016Task5APCDatasetList.English_SemEval2016Task5APCDatasetList.EnglishAPCDatasetList.SemEvalAPCDatasetList.RestaurantAPCDatasetList.Multilingual
- Classes
- Module Contents
- Subpackages
pyabsa.tasks.AspectPolarityClassification.instructor- Submodules
pyabsa.tasks.AspectPolarityClassification.instructor.apc_instructor- Module Contents
- Classes
APCTrainingInstructorAPCTrainingInstructor._load_dataset_and_prepare_dataloader()APCTrainingInstructor._train_and_evaluate()APCTrainingInstructor._k_fold_train_and_evaluate()APCTrainingInstructor._evaluate_acc_f1()APCTrainingInstructor._init_misc()APCTrainingInstructor._cache_or_load_dataset()APCTrainingInstructor.run()
- Classes
- Module Contents
pyabsa.tasks.AspectPolarityClassification.instructor.ensembler
- Submodules
pyabsa.tasks.AspectPolarityClassification.models- Subpackages
pyabsa.tasks.AspectPolarityClassification.models.__classic__- Submodules
pyabsa.tasks.AspectPolarityClassification.models.__classic__.aoapyabsa.tasks.AspectPolarityClassification.models.__classic__.asgcnpyabsa.tasks.AspectPolarityClassification.models.__classic__.atae_lstmpyabsa.tasks.AspectPolarityClassification.models.__classic__.cabascpyabsa.tasks.AspectPolarityClassification.models.__classic__.ianpyabsa.tasks.AspectPolarityClassification.models.__classic__.lstmpyabsa.tasks.AspectPolarityClassification.models.__classic__.memnetpyabsa.tasks.AspectPolarityClassification.models.__classic__.mganpyabsa.tasks.AspectPolarityClassification.models.__classic__.rampyabsa.tasks.AspectPolarityClassification.models.__classic__.tc_lstmpyabsa.tasks.AspectPolarityClassification.models.__classic__.td_lstmpyabsa.tasks.AspectPolarityClassification.models.__classic__.tnet_lf
- Package Contents
- Classes
ClassicAPCModelListClassicAPCModelList.AOAClassicAPCModelList.ASGCNClassicAPCModelList.ATAE_LSTMClassicAPCModelList.CabascClassicAPCModelList.IANClassicAPCModelList.LSTMClassicAPCModelList.MemNetClassicAPCModelList.MGANClassicAPCModelList.RAMClassicAPCModelList.TC_LSTMClassicAPCModelList.TD_LSTMClassicAPCModelList.TNet_LF
GloVeAPCModelList
- Classes
- Submodules
pyabsa.tasks.AspectPolarityClassification.models.__lcf__- Submodules
pyabsa.tasks.AspectPolarityClassification.models.__lcf__.bert_basepyabsa.tasks.AspectPolarityClassification.models.__lcf__.bert_spcpyabsa.tasks.AspectPolarityClassification.models.__lcf__.bert_spc_v2pyabsa.tasks.AspectPolarityClassification.models.__lcf__.dlcf_dca_bertpyabsa.tasks.AspectPolarityClassification.models.__lcf__.dlcfs_dca_bertpyabsa.tasks.AspectPolarityClassification.models.__lcf__.fast_lcf_bertpyabsa.tasks.AspectPolarityClassification.models.__lcf__.fast_lcf_bert_attpyabsa.tasks.AspectPolarityClassification.models.__lcf__.fast_lcfs_bertpyabsa.tasks.AspectPolarityClassification.models.__lcf__.fast_lsa_spyabsa.tasks.AspectPolarityClassification.models.__lcf__.fast_lsa_s_v2pyabsa.tasks.AspectPolarityClassification.models.__lcf__.fast_lsa_tpyabsa.tasks.AspectPolarityClassification.models.__lcf__.fast_lsa_t_v2pyabsa.tasks.AspectPolarityClassification.models.__lcf__.lca_bertpyabsa.tasks.AspectPolarityClassification.models.__lcf__.lcf_bertpyabsa.tasks.AspectPolarityClassification.models.__lcf__.lcf_dual_bertpyabsa.tasks.AspectPolarityClassification.models.__lcf__.lcf_template_apcpyabsa.tasks.AspectPolarityClassification.models.__lcf__.lcfs_bertpyabsa.tasks.AspectPolarityClassification.models.__lcf__.lcfs_dual_bertpyabsa.tasks.AspectPolarityClassification.models.__lcf__.lsa_spyabsa.tasks.AspectPolarityClassification.models.__lcf__.lsa_tpyabsa.tasks.AspectPolarityClassification.models.__lcf__.ssw_spyabsa.tasks.AspectPolarityClassification.models.__lcf__.ssw_t
- Package Contents
- Classes
LCFAPCModelListLCFAPCModelList.SLIDE_LCF_BERTLCFAPCModelList.SLIDE_LCFS_BERTLCFAPCModelList.LSA_TLCFAPCModelList.LSA_SLCFAPCModelList.FAST_LSA_TLCFAPCModelList.FAST_LSA_SLCFAPCModelList.FAST_LSA_T_V2LCFAPCModelList.FAST_LSA_S_V2LCFAPCModelList.DLCF_DCA_BERTLCFAPCModelList.DLCFS_DCA_BERTLCFAPCModelList.LCF_BERTLCFAPCModelList.FAST_LCF_BERTLCFAPCModelList.LCF_DUAL_BERTLCFAPCModelList.LCFS_BERTLCFAPCModelList.FAST_LCFS_BERTLCFAPCModelList.LCFS_DUAL_BERTLCFAPCModelList.LCA_BERTLCFAPCModelList.BERT_MLPLCFAPCModelList.BERT_SPCLCFAPCModelList.BERT_SPC_V2LCFAPCModelList.FAST_LCF_BERT_ATTLCFAPCModelList.LCF_TEMPLATE_BERT
APCModelList
- Classes
- Submodules
pyabsa.tasks.AspectPolarityClassification.models.__plm__- Submodules
pyabsa.tasks.AspectPolarityClassification.models.__plm__.aoa_bertpyabsa.tasks.AspectPolarityClassification.models.__plm__.asgcn_bertpyabsa.tasks.AspectPolarityClassification.models.__plm__.atae_lstm_bertpyabsa.tasks.AspectPolarityClassification.models.__plm__.cabasc_bertpyabsa.tasks.AspectPolarityClassification.models.__plm__.ian_bertpyabsa.tasks.AspectPolarityClassification.models.__plm__.lstm_bertpyabsa.tasks.AspectPolarityClassification.models.__plm__.memnet_bertpyabsa.tasks.AspectPolarityClassification.models.__plm__.mgan_bertpyabsa.tasks.AspectPolarityClassification.models.__plm__.ram_bertpyabsa.tasks.AspectPolarityClassification.models.__plm__.tc_lstm_bertpyabsa.tasks.AspectPolarityClassification.models.__plm__.td_lstm_bertpyabsa.tasks.AspectPolarityClassification.models.__plm__.tnet_lf_bert
- Package Contents
- Classes
PLMAPCModelListPLMAPCModelList.AOA_BERTPLMAPCModelList.ASGCN_BERTPLMAPCModelList.ATAE_LSTM_BERTPLMAPCModelList.Cabasc_BERTPLMAPCModelList.IAN_BERTPLMAPCModelList.LSTM_BERTPLMAPCModelList.MemNet_BERTPLMAPCModelList.MGAN_BERTPLMAPCModelList.RAM_BERTPLMAPCModelList.TC_LSTM_BERTPLMAPCModelList.TD_LSTM_BERTPLMAPCModelList.TNet_LF_BERTPLMAPCModelList.__str__()
BERTBaselineAPCModelList
- Classes
- Submodules
- Package Contents
- Classes
ClassicAPCModelListClassicAPCModelList.AOAClassicAPCModelList.ASGCNClassicAPCModelList.ATAE_LSTMClassicAPCModelList.CabascClassicAPCModelList.IANClassicAPCModelList.LSTMClassicAPCModelList.MemNetClassicAPCModelList.MGANClassicAPCModelList.RAMClassicAPCModelList.TC_LSTMClassicAPCModelList.TD_LSTMClassicAPCModelList.TNet_LF
GloVeAPCModelListLCFAPCModelListLCFAPCModelList.SLIDE_LCF_BERTLCFAPCModelList.SLIDE_LCFS_BERTLCFAPCModelList.LSA_TLCFAPCModelList.LSA_SLCFAPCModelList.FAST_LSA_TLCFAPCModelList.FAST_LSA_SLCFAPCModelList.FAST_LSA_T_V2LCFAPCModelList.FAST_LSA_S_V2LCFAPCModelList.DLCF_DCA_BERTLCFAPCModelList.DLCFS_DCA_BERTLCFAPCModelList.LCF_BERTLCFAPCModelList.FAST_LCF_BERTLCFAPCModelList.LCF_DUAL_BERTLCFAPCModelList.LCFS_BERTLCFAPCModelList.FAST_LCFS_BERTLCFAPCModelList.LCFS_DUAL_BERTLCFAPCModelList.LCA_BERTLCFAPCModelList.BERT_MLPLCFAPCModelList.BERT_SPCLCFAPCModelList.BERT_SPC_V2LCFAPCModelList.FAST_LCF_BERT_ATTLCFAPCModelList.LCF_TEMPLATE_BERT
APCModelListPLMAPCModelListPLMAPCModelList.AOA_BERTPLMAPCModelList.ASGCN_BERTPLMAPCModelList.ATAE_LSTM_BERTPLMAPCModelList.Cabasc_BERTPLMAPCModelList.IAN_BERTPLMAPCModelList.LSTM_BERTPLMAPCModelList.MemNet_BERTPLMAPCModelList.MGAN_BERTPLMAPCModelList.RAM_BERTPLMAPCModelList.TC_LSTM_BERTPLMAPCModelList.TD_LSTM_BERTPLMAPCModelList.TNet_LF_BERTPLMAPCModelList.__str__()
BERTBaselineAPCModelList
- Classes
- Subpackages
pyabsa.tasks.AspectPolarityClassification.predictionpyabsa.tasks.AspectPolarityClassification.trainer
- Package Contents
- Classes
APCTrainerAPCConfigManagerAPCConfigManager.set_apc_config()APCConfigManager.set_apc_config_template()APCConfigManager.set_apc_config_base()APCConfigManager.set_apc_config_english()APCConfigManager.set_apc_config_chinese()APCConfigManager.set_apc_config_multilingual()APCConfigManager.set_apc_config_glove()APCConfigManager.set_apc_config_bert_baseline()APCConfigManager.get_apc_config_template()APCConfigManager.get_apc_config_base()APCConfigManager.get_apc_config_english()APCConfigManager.get_apc_config_chinese()APCConfigManager.get_apc_config_multilingual()APCConfigManager.get_apc_config_glove()APCConfigManager.get_apc_config_bert_baseline()
APCModelListBERTBaselineAPCModelListGloVeAPCModelListLCFAPCModelListLCFAPCModelList.SLIDE_LCF_BERTLCFAPCModelList.SLIDE_LCFS_BERTLCFAPCModelList.LSA_TLCFAPCModelList.LSA_SLCFAPCModelList.FAST_LSA_TLCFAPCModelList.FAST_LSA_SLCFAPCModelList.FAST_LSA_T_V2LCFAPCModelList.FAST_LSA_S_V2LCFAPCModelList.DLCF_DCA_BERTLCFAPCModelList.DLCFS_DCA_BERTLCFAPCModelList.LCF_BERTLCFAPCModelList.FAST_LCF_BERTLCFAPCModelList.LCF_DUAL_BERTLCFAPCModelList.LCFS_BERTLCFAPCModelList.FAST_LCFS_BERTLCFAPCModelList.LCFS_DUAL_BERTLCFAPCModelList.LCA_BERTLCFAPCModelList.BERT_MLPLCFAPCModelList.BERT_SPCLCFAPCModelList.BERT_SPC_V2LCFAPCModelList.FAST_LCF_BERT_ATTLCFAPCModelList.LCF_TEMPLATE_BERT
PLMAPCModelListPLMAPCModelList.AOA_BERTPLMAPCModelList.ASGCN_BERTPLMAPCModelList.ATAE_LSTM_BERTPLMAPCModelList.Cabasc_BERTPLMAPCModelList.IAN_BERTPLMAPCModelList.LSTM_BERTPLMAPCModelList.MemNet_BERTPLMAPCModelList.MGAN_BERTPLMAPCModelList.RAM_BERTPLMAPCModelList.TC_LSTM_BERTPLMAPCModelList.TD_LSTM_BERTPLMAPCModelList.TNet_LF_BERTPLMAPCModelList.__str__()
ClassicAPCModelListClassicAPCModelList.AOAClassicAPCModelList.ASGCNClassicAPCModelList.ATAE_LSTMClassicAPCModelList.CabascClassicAPCModelList.IANClassicAPCModelList.LSTMClassicAPCModelList.MemNetClassicAPCModelList.MGANClassicAPCModelList.RAMClassicAPCModelList.TC_LSTMClassicAPCModelList.TD_LSTMClassicAPCModelList.TNet_LF
APCDatasetListAPCDatasetList.Laptop14APCDatasetList.Restaurant14APCDatasetList.ARTS_Laptop14APCDatasetList.ARTS_Restaurant14APCDatasetList.Restaurant15APCDatasetList.Restaurant16APCDatasetList.ACL_TwitterAPCDatasetList.MAMSAPCDatasetList.TelevisionAPCDatasetList.TShirtAPCDatasetList.YelpAPCDatasetList.PhoneAPCDatasetList.CarAPCDatasetList.NotebookAPCDatasetList.CameraAPCDatasetList.ShampooAPCDatasetList.MOOCAPCDatasetList.MOOC_EnAPCDatasetList.KaggleAPCDatasetList.Chinese_ZhangAPCDatasetList.ChineseAPCDatasetList.Binary_Polarity_ChineseAPCDatasetList.Triple_Polarity_ChineseAPCDatasetList.SemEval2016Task5APCDatasetList.Arabic_SemEval2016Task5APCDatasetList.Dutch_SemEval2016Task5APCDatasetList.Spanish_SemEval2016Task5APCDatasetList.Turkish_SemEval2016Task5APCDatasetList.Russian_SemEval2016Task5APCDatasetList.French_SemEval2016Task5APCDatasetList.English_SemEval2016Task5APCDatasetList.EnglishAPCDatasetList.SemEvalAPCDatasetList.RestaurantAPCDatasetList.Multilingual
SentimentClassifierPredictor
- Classes
- Subpackages
pyabsa.tasks.AspectSentimentTripletExtraction- Subpackages
pyabsa.tasks.AspectSentimentTripletExtraction.configuration- Submodules
pyabsa.tasks.AspectSentimentTripletExtraction.configuration.configuration- Module Contents
- Classes
- Attributes
_aste_config_template_aste_config_base_aste_config_english_aste_config_multilingual_aste_config_chineseASTEConfigManagerASTEConfigManager.set_aste_config()ASTEConfigManager.set_aste_config_template()ASTEConfigManager.set_aste_config_base()ASTEConfigManager.set_aste_config_english()ASTEConfigManager.set_aste_config_chinese()ASTEConfigManager.set_aste_config_multilingual()ASTEConfigManager.get_aste_config_template()ASTEConfigManager.get_aste_config_base()ASTEConfigManager.get_aste_config_english()ASTEConfigManager.get_aste_config_chinese()ASTEConfigManager.get_aste_config_multilingual()
- Module Contents
- Submodules
pyabsa.tasks.AspectSentimentTripletExtraction.dataset_utils- Submodules
pyabsa.tasks.AspectSentimentTripletExtraction.dataset_utils.aste_utilspyabsa.tasks.AspectSentimentTripletExtraction.dataset_utils.data_utils_for_inference- Module Contents
- Classes
- Functions
ASTEInferenceDatasetASTEInferenceDataset.syn_post_vocabASTEInferenceDataset.postag_vocabASTEInferenceDataset.deprel_vocabASTEInferenceDataset.post_vocabASTEInferenceDataset.syn_post_vocabASTEInferenceDataset.token_vocabASTEInferenceDataset.all_tokensASTEInferenceDataset.all_deprelASTEInferenceDataset.all_postagASTEInferenceDataset.all_postag_caASTEInferenceDataset.all_max_lenASTEInferenceDataset.labelsASTEInferenceDataset.prepare_infer_sample()ASTEInferenceDataset.prepare_infer_dataset()ASTEInferenceDataset.load_data_from_dict()ASTEInferenceDataset.process_data()ASTEInferenceDataset.__getitem__()ASTEInferenceDataset.__len__()ASTEInferenceDataset.convert_examples_to_features()ASTEInferenceDataset.get_syntax_annotation()ASTEInferenceDataset.generate_tags()ASTEInferenceDataset.get_dependencies()
generate_tags()load_tokens()
- Module Contents
pyabsa.tasks.AspectSentimentTripletExtraction.dataset_utils.data_utils_for_training- Module Contents
- Classes
- Functions
generate_tags()load_tokens()ASTEDatasetASTEDataset.all_tokensASTEDataset.all_deprelASTEDataset.all_postagASTEDataset.all_postag_caASTEDataset.all_max_lenASTEDataset.labelsASTEDataset.load_data_from_dict()ASTEDataset.load_data_from_file()ASTEDataset.__getitem__()ASTEDataset.__len__()ASTEDataset.convert_examples_to_features()ASTEDataset.get_syntax_annotation()ASTEDataset.generate_tags()ASTEDataset.get_dependencies()ASTEDataset.get_vocabs()
- Module Contents
pyabsa.tasks.AspectSentimentTripletExtraction.dataset_utils.dataset_list
- Submodules
pyabsa.tasks.AspectSentimentTripletExtraction.instructor- Submodules
pyabsa.tasks.AspectSentimentTripletExtraction.instructor.instructor- Module Contents
- Classes
ASTETrainingInstructorASTETrainingInstructor._load_dataset_and_prepare_dataloader()ASTETrainingInstructor._prepare_dataloader()ASTETrainingInstructor._train_and_evaluate()ASTETrainingInstructor._k_fold_train_and_evaluate()ASTETrainingInstructor._evaluate_f1()ASTETrainingInstructor._init_misc()ASTETrainingInstructor.run()ASTETrainingInstructor._train()
- Classes
- Module Contents
- Submodules
pyabsa.tasks.AspectSentimentTripletExtraction.modelspyabsa.tasks.AspectSentimentTripletExtraction.prediction- Submodules
pyabsa.tasks.AspectSentimentTripletExtraction.prediction.predictor- Module Contents
- Classes
AspectSentimentTripletExtractorAspectSentimentTripletExtractor.task_codeAspectSentimentTripletExtractor.batch_infer()AspectSentimentTripletExtractor.infer()AspectSentimentTripletExtractor.batch_predict()AspectSentimentTripletExtractor.predict()AspectSentimentTripletExtractor._run_prediction()AspectSentimentTripletExtractor.clear_input_samples()
Predictor
- Classes
- Module Contents
- Submodules
pyabsa.tasks.AspectSentimentTripletExtraction.trainer
- Package Contents
- Classes
ASTEConfigManagerASTEConfigManager.set_aste_config()ASTEConfigManager.set_aste_config_template()ASTEConfigManager.set_aste_config_base()ASTEConfigManager.set_aste_config_english()ASTEConfigManager.set_aste_config_chinese()ASTEConfigManager.set_aste_config_multilingual()ASTEConfigManager.get_aste_config_template()ASTEConfigManager.get_aste_config_base()ASTEConfigManager.get_aste_config_english()ASTEConfigManager.get_aste_config_chinese()ASTEConfigManager.get_aste_config_multilingual()
ASTEDatasetListASTEModelListAspectSentimentTripletExtractorAspectSentimentTripletExtractor.task_codeAspectSentimentTripletExtractor.batch_infer()AspectSentimentTripletExtractor.infer()AspectSentimentTripletExtractor.batch_predict()AspectSentimentTripletExtractor.predict()AspectSentimentTripletExtractor._run_prediction()AspectSentimentTripletExtractor.clear_input_samples()
ASTETrainer
- Classes
- Subpackages
pyabsa.tasks.AspectTermExtraction- Subpackages
pyabsa.tasks.AspectTermExtraction.configuration- Submodules
pyabsa.tasks.AspectTermExtraction.configuration.atepc_configuration- Module Contents
- Classes
- Attributes
_atepc_config_template_atepc_config_base_atepc_config_english_atepc_config_chinese_atepc_config_multilingualATEPCConfigManagerATEPCConfigManager.set_atepc_config()ATEPCConfigManager.set_atepc_config_template()ATEPCConfigManager.set_atepc_config_base()ATEPCConfigManager.set_atepc_config_english()ATEPCConfigManager.set_atepc_config_chinese()ATEPCConfigManager.set_atepc_config_multilingual()ATEPCConfigManager.get_atepc_config_template()ATEPCConfigManager.get_atepc_config_base()ATEPCConfigManager.get_atepc_config_english()ATEPCConfigManager.get_atepc_config_chinese()ATEPCConfigManager.get_atepc_config_multilingual()
- Module Contents
- Submodules
pyabsa.tasks.AspectTermExtraction.dataset_utils- Subpackages
pyabsa.tasks.AspectTermExtraction.dataset_utils.__classic__pyabsa.tasks.AspectTermExtraction.dataset_utils.__lcf__- Submodules
pyabsa.tasks.AspectTermExtraction.dataset_utils.__lcf__.atepc_utilspyabsa.tasks.AspectTermExtraction.dataset_utils.__lcf__.data_utils_for_inferencepyabsa.tasks.AspectTermExtraction.dataset_utils.__lcf__.data_utils_for_training
- Submodules
pyabsa.tasks.AspectTermExtraction.dataset_utils.__plm__
- Submodules
pyabsa.tasks.AspectTermExtraction.dataset_utils.dataset_list- Module Contents
- Classes
ATEPCDatasetListATEPCDatasetList.Laptop14ATEPCDatasetList.Restaurant14ATEPCDatasetList.ARTS_Laptop14ATEPCDatasetList.ARTS_Restaurant14ATEPCDatasetList.Restaurant15ATEPCDatasetList.Restaurant16ATEPCDatasetList.ACL_TwitterATEPCDatasetList.MAMSATEPCDatasetList.TelevisionATEPCDatasetList.TShirtATEPCDatasetList.YelpATEPCDatasetList.PhoneATEPCDatasetList.CarATEPCDatasetList.NotebookATEPCDatasetList.CameraATEPCDatasetList.ShampooATEPCDatasetList.MOOCATEPCDatasetList.MOOC_EnATEPCDatasetList.KaggleATEPCDatasetList.FinNewsATEPCDatasetList.Chinese_ZhangATEPCDatasetList.ChineseATEPCDatasetList.Binary_Polarity_ChineseATEPCDatasetList.Triple_Polarity_ChineseATEPCDatasetList.SemEval2016Task5ATEPCDatasetList.Arabic_SemEval2016Task5ATEPCDatasetList.Dutch_SemEval2016Task5ATEPCDatasetList.Spanish_SemEval2016Task5ATEPCDatasetList.Turkish_SemEval2016Task5ATEPCDatasetList.Russian_SemEval2016Task5ATEPCDatasetList.French_SemEval2016Task5ATEPCDatasetList.English_SemEval2016Task5ATEPCDatasetList.EnglishATEPCDatasetList.SemEvalATEPCDatasetList.RestaurantATEPCDatasetList.Multilingual
- Classes
- Module Contents
- Subpackages
pyabsa.tasks.AspectTermExtraction.instructor- Submodules
pyabsa.tasks.AspectTermExtraction.instructor.atepc_instructor- Module Contents
- Classes
ATEPCTrainingInstructorATEPCTrainingInstructor._load_dataset_and_prepare_dataloader()ATEPCTrainingInstructor._train_and_evaluate()ATEPCTrainingInstructor._k_fold_train_and_evaluate()ATEPCTrainingInstructor._evaluate_acc_f1()ATEPCTrainingInstructor._init_misc()ATEPCTrainingInstructor._cache_or_load_dataset()ATEPCTrainingInstructor.run()
- Classes
- Module Contents
- Submodules
pyabsa.tasks.AspectTermExtraction.models- Subpackages
pyabsa.tasks.AspectTermExtraction.models.__classic__pyabsa.tasks.AspectTermExtraction.models.__lcf__- Submodules
pyabsa.tasks.AspectTermExtraction.models.__lcf__.bert_base_atepcpyabsa.tasks.AspectTermExtraction.models.__lcf__.fast_lcf_atepcpyabsa.tasks.AspectTermExtraction.models.__lcf__.fast_lcfs_atepcpyabsa.tasks.AspectTermExtraction.models.__lcf__.lcf_atepcpyabsa.tasks.AspectTermExtraction.models.__lcf__.lcf_atepc_largepyabsa.tasks.AspectTermExtraction.models.__lcf__.lcf_template_atepcpyabsa.tasks.AspectTermExtraction.models.__lcf__.lcfs_atepcpyabsa.tasks.AspectTermExtraction.models.__lcf__.lcfs_atepc_large
- Submodules
pyabsa.tasks.AspectTermExtraction.models.__plm__
- Package Contents
- Subpackages
pyabsa.tasks.AspectTermExtraction.predictionpyabsa.tasks.AspectTermExtraction.trainer
- Package Contents
- Classes
ATEPCTrainerATEPCConfigManagerATEPCConfigManager.set_atepc_config()ATEPCConfigManager.set_atepc_config_template()ATEPCConfigManager.set_atepc_config_base()ATEPCConfigManager.set_atepc_config_english()ATEPCConfigManager.set_atepc_config_chinese()ATEPCConfigManager.set_atepc_config_multilingual()ATEPCConfigManager.get_atepc_config_template()ATEPCConfigManager.get_atepc_config_base()ATEPCConfigManager.get_atepc_config_english()ATEPCConfigManager.get_atepc_config_chinese()ATEPCConfigManager.get_atepc_config_multilingual()
ATEPCModelListATEPCDatasetListATEPCDatasetList.Laptop14ATEPCDatasetList.Restaurant14ATEPCDatasetList.ARTS_Laptop14ATEPCDatasetList.ARTS_Restaurant14ATEPCDatasetList.Restaurant15ATEPCDatasetList.Restaurant16ATEPCDatasetList.ACL_TwitterATEPCDatasetList.MAMSATEPCDatasetList.TelevisionATEPCDatasetList.TShirtATEPCDatasetList.YelpATEPCDatasetList.PhoneATEPCDatasetList.CarATEPCDatasetList.NotebookATEPCDatasetList.CameraATEPCDatasetList.ShampooATEPCDatasetList.MOOCATEPCDatasetList.MOOC_EnATEPCDatasetList.KaggleATEPCDatasetList.FinNewsATEPCDatasetList.Chinese_ZhangATEPCDatasetList.ChineseATEPCDatasetList.Binary_Polarity_ChineseATEPCDatasetList.Triple_Polarity_ChineseATEPCDatasetList.SemEval2016Task5ATEPCDatasetList.Arabic_SemEval2016Task5ATEPCDatasetList.Dutch_SemEval2016Task5ATEPCDatasetList.Spanish_SemEval2016Task5ATEPCDatasetList.Turkish_SemEval2016Task5ATEPCDatasetList.Russian_SemEval2016Task5ATEPCDatasetList.French_SemEval2016Task5ATEPCDatasetList.English_SemEval2016Task5ATEPCDatasetList.EnglishATEPCDatasetList.SemEvalATEPCDatasetList.RestaurantATEPCDatasetList.Multilingual
AspectExtractorPredictor
- Classes
- Subpackages
pyabsa.tasks.CodeDefectDetection- Subpackages
pyabsa.tasks.CodeDefectDetection.configurationpyabsa.tasks.CodeDefectDetection.dataset_utils- Subpackages
pyabsa.tasks.CodeDefectDetection.dataset_utils.__classic__pyabsa.tasks.CodeDefectDetection.dataset_utils.__plm__
- Submodules
pyabsa.tasks.CodeDefectDetection.dataset_utils.cdd_utilspyabsa.tasks.CodeDefectDetection.dataset_utils.dataset_list
- Subpackages
pyabsa.tasks.CodeDefectDetection.instructor- Submodules
pyabsa.tasks.CodeDefectDetection.instructor.cdd_instructor- Module Contents
- Classes
CDDTrainingInstructorCDDTrainingInstructor._init_misc()CDDTrainingInstructor._cache_or_load_dataset()CDDTrainingInstructor._load_dataset_and_prepare_dataloader()CDDTrainingInstructor.reload_model()CDDTrainingInstructor._train_and_evaluate()CDDTrainingInstructor._k_fold_train_and_evaluate()CDDTrainingInstructor._evaluate_acc_f1()CDDTrainingInstructor.run()
- Classes
- Module Contents
- Submodules
pyabsa.tasks.CodeDefectDetection.models- Subpackages
pyabsa.tasks.CodeDefectDetection.models.__classic__pyabsa.tasks.CodeDefectDetection.models.__plm__- Submodules
pyabsa.tasks.CodeDefectDetection.models.__plm__.bertpyabsa.tasks.CodeDefectDetection.models.__plm__.models
- Submodules
- Package Contents
- Subpackages
pyabsa.tasks.CodeDefectDetection.predictionpyabsa.tasks.CodeDefectDetection.trainer
- Package Contents
- Subpackages
pyabsa.tasks.RNAClassification- Subpackages
pyabsa.tasks.RNAClassification.configuration- Submodules
pyabsa.tasks.RNAClassification.configuration.rnac_configuration- Module Contents
- Classes
- Attributes
_rnac_config_template_rnac_config_base_rnac_config_english_rnac_config_multilingual_rnac_config_chinese_rnac_config_gloveRNACConfigManagerRNACConfigManager.set_rnac_config()RNACConfigManager.set_rnac_config_template()RNACConfigManager.set_rnac_config_base()RNACConfigManager.set_rnac_config_english()RNACConfigManager.set_rnac_config_chinese()RNACConfigManager.set_rnac_config_multilingual()RNACConfigManager.set_rnac_config_glove()RNACConfigManager.get_rnac_config_template()RNACConfigManager.get_rnac_config_base()RNACConfigManager.get_rnac_config_english()RNACConfigManager.get_rnac_config_chinese()RNACConfigManager.get_rnac_config_multilingual()RNACConfigManager.get_rnac_config_glove()
- Module Contents
- Submodules
pyabsa.tasks.RNAClassification.dataset_utilspyabsa.tasks.RNAClassification.instructor- Submodules
pyabsa.tasks.RNAClassification.instructor.rnac_instructor- Module Contents
- Classes
RNACTrainingInstructorRNACTrainingInstructor._init_misc()RNACTrainingInstructor._cache_or_load_dataset()RNACTrainingInstructor._train_and_evaluate()RNACTrainingInstructor._k_fold_train_and_evaluate()RNACTrainingInstructor._evaluate_acc_f1()RNACTrainingInstructor._load_dataset_and_prepare_dataloader()RNACTrainingInstructor.run()
- Classes
- Module Contents
- Submodules
pyabsa.tasks.RNAClassification.models- Subpackages
pyabsa.tasks.RNAClassification.models.__classic__pyabsa.tasks.RNAClassification.models.__plm__
- Package Contents
- Subpackages
pyabsa.tasks.RNAClassification.predictionpyabsa.tasks.RNAClassification.trainer
- Package Contents
- Classes
RNACTrainerRNACConfigManagerRNACConfigManager.set_rnac_config()RNACConfigManager.set_rnac_config_template()RNACConfigManager.set_rnac_config_base()RNACConfigManager.set_rnac_config_english()RNACConfigManager.set_rnac_config_chinese()RNACConfigManager.set_rnac_config_multilingual()RNACConfigManager.set_rnac_config_glove()RNACConfigManager.get_rnac_config_template()RNACConfigManager.get_rnac_config_base()RNACConfigManager.get_rnac_config_english()RNACConfigManager.get_rnac_config_chinese()RNACConfigManager.get_rnac_config_multilingual()RNACConfigManager.get_rnac_config_glove()
BERTRNACModelListGloVeRNACModelListRNACDatasetListRNAClassificationDatasetListRNAClassifierPredictor
- Classes
- Subpackages
pyabsa.tasks.RNARegression- Subpackages
pyabsa.tasks.RNARegression.configuration- Submodules
pyabsa.tasks.RNARegression.configuration.rnar_configuration- Module Contents
- Classes
- Attributes
_rnar_config_template_rnar_config_base_rnar_config_english_rnar_config_multilingual_rnar_config_chinese_rnar_config_gloveRNARConfigManagerRNARConfigManager.set_rnar_config()RNARConfigManager.set_rnar_config_template()RNARConfigManager.set_rnar_config_base()RNARConfigManager.set_rnar_config_english()RNARConfigManager.set_rnar_config_chinese()RNARConfigManager.set_rnar_config_multilingual()RNARConfigManager.set_rnar_config_glove()RNARConfigManager.get_rnar_config_template()RNARConfigManager.get_rnar_config_base()RNARConfigManager.get_rnar_config_english()RNARConfigManager.get_rnar_config_chinese()RNARConfigManager.get_rnar_config_multilingual()RNARConfigManager.get_rnar_config_glove()
- Module Contents
- Submodules
pyabsa.tasks.RNARegression.dataset_utils- Subpackages
pyabsa.tasks.RNARegression.dataset_utils.__classic__pyabsa.tasks.RNARegression.dataset_utils.__plm__
- Submodules
- Subpackages
pyabsa.tasks.RNARegression.instructor- Submodules
pyabsa.tasks.RNARegression.instructor.rnar_instructor- Module Contents
- Classes
RNARTrainingInstructorRNARTrainingInstructor._init_misc()RNARTrainingInstructor._cache_or_load_dataset()RNARTrainingInstructor._evaluate_acc_f1()RNARTrainingInstructor._load_dataset_and_prepare_dataloader()RNARTrainingInstructor.reload_model()RNARTrainingInstructor._prepare_dataloader()RNARTrainingInstructor._train_and_evaluate()RNARTrainingInstructor._k_fold_train_and_evaluate()RNARTrainingInstructor._evaluate_r2()RNARTrainingInstructor.run()
- Classes
- Module Contents
- Submodules
pyabsa.tasks.RNARegression.models- Subpackages
pyabsa.tasks.RNARegression.models.__classic__pyabsa.tasks.RNARegression.models.__plm__
- Package Contents
- Subpackages
pyabsa.tasks.RNARegression.predictionpyabsa.tasks.RNARegression.trainer
- Package Contents
- Classes
RNARTrainerRNARConfigManagerRNARConfigManager.set_rnar_config()RNARConfigManager.set_rnar_config_template()RNARConfigManager.set_rnar_config_base()RNARConfigManager.set_rnar_config_english()RNARConfigManager.set_rnar_config_chinese()RNARConfigManager.set_rnar_config_multilingual()RNARConfigManager.set_rnar_config_glove()RNARConfigManager.get_rnar_config_template()RNARConfigManager.get_rnar_config_base()RNARConfigManager.get_rnar_config_english()RNARConfigManager.get_rnar_config_chinese()RNARConfigManager.get_rnar_config_multilingual()RNARConfigManager.get_rnar_config_glove()
BERTRNARModelListGloVeRNARModelListRNARDatasetListRNARegressionDatasetListRNARegressorPredictor
- Classes
- Subpackages
pyabsa.tasks.TextAdversarialDefense- Subpackages
pyabsa.tasks.TextAdversarialDefense.configuration- Submodules
pyabsa.tasks.TextAdversarialDefense.configuration.tad_configuration- Module Contents
- Classes
- Attributes
_tad_config_template_tad_config_base_tad_config_english_tad_config_multilingual_tad_config_chinese_tad_config_gloveTADConfigManagerTADConfigManager.set_tad_config()TADConfigManager.set_tad_config_template()TADConfigManager.set_tad_config_base()TADConfigManager.set_tad_config_english()TADConfigManager.set_tad_config_chinese()TADConfigManager.set_tad_config_multilingual()TADConfigManager.set_tad_config_glove()TADConfigManager.get_tad_config_template()TADConfigManager.get_tad_config_base()TADConfigManager.get_tad_config_english()TADConfigManager.get_tad_config_chinese()TADConfigManager.get_tad_config_multilingual()TADConfigManager.get_tad_config_glove()
- Module Contents
- Submodules
pyabsa.tasks.TextAdversarialDefense.dataset_utils- Subpackages
pyabsa.tasks.TextAdversarialDefense.dataset_utils.__classic__pyabsa.tasks.TextAdversarialDefense.dataset_utils.__plm__
- Submodules
- Subpackages
pyabsa.tasks.TextAdversarialDefense.instructor- Submodules
pyabsa.tasks.TextAdversarialDefense.instructor.tad_instructor- Module Contents
- Classes
TADTrainingInstructorTADTrainingInstructor._init_misc()TADTrainingInstructor._cache_or_load_dataset()TADTrainingInstructor._load_dataset_and_prepare_dataloader()TADTrainingInstructor.reload_model_state_dict()TADTrainingInstructor.prepare_dataloader()TADTrainingInstructor._train()TADTrainingInstructor._train_and_evaluate()TADTrainingInstructor._k_fold_train_and_evaluate()TADTrainingInstructor._evaluate_acc_f1()TADTrainingInstructor.run()
- Classes
- Module Contents
- Submodules
pyabsa.tasks.TextAdversarialDefense.modelspyabsa.tasks.TextAdversarialDefense.predictionpyabsa.tasks.TextAdversarialDefense.trainer
- Package Contents
- Classes
TADTrainerTADConfigManagerTADConfigManager.set_tad_config()TADConfigManager.set_tad_config_template()TADConfigManager.set_tad_config_base()TADConfigManager.set_tad_config_english()TADConfigManager.set_tad_config_chinese()TADConfigManager.set_tad_config_multilingual()TADConfigManager.set_tad_config_glove()TADConfigManager.get_tad_config_template()TADConfigManager.get_tad_config_base()TADConfigManager.get_tad_config_english()TADConfigManager.get_tad_config_chinese()TADConfigManager.get_tad_config_multilingual()TADConfigManager.get_tad_config_glove()
BERTTADModelListGloVeTADModelListTADDatasetListTADTextClassifierPredictor
- Classes
- Subpackages
pyabsa.tasks.TextClassification- Subpackages
pyabsa.tasks.TextClassification.configuration- Submodules
pyabsa.tasks.TextClassification.configuration.tc_configuration- Module Contents
- Classes
- Attributes
_tc_config_template_tc_config_base_tc_config_english_tc_config_multilingual_tc_config_chinese_tc_config_gloveTCConfigManagerTCConfigManager.set_tc_config()TCConfigManager.set_tc_config_template()TCConfigManager.set_tc_config_base()TCConfigManager.set_tc_config_english()TCConfigManager.set_tc_config_chinese()TCConfigManager.set_tc_config_multilingual()TCConfigManager.set_tc_config_glove()TCConfigManager.get_tc_config_template()TCConfigManager.get_tc_config_base()TCConfigManager.get_tc_config_english()TCConfigManager.get_tc_config_chinese()TCConfigManager.get_tc_config_multilingual()TCConfigManager.get_tc_config_glove()
- Module Contents
- Submodules
pyabsa.tasks.TextClassification.dataset_utils- Subpackages
pyabsa.tasks.TextClassification.dataset_utils.__classic__pyabsa.tasks.TextClassification.dataset_utils.__plm__
- Submodules
- Subpackages
pyabsa.tasks.TextClassification.instructor- Submodules
pyabsa.tasks.TextClassification.instructor.classifier_instructor- Module Contents
- Classes
TCTrainingInstructorTCTrainingInstructor._init_misc()TCTrainingInstructor._load_dataset_and_prepare_dataloader()TCTrainingInstructor.reload_model()TCTrainingInstructor._train()TCTrainingInstructor._train_and_evaluate()TCTrainingInstructor._k_fold_train_and_evaluate()TCTrainingInstructor._evaluate_acc_f1()TCTrainingInstructor.run()
- Classes
- Module Contents
- Submodules
pyabsa.tasks.TextClassification.modelspyabsa.tasks.TextClassification.predictionpyabsa.tasks.TextClassification.trainer
- Package Contents
- Classes
TCTrainerTCConfigManagerTCConfigManager.set_tc_config()TCConfigManager.set_tc_config_template()TCConfigManager.set_tc_config_base()TCConfigManager.set_tc_config_english()TCConfigManager.set_tc_config_chinese()TCConfigManager.set_tc_config_multilingual()TCConfigManager.set_tc_config_glove()TCConfigManager.get_tc_config_template()TCConfigManager.get_tc_config_base()TCConfigManager.get_tc_config_english()TCConfigManager.get_tc_config_chinese()TCConfigManager.get_tc_config_multilingual()TCConfigManager.get_tc_config_glove()
BERTTCModelListGloVeTCModelListTCDatasetListTextClassifierPredictor
- Classes
- Subpackages
pyabsa.tasks.UniversalSentimentAnalysis- Subpackages
pyabsa.tasks.UniversalSentimentAnalysis.configuration- Submodules
pyabsa.tasks.UniversalSentimentAnalysis.configuration.configuration- Module Contents
- Classes
- Attributes
_usa_config_template_usa_config_base_usa_config_english_usa_config_multilingual_usa_config_chineseUSAConfigManagerUSAConfigManager.set_usa_config()USAConfigManager.set_usa_config_template()USAConfigManager.set_usa_config_base()USAConfigManager.set_usa_config_english()USAConfigManager.set_usa_config_chinese()USAConfigManager.set_usa_config_multilingual()USAConfigManager.get_usa_config_template()USAConfigManager.get_usa_config_base()USAConfigManager.get_usa_config_english()USAConfigManager.get_usa_config_chinese()USAConfigManager.get_usa_config_multilingual()
- Module Contents
- Submodules
pyabsa.tasks.UniversalSentimentAnalysis.dataset_utils- Submodules
pyabsa.tasks.UniversalSentimentAnalysis.instructorpyabsa.tasks.UniversalSentimentAnalysis.modelspyabsa.tasks.UniversalSentimentAnalysis.predictionpyabsa.tasks.UniversalSentimentAnalysis.trainer
- Package Contents
- Classes
USAConfigManagerUSAConfigManager.set_usa_config()USAConfigManager.set_usa_config_template()USAConfigManager.set_usa_config_base()USAConfigManager.set_usa_config_english()USAConfigManager.set_usa_config_chinese()USAConfigManager.set_usa_config_multilingual()USAConfigManager.get_usa_config_template()USAConfigManager.get_usa_config_base()USAConfigManager.get_usa_config_english()USAConfigManager.get_usa_config_chinese()USAConfigManager.get_usa_config_multilingual()
USATrainingDatasetUSADatasetListUSATrainingInstructorUSAModelListUSAPredictorUSATrainer
- Classes
- Subpackages
pyabsa.tasks._Archive- Subpackages
pyabsa.tasks._Archive.ProteinRegression- Subpackages
pyabsa.tasks._Archive.ProteinRegression.configuration- Submodules
pyabsa.tasks._Archive.ProteinRegression.configuration.proteinr_configuration- Module Contents
- Classes
- Attributes
_proteinr_config_template_proteinr_config_base_proteinr_config_english_proteinr_config_multilingual_proteinr_config_chinese_proteinr_config_gloveProteinRConfigManagerProteinRConfigManager.set_proteinr_config()ProteinRConfigManager.set_proteinr_config_template()ProteinRConfigManager.set_proteinr_config_base()ProteinRConfigManager.set_proteinr_config_english()ProteinRConfigManager.set_proteinr_config_chinese()ProteinRConfigManager.set_proteinr_config_multilingual()ProteinRConfigManager.set_proteinr_config_glove()ProteinRConfigManager.get_proteinr_config_template()ProteinRConfigManager.get_proteinr_config_base()ProteinRConfigManager.get_proteinr_config_english()ProteinRConfigManager.get_proteinr_config_chinese()ProteinRConfigManager.get_proteinr_config_multilingual()ProteinRConfigManager.get_proteinr_config_glove()
- Module Contents
- Submodules
pyabsa.tasks._Archive.ProteinRegression.dataset_utils- Subpackages
pyabsa.tasks._Archive.ProteinRegression.dataset_utils.__classic__pyabsa.tasks._Archive.ProteinRegression.dataset_utils.__plm__
- Submodules
- Subpackages
pyabsa.tasks._Archive.ProteinRegression.instructor- Submodules
pyabsa.tasks._Archive.ProteinRegression.instructor.proteinr_instructor- Module Contents
- Classes
ProteinRTrainingInstructorProteinRTrainingInstructor._init_misc()ProteinRTrainingInstructor._cache_or_load_dataset()ProteinRTrainingInstructor._evaluate_acc_f1()ProteinRTrainingInstructor._load_dataset_and_prepare_dataloader()ProteinRTrainingInstructor.reload_model()ProteinRTrainingInstructor._prepare_dataloader()ProteinRTrainingInstructor._train()ProteinRTrainingInstructor._train_and_evaluate()ProteinRTrainingInstructor._k_fold_train_and_evaluate()ProteinRTrainingInstructor._evaluate_r2()ProteinRTrainingInstructor.run()
- Classes
- Module Contents
- Submodules
pyabsa.tasks._Archive.ProteinRegression.models- Subpackages
pyabsa.tasks._Archive.ProteinRegression.models.__classic__pyabsa.tasks._Archive.ProteinRegression.models.__plm__
- Package Contents
- Subpackages
pyabsa.tasks._Archive.ProteinRegression.predictionpyabsa.tasks._Archive.ProteinRegression.trainer
- Package Contents
- Classes
ProteinRTrainerProteinRConfigManagerProteinRConfigManager.set_proteinr_config()ProteinRConfigManager.set_proteinr_config_template()ProteinRConfigManager.set_proteinr_config_base()ProteinRConfigManager.set_proteinr_config_english()ProteinRConfigManager.set_proteinr_config_chinese()ProteinRConfigManager.set_proteinr_config_multilingual()ProteinRConfigManager.set_proteinr_config_glove()ProteinRConfigManager.get_proteinr_config_template()ProteinRConfigManager.get_proteinr_config_base()ProteinRConfigManager.get_proteinr_config_english()ProteinRConfigManager.get_proteinr_config_chinese()ProteinRConfigManager.get_proteinr_config_multilingual()ProteinRConfigManager.get_proteinr_config_glove()
BERTProteinRModelListGloVeProteinRModelListProteinRDatasetListProteinRegressionDatasetListProteinRegressorPredictor
- Classes
- Subpackages
pyabsa.tasks._Archive.RNAClassification- Subpackages
pyabsa.tasks._Archive.RNAClassification.configuration- Submodules
pyabsa.tasks._Archive.RNAClassification.configuration.rnac_configuration- Module Contents
- Classes
- Attributes
_rnac_config_template_rnac_config_base_rnac_config_english_rnac_config_multilingual_rnac_config_chinese_rnac_config_gloveRNACConfigManagerRNACConfigManager.set_rnac_config()RNACConfigManager.set_rnac_config_template()RNACConfigManager.set_rnac_config_base()RNACConfigManager.set_rnac_config_english()RNACConfigManager.set_rnac_config_chinese()RNACConfigManager.set_rnac_config_multilingual()RNACConfigManager.set_rnac_config_glove()RNACConfigManager.get_rnac_config_template()RNACConfigManager.get_rnac_config_base()RNACConfigManager.get_rnac_config_english()RNACConfigManager.get_rnac_config_chinese()RNACConfigManager.get_rnac_config_multilingual()RNACConfigManager.get_rnac_config_glove()
- Module Contents
- Submodules
pyabsa.tasks._Archive.RNAClassification.dataset_utils- Submodules
pyabsa.tasks._Archive.RNAClassification.instructor- Submodules
pyabsa.tasks._Archive.RNAClassification.instructor.rnac_instructor- Module Contents
- Classes
RNACTrainingInstructorRNACTrainingInstructor._init_misc()RNACTrainingInstructor._cache_or_load_dataset()RNACTrainingInstructor._train_and_evaluate()RNACTrainingInstructor._k_fold_train_and_evaluate()RNACTrainingInstructor._evaluate_acc_f1()RNACTrainingInstructor._load_dataset_and_prepare_dataloader()RNACTrainingInstructor.run()
- Classes
- Module Contents
- Submodules
pyabsa.tasks._Archive.RNAClassification.models- Subpackages
pyabsa.tasks._Archive.RNAClassification.models.__classic__pyabsa.tasks._Archive.RNAClassification.models.__plm__
- Package Contents
- Subpackages
pyabsa.tasks._Archive.RNAClassification.predictionpyabsa.tasks._Archive.RNAClassification.trainer
- Package Contents
- Classes
RNACTrainerRNACConfigManagerRNACConfigManager.set_rnac_config()RNACConfigManager.set_rnac_config_template()RNACConfigManager.set_rnac_config_base()RNACConfigManager.set_rnac_config_english()RNACConfigManager.set_rnac_config_chinese()RNACConfigManager.set_rnac_config_multilingual()RNACConfigManager.set_rnac_config_glove()RNACConfigManager.get_rnac_config_template()RNACConfigManager.get_rnac_config_base()RNACConfigManager.get_rnac_config_english()RNACConfigManager.get_rnac_config_chinese()RNACConfigManager.get_rnac_config_multilingual()RNACConfigManager.get_rnac_config_glove()
BERTRNACModelListGloVeRNACModelListRNACDatasetListRNAClassificationDatasetListRNAClassifierPredictor
- Classes
- Subpackages
pyabsa.tasks._Archive.RNARegression- Subpackages
pyabsa.tasks._Archive.RNARegression.configuration- Submodules
pyabsa.tasks._Archive.RNARegression.configuration.rnar_configuration- Module Contents
- Classes
- Attributes
_rnar_config_template_rnar_config_base_rnar_config_english_rnar_config_multilingual_rnar_config_chinese_rnar_config_gloveRNARConfigManagerRNARConfigManager.set_rnar_config()RNARConfigManager.set_rnar_config_template()RNARConfigManager.set_rnar_config_base()RNARConfigManager.set_rnar_config_english()RNARConfigManager.set_rnar_config_chinese()RNARConfigManager.set_rnar_config_multilingual()RNARConfigManager.set_rnar_config_glove()RNARConfigManager.get_rnar_config_template()RNARConfigManager.get_rnar_config_base()RNARConfigManager.get_rnar_config_english()RNARConfigManager.get_rnar_config_chinese()RNARConfigManager.get_rnar_config_multilingual()RNARConfigManager.get_rnar_config_glove()
- Module Contents
- Submodules
pyabsa.tasks._Archive.RNARegression.dataset_utils- Subpackages
pyabsa.tasks._Archive.RNARegression.dataset_utils.__classic__pyabsa.tasks._Archive.RNARegression.dataset_utils.__plm__
- Submodules
- Subpackages
pyabsa.tasks._Archive.RNARegression.instructor- Submodules
pyabsa.tasks._Archive.RNARegression.instructor.rnar_instructor- Module Contents
- Classes
RNARTrainingInstructorRNARTrainingInstructor._init_misc()RNARTrainingInstructor._cache_or_load_dataset()RNARTrainingInstructor._evaluate_acc_f1()RNARTrainingInstructor._load_dataset_and_prepare_dataloader()RNARTrainingInstructor.reload_model()RNARTrainingInstructor._prepare_dataloader()RNARTrainingInstructor._train_and_evaluate()RNARTrainingInstructor._k_fold_train_and_evaluate()RNARTrainingInstructor._evaluate_r2()RNARTrainingInstructor.run()
- Classes
- Module Contents
- Submodules
pyabsa.tasks._Archive.RNARegression.models- Subpackages
pyabsa.tasks._Archive.RNARegression.models.__classic__pyabsa.tasks._Archive.RNARegression.models.__plm__
- Package Contents
- Subpackages
pyabsa.tasks._Archive.RNARegression.predictionpyabsa.tasks._Archive.RNARegression.trainer
- Package Contents
- Classes
RNARTrainerRNARConfigManagerRNARConfigManager.set_rnar_config()RNARConfigManager.set_rnar_config_template()RNARConfigManager.set_rnar_config_base()RNARConfigManager.set_rnar_config_english()RNARConfigManager.set_rnar_config_chinese()RNARConfigManager.set_rnar_config_multilingual()RNARConfigManager.set_rnar_config_glove()RNARConfigManager.get_rnar_config_template()RNARConfigManager.get_rnar_config_base()RNARConfigManager.get_rnar_config_english()RNARConfigManager.get_rnar_config_chinese()RNARConfigManager.get_rnar_config_multilingual()RNARConfigManager.get_rnar_config_glove()
BERTRNARModelListGloVeRNARModelListRNARDatasetListRNARegressionDatasetListRNARegressorPredictor
- Classes
- Subpackages
- Subpackages
pyabsa.tasks.__SubtaskTemplate__- Subpackages
pyabsa.tasks.__SubtaskTemplate__.configuration- Submodules
pyabsa.tasks.__SubtaskTemplate__.configuration.configuration- Module Contents
- Classes
- Attributes
_apc_config_template_apc_config_base_apc_config_english_apc_config_multilingual_apc_config_chineseAPCConfigManagerAPCConfigManager.set_apc_config()APCConfigManager.set_apc_config_template()APCConfigManager.set_apc_config_base()APCConfigManager.set_apc_config_english()APCConfigManager.set_apc_config_chinese()APCConfigManager.set_apc_config_multilingual()APCConfigManager.set_apc_config_glove()APCConfigManager.set_apc_config_bert_baseline()APCConfigManager.get_apc_config_template()APCConfigManager.get_apc_config_base()APCConfigManager.get_apc_config_english()APCConfigManager.get_apc_config_chinese()APCConfigManager.get_apc_config_multilingual()
- Module Contents
- Submodules
pyabsa.tasks.__SubtaskTemplate__.dataset_utils- Submodules
pyabsa.tasks.__SubtaskTemplate__.dataset_utils.data_utils_for_inferencepyabsa.tasks.__SubtaskTemplate__.dataset_utils.data_utils_for_trainingpyabsa.tasks.__SubtaskTemplate__.dataset_utils.dataset_list- Module Contents
- Classes
APCDatasetListAPCDatasetList.Laptop14APCDatasetList.Restaurant14APCDatasetList.ARTS_Laptop14APCDatasetList.ARTS_Restaurant14APCDatasetList.Restaurant15APCDatasetList.Restaurant16APCDatasetList.ACL_TwitterAPCDatasetList.MAMSAPCDatasetList.TelevisionAPCDatasetList.TShirtAPCDatasetList.YelpAPCDatasetList.PhoneAPCDatasetList.CarAPCDatasetList.NotebookAPCDatasetList.CameraAPCDatasetList.ShampooAPCDatasetList.MOOCAPCDatasetList.MOOC_EnAPCDatasetList.KaggleAPCDatasetList.Chinese_ZhangAPCDatasetList.ChineseAPCDatasetList.Binary_Polarity_ChineseAPCDatasetList.Triple_Polarity_ChineseAPCDatasetList.SemEval2016Task5APCDatasetList.Arabic_SemEval2016Task5APCDatasetList.Dutch_SemEval2016Task5APCDatasetList.Spanish_SemEval2016Task5APCDatasetList.Turkish_SemEval2016Task5APCDatasetList.Russian_SemEval2016Task5APCDatasetList.French_SemEval2016Task5APCDatasetList.English_SemEval2016Task5APCDatasetList.EnglishAPCDatasetList.SemEvalAPCDatasetList.RestaurantAPCDatasetList.Multilingual
- Classes
- Module Contents
- Submodules
pyabsa.tasks.__SubtaskTemplate__.instructor- Submodules
pyabsa.tasks.__SubtaskTemplate__.instructor.instructor- Module Contents
- Classes
APCTrainingInstructorAPCTrainingInstructor._load_dataset_and_prepare_dataloader()APCTrainingInstructor._train_and_evaluate()APCTrainingInstructor._k_fold_train_and_evaluate()APCTrainingInstructor._evaluate_acc_f1()APCTrainingInstructor._init_misc()APCTrainingInstructor._cache_or_load_dataset()APCTrainingInstructor.run()
- Classes
- Module Contents
- Submodules
pyabsa.tasks.__SubtaskTemplate__.modelspyabsa.tasks.__SubtaskTemplate__.predictionpyabsa.tasks.__SubtaskTemplate__.trainer
- Package Contents
- Classes
APCDatasetListAPCDatasetList.Laptop14APCDatasetList.Restaurant14APCDatasetList.ARTS_Laptop14APCDatasetList.ARTS_Restaurant14APCDatasetList.Restaurant15APCDatasetList.Restaurant16APCDatasetList.ACL_TwitterAPCDatasetList.MAMSAPCDatasetList.TelevisionAPCDatasetList.TShirtAPCDatasetList.YelpAPCDatasetList.PhoneAPCDatasetList.CarAPCDatasetList.NotebookAPCDatasetList.CameraAPCDatasetList.ShampooAPCDatasetList.MOOCAPCDatasetList.MOOC_EnAPCDatasetList.KaggleAPCDatasetList.Chinese_ZhangAPCDatasetList.ChineseAPCDatasetList.Binary_Polarity_ChineseAPCDatasetList.Triple_Polarity_ChineseAPCDatasetList.SemEval2016Task5APCDatasetList.Arabic_SemEval2016Task5APCDatasetList.Dutch_SemEval2016Task5APCDatasetList.Spanish_SemEval2016Task5APCDatasetList.Turkish_SemEval2016Task5APCDatasetList.Russian_SemEval2016Task5APCDatasetList.French_SemEval2016Task5APCDatasetList.English_SemEval2016Task5APCDatasetList.EnglishAPCDatasetList.SemEvalAPCDatasetList.RestaurantAPCDatasetList.Multilingual
- Classes
- Subpackages
- Subpackages
pyabsa.utils- Subpackages
pyabsa.utils.absa_utilspyabsa.utils.cache_utilspyabsa.utils.check_utilspyabsa.utils.data_utilspyabsa.utils.ensemble_predictionpyabsa.utils.exception_utilspyabsa.utils.file_utils- Submodules
pyabsa.utils.file_utils.file_utils- Module Contents
- Functions
meta_load()meta_save()save_jsonl()save_txt()save_json()save_excel()save_csv()save_npy()save_torch()save_pickle()load_excel()load_csv()load_npy()load_torch()load_pickle()load_txt()remove_empty_line()save_json()load_json()load_jsonl()load_dataset_from_file()prepare_glove840_embedding()unzip_checkpoint()save_model()
- Functions
- Module Contents
- Submodules
pyabsa.utils.loggerpyabsa.utils.notification_utilspyabsa.utils.proxy_utilspyabsa.utils.text_utilspyabsa.utils.wrappers
- Submodules
- Package Contents
- Subpackages
- Package Contents
- Classes
- Functions
- Attributes
__name____version__check_emergency_notification()TaskNameOptionTaskCodeOptionTaskCodeOption.Aspect_Polarity_ClassificationTaskCodeOption.Aspect_Term_Extraction_and_ClassificationTaskCodeOption.Aspect_Sentiment_Triplet_ExtractionTaskCodeOption.Sentiment_AnalysisTaskCodeOption.Text_ClassificationTaskCodeOption.Text_Adversarial_DefenseTaskCodeOption.RNASequenceClassificationTaskCodeOption.RNASequenceRegressionTaskCodeOption.ProteinSequenceRegressionTaskCodeOption.CodeDefectDetectionTaskCodeOption.Aspect_Category_Opinion_Sentiment_Triplet_ExtractionTaskCodeOption.Universal_Sentiment_Analysis
LabelPaddingOptionModelSaveOptionProxyAddressOptionDeviceTypeOptionPyABSAMaterialHostAddressDatasetItemmake_ABSA_dataset()generate_inference_set_for_apc()convert_apc_set_to_atepc_set()download_all_available_datasets()download_dataset_by_name()load_dataset_from_file()available_checkpoints()download_checkpoint()DatasetDictAPCCheckpointManagerATEPCCheckpointManagerASTECheckpointManagerTCCheckpointManagerTADCheckpointManagerRNACCheckpointManagerRNARCheckpointManagerAPCDatasetListAPCDatasetList.Laptop14APCDatasetList.Restaurant14APCDatasetList.ARTS_Laptop14APCDatasetList.ARTS_Restaurant14APCDatasetList.Restaurant15APCDatasetList.Restaurant16APCDatasetList.ACL_TwitterAPCDatasetList.MAMSAPCDatasetList.TelevisionAPCDatasetList.TShirtAPCDatasetList.YelpAPCDatasetList.PhoneAPCDatasetList.CarAPCDatasetList.NotebookAPCDatasetList.CameraAPCDatasetList.ShampooAPCDatasetList.MOOCAPCDatasetList.MOOC_EnAPCDatasetList.KaggleAPCDatasetList.Chinese_ZhangAPCDatasetList.ChineseAPCDatasetList.Binary_Polarity_ChineseAPCDatasetList.Triple_Polarity_ChineseAPCDatasetList.SemEval2016Task5APCDatasetList.Arabic_SemEval2016Task5APCDatasetList.Dutch_SemEval2016Task5APCDatasetList.Spanish_SemEval2016Task5APCDatasetList.Turkish_SemEval2016Task5APCDatasetList.Russian_SemEval2016Task5APCDatasetList.French_SemEval2016Task5APCDatasetList.English_SemEval2016Task5APCDatasetList.EnglishAPCDatasetList.SemEvalAPCDatasetList.RestaurantAPCDatasetList.Multilingual
meta_load()meta_save()clean()ABSADatasetListvalidate_pyabsa_version()query_release_notes()check_pyabsa_update()check_package_version()
- Subpackages
data_utils_for_trainingdata_utils_for_inference