├── LICENSE ├── README.md ├── log ├── DuoRec │ └── beauty │ │ └── bs256-lmd0.1-sem0.1-us_x-Sep-26-2024_19-07-19-lr0.001-l20-tau1-dot-DPh0.5-DPa0.5 │ │ ├── DuoRec-beauty.pdf │ │ ├── log.txt │ │ ├── model.pth │ │ ├── sv.npy │ │ └── svs.pdf └── RaSeRec │ └── beauty │ └── bs1024-lmd0.1-sem0.1-us_x-Jan-06-2025_19-22-16-lr0.001-l20-tau1-dot-DPh0.5-DPa0.5 │ ├── RaSeRec-beauty.pdf │ ├── log.txt │ ├── model.pth │ ├── sv.npy │ └── svs.pdf ├── raserec.sh ├── recbole ├── __init__.py ├── config │ ├── __init__.py │ ├── __pycache__ │ │ ├── __init__.cpython-36.pyc │ │ ├── __init__.cpython-39.pyc │ │ ├── configurator.cpython-36.pyc │ │ ├── configurator.cpython-39.pyc │ │ ├── eval_setting.cpython-36.pyc │ │ └── eval_setting.cpython-39.pyc │ ├── configurator.py │ └── eval_setting.py ├── data │ ├── __init__.py │ ├── __pycache__ │ │ ├── __init__.cpython-36.pyc │ │ ├── __init__.cpython-39.pyc │ │ ├── interaction.cpython-36.pyc │ │ ├── interaction.cpython-39.pyc │ │ ├── utils.cpython-36.pyc │ │ └── utils.cpython-39.pyc │ ├── dataloader │ │ ├── __init__.py │ │ ├── __pycache__ │ │ │ ├── __init__.cpython-36.pyc │ │ │ ├── __init__.cpython-39.pyc │ │ │ ├── abstract_dataloader.cpython-36.pyc │ │ │ ├── abstract_dataloader.cpython-39.pyc │ │ │ ├── context_dataloader.cpython-36.pyc │ │ │ ├── context_dataloader.cpython-39.pyc │ │ │ ├── decisiontree_dataloader.cpython-36.pyc │ │ │ ├── decisiontree_dataloader.cpython-39.pyc │ │ │ ├── dien_dataloader.cpython-36.pyc │ │ │ ├── dien_dataloader.cpython-39.pyc │ │ │ ├── general_dataloader.cpython-36.pyc │ │ │ ├── general_dataloader.cpython-39.pyc │ │ │ ├── knowledge_dataloader.cpython-36.pyc │ │ │ ├── knowledge_dataloader.cpython-39.pyc │ │ │ ├── neg_sample_mixin.cpython-36.pyc │ │ │ ├── neg_sample_mixin.cpython-39.pyc │ │ │ ├── sequential_dataloader.cpython-36.pyc │ │ │ ├── sequential_dataloader.cpython-39.pyc │ │ │ ├── user_dataloader.cpython-36.pyc │ │ │ └── user_dataloader.cpython-39.pyc │ │ ├── abstract_dataloader.py │ │ ├── context_dataloader.py │ │ ├── decisiontree_dataloader.py │ │ ├── dien_dataloader.py │ │ ├── general_dataloader.py │ │ ├── knowledge_dataloader.py │ │ ├── neg_sample_mixin.py │ │ ├── sequential_dataloader.py │ │ └── user_dataloader.py │ ├── dataset │ │ ├── __init__.py │ │ ├── __pycache__ │ │ │ ├── __init__.cpython-36.pyc │ │ │ ├── __init__.cpython-39.pyc │ │ │ ├── customized_dataset.cpython-36.pyc │ │ │ ├── customized_dataset.cpython-39.pyc │ │ │ ├── dataset.cpython-36.pyc │ │ │ ├── dataset.cpython-39.pyc │ │ │ ├── decisiontree_dataset.cpython-36.pyc │ │ │ ├── decisiontree_dataset.cpython-39.pyc │ │ │ ├── kg_dataset.cpython-36.pyc │ │ │ ├── kg_dataset.cpython-39.pyc │ │ │ ├── kg_seq_dataset.cpython-36.pyc │ │ │ ├── kg_seq_dataset.cpython-39.pyc │ │ │ ├── sequential_dataset.cpython-36.pyc │ │ │ ├── sequential_dataset.cpython-39.pyc │ │ │ ├── social_dataset.cpython-36.pyc │ │ │ └── social_dataset.cpython-39.pyc │ │ ├── customized_dataset.py │ │ ├── dataset.py │ │ ├── decisiontree_dataset.py │ │ ├── kg_dataset.py │ │ ├── kg_seq_dataset.py │ │ ├── sequential_dataset.py │ │ └── social_dataset.py │ ├── interaction.py │ └── utils.py ├── dataset │ └── beauty │ │ ├── beauty.inter │ │ └── semantic_augmentation.npy ├── evaluator │ ├── __init__.py │ ├── __pycache__ │ │ ├── __init__.cpython-36.pyc │ │ ├── __init__.cpython-39.pyc │ │ ├── abstract_evaluator.cpython-36.pyc │ │ ├── abstract_evaluator.cpython-39.pyc │ │ ├── evaluators.cpython-36.pyc │ │ ├── evaluators.cpython-39.pyc │ │ ├── metrics.cpython-36.pyc │ │ ├── metrics.cpython-39.pyc │ │ ├── proxy_evaluator.cpython-36.pyc │ │ ├── proxy_evaluator.cpython-39.pyc │ │ ├── utils.cpython-36.pyc │ │ └── utils.cpython-39.pyc │ ├── abstract_evaluator.py │ ├── evaluators.py │ ├── metrics.py │ ├── proxy_evaluator.py │ └── utils.py ├── model │ ├── __init__.py │ ├── __pycache__ │ │ ├── __init__.cpython-36.pyc │ │ ├── __init__.cpython-39.pyc │ │ ├── abstract_recommender.cpython-36.pyc │ │ ├── abstract_recommender.cpython-39.pyc │ │ ├── init.cpython-36.pyc │ │ ├── layers.cpython-36.pyc │ │ ├── layers.cpython-39.pyc │ │ ├── loss.cpython-36.pyc │ │ └── loss.cpython-39.pyc │ ├── abstract_recommender.py │ ├── context_aware_recommender │ │ ├── __init__.py │ │ └── __pycache__ │ │ │ ├── __init__.cpython-36.pyc │ │ │ └── __init__.cpython-39.pyc │ ├── exlib_recommender │ │ └── __init__.py │ ├── general_recommender │ │ ├── __init__.py │ │ └── __pycache__ │ │ │ ├── __init__.cpython-36.pyc │ │ │ └── __init__.cpython-39.pyc │ ├── init.py │ ├── knowledge_aware_recommender │ │ └── __init__.py │ ├── layers.py │ ├── loss.py │ └── sequential_recommender │ │ ├── __init__.py │ │ ├── __pycache__ │ │ ├── __init__.cpython-36.pyc │ │ ├── __init__.cpython-39.pyc │ │ ├── cl4srec.cpython-36.pyc │ │ ├── cl4srec.cpython-39.pyc │ │ ├── duorec.cpython-36.pyc │ │ ├── duorec.cpython-39.pyc │ │ ├── duorec_copy.cpython-39.pyc │ │ ├── gru4rec.cpython-39.pyc │ │ └── raserec.cpython-39.pyc │ │ ├── cl4srec.py │ │ ├── duorec.py │ │ ├── gru4rec.py │ │ └── raserec.py ├── properties │ ├── dataset │ │ ├── ml-100k.yaml │ │ └── sample.yaml │ ├── model │ │ ├── AFM.yaml │ │ ├── AutoInt.yaml │ │ ├── BERT4Rec.yaml │ │ ├── BPR.yaml │ │ ├── CDAE.yaml │ │ ├── CFKG.yaml │ │ ├── CKE.yaml │ │ ├── CL4SRec.yaml │ │ ├── Caser.yaml │ │ ├── ConvNCF.yaml │ │ ├── DCN.yaml │ │ ├── DGCF.yaml │ │ ├── DIEN.yaml │ │ ├── DIN.yaml │ │ ├── DMF.yaml │ │ ├── DSSM.yaml │ │ ├── DeepFM.yaml │ │ ├── DuoRec.yaml │ │ ├── EASE.yaml │ │ ├── ENMF.yaml │ │ ├── FDSA.yaml │ │ ├── FFM.yaml │ │ ├── FISM.yaml │ │ ├── FM.yaml │ │ ├── FNN.yaml │ │ ├── FOSSIL.yaml │ │ ├── FPMC.yaml │ │ ├── FwFM.yaml │ │ ├── GCMC.yaml │ │ ├── GCSAN.yaml │ │ ├── GRU4Rec.yaml │ │ ├── GRU4RecF.yaml │ │ ├── GRU4RecKG.yaml │ │ ├── HGN.yaml │ │ ├── HRM.yaml │ │ ├── ItemKNN.yaml │ │ ├── KGAT.yaml │ │ ├── KGCN.yaml │ │ ├── KGNNLS.yaml │ │ ├── KSR.yaml │ │ ├── KTUP.yaml │ │ ├── LINE.yaml │ │ ├── LR.yaml │ │ ├── LightGCN.yaml │ │ ├── MKR.yaml │ │ ├── MacridVAE.yaml │ │ ├── MultiDAE.yaml │ │ ├── MultiVAE.yaml │ │ ├── NAIS.yaml │ │ ├── NARM.yaml │ │ ├── NFM.yaml │ │ ├── NGCF.yaml │ │ ├── NNCF.yaml │ │ ├── NPE.yaml │ │ ├── NeuMF.yaml │ │ ├── NextItNet.yaml │ │ ├── PNN.yaml │ │ ├── Pop.yaml │ │ ├── RaCT.yaml │ │ ├── RaSeRec.yaml │ │ ├── RecVAE.yaml │ │ ├── RepeatNet.yaml │ │ ├── RippleNet.yaml │ │ ├── S3Rec.yaml │ │ ├── SASRec.yaml │ │ ├── SASRecF.yaml │ │ ├── SHAN.yaml │ │ ├── SLIMElastic.yaml │ │ ├── SRGNN.yaml │ │ ├── STAMP.yaml │ │ ├── SpectralCF.yaml │ │ ├── TransRec.yaml │ │ ├── WideDeep.yaml │ │ ├── lightgbm.yaml │ │ ├── xDeepFM.yaml │ │ └── xgboost.yaml │ ├── overall.yaml │ └── quick_start_config │ │ ├── context-aware.yaml │ │ ├── context-aware_ml-100k.yaml │ │ ├── knowledge_base.yaml │ │ ├── sequential.yaml │ │ ├── sequential_DIN.yaml │ │ ├── sequential_DIN_on_ml-100k.yaml │ │ ├── sequential_embedding_model.yaml │ │ └── special_sequential_on_ml-100k.yaml ├── quick_start │ ├── __init__.py │ ├── __pycache__ │ │ ├── __init__.cpython-36.pyc │ │ ├── __init__.cpython-37.pyc │ │ ├── __init__.cpython-39.pyc │ │ ├── quick_start.cpython-36.pyc │ │ ├── quick_start.cpython-37.pyc │ │ └── quick_start.cpython-39.pyc │ └── quick_start.py ├── sampler │ ├── __init__.py │ ├── __pycache__ │ │ ├── __init__.cpython-36.pyc │ │ ├── __init__.cpython-39.pyc │ │ ├── sampler.cpython-36.pyc │ │ └── sampler.cpython-39.pyc │ └── sampler.py ├── trainer │ ├── __init__.py │ ├── __pycache__ │ │ ├── __init__.cpython-36.pyc │ │ ├── __init__.cpython-39.pyc │ │ ├── hyper_tuning.cpython-36.pyc │ │ ├── hyper_tuning.cpython-39.pyc │ │ ├── trainer.cpython-36.pyc │ │ └── trainer.cpython-39.pyc │ ├── hyper_tuning.py │ └── trainer.py └── utils │ ├── __init__.py │ ├── __pycache__ │ ├── __init__.cpython-36.pyc │ ├── __init__.cpython-39.pyc │ ├── argument_list.cpython-36.pyc │ ├── argument_list.cpython-39.pyc │ ├── enum_type.cpython-36.pyc │ ├── enum_type.cpython-39.pyc │ ├── logger.cpython-36.pyc │ ├── logger.cpython-39.pyc │ ├── utils.cpython-36.pyc │ └── 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