├── .gitignore ├── GCC-based ├── .gitignore ├── GETTING_STARTED.md ├── INSTALL.md ├── LICENSE ├── README.md ├── __init__.py ├── ftlib │ ├── __init__.py │ └── finetune │ │ ├── __init__.py │ │ ├── bss.py │ │ ├── classifier.py │ │ ├── delta.py │ │ ├── gtot.py │ │ ├── gtot_tuning.py │ │ ├── lwf.py │ │ └── stochnorm.py ├── gcc │ ├── __init__.py │ ├── contrastive │ │ ├── __init__.py │ │ ├── criterions.py │ │ └── memory_moco.py │ ├── datasets │ │ ├── __init__.py │ │ ├── data_util.py │ │ └── graph_dataset.py │ ├── ftlib │ │ ├── __init__.py │ │ └── finetune │ │ │ ├── __init__.py │ │ │ ├── bss.py │ │ │ ├── classifier.py │ │ │ ├── delta.py │ │ │ ├── gtot.py │ │ │ ├── gtot_tuning.py │ │ │ ├── lwf.py │ │ │ └── stochnorm.py │ ├── models │ │ ├── __init__.py │ │ ├── emb │ │ │ ├── __init__.py │ │ │ ├── _graphwave │ │ │ │ ├── __init__.py │ │ │ │ ├── characteristic_functions.py │ │ │ │ ├── graphwave.py │ │ │ │ └── utils │ │ │ │ │ ├── __init__.py │ │ │ │ │ ├── function_utils.py │ │ │ │ │ ├── graph_tools.py │ │ │ │ │ └── utils.py │ │ │ ├── from_numpy.py │ │ │ ├── graphwave.py │ │ │ └── prone.py │ │ ├── gat.py │ │ ├── gcn.py │ │ ├── gin.py │ │ ├── graph_encoder.py │ │ └── mpnn.py │ ├── tasks │ │ ├── __init__.py │ │ ├── graph_classification.py │ │ ├── node_classification.py │ │ └── similarity_search.py │ └── utils │ │ ├── __init__.py │ │ ├── misc.py │ │ └── x2dgl.py ├── generate.py ├── methods │ ├── __init__.py │ ├── learner.py │ └── simulator.py ├── model.py ├── ot_distance.py ├── requirements.txt ├── scripts │ ├── __init__.py │ ├── download.py │ ├── finetune.sh │ ├── generate.sh │ ├── graph_classification │ │ └── ours.sh │ ├── node_classification │ │ ├── baseline.sh │ │ └── ours.sh │ ├── pretrain.sh │ ├── result_pretrain1.out │ ├── result_pretrain2.out │ ├── result_pretrain3.out │ ├── result_pretrain4.out │ └── similarity_search │ │ ├── baseline.sh │ │ └── ours.sh ├── sp_gcc.json ├── tests │ ├── __init__.py │ ├── test_graph_classification.py │ ├── test_node_classification.py │ └── utils.py └── train_G_Tuning.py ├── Mole-based ├── Readme.md ├── batch.py ├── commom │ ├── __pycache__ │ │ ├── early_stop.cpython-37.pyc │ │ ├── early_stop.cpython-38.pyc │ │ ├── eval.cpython-37.pyc │ │ ├── eval.cpython-38.pyc │ │ ├── meter.cpython-37.pyc │ │ ├── meter.cpython-38.pyc │ │ ├── run_time.cpython-37.pyc │ │ └── run_time.cpython-38.pyc │ ├── early_stop.py │ ├── eval.py │ ├── meter.py │ ├── run_time.py │ ├── save_results.py │ └── utils │ │ ├── __init__.py │ │ ├── analysis │ │ └── a_distance.py │ │ ├── data.py │ │ ├── logger.py │ │ └── meter.py ├── ftlib │ ├── __init__.py │ ├── __pycache__ │ │ ├── __init__.cpython-37.pyc │ │ └── __init__.cpython-38.pyc │ └── finetune │ │ ├── __init__.py │ │ ├── __pycache__ │ │ ├── __init__.cpython-37.pyc │ │ ├── __init__.cpython-38.pyc │ │ ├── bss.cpython-37.pyc │ │ ├── bss.cpython-38.pyc │ │ ├── delta.cpython-37.pyc │ │ ├── delta.cpython-38.pyc │ │ ├── gtot.cpython-38.pyc │ │ ├── gtot_tuning.cpython-38.pyc │ │ ├── stochnorm.cpython-37.pyc │ │ └── stochnorm.cpython-38.pyc │ │ ├── bss.py │ │ ├── classifier.py │ │ ├── delta.py │ │ ├── gtot.py │ │ ├── gtot_tuning.py │ │ ├── lwf.py │ │ └── stochnorm.py ├── loader.py ├── methods │ ├── __pycache__ │ │ ├── learner.cpython-37.pyc │ │ ├── learner.cpython-38.pyc │ │ ├── simulator.cpython-37.pyc │ │ └── simulator.cpython-38.pyc │ ├── learner.py │ └── simulator.py ├── model.py ├── model_architecture │ ├── gcn_contextpred.pth │ └── gcn_supervised_contextpred.pth ├── model_gin │ ├── Mole-BERT.pth │ ├── contextpred.pth │ └── supervised_contextpred.pth ├── parser.py ├── splitters.py ├── train_G_Tuning.py └── util.py ├── README.md └── figs ├── intro_all_modified.pdf ├── intro_all_modified.png ├── model.pdf └── model.png /.gitignore: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Sunefei/G-Tuning/HEAD/.gitignore -------------------------------------------------------------------------------- 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