├── 2021-MAXP-DGL图机器学习大赛解决方案-8-Graph@ICT.pdf ├── GAMLP ├── GAMLP.pdf ├── README.md ├── cs.py ├── ensemble.py ├── heteo_data.py ├── layer.py ├── load_dataset.py ├── logger.py ├── mag_perf.png ├── main.py ├── model.py ├── papers100M_perf.png ├── products_perf.png ├── requirements.txt ├── scripts │ ├── train_maxp.sh │ ├── train_maxp_all.sh │ └── train_maxp_kfold.sh └── utils.py ├── LICENSE ├── MAXP 2021初赛数据探索和处理-1.ipynb ├── MAXP 2021初赛数据探索和处理-2.ipynb ├── MAXP 2021初赛数据探索和处理-3.ipynb ├── MAXP 2021初赛数据探索和处理-4.ipynb ├── README 2.md ├── README.md ├── SAGN_with_SLE ├── README.md ├── scripts │ ├── cora │ │ └── train_cora_sagn_use_labels.sh │ ├── flickr │ │ └── train_flickr_sagn.sh │ ├── maxp │ │ └── train_maxp_sagn_use_label.sh │ ├── ogbn-mag │ │ ├── train_ogbn_mag_sagn.sh │ │ └── train_ogbn_mag_sagn_TransE.sh │ ├── ogbn-papers100M │ │ ├── train_ogbn_papers100M_sagn_no_labels.sh │ │ └── train_ogbn_papers100M_sagn_use_label.sh │ ├── ogbn-products │ │ ├── postprocess_ogbn_products_sagn_use_labels.sh │ │ ├── train_ogbn_products_mlp_no_labels.sh │ │ ├── train_ogbn_products_mlp_use_labels.sh │ │ ├── train_ogbn_products_sagn_no_features.sh │ │ ├── train_ogbn_products_sagn_no_labels.sh │ │ ├── train_ogbn_products_sagn_use_labels.sh │ │ ├── train_ogbn_products_sagn_use_labels_morestages.sh │ │ ├── train_ogbn_products_sign_no_labels.sh │ │ ├── train_ogbn_products_sign_use_labels.sh │ │ ├── train_ogbn_products_simple_sagn_exponent_no_labels.sh │ │ ├── train_ogbn_products_simple_sagn_exponent_use_labels.sh │ │ ├── train_ogbn_products_simple_sagn_uniform_no_labels.sh │ │ └── train_ogbn_products_simple_sagn_uniform_use_labels.sh │ ├── ppi │ │ └── train_ppi_sagn.sh │ ├── ppi_large │ │ └── train_ppi_large_sagn.sh │ ├── reddit │ │ └── train_reddit_sagn.sh │ └── yelp │ │ └── train_yelp_sagn.sh └── src │ ├── dataset.py │ ├── gen_models.py │ ├── layers.py │ ├── models.py │ ├── post_process.py │ ├── pre_process.py │ ├── sagn.py │ ├── train_process.py │ └── utils.py ├── correct_and_smooth ├── __init__.py ├── main.py ├── model.py └── utils.py ├── gen_test_submitcsv.ipynb ├── gnn ├── __init__.py ├── csv_idx_map.py ├── model_train.py ├── model_utils.py ├── models.py ├── test.ipynb └── utils.py ├── node2vec ├── main.py ├── model.py └── utils.py ├── ogb ├── model_train.py ├── model_utils.py ├── models.py └── utils.py ├── process-1.ipynb ├── process-2.ipynb ├── process-3.ipynb ├── process-4.ipynb ├── requirements.txt ├── result.png ├── sgc ├── main.py └── utils.py └── title.png /2021-MAXP-DGL图机器学习大赛解决方案-8-Graph@ICT.pdf: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ytchx1999/MAXP_DGL_Graph/HEAD/2021-MAXP-DGL图机器学习大赛解决方案-8-Graph@ICT.pdf -------------------------------------------------------------------------------- /GAMLP/GAMLP.pdf: -------------------------------------------------------------------------------- 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