Namespace(heuristic=False, device=0, log_steps=1, encoder='sage', num_layers=2, hidden_channels=256, dropout=0.5, link_batch_size=65536, node_batch_size=65536, lr=0.005, epochs=20000, eval_steps=5, runs=10, dataset_dir='../data', datasets='igb', predictor='mlp', patience=100, metric='Hits@20', use_valedges_as_input=False, True_label=0.1, KD_RM=0, KD_LM=0, LLP_D=1, LLP_R=1, margin=0.1, rw_step=3, ns_rate=3, hops=3, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
Namespace(heuristic=False, device=0, log_steps=1, encoder='sage', num_layers=2, hidden_channels=256, dropout=0.5, link_batch_size=65536, node_batch_size=65536, lr=0.005, epochs=20000, eval_steps=5, runs=10, dataset_dir='../data', datasets='igb', predictor='mlp', patience=100, metric='Hits@20', use_valedges_as_input=False, True_label=0.1, KD_RM=0, KD_LM=0, LLP_D=1, LLP_R=1, margin=0.1, rw_step=3, ns_rate=3, hops=3, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
Namespace(heuristic=False, device=0, log_steps=1, encoder='sage', num_layers=2, hidden_channels=256, dropout=0.5, link_batch_size=65536, node_batch_size=65536, lr=0.005, epochs=20000, eval_steps=5, runs=10, dataset_dir='../data', datasets='igb', predictor='mlp', patience=100, metric='Hits@20', use_valedges_as_input=False, True_label=0.1, KD_RM=0, KD_LM=0, LLP_D=1, LLP_R=1, margin=0.1, rw_step=3, ns_rate=3, hops=3, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
Namespace(heuristic=False, device=0, log_steps=1, encoder='sage', num_layers=2, hidden_channels=256, dropout=0.5, link_batch_size=65536, node_batch_size=65536, lr=0.005, epochs=20000, eval_steps=5, runs=10, dataset_dir='../data', datasets='igb', predictor='mlp', patience=100, metric='Hits@20', use_valedges_as_input=False, True_label=0.1, KD_RM=0, KD_LM=0, LLP_D=1, LLP_R=1, margin=0.1, rw_step=3, ns_rate=3, hops=3, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
Namespace(heuristic=False, device=0, log_steps=1, encoder='sage', num_layers=2, hidden_channels=256, dropout=0.5, link_batch_size=65536, node_batch_size=65536, lr=0.005, epochs=20000, eval_steps=5, runs=10, dataset_dir='../data', datasets='igb', predictor='mlp', patience=100, metric='Hits@20', use_valedges_as_input=False, True_label=0.1, KD_RM=0, KD_LM=0, LLP_D=1, LLP_R=1, margin=0.1, rw_step=3, ns_rate=3, hops=3, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
Namespace(distill_pred_path='/home/qinzongyue/HeaRT/benchmarking/exist_setting_ogb/saved/ogbl-igb_GCN_pred.pth', device=0, log_steps=100, encoder='sage', num_layers=3, hidden_channels=256, dropout=0, link_batch_size=65536, node_batch_size=65536, lr=0.001, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='igb', predictor='mlp', patience=100, metric='Hits@20', use_valedges_as_input=False, True_label=1, KD_RM=0, KD_LM=0, LLP_D=0.001, LLP_R=0.001, margin=0.05, l2=0, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
Namespace(distill_pred_path='/home/qinzongyue/HeaRT/benchmarking/exist_setting_ogb/saved/ogbl-igb_GCN_pred.pth', device=0, log_steps=100, encoder='sage', num_layers=3, hidden_channels=256, dropout=0, link_batch_size=65536, node_batch_size=65536, lr=0.001, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='igb', predictor='mlp', patience=100, metric='Hits@20', use_valedges_as_input=False, True_label=1, KD_RM=0, KD_LM=0, LLP_D=0.001, LLP_R=0.001, margin=0.05, l2=0, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
Namespace(distill_pred_path='/home/qinzongyue/HeaRT/benchmarking/exist_setting_ogb/saved/igb_GCN_pred.pth', device=0, log_steps=100, encoder='sage', num_layers=3, hidden_channels=256, dropout=0, link_batch_size=65536, node_batch_size=65536, lr=0.001, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='igb', predictor='mlp', patience=100, metric='Hits@20', use_valedges_as_input=False, True_label=1, KD_RM=0, KD_LM=0, LLP_D=0.001, LLP_R=0.001, margin=0.05, l2=0, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
Namespace(distill_pred_path='/home/qinzongyue/HeaRT/benchmarking/exist_setting_ogb/saved/igb_GCN_pred.pth', device=0, log_steps=100, encoder='sage', num_layers=3, hidden_channels=256, dropout=0, link_batch_size=65536, node_batch_size=65536, lr=0.001, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='igb', predictor='mlp', patience=100, metric='Hits@20', use_valedges_as_input=False, True_label=1, KD_RM=0, KD_LM=0, LLP_D=0.001, LLP_R=0.001, margin=0.05, l2=0, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
Namespace(distill_pred_path='/home/qinzongyue/HeaRT/benchmarking/exist_setting_ogb/saved/igb_GCN_pred.pth', device=0, log_steps=100, encoder='sage', num_layers=3, hidden_channels=256, dropout=0, link_batch_size=65536, node_batch_size=65536, lr=0.001, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='igb', predictor='mlp', patience=100, metric='Hits@20', use_valedges_as_input=False, True_label=1, KD_RM=0, KD_LM=0, LLP_D=0.001, LLP_R=0.001, margin=0.05, l2=0, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
Namespace(distill_pred_path='/home/qinzongyue/HeaRT/benchmarking/exist_setting_ogb/saved/igb_GCN_pred.pth', device=0, log_steps=100, encoder='sage', num_layers=3, hidden_channels=256, dropout=0, link_batch_size=65536, node_batch_size=65536, lr=0.001, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='igb', predictor='mlp', patience=100, metric='Hits@20', use_valedges_as_input=False, True_label=1, KD_RM=0, KD_LM=0, LLP_D=0.001, LLP_R=0.001, margin=0.05, l2=0, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
Namespace(distill_pred_path='/home/qinzongyue/HeaRT/benchmarking/exist_setting_ogb/saved/igb_GCN_pred.pth', device=0, log_steps=100, encoder='sage', num_layers=3, hidden_channels=256, dropout=0, link_batch_size=65536, node_batch_size=65536, lr=0.001, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='igb', predictor='mlp', patience=100, metric='Hits@20', use_valedges_as_input=False, True_label=1, KD_RM=0, KD_LM=0, LLP_D=0.001, LLP_R=0.001, margin=0.05, l2=0, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
Namespace(distill_pred_path='/home/qinzongyue/HeaRT/benchmarking/exist_setting_ogb/saved/igb_CN_pred.pth', device=0, log_steps=100, encoder='sage', num_layers=3, hidden_channels=256, dropout=0, link_batch_size=65536, node_batch_size=65536, lr=0.001, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='igb', predictor='mlp', patience=100, metric='Hits@20', use_valedges_as_input=False, True_label=1, KD_RM=0, KD_LM=0, LLP_D=0.001, LLP_R=0.001, margin=0.05, l2=0, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
All runs:
Hits@10:
Test: 4.9257 ± nan
Hits@50:
Test: 15.6633 ± nan
Hits@100:
Test: 22.3870 ± nan
AUC:
Test: 99.2748 ± nan
Namespace(distill_pred_path='/home/qinzongyue/HeaRT/benchmarking/exist_setting_ogb/saved/igb_CN_pred.pth', device=0, log_steps=100, encoder='sage', num_layers=3, hidden_channels=256, dropout=0.1, link_batch_size=65536, node_batch_size=12775, lr=0.001, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='igb', predictor='mlp', patience=100, metric='Hits@100', use_valedges_as_input=False, True_label=1, KD_RM=0, KD_LM=0, LLP_D=0.001, LLP_R=0.001, margin=0.05, l2=0, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
All runs:
Hits@10:
Test: 4.8318 ± nan
Hits@50:
Test: 17.6798 ± nan
Hits@100:
Test: 25.2222 ± nan
AUC:
Test: 99.2669 ± nan
Namespace(distill_pred_path='/home/qinzongyue/HeaRT/benchmarking/exist_setting_ogb/saved/igb_GCN_pred.pth', device=0, log_steps=100, encoder='sage', num_layers=3, hidden_channels=256, dropout=0.1, link_batch_size=65536, node_batch_size=12775, lr=0.001, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='igb', predictor='mlp', patience=100, metric='Hits@100', use_valedges_as_input=False, True_label=1, KD_RM=0, KD_LM=0, LLP_D=0.001, LLP_R=0.001, margin=0.05, l2=0, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
Namespace(distill_pred_path='/home/qinzongyue/HeaRT/benchmarking/exist_setting_ogb/saved/igb_AA_pred.pth', device=0, log_steps=100, encoder='sage', num_layers=3, hidden_channels=256, dropout=0, link_batch_size=65536, node_batch_size=65536, lr=0.001, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='igb', predictor='mlp', patience=100, metric='Hits@20', use_valedges_as_input=False, True_label=1, KD_RM=0, KD_LM=0, LLP_D=0.001, LLP_R=0.001, margin=0.05, l2=0, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
All runs:
Hits@10:
Test: 5.0063 ± nan
Hits@50:
Test: 13.3451 ± nan
Hits@100:
Test: 20.4149 ± nan
AUC:
Test: 99.3346 ± nan
Namespace(distill_pred_path='/home/qinzongyue/HeaRT/benchmarking/exist_setting_ogb/saved/igb_CN_pred.pth', device=0, log_steps=100, encoder='sage', num_layers=3, hidden_channels=256, dropout=0.3, link_batch_size=65536, node_batch_size=12775, lr=0.001, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='igb', predictor='mlp', patience=100, metric='Hits@100', use_valedges_as_input=False, True_label=1, KD_RM=0, KD_LM=0, LLP_D=0.001, LLP_R=0.001, margin=0.05, l2=0, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
All runs:
Hits@10:
Test: 4.3919 ± nan
Hits@50:
Test: 14.9488 ± nan
Hits@100:
Test: 20.0562 ± nan
AUC:
Test: 99.3122 ± nan
Namespace(distill_pred_path='/home/qinzongyue/HeaRT/benchmarking/exist_setting_ogb/saved/igb_GCN_pred.pth', device=0, log_steps=100, encoder='sage', num_layers=3, hidden_channels=256, dropout=0.3, link_batch_size=65536, node_batch_size=12775, lr=0.001, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='igb', predictor='mlp', patience=100, metric='Hits@100', use_valedges_as_input=False, True_label=1, KD_RM=0, KD_LM=0, LLP_D=0.001, LLP_R=0.001, margin=0.05, l2=0, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
All runs:
Hits@10:
Test: 4.0424 ± nan
Hits@50:
Test: 17.6763 ± nan
Hits@100:
Test: 24.9138 ± nan
AUC:
Test: 99.2742 ± nan
Namespace(distill_pred_path='/home/qinzongyue/HeaRT/benchmarking/exist_setting_ogb/saved/igb_AA_pred.pth', device=0, log_steps=100, encoder='sage', num_layers=3, hidden_channels=256, dropout=0.1, link_batch_size=65536, node_batch_size=12775, lr=0.001, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='igb', predictor='mlp', patience=100, metric='Hits@100', use_valedges_as_input=False, True_label=1, KD_RM=0, KD_LM=0, LLP_D=0.001, LLP_R=0.001, margin=0.05, l2=0, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
All runs:
Hits@10:
Test: 3.3664 ± nan
Hits@50:
Test: 9.3448 ± nan
Hits@100:
Test: 15.7185 ± nan
AUC:
Test: 99.1817 ± nan
Namespace(distill_pred_path='/home/qinzongyue/HeaRT/benchmarking/exist_setting_ogb/saved/igb_CN_pred.pth', device=0, log_steps=100, encoder='sage', num_layers=3, hidden_channels=256, dropout=0, link_batch_size=65536, node_batch_size=12775, lr=0.001, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='igb', predictor='mlp', patience=100, metric='Hits@100', use_valedges_as_input=False, True_label=1, KD_RM=0, KD_LM=0, LLP_D=0.001, LLP_R=0.001, margin=0.1, l2=0, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
All runs:
Hits@10:
Test: 2.1605 ± nan
Hits@50:
Test: 11.4802 ± nan
Hits@100:
Test: 16.2903 ± nan
AUC:
Test: 99.1870 ± nan
Namespace(distill_pred_path='/home/qinzongyue/HeaRT/benchmarking/exist_setting_ogb/saved/igb_GCN_pred.pth', device=0, log_steps=100, encoder='sage', num_layers=3, hidden_channels=256, dropout=0, link_batch_size=65536, node_batch_size=12775, lr=0.001, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='igb', predictor='mlp', patience=100, metric='Hits@100', use_valedges_as_input=False, True_label=1, KD_RM=0, KD_LM=0, LLP_D=0.001, LLP_R=0.001, margin=0.1, l2=0, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
All runs:
Hits@10:
Test: 4.3781 ± nan
Hits@50:
Test: 13.5340 ± nan
Hits@100:
Test: 21.3946 ± nan
AUC:
Test: 99.3373 ± nan
Namespace(distill_pred_path='/home/qinzongyue/HeaRT/benchmarking/exist_setting_ogb/saved/igb_AA_pred.pth', device=0, log_steps=100, encoder='sage', num_layers=3, hidden_channels=256, dropout=0.3, link_batch_size=65536, node_batch_size=12775, lr=0.001, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='igb', predictor='mlp', patience=100, metric='Hits@100', use_valedges_as_input=False, True_label=1, KD_RM=0, KD_LM=0, LLP_D=0.001, LLP_R=0.001, margin=0.05, l2=0, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
All runs:
Hits@10:
Test: 4.8260 ± nan
Hits@50:
Test: 16.9663 ± nan
Hits@100:
Test: 23.9273 ± nan
AUC:
Test: 99.2747 ± nan
Namespace(distill_pred_path='/home/qinzongyue/HeaRT/benchmarking/exist_setting_ogb/saved/igb_GCN_pred.pth', device=0, log_steps=100, encoder='sage', num_layers=3, hidden_channels=256, dropout=0.1, link_batch_size=65536, node_batch_size=12775, lr=0.001, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='igb', predictor='mlp', patience=100, metric='Hits@100', use_valedges_as_input=False, True_label=1, KD_RM=0, KD_LM=0, LLP_D=0.001, LLP_R=0.001, margin=0.1, l2=0, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
All runs:
Hits@10:
Test: 3.4542 ± nan
Hits@50:
Test: 15.1647 ± nan
Hits@100:
Test: 22.8100 ± nan
AUC:
Test: 99.2713 ± nan
Namespace(distill_pred_path='/home/qinzongyue/HeaRT/benchmarking/exist_setting_ogb/saved/igb_CN_pred.pth', device=0, log_steps=100, encoder='sage', num_layers=3, hidden_channels=256, dropout=0.1, link_batch_size=65536, node_batch_size=12775, lr=0.001, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='igb', predictor='mlp', patience=100, metric='Hits@100', use_valedges_as_input=False, True_label=1, KD_RM=0, KD_LM=0, LLP_D=0.001, LLP_R=0.001, margin=0.1, l2=0, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
All runs:
Hits@10:
Test: 3.0027 ± nan
Hits@50:
Test: 10.4032 ± nan
Hits@100:
Test: 14.0490 ± nan
AUC:
Test: 99.1607 ± nan
Namespace(distill_pred_path='/home/qinzongyue/HeaRT/benchmarking/exist_setting_ogb/saved/igb_AA_pred.pth', device=0, log_steps=100, encoder='sage', num_layers=3, hidden_channels=256, dropout=0, link_batch_size=65536, node_batch_size=12775, lr=0.001, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='igb', predictor='mlp', patience=100, metric='Hits@100', use_valedges_as_input=False, True_label=1, KD_RM=0, KD_LM=0, LLP_D=0.001, LLP_R=0.001, margin=0.1, l2=0, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
All runs:
Hits@10:
Test: 3.3278 ± nan
Hits@50:
Test: 15.3049 ± nan
Hits@100:
Test: 22.5581 ± nan
AUC:
Test: 99.3340 ± nan
Namespace(distill_pred_path='/home/qinzongyue/HeaRT/benchmarking/exist_setting_ogb/saved/igb_GCN_pred.pth', device=0, log_steps=100, encoder='sage', num_layers=3, hidden_channels=256, dropout=0.3, link_batch_size=65536, node_batch_size=12775, lr=0.001, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='igb', predictor='mlp', patience=100, metric='Hits@100', use_valedges_as_input=False, True_label=1, KD_RM=0, KD_LM=0, LLP_D=0.001, LLP_R=0.001, margin=0.1, l2=0, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
All runs:
Hits@10:
Test: 4.4394 ± nan
Hits@50:
Test: 15.2418 ± nan
Hits@100:
Test: 21.1249 ± nan
AUC:
Test: 99.3285 ± nan
Namespace(distill_pred_path='/home/qinzongyue/HeaRT/benchmarking/exist_setting_ogb/saved/igb_CN_pred.pth', device=0, log_steps=100, encoder='sage', num_layers=3, hidden_channels=256, dropout=0.3, link_batch_size=65536, node_batch_size=12775, lr=0.001, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='igb', predictor='mlp', patience=100, metric='Hits@100', use_valedges_as_input=False, True_label=1, KD_RM=0, KD_LM=0, LLP_D=0.001, LLP_R=0.001, margin=0.1, l2=0, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
All runs:
Hits@10:
Test: 5.8286 ± nan
Hits@50:
Test: 17.6312 ± nan
Hits@100:
Test: 24.6961 ± nan
AUC:
Test: 99.2726 ± nan
Namespace(distill_pred_path='/home/qinzongyue/HeaRT/benchmarking/exist_setting_ogb/saved/igb_AA_pred.pth', device=0, log_steps=100, encoder='sage', num_layers=3, hidden_channels=256, dropout=0.1, link_batch_size=65536, node_batch_size=12775, lr=0.001, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='igb', predictor='mlp', patience=100, metric='Hits@100', use_valedges_as_input=False, True_label=1, KD_RM=0, KD_LM=0, LLP_D=0.001, LLP_R=0.001, margin=0.1, l2=0, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
All runs:
Hits@10:
Test: 2.6228 ± nan
Hits@50:
Test: 10.5838 ± nan
Hits@100:
Test: 15.0426 ± nan
AUC:
Test: 99.1802 ± nan
Namespace(distill_pred_path='/home/qinzongyue/HeaRT/benchmarking/exist_setting_ogb/saved/igb_GCN_pred.pth', device=0, log_steps=100, encoder='sage', num_layers=3, hidden_channels=256, dropout=0, link_batch_size=65536, node_batch_size=12775, lr=0.001, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='igb', predictor='mlp', patience=100, metric='Hits@100', use_valedges_as_input=False, True_label=1, KD_RM=0, KD_LM=0, LLP_D=0.001, LLP_R=0.001, margin=0.2, l2=0, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
All runs:
Hits@10:
Test: 2.3548 ± nan
Hits@50:
Test: 9.8700 ± nan
Hits@100:
Test: 15.7198 ± nan
AUC:
Test: 99.1703 ± nan
Namespace(distill_pred_path='/home/qinzongyue/HeaRT/benchmarking/exist_setting_ogb/saved/igb_CN_pred.pth', device=0, log_steps=100, encoder='sage', num_layers=3, hidden_channels=256, dropout=0, link_batch_size=65536, node_batch_size=12775, lr=0.001, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='igb', predictor='mlp', patience=100, metric='Hits@100', use_valedges_as_input=False, True_label=1, KD_RM=0, KD_LM=0, LLP_D=0.001, LLP_R=0.001, margin=0.2, l2=0, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
All runs:
Hits@10:
Test: 5.6233 ± nan
Hits@50:
Test: 16.6656 ± nan
Hits@100:
Test: 22.8957 ± nan
AUC:
Test: 99.2774 ± nan
Namespace(distill_pred_path='/home/qinzongyue/HeaRT/benchmarking/exist_setting_ogb/saved/igb_CN_pred.pth', device=0, log_steps=100, encoder='sage', num_layers=3, hidden_channels=256, dropout=0.1, link_batch_size=65536, node_batch_size=12775, lr=0.001, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='igb', predictor='mlp', patience=100, metric='Hits@100', use_valedges_as_input=False, True_label=1, KD_RM=0, KD_LM=0, LLP_D=0.001, LLP_R=0.001, margin=0.2, l2=0, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
All runs:
Hits@10:
Test: 3.7117 ± nan
Hits@50:
Test: 13.2104 ± nan
Hits@100:
Test: 21.1383 ± nan
AUC:
Test: 99.3204 ± nan
Namespace(distill_pred_path='/home/qinzongyue/HeaRT/benchmarking/exist_setting_ogb/saved/igb_AA_pred.pth', device=0, log_steps=100, encoder='sage', num_layers=3, hidden_channels=256, dropout=0.3, link_batch_size=65536, node_batch_size=12775, lr=0.001, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='igb', predictor='mlp', patience=100, metric='Hits@100', use_valedges_as_input=False, True_label=1, KD_RM=0, KD_LM=0, LLP_D=0.001, LLP_R=0.001, margin=0.1, l2=0, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
All runs:
Hits@10:
Test: 3.8696 ± nan
Hits@50:
Test: 14.7664 ± nan
Hits@100:
Test: 20.3935 ± nan
AUC:
Test: 99.3383 ± nan
Namespace(distill_pred_path='/home/qinzongyue/HeaRT/benchmarking/exist_setting_ogb/saved/igb_CN_pred.pth', device=0, log_steps=100, encoder='sage', num_layers=3, hidden_channels=256, dropout=0.3, link_batch_size=65536, node_batch_size=12775, lr=0.001, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='igb', predictor='mlp', patience=100, metric='Hits@100', use_valedges_as_input=False, True_label=1, KD_RM=0, KD_LM=0, LLP_D=0.001, LLP_R=0.001, margin=0.2, l2=0, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
All runs:
Hits@10:
Test: 4.0103 ± nan
Hits@50:
Test: 16.6687 ± nan
Hits@100:
Test: 23.8524 ± nan
AUC:
Test: 99.2711 ± nan
Namespace(distill_pred_path='/home/qinzongyue/HeaRT/benchmarking/exist_setting_ogb/saved/igb_GCN_pred.pth', device=0, log_steps=100, encoder='sage', num_layers=3, hidden_channels=256, dropout=0.1, link_batch_size=65536, node_batch_size=12775, lr=0.001, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='igb', predictor='mlp', patience=100, metric='Hits@100', use_valedges_as_input=False, True_label=1, KD_RM=0, KD_LM=0, LLP_D=0.001, LLP_R=0.001, margin=0.2, l2=0, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
All runs:
Hits@10:
Test: 2.6450 ± nan
Hits@50:
Test: 11.0052 ± nan
Hits@100:
Test: 15.9281 ± nan
AUC:
Test: 99.1812 ± nan
Namespace(distill_pred_path='/home/qinzongyue/HeaRT/benchmarking/exist_setting_ogb/saved/igb_AA_pred.pth', device=0, log_steps=100, encoder='sage', num_layers=3, hidden_channels=256, dropout=0, link_batch_size=65536, node_batch_size=12775, lr=0.001, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='igb', predictor='mlp', patience=100, metric='Hits@100', use_valedges_as_input=False, True_label=1, KD_RM=0, KD_LM=0, LLP_D=0.001, LLP_R=0.001, margin=0.2, l2=0, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
All runs:
Hits@10:
Test: 2.6300 ± nan
Hits@50:
Test: 9.5608 ± nan
Hits@100:
Test: 15.2920 ± nan
AUC:
Test: 99.1396 ± nan
Namespace(distill_pred_path='/home/qinzongyue/HeaRT/benchmarking/exist_setting_ogb/saved/igb_CN_pred.pth', device=0, log_steps=100, encoder='sage', num_layers=3, hidden_channels=256, dropout=0, link_batch_size=65536, node_batch_size=12775, lr=0.001, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='igb', predictor='mlp', patience=100, metric='Hits@100', use_valedges_as_input=False, True_label=1, KD_RM=0, KD_LM=0, LLP_D=0.001, LLP_R=1, margin=0.05, l2=0, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
All runs:
Hits@10:
Test: 3.9362 ± nan
Hits@50:
Test: 14.3074 ± nan
Hits@100:
Test: 22.0413 ± nan
AUC:
Test: 99.3281 ± nan
Namespace(distill_pred_path='/home/qinzongyue/HeaRT/benchmarking/exist_setting_ogb/saved/igb_GCN_pred.pth', device=0, log_steps=100, encoder='sage', num_layers=3, hidden_channels=256, dropout=0.3, link_batch_size=65536, node_batch_size=12775, lr=0.001, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='igb', predictor='mlp', patience=100, metric='Hits@100', use_valedges_as_input=False, True_label=1, KD_RM=0, KD_LM=0, LLP_D=0.001, LLP_R=0.001, margin=0.2, l2=0, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
All runs:
Hits@10:
Test: 4.4030 ± nan
Hits@50:
Test: 15.3856 ± nan
Hits@100:
Test: 25.9552 ± nan
AUC:
Test: 99.2927 ± nan
Namespace(distill_pred_path='/home/qinzongyue/HeaRT/benchmarking/exist_setting_ogb/saved/igb_CN_pred.pth', device=0, log_steps=100, encoder='sage', num_layers=3, hidden_channels=256, dropout=0.1, link_batch_size=65536, node_batch_size=12775, lr=0.001, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='igb', predictor='mlp', patience=100, metric='Hits@100', use_valedges_as_input=False, True_label=1, KD_RM=0, KD_LM=0, LLP_D=0.001, LLP_R=1, margin=0.05, l2=0, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
All runs:
Hits@10:
Test: 3.8423 ± nan
Hits@50:
Test: 15.9834 ± nan
Hits@100:
Test: 23.9158 ± nan
AUC:
Test: 99.2734 ± nan
Namespace(distill_pred_path='/home/qinzongyue/HeaRT/benchmarking/exist_setting_ogb/saved/igb_AA_pred.pth', device=0, log_steps=100, encoder='sage', num_layers=3, hidden_channels=256, dropout=0.1, link_batch_size=65536, node_batch_size=12775, lr=0.001, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='igb', predictor='mlp', patience=100, metric='Hits@100', use_valedges_as_input=False, True_label=1, KD_RM=0, KD_LM=0, LLP_D=0.001, LLP_R=0.001, margin=0.2, l2=0, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
All runs:
Hits@10:
Test: 3.6850 ± nan
Hits@50:
Test: 9.8046 ± nan
Hits@100:
Test: 15.1505 ± nan
AUC:
Test: 99.1772 ± nan
Namespace(distill_pred_path='/home/qinzongyue/HeaRT/benchmarking/exist_setting_ogb/saved/igb_GCN_pred.pth', device=0, log_steps=100, encoder='sage', num_layers=3, hidden_channels=256, dropout=0, link_batch_size=65536, node_batch_size=12775, lr=0.001, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='igb', predictor='mlp', patience=100, metric='Hits@100', use_valedges_as_input=False, True_label=1, KD_RM=0, KD_LM=0, LLP_D=0.001, LLP_R=1, margin=0.05, l2=0, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
All runs:
Hits@10:
Test: 2.8092 ± nan
Hits@50:
Test: 13.9055 ± nan
Hits@100:
Test: 21.6644 ± nan
AUC:
Test: 99.3239 ± nan
Namespace(distill_pred_path='/home/qinzongyue/HeaRT/benchmarking/exist_setting_ogb/saved/igb_AA_pred.pth', device=0, log_steps=100, encoder='sage', num_layers=3, hidden_channels=256, dropout=0.3, link_batch_size=65536, node_batch_size=12775, lr=0.001, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='igb', predictor='mlp', patience=100, metric='Hits@100', use_valedges_as_input=False, True_label=1, KD_RM=0, KD_LM=0, LLP_D=0.001, LLP_R=0.001, margin=0.2, l2=0, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
All runs:
Hits@10:
Test: 3.1387 ± nan
Hits@50:
Test: 15.3775 ± nan
Hits@100:
Test: 23.7205 ± nan
AUC:
Test: 99.2980 ± nan
Namespace(distill_pred_path='/home/qinzongyue/HeaRT/benchmarking/exist_setting_ogb/saved/igb_GCN_pred.pth', device=0, log_steps=100, encoder='sage', num_layers=3, hidden_channels=256, dropout=0.1, link_batch_size=65536, node_batch_size=12775, lr=0.001, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='igb', predictor='mlp', patience=100, metric='Hits@100', use_valedges_as_input=False, True_label=1, KD_RM=0, KD_LM=0, LLP_D=0.001, LLP_R=1, margin=0.05, l2=0, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
All runs:
Hits@10:
Test: 4.6568 ± nan
Hits@50:
Test: 13.5028 ± nan
Hits@100:
Test: 22.3166 ± nan
AUC:
Test: 99.3421 ± nan
Namespace(distill_pred_path='/home/qinzongyue/HeaRT/benchmarking/exist_setting_ogb/saved/igb_CN_pred.pth', device=0, log_steps=100, encoder='sage', num_layers=3, hidden_channels=256, dropout=0.3, link_batch_size=65536, node_batch_size=12775, lr=0.001, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='igb', predictor='mlp', patience=100, metric='Hits@100', use_valedges_as_input=False, True_label=1, KD_RM=0, KD_LM=0, LLP_D=0.001, LLP_R=1, margin=0.05, l2=0, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
All runs:
Hits@10:
Test: 3.1092 ± nan
Hits@50:
Test: 9.5156 ± nan
Hits@100:
Test: 15.0746 ± nan
AUC:
Test: 99.1643 ± nan
Namespace(distill_pred_path='/home/qinzongyue/HeaRT/benchmarking/exist_setting_ogb/saved/igb_AA_pred.pth', device=0, log_steps=100, encoder='sage', num_layers=3, hidden_channels=256, dropout=0, link_batch_size=65536, node_batch_size=12775, lr=0.001, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='igb', predictor='mlp', patience=100, metric='Hits@100', use_valedges_as_input=False, True_label=1, KD_RM=0, KD_LM=0, LLP_D=0.001, LLP_R=1, margin=0.05, l2=0, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
All runs:
Hits@10:
Test: 4.4951 ± nan
Hits@50:
Test: 13.5426 ± nan
Hits@100:
Test: 22.2009 ± nan
AUC:
Test: 99.3434 ± nan
Namespace(distill_pred_path='/home/qinzongyue/HeaRT/benchmarking/exist_setting_ogb/saved/igb_GCN_pred.pth', device=0, log_steps=100, encoder='sage', num_layers=3, hidden_channels=256, dropout=0.3, link_batch_size=65536, node_batch_size=12775, lr=0.001, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='igb', predictor='mlp', patience=100, metric='Hits@100', use_valedges_as_input=False, True_label=1, KD_RM=0, KD_LM=0, LLP_D=0.001, LLP_R=1, margin=0.05, l2=0, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
All runs:
Hits@10:
Test: 3.1291 ± nan
Hits@50:
Test: 11.2658 ± nan
Hits@100:
Test: 15.7046 ± nan
AUC:
Test: 99.1783 ± nan
Namespace(distill_pred_path='/home/qinzongyue/HeaRT/benchmarking/exist_setting_ogb/saved/igb_CN_pred.pth', device=0, log_steps=100, encoder='sage', num_layers=3, hidden_channels=256, dropout=0, link_batch_size=65536, node_batch_size=12775, lr=0.001, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='igb', predictor='mlp', patience=100, metric='Hits@100', use_valedges_as_input=False, True_label=1, KD_RM=0, KD_LM=0, LLP_D=0.001, LLP_R=1, margin=0.1, l2=0, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
All runs:
Hits@10:
Test: 4.0638 ± nan
Hits@50:
Test: 14.1146 ± nan
Hits@100:
Test: 22.2902 ± nan
AUC:
Test: 99.2897 ± nan
Namespace(distill_pred_path='/home/qinzongyue/HeaRT/benchmarking/exist_setting_ogb/saved/igb_AA_pred.pth', device=0, log_steps=100, encoder='sage', num_layers=3, hidden_channels=256, dropout=0.1, link_batch_size=65536, node_batch_size=12775, lr=0.001, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='igb', predictor='mlp', patience=100, metric='Hits@100', use_valedges_as_input=False, True_label=1, KD_RM=0, KD_LM=0, LLP_D=0.001, LLP_R=1, margin=0.05, l2=0, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
All runs:
Hits@10:
Test: 3.2633 ± nan
Hits@50:
Test: 9.9013 ± nan
Hits@100:
Test: 16.4883 ± nan
AUC:
Test: 99.1863 ± nan
Namespace(distill_pred_path='/home/qinzongyue/HeaRT/benchmarking/exist_setting_ogb/saved/igb_GCN_pred.pth', device=0, log_steps=100, encoder='sage', num_layers=3, hidden_channels=256, dropout=0, link_batch_size=65536, node_batch_size=12775, lr=0.001, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='igb', predictor='mlp', patience=100, metric='Hits@100', use_valedges_as_input=False, True_label=1, KD_RM=0, KD_LM=0, LLP_D=0.001, LLP_R=1, margin=0.1, l2=0, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
All runs:
Hits@10:
Test: 5.4995 ± nan
Hits@50:
Test: 15.2885 ± nan
Hits@100:
Test: 23.2047 ± nan
AUC:
Test: 99.2887 ± nan
Namespace(distill_pred_path='/home/qinzongyue/HeaRT/benchmarking/exist_setting_ogb/saved/igb_CN_pred.pth', device=0, log_steps=100, encoder='sage', num_layers=3, hidden_channels=256, dropout=0.1, link_batch_size=65536, node_batch_size=12775, lr=0.001, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='igb', predictor='mlp', patience=100, metric='Hits@100', use_valedges_as_input=False, True_label=1, KD_RM=0, KD_LM=0, LLP_D=0.001, LLP_R=1, margin=0.1, l2=0, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
All runs:
Hits@10:
Test: 3.0009 ± nan
Hits@50:
Test: 13.6657 ± nan
Hits@100:
Test: 19.6371 ± nan
AUC:
Test: 99.3270 ± nan
Namespace(distill_pred_path='/home/qinzongyue/HeaRT/benchmarking/exist_setting_ogb/saved/igb_AA_pred.pth', device=0, log_steps=100, encoder='sage', num_layers=3, hidden_channels=256, dropout=0.3, link_batch_size=65536, node_batch_size=12775, lr=0.001, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='igb', predictor='mlp', patience=100, metric='Hits@100', use_valedges_as_input=False, True_label=1, KD_RM=0, KD_LM=0, LLP_D=0.001, LLP_R=1, margin=0.05, l2=0, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
All runs:
Hits@10:
Test: 3.5351 ± nan
Hits@50:
Test: 15.2502 ± nan
Hits@100:
Test: 25.7555 ± nan
AUC:
Test: 99.3071 ± nan
Namespace(distill_pred_path='/home/qinzongyue/HeaRT/benchmarking/exist_setting_ogb/saved/igb_GCN_pred.pth', device=0, log_steps=100, encoder='sage', num_layers=3, hidden_channels=256, dropout=0.1, link_batch_size=65536, node_batch_size=12775, lr=0.001, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='igb', predictor='mlp', patience=100, metric='Hits@100', use_valedges_as_input=False, True_label=1, KD_RM=0, KD_LM=0, LLP_D=0.001, LLP_R=1, margin=0.1, l2=0, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
All runs:
Hits@10:
Test: 4.8391 ± nan
Hits@50:
Test: 13.8957 ± nan
Hits@100:
Test: 21.6576 ± nan
AUC:
Test: 99.3292 ± nan
Namespace(distill_pred_path='/home/qinzongyue/HeaRT/benchmarking/exist_setting_ogb/saved/igb_CN_pred.pth', device=0, log_steps=100, encoder='sage', num_layers=3, hidden_channels=256, dropout=0.3, link_batch_size=65536, node_batch_size=12775, lr=0.001, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='igb', predictor='mlp', patience=100, metric='Hits@100', use_valedges_as_input=False, True_label=1, KD_RM=0, KD_LM=0, LLP_D=0.001, LLP_R=1, margin=0.1, l2=0, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
All runs:
Hits@10:
Test: 2.5056 ± nan
Hits@50:
Test: 10.0011 ± nan
Hits@100:
Test: 15.5798 ± nan
AUC:
Test: 99.1805 ± nan
Namespace(distill_pred_path='/home/qinzongyue/HeaRT/benchmarking/exist_setting_ogb/saved/igb_CN_pred.pth', device=0, log_steps=100, encoder='sage', num_layers=3, hidden_channels=256, dropout=0, link_batch_size=65536, node_batch_size=12775, lr=0.001, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='igb', predictor='mlp', patience=100, metric='Hits@100', use_valedges_as_input=False, True_label=1, KD_RM=0, KD_LM=0, LLP_D=0.001, LLP_R=1, margin=0.2, l2=0, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
All runs:
Hits@10:
Test: 3.9654 ± nan
Hits@50:
Test: 11.0862 ± nan
Hits@100:
Test: 20.5458 ± nan
AUC:
Test: 99.3536 ± nan
Namespace(distill_pred_path='/home/qinzongyue/HeaRT/benchmarking/exist_setting_ogb/saved/igb_GCN_pred.pth', device=0, log_steps=100, encoder='sage', num_layers=3, hidden_channels=256, dropout=0.3, link_batch_size=65536, node_batch_size=12775, lr=0.001, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='igb', predictor='mlp', patience=100, metric='Hits@100', use_valedges_as_input=False, True_label=1, KD_RM=0, KD_LM=0, LLP_D=0.001, LLP_R=1, margin=0.1, l2=0, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
All runs:
Hits@10:
Test: 3.7526 ± nan
Hits@50:
Test: 11.6315 ± nan
Hits@100:
Test: 16.8754 ± nan
AUC:
Test: 99.1898 ± nan
Namespace(distill_pred_path='/home/qinzongyue/HeaRT/benchmarking/exist_setting_ogb/saved/igb_AA_pred.pth', device=0, log_steps=100, encoder='sage', num_layers=3, hidden_channels=256, dropout=0, link_batch_size=65536, node_batch_size=12775, lr=0.001, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='igb', predictor='mlp', patience=100, metric='Hits@100', use_valedges_as_input=False, True_label=1, KD_RM=0, KD_LM=0, LLP_D=0.001, LLP_R=1, margin=0.1, l2=0, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
All runs:
Hits@10:
Test: 4.6560 ± nan
Hits@50:
Test: 15.8882 ± nan
Hits@100:
Test: 25.8508 ± nan
AUC:
Test: 99.3060 ± nan
Namespace(distill_pred_path='/home/qinzongyue/HeaRT/benchmarking/exist_setting_ogb/saved/igb_CN_pred.pth', device=0, log_steps=100, encoder='sage', num_layers=3, hidden_channels=256, dropout=0.1, link_batch_size=65536, node_batch_size=12775, lr=0.001, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='igb', predictor='mlp', patience=100, metric='Hits@100', use_valedges_as_input=False, True_label=1, KD_RM=0, KD_LM=0, LLP_D=0.001, LLP_R=1, margin=0.2, l2=0, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
All runs:
Hits@10:
Test: 3.1129 ± nan
Hits@50:
Test: 9.8727 ± nan
Hits@100:
Test: 17.9061 ± nan
AUC:
Test: 99.1999 ± nan
Namespace(distill_pred_path='/home/qinzongyue/HeaRT/benchmarking/exist_setting_ogb/saved/igb_GCN_pred.pth', device=0, log_steps=100, encoder='sage', num_layers=3, hidden_channels=256, dropout=0, link_batch_size=65536, node_batch_size=12775, lr=0.001, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='igb', predictor='mlp', patience=100, metric='Hits@100', use_valedges_as_input=False, True_label=1, KD_RM=0, KD_LM=0, LLP_D=0.001, LLP_R=1, margin=0.2, l2=0, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
All runs:
Hits@10:
Test: 4.2229 ± nan
Hits@50:
Test: 15.1096 ± nan
Hits@100:
Test: 23.7801 ± nan
AUC:
Test: 99.2935 ± nan
Namespace(distill_pred_path='/home/qinzongyue/HeaRT/benchmarking/exist_setting_ogb/saved/igb_AA_pred.pth', device=0, log_steps=100, encoder='sage', num_layers=3, hidden_channels=256, dropout=0.1, link_batch_size=65536, node_batch_size=12775, lr=0.001, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='igb', predictor='mlp', patience=100, metric='Hits@100', use_valedges_as_input=False, True_label=1, KD_RM=0, KD_LM=0, LLP_D=0.001, LLP_R=1, margin=0.1, l2=0, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
All runs:
Hits@10:
Test: 3.4963 ± nan
Hits@50:
Test: 13.7930 ± nan
Hits@100:
Test: 21.2029 ± nan
AUC:
Test: 99.3439 ± nan
Namespace(distill_pred_path='/home/qinzongyue/HeaRT/benchmarking/exist_setting_ogb/saved/igb_CN_pred.pth', device=0, log_steps=100, encoder='sage', num_layers=3, hidden_channels=256, dropout=0.3, link_batch_size=65536, node_batch_size=12775, lr=0.001, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='igb', predictor='mlp', patience=100, metric='Hits@100', use_valedges_as_input=False, True_label=1, KD_RM=0, KD_LM=0, LLP_D=0.001, LLP_R=1, margin=0.2, l2=0, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
All runs:
Hits@10:
Test: 5.2160 ± nan
Hits@50:
Test: 17.6243 ± nan
Hits@100:
Test: 23.8058 ± nan
AUC:
Test: 99.3177 ± nan
Namespace(distill_pred_path='/home/qinzongyue/HeaRT/benchmarking/exist_setting_ogb/saved/igb_GCN_pred.pth', device=0, log_steps=100, encoder='sage', num_layers=3, hidden_channels=256, dropout=0.1, link_batch_size=65536, node_batch_size=12775, lr=0.001, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='igb', predictor='mlp', patience=100, metric='Hits@100', use_valedges_as_input=False, True_label=1, KD_RM=0, KD_LM=0, LLP_D=0.001, LLP_R=1, margin=0.2, l2=0, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
All runs:
Hits@10:
Test: 5.2220 ± nan
Hits@50:
Test: 15.6491 ± nan
Hits@100:
Test: 21.6823 ± nan
AUC:
Test: 99.3447 ± nan
Namespace(distill_pred_path='/home/qinzongyue/HeaRT/benchmarking/exist_setting_ogb/saved/igb_GCN_pred.pth', device=0, log_steps=100, encoder='sage', num_layers=3, hidden_channels=256, dropout=0.3, link_batch_size=65536, node_batch_size=12775, lr=0.001, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='igb', predictor='mlp', patience=100, metric='Hits@100', use_valedges_as_input=False, True_label=1, KD_RM=0, KD_LM=0, LLP_D=0.001, LLP_R=1, margin=0.2, l2=0, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
All runs:
Hits@10:
Test: 4.5238 ± nan
Hits@50:
Test: 14.1013 ± nan
Hits@100:
Test: 21.4778 ± nan
AUC:
Test: 99.3499 ± nan
Namespace(distill_pred_path='/home/qinzongyue/HeaRT/benchmarking/exist_setting_ogb/saved/igb_AA_pred.pth', device=0, log_steps=100, encoder='sage', num_layers=3, hidden_channels=256, dropout=0.3, link_batch_size=65536, node_batch_size=12775, lr=0.001, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='igb', predictor='mlp', patience=100, metric='Hits@100', use_valedges_as_input=False, True_label=1, KD_RM=0, KD_LM=0, LLP_D=0.001, LLP_R=1, margin=0.1, l2=0, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
All runs:
Hits@10:
Test: 3.5314 ± nan
Hits@50:
Test: 10.1976 ± nan
Hits@100:
Test: 16.2558 ± nan
AUC:
Test: 99.1849 ± nan
Namespace(distill_pred_path='/home/qinzongyue/HeaRT/benchmarking/exist_setting_ogb/saved/igb_CN_pred.pth', device=0, log_steps=100, encoder='sage', num_layers=3, hidden_channels=256, dropout=0, link_batch_size=65536, node_batch_size=12775, lr=0.001, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='igb', predictor='mlp', patience=100, metric='Hits@100', use_valedges_as_input=False, True_label=1, KD_RM=0, KD_LM=0, LLP_D=0.001, LLP_R=10, margin=0.05, l2=0, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
All runs:
Hits@10:
Test: 3.2257 ± nan
Hits@50:
Test: 9.6515 ± nan
Hits@100:
Test: 16.7416 ± nan
AUC:
Test: 99.1895 ± nan
Namespace(distill_pred_path='/home/qinzongyue/HeaRT/benchmarking/exist_setting_ogb/saved/igb_GCN_pred.pth', device=0, log_steps=100, encoder='sage', num_layers=3, hidden_channels=256, dropout=0, link_batch_size=65536, node_batch_size=12775, lr=0.001, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='igb', predictor='mlp', patience=100, metric='Hits@100', use_valedges_as_input=False, True_label=1, KD_RM=0, KD_LM=0, LLP_D=0.001, LLP_R=10, margin=0.05, l2=0, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
All runs:
Hits@10:
Test: 4.2345 ± nan
Hits@50:
Test: 13.4081 ± nan
Hits@100:
Test: 21.1178 ± nan
AUC:
Test: 99.2839 ± nan
Namespace(distill_pred_path='/home/qinzongyue/HeaRT/benchmarking/exist_setting_ogb/saved/igb_CN_pred.pth', device=0, log_steps=100, encoder='sage', num_layers=3, hidden_channels=256, dropout=0.1, link_batch_size=65536, node_batch_size=12775, lr=0.001, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='igb', predictor='mlp', patience=100, metric='Hits@100', use_valedges_as_input=False, True_label=1, KD_RM=0, KD_LM=0, LLP_D=0.001, LLP_R=10, margin=0.05, l2=0, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
All runs:
Hits@10:
Test: 5.3706 ± nan
Hits@50:
Test: 14.7426 ± nan
Hits@100:
Test: 23.5997 ± nan
AUC:
Test: 99.4022 ± nan
Namespace(distill_pred_path='/home/qinzongyue/HeaRT/benchmarking/exist_setting_ogb/saved/igb_GCN_pred.pth', device=0, log_steps=100, encoder='sage', num_layers=3, hidden_channels=256, dropout=0.1, link_batch_size=65536, node_batch_size=12775, lr=0.001, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='igb', predictor='mlp', patience=100, metric='Hits@100', use_valedges_as_input=False, True_label=1, KD_RM=0, KD_LM=0, LLP_D=0.001, LLP_R=10, margin=0.05, l2=0, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
All runs:
Hits@10:
Test: 4.8252 ± nan
Hits@50:
Test: 12.9206 ± nan
Hits@100:
Test: 20.0815 ± nan
AUC:
Test: 99.2682 ± nan
Namespace(distill_pred_path='/home/qinzongyue/HeaRT/benchmarking/exist_setting_ogb/saved/igb_CN_pred.pth', device=0, log_steps=100, encoder='sage', num_layers=3, hidden_channels=256, dropout=0.3, link_batch_size=65536, node_batch_size=12775, lr=0.001, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='igb', predictor='mlp', patience=100, metric='Hits@100', use_valedges_as_input=False, True_label=1, KD_RM=0, KD_LM=0, LLP_D=0.001, LLP_R=10, margin=0.05, l2=0, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
All runs:
Hits@10:
Test: 3.9468 ± nan
Hits@50:
Test: 11.4582 ± nan
Hits@100:
Test: 16.7203 ± nan
AUC:
Test: 99.2065 ± nan
Namespace(distill_pred_path='/home/qinzongyue/HeaRT/benchmarking/exist_setting_ogb/saved/igb_AA_pred.pth', device=0, log_steps=100, encoder='sage', num_layers=3, hidden_channels=256, dropout=0, link_batch_size=65536, node_batch_size=12775, lr=0.001, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='igb', predictor='mlp', patience=100, metric='Hits@100', use_valedges_as_input=False, True_label=1, KD_RM=0, KD_LM=0, LLP_D=0.001, LLP_R=1, margin=0.2, l2=0, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
All runs:
Hits@10:
Test: 6.5184 ± nan
Hits@50:
Test: 16.3761 ± nan
Hits@100:
Test: 22.8267 ± nan
AUC:
Test: 99.3789 ± nan
Namespace(distill_pred_path='/home/qinzongyue/HeaRT/benchmarking/exist_setting_ogb/saved/igb_GCN_pred.pth', device=0, log_steps=100, encoder='sage', num_layers=3, hidden_channels=256, dropout=0.3, link_batch_size=65536, node_batch_size=12775, lr=0.001, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='igb', predictor='mlp', patience=100, metric='Hits@100', use_valedges_as_input=False, True_label=1, KD_RM=0, KD_LM=0, LLP_D=0.001, LLP_R=10, margin=0.05, l2=0, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
All runs:
Hits@10:
Test: 6.0849 ± nan
Hits@50:
Test: 16.7102 ± nan
Hits@100:
Test: 21.9186 ± nan
AUC:
Test: 99.3055 ± nan
Namespace(distill_pred_path='/home/qinzongyue/HeaRT/benchmarking/exist_setting_ogb/saved/igb_AA_pred.pth', device=0, log_steps=100, encoder='sage', num_layers=3, hidden_channels=256, dropout=0.1, link_batch_size=65536, node_batch_size=12775, lr=0.001, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='igb', predictor='mlp', patience=100, metric='Hits@100', use_valedges_as_input=False, True_label=1, KD_RM=0, KD_LM=0, LLP_D=0.001, LLP_R=1, margin=0.2, l2=0, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
All runs:
Hits@10:
Test: 4.2364 ± nan
Hits@50:
Test: 10.1787 ± nan
Hits@100:
Test: 15.5399 ± nan
AUC:
Test: 99.0844 ± nan
Namespace(distill_pred_path='/home/qinzongyue/HeaRT/benchmarking/exist_setting_ogb/saved/igb_CN_pred.pth', device=0, log_steps=100, encoder='sage', num_layers=3, hidden_channels=256, dropout=0, link_batch_size=65536, node_batch_size=12775, lr=0.001, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='igb', predictor='mlp', patience=100, metric='Hits@100', use_valedges_as_input=False, True_label=1, KD_RM=0, KD_LM=0, LLP_D=0.001, LLP_R=10, margin=0.1, l2=0, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
All runs:
Hits@10:
Test: 2.7102 ± nan
Hits@50:
Test: 11.0874 ± nan
Hits@100:
Test: 17.5577 ± nan
AUC:
Test: 99.1841 ± nan
Namespace(distill_pred_path='/home/qinzongyue/HeaRT/benchmarking/exist_setting_ogb/saved/igb_GCN_pred.pth', device=0, log_steps=100, encoder='sage', num_layers=3, hidden_channels=256, dropout=0, link_batch_size=65536, node_batch_size=12775, lr=0.001, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='igb', predictor='mlp', patience=100, metric='Hits@100', use_valedges_as_input=False, True_label=1, KD_RM=0, KD_LM=0, LLP_D=0.001, LLP_R=10, margin=0.1, l2=0, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
Namespace(distill_pred_path='/home/qinzongyue/HeaRT/benchmarking/exist_setting_ogb/saved/igb_GCN_pred.pth', device=0, log_steps=100, encoder='sage', num_layers=3, hidden_channels=256, dropout=0, link_batch_size=65536, node_batch_size=65536, lr=0.001, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='igb', predictor='mlp', patience=100, metric='Hits@20', use_valedges_as_input=False, True_label=1, KD_RM=0, KD_LM=0, LLP_D=0.001, LLP_R=0.001, margin=0.1, l2=0, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
Namespace(distill_pred_path='/home/qinzongyue/HeaRT/benchmarking/exist_setting_ogb/saved/igb_CN_pred.pth', device=0, log_steps=100, encoder='sage', num_layers=3, hidden_channels=256, dropout=0, link_batch_size=65536, node_batch_size=65536, lr=0.001, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='igb', predictor='mlp', patience=100, metric='Hits@20', use_valedges_as_input=False, True_label=1, KD_RM=0, KD_LM=0, LLP_D=0.001, LLP_R=0.001, margin=0.1, l2=0, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
Namespace(distill_pred_path='/home/qinzongyue/HeaRT/benchmarking/exist_setting_ogb/saved/igb_AA_pred.pth', device=0, log_steps=100, encoder='sage', num_layers=3, hidden_channels=256, dropout=0, link_batch_size=65536, node_batch_size=65536, lr=0.001, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='igb', predictor='mlp', patience=100, metric='Hits@20', use_valedges_as_input=False, True_label=1, KD_RM=0, KD_LM=0, LLP_D=0.001, LLP_R=0.001, margin=0.1, l2=0, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
Namespace(distill_pred_path='/home/qinzongyue/HeaRT/benchmarking/exist_setting_ogb/saved/igb_RA_pred.pth', device=0, log_steps=100, encoder='sage', num_layers=3, hidden_channels=256, dropout=0, link_batch_size=65536, node_batch_size=65536, lr=0.001, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='igb', predictor='mlp', patience=100, metric='Hits@20', use_valedges_as_input=False, True_label=1, KD_RM=0, KD_LM=0, LLP_D=0.001, LLP_R=0.001, margin=0.1, l2=0, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
Namespace(distill_pred_path='/home/qinzongyue/HeaRT/benchmarking/exist_setting_ogb/saved/igb_capped_shortest_path_mat_pred.pth', device=0, log_steps=100, encoder='sage', num_layers=3, hidden_channels=256, dropout=0, link_batch_size=65536, node_batch_size=65536, lr=0.001, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='igb', predictor='mlp', patience=100, metric='Hits@20', use_valedges_as_input=False, True_label=1, KD_RM=0, KD_LM=0, LLP_D=0.001, LLP_R=0.001, margin=0.1, l2=0, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
All runs:
Hits@10:
Test: 4.4043 ± nan
Hits@50:
Test: 12.8139 ± nan
Hits@100:
Test: 22.1789 ± nan
AUC:
Test: 99.2759 ± nan
Namespace(distill_pred_path='/home/qinzongyue/HeaRT/benchmarking/exist_setting_ogb/saved/igb_CN_pred.pth', device=0, log_steps=100, encoder='sage', num_layers=3, hidden_channels=256, dropout=0, link_batch_size=65536, node_batch_size=12775, lr=0.001, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='igb', predictor='mlp', patience=100, metric='Hits@100', use_valedges_as_input=False, True_label=1, KD_RM=0, KD_LM=0, LLP_D=0.001, LLP_R=1, margin=0.1, l2=0, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
All runs:
Hits@10:
Test: 4.1710 ± nan
Hits@50:
Test: 16.5122 ± nan
Hits@100:
Test: 22.4761 ± nan
AUC:
Test: 99.2722 ± nan
Namespace(distill_pred_path='/home/qinzongyue/HeaRT/benchmarking/exist_setting_ogb/saved/igb_GCN_pred.pth', device=0, log_steps=100, encoder='sage', num_layers=3, hidden_channels=256, dropout=0, link_batch_size=65536, node_batch_size=12775, lr=0.001, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='igb', predictor='mlp', patience=100, metric='Hits@100', use_valedges_as_input=False, True_label=1, KD_RM=0, KD_LM=0, LLP_D=0.001, LLP_R=1, margin=0.1, l2=0, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
All runs:
Hits@10:
Test: 4.6419 ± nan
Hits@50:
Test: 16.7415 ± nan
Hits@100:
Test: 22.1176 ± nan
AUC:
Test: 99.2673 ± nan
Namespace(distill_pred_path='/home/qinzongyue/HeaRT/benchmarking/exist_setting_ogb/saved/igb_capped_shortest_path_mat_pred.pth', device=0, log_steps=100, encoder='sage', num_layers=3, hidden_channels=256, dropout=0, link_batch_size=65536, node_batch_size=12775, lr=0.001, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='igb', predictor='mlp', patience=100, metric='Hits@100', use_valedges_as_input=False, True_label=1, KD_RM=0, KD_LM=0, LLP_D=0.001, LLP_R=1, margin=0.1, l2=0, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
All runs:
Hits@10:
Test: 5.9078 ± nan
Hits@50:
Test: 15.7069 ± nan
Hits@100:
Test: 24.7595 ± nan
AUC:
Test: 99.2688 ± nan
Namespace(distill_pred_path='/home/qinzongyue/HeaRT/benchmarking/exist_setting_ogb/saved/igb_RA_pred.pth', device=0, log_steps=100, encoder='sage', num_layers=3, hidden_channels=256, dropout=0, link_batch_size=65536, node_batch_size=12775, lr=0.001, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='igb', predictor='mlp', patience=100, metric='Hits@100', use_valedges_as_input=False, True_label=1, KD_RM=0, KD_LM=0, LLP_D=0.001, LLP_R=1, margin=0.1, l2=0, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
All runs:
Hits@10:
Test: 4.9976 ± nan
Hits@50:
Test: 14.7991 ± nan
Hits@100:
Test: 23.7761 ± nan
AUC:
Test: 99.2930 ± nan
Namespace(distill_pred_path='/home/qinzongyue/HeaRT/benchmarking/exist_setting_ogb/saved/igb_CN_pred.pth', device=0, log_steps=100, encoder='sage', num_layers=3, hidden_channels=256, dropout=0, link_batch_size=65536, node_batch_size=12775, lr=0.001, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='igb', predictor='mlp', patience=100, metric='Hits@100', use_valedges_as_input=False, True_label=1, KD_RM=0, KD_LM=0, LLP_D=0.001, LLP_R=10, margin=0.1, l2=0, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
All runs:
Hits@10:
Test: 3.1932 ± nan
Hits@50:
Test: 16.3543 ± nan
Hits@100:
Test: 23.7135 ± nan
AUC:
Test: 99.2773 ± nan
Namespace(distill_pred_path='/home/qinzongyue/HeaRT/benchmarking/exist_setting_ogb/saved/igb_RA_pred.pth', device=0, log_steps=100, encoder='sage', num_layers=3, hidden_channels=256, dropout=0, link_batch_size=65536, node_batch_size=12775, lr=0.001, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='igb', predictor='mlp', patience=100, metric='Hits@100', use_valedges_as_input=False, True_label=1, KD_RM=0, KD_LM=0, LLP_D=0.001, LLP_R=10, margin=0.1, l2=0, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
All runs:
Hits@10:
Test: 6.0617 ± nan
Hits@50:
Test: 17.0891 ± nan
Hits@100:
Test: 24.4383 ± nan
AUC:
Test: 99.2879 ± nan
Namespace(distill_pred_path='/home/qinzongyue/HeaRT/benchmarking/exist_setting_ogb/saved/igb_capped_shortest_path_mat_pred.pth', device=0, log_steps=100, encoder='sage', num_layers=3, hidden_channels=256, dropout=0, link_batch_size=65536, node_batch_size=12775, lr=0.001, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='igb', predictor='mlp', patience=100, metric='Hits@100', use_valedges_as_input=False, True_label=1, KD_RM=0, KD_LM=0, LLP_D=0.001, LLP_R=10, margin=0.1, l2=0, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
All runs:
Hits@10:
Test: 5.1473 ± nan
Hits@50:
Test: 17.6914 ± nan
Hits@100:
Test: 24.8585 ± nan
AUC:
Test: 99.3050 ± nan
Namespace(distill_pred_path='/home/qinzongyue/HeaRT/benchmarking/exist_setting_ogb/saved/igb_GCN_pred.pth', device=0, log_steps=100, encoder='sage', num_layers=3, hidden_channels=256, dropout=0, link_batch_size=65536, node_batch_size=12775, lr=0.001, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='igb', predictor='mlp', patience=100, metric='Hits@100', use_valedges_as_input=False, True_label=1, KD_RM=0, KD_LM=0, LLP_D=0.001, LLP_R=10, margin=0.1, l2=0, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
All runs:
Hits@10:
Test: 2.3910 ± nan
Hits@50:
Test: 14.4190 ± nan
Hits@100:
Test: 21.8395 ± nan
AUC:
Test: 99.2829 ± nan
Namespace(distill_pred_path='/home/qinzongyue/HeaRT/benchmarking/exist_setting_ogb/saved/igb_CN_pred.pth', device=0, log_steps=100, encoder='sage', num_layers=3, hidden_channels=256, dropout=0, link_batch_size=65536, node_batch_size=12775, lr=0.001, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='igb', predictor='mlp', patience=100, metric='Hits@100', use_valedges_as_input=False, True_label=1, KD_RM=0, KD_LM=0, LLP_D=1, LLP_R=0.001, margin=0.1, l2=0, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
All runs:
Hits@10:
Test: 4.1572 ± nan
Hits@50:
Test: 14.2519 ± nan
Hits@100:
Test: 23.4552 ± nan
AUC:
Test: 99.2870 ± nan
Namespace(distill_pred_path='/home/qinzongyue/HeaRT/benchmarking/exist_setting_ogb/saved/igb_capped_shortest_path_mat_pred.pth', device=0, log_steps=100, encoder='sage', num_layers=3, hidden_channels=256, dropout=0, link_batch_size=65536, node_batch_size=12775, lr=0.001, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='igb', predictor='mlp', patience=100, metric='Hits@100', use_valedges_as_input=False, True_label=1, KD_RM=0, KD_LM=0, LLP_D=1, LLP_R=0.001, margin=0.1, l2=0, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
All runs:
Hits@10:
Test: 5.6250 ± nan
Hits@50:
Test: 16.9947 ± nan
Hits@100:
Test: 24.8364 ± nan
AUC:
Test: 99.2703 ± nan
Namespace(distill_pred_path='/home/qinzongyue/HeaRT/benchmarking/exist_setting_ogb/saved/igb_AA_pred.pth', device=0, log_steps=100, encoder='sage', num_layers=3, hidden_channels=256, dropout=0, link_batch_size=65536, node_batch_size=12775, lr=0.001, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='igb', predictor='mlp', patience=100, metric='Hits@100', use_valedges_as_input=False, True_label=1, KD_RM=0, KD_LM=0, LLP_D=0.001, LLP_R=1, margin=0.1, l2=0, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
All runs:
Hits@10:
Test: 3.7950 ± nan
Hits@50:
Test: 16.6654 ± nan
Hits@100:
Test: 22.4736 ± nan
AUC:
Test: 99.2589 ± nan
Namespace(distill_pred_path='/home/qinzongyue/HeaRT/benchmarking/exist_setting_ogb/saved/igb_RA_pred.pth', device=0, log_steps=100, encoder='sage', num_layers=3, hidden_channels=256, dropout=0, link_batch_size=65536, node_batch_size=12775, lr=0.001, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='igb', predictor='mlp', patience=100, metric='Hits@100', use_valedges_as_input=False, True_label=1, KD_RM=0, KD_LM=0, LLP_D=1, LLP_R=0.001, margin=0.1, l2=0, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
All runs:
Hits@10:
Test: 5.5918 ± nan
Hits@50:
Test: 18.9208 ± nan
Hits@100:
Test: 26.1484 ± nan
AUC:
Test: 99.4225 ± nan
Namespace(distill_pred_path='/home/qinzongyue/HeaRT/benchmarking/exist_setting_ogb/saved/igb_GCN_pred.pth', device=0, log_steps=100, encoder='sage', num_layers=3, hidden_channels=256, dropout=0, link_batch_size=65536, node_batch_size=12775, lr=0.001, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='igb', predictor='mlp', patience=100, metric='Hits@100', use_valedges_as_input=False, True_label=1, KD_RM=0, KD_LM=0, LLP_D=1, LLP_R=0.001, margin=0.1, l2=0, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
All runs:
Hits@10:
Test: 5.0071 ± nan
Hits@50:
Test: 16.8831 ± nan
Hits@100:
Test: 22.9344 ± nan
AUC:
Test: 99.2734 ± nan
Namespace(distill_pred_path='/home/qinzongyue/HeaRT/benchmarking/exist_setting_ogb/saved/igb_CN_pred.pth', device=0, log_steps=100, encoder='sage', num_layers=3, hidden_channels=256, dropout=0, link_batch_size=65536, node_batch_size=12775, lr=0.001, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='igb', predictor='mlp', patience=100, metric='Hits@100', use_valedges_as_input=False, True_label=1, KD_RM=0, KD_LM=0, LLP_D=1, LLP_R=1, margin=0.1, l2=0, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
All runs:
Hits@10:
Test: 6.0952 ± nan
Hits@50:
Test: 16.8421 ± nan
Hits@100:
Test: 23.5354 ± nan
AUC:
Test: 99.2940 ± nan
Namespace(distill_pred_path='/home/qinzongyue/HeaRT/benchmarking/exist_setting_ogb/saved/igb_capped_shortest_path_mat_pred.pth', device=0, log_steps=100, encoder='sage', num_layers=3, hidden_channels=256, dropout=0, link_batch_size=65536, node_batch_size=12775, lr=0.001, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='igb', predictor='mlp', patience=100, metric='Hits@100', use_valedges_as_input=False, True_label=1, KD_RM=0, KD_LM=0, LLP_D=1, LLP_R=1, margin=0.1, l2=0, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
All runs:
Hits@10:
Test: 3.8772 ± nan
Hits@50:
Test: 15.3929 ± nan
Hits@100:
Test: 21.1214 ± nan
AUC:
Test: 99.2695 ± nan
Namespace(distill_pred_path='/home/qinzongyue/HeaRT/benchmarking/exist_setting_ogb/saved/igb_RA_pred.pth', device=0, log_steps=100, encoder='sage', num_layers=3, hidden_channels=256, dropout=0, link_batch_size=65536, node_batch_size=12775, lr=0.001, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='igb', predictor='mlp', patience=100, metric='Hits@100', use_valedges_as_input=False, True_label=1, KD_RM=0, KD_LM=0, LLP_D=1, LLP_R=1, margin=0.1, l2=0, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
All runs:
Hits@10:
Test: 5.4134 ± nan
Hits@50:
Test: 16.4113 ± nan
Hits@100:
Test: 23.7930 ± nan
AUC:
Test: 99.2818 ± nan
Namespace(distill_pred_path='/home/qinzongyue/HeaRT/benchmarking/exist_setting_ogb/saved/igb_CN_pred.pth', device=0, log_steps=100, encoder='sage', num_layers=3, hidden_channels=256, dropout=0, link_batch_size=65536, node_batch_size=12775, lr=0.001, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='igb', predictor='mlp', patience=100, metric='Hits@100', use_valedges_as_input=False, True_label=1, KD_RM=0, KD_LM=0, LLP_D=1, LLP_R=10, margin=0.1, l2=0, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
All runs:
Hits@10:
Test: 4.9499 ± nan
Hits@50:
Test: 17.5698 ± nan
Hits@100:
Test: 25.2392 ± nan
AUC:
Test: 99.3021 ± nan
Namespace(distill_pred_path='/home/qinzongyue/HeaRT/benchmarking/exist_setting_ogb/saved/igb_capped_shortest_path_mat_pred.pth', device=0, log_steps=100, encoder='sage', num_layers=3, hidden_channels=256, dropout=0, link_batch_size=65536, node_batch_size=12775, lr=0.001, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='igb', predictor='mlp', patience=100, metric='Hits@100', use_valedges_as_input=False, True_label=1, KD_RM=0, KD_LM=0, LLP_D=1, LLP_R=10, margin=0.1, l2=0, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
All runs:
Hits@10:
Test: 2.7025 ± nan
Hits@50:
Test: 17.0029 ± nan
Hits@100:
Test: 25.5847 ± nan
AUC:
Test: 99.3113 ± nan
Namespace(distill_pred_path='/home/qinzongyue/HeaRT/benchmarking/exist_setting_ogb/saved/igb_GCN_pred.pth', device=0, log_steps=100, encoder='sage', num_layers=3, hidden_channels=256, dropout=0, link_batch_size=65536, node_batch_size=12775, lr=0.001, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='igb', predictor='mlp', patience=100, metric='Hits@100', use_valedges_as_input=False, True_label=1, KD_RM=0, KD_LM=0, LLP_D=1, LLP_R=1, margin=0.1, l2=0, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
All runs:
Hits@10:
Test: 5.3905 ± nan
Hits@50:
Test: 16.0086 ± nan
Hits@100:
Test: 23.1815 ± nan
AUC:
Test: 99.2784 ± nan
Namespace(distill_pred_path='/home/qinzongyue/HeaRT/benchmarking/exist_setting_ogb/saved/igb_RA_pred.pth', device=0, log_steps=100, encoder='sage', num_layers=3, hidden_channels=256, dropout=0, link_batch_size=65536, node_batch_size=12775, lr=0.001, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='igb', predictor='mlp', patience=100, metric='Hits@100', use_valedges_as_input=False, True_label=1, KD_RM=0, KD_LM=0, LLP_D=1, LLP_R=10, margin=0.1, l2=0, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
All runs:
Hits@10:
Test: 4.6666 ± nan
Hits@50:
Test: 15.3753 ± nan
Hits@100:
Test: 21.7346 ± nan
AUC:
Test: 99.2221 ± nan
Namespace(distill_pred_path='/home/qinzongyue/HeaRT/benchmarking/exist_setting_ogb/saved/igb_CN_pred.pth', device=0, log_steps=100, encoder='sage', num_layers=3, hidden_channels=256, dropout=0, link_batch_size=65536, node_batch_size=12775, lr=0.001, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='igb', predictor='mlp', patience=100, metric='Hits@100', use_valedges_as_input=False, True_label=1, KD_RM=0, KD_LM=0, LLP_D=10, LLP_R=0.001, margin=0.1, l2=0, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
All runs:
Hits@10:
Test: 4.8101 ± nan
Hits@50:
Test: 14.4871 ± nan
Hits@100:
Test: 23.0145 ± nan
AUC:
Test: 99.2958 ± nan
Namespace(distill_pred_path='/home/qinzongyue/HeaRT/benchmarking/exist_setting_ogb/saved/igb_AA_pred.pth', device=0, log_steps=100, encoder='sage', num_layers=3, hidden_channels=256, dropout=0, link_batch_size=65536, node_batch_size=12775, lr=0.001, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='igb', predictor='mlp', patience=100, metric='Hits@100', use_valedges_as_input=False, True_label=1, KD_RM=0, KD_LM=0, LLP_D=0.001, LLP_R=10, margin=0.1, l2=0, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
All runs:
Hits@10:
Test: 5.9527 ± nan
Hits@50:
Test: 15.7969 ± nan
Hits@100:
Test: 25.1768 ± nan
AUC:
Test: 99.2995 ± nan
Namespace(distill_pred_path='/home/qinzongyue/HeaRT/benchmarking/exist_setting_ogb/saved/igb_capped_shortest_path_mat_pred.pth', device=0, log_steps=100, encoder='sage', num_layers=3, hidden_channels=256, dropout=0, link_batch_size=65536, node_batch_size=12775, lr=0.001, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='igb', predictor='mlp', patience=100, metric='Hits@100', use_valedges_as_input=False, True_label=1, KD_RM=0, KD_LM=0, LLP_D=10, LLP_R=0.001, margin=0.1, l2=0, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
All runs:
Hits@10:
Test: 5.4634 ± nan
Hits@50:
Test: 14.4307 ± nan
Hits@100:
Test: 22.5716 ± nan
AUC:
Test: 99.2414 ± nan
Namespace(distill_pred_path='/home/qinzongyue/HeaRT/benchmarking/exist_setting_ogb/saved/igb_RA_pred.pth', device=0, log_steps=100, encoder='sage', num_layers=3, hidden_channels=256, dropout=0, link_batch_size=65536, node_batch_size=12775, lr=0.001, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='igb', predictor='mlp', patience=100, metric='Hits@100', use_valedges_as_input=False, True_label=1, KD_RM=0, KD_LM=0, LLP_D=10, LLP_R=0.001, margin=0.1, l2=0, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
All runs:
Hits@10:
Test: 4.6485 ± nan
Hits@50:
Test: 11.7571 ± nan
Hits@100:
Test: 18.6176 ± nan
AUC:
Test: 98.8517 ± nan
Namespace(distill_pred_path='/home/qinzongyue/HeaRT/benchmarking/exist_setting_ogb/saved/igb_CN_pred.pth', device=0, log_steps=100, encoder='sage', num_layers=3, hidden_channels=256, dropout=0, link_batch_size=65536, node_batch_size=12775, lr=0.001, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='igb', predictor='mlp', patience=100, metric='Hits@100', use_valedges_as_input=False, True_label=1, KD_RM=0, KD_LM=0, LLP_D=10, LLP_R=1, margin=0.1, l2=0, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
All runs:
Hits@10:
Test: 4.6533 ± nan
Hits@50:
Test: 17.1675 ± nan
Hits@100:
Test: 25.7264 ± nan
AUC:
Test: 99.3395 ± nan
Namespace(distill_pred_path='/home/qinzongyue/HeaRT/benchmarking/exist_setting_ogb/saved/igb_GCN_pred.pth', device=0, log_steps=100, encoder='sage', num_layers=3, hidden_channels=256, dropout=0, link_batch_size=65536, node_batch_size=12775, lr=0.001, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='igb', predictor='mlp', patience=100, metric='Hits@100', use_valedges_as_input=False, True_label=1, KD_RM=0, KD_LM=0, LLP_D=1, LLP_R=10, margin=0.1, l2=0, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
All runs:
Hits@10:
Test: 5.0450 ± nan
Hits@50:
Test: 14.6155 ± nan
Hits@100:
Test: 20.4406 ± nan
AUC:
Test: 99.1346 ± nan
Namespace(distill_pred_path='/home/qinzongyue/HeaRT/benchmarking/exist_setting_ogb/saved/igb_capped_shortest_path_mat_pred.pth', device=0, log_steps=100, encoder='sage', num_layers=3, hidden_channels=256, dropout=0, link_batch_size=65536, node_batch_size=12775, lr=0.001, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='igb', predictor='mlp', patience=100, metric='Hits@100', use_valedges_as_input=False, True_label=1, KD_RM=0, KD_LM=0, LLP_D=10, LLP_R=1, margin=0.1, l2=0, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
All runs:
Hits@10:
Test: 0.0000 ± nan
Hits@50:
Test: 13.8904 ± nan
Hits@100:
Test: 18.3371 ± nan
AUC:
Test: 98.8507 ± nan
Namespace(distill_pred_path='/home/qinzongyue/HeaRT/benchmarking/exist_setting_ogb/saved/igb_CN_pred.pth', device=0, log_steps=100, encoder='sage', num_layers=3, hidden_channels=256, dropout=0, link_batch_size=65536, node_batch_size=12775, lr=0.001, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='igb', predictor='mlp', patience=100, metric='Hits@100', use_valedges_as_input=False, True_label=1, KD_RM=0, KD_LM=0, LLP_D=10, LLP_R=10, margin=0.1, l2=0, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
All runs:
Hits@10:
Test: 3.4459 ± nan
Hits@50:
Test: 9.2858 ± nan
Hits@100:
Test: 11.8688 ± nan
AUC:
Test: 98.3436 ± nan
Namespace(distill_pred_path='/home/qinzongyue/HeaRT/benchmarking/exist_setting_ogb/saved/igb_RA_pred.pth', device=0, log_steps=100, encoder='sage', num_layers=3, hidden_channels=256, dropout=0, link_batch_size=65536, node_batch_size=12775, lr=0.001, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='igb', predictor='mlp', patience=100, metric='Hits@100', use_valedges_as_input=False, True_label=1, KD_RM=0, KD_LM=0, LLP_D=10, LLP_R=1, margin=0.1, l2=0, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
All runs:
Hits@10:
Test: 3.3026 ± nan
Hits@50:
Test: 8.9145 ± nan
Hits@100:
Test: 12.2474 ± nan
AUC:
Test: 98.3136 ± nan
Namespace(distill_pred_path='/home/qinzongyue/HeaRT/benchmarking/exist_setting_ogb/saved/igb_RA_pred.pth', device=0, log_steps=100, encoder='sage', num_layers=3, hidden_channels=256, dropout=0, link_batch_size=65536, node_batch_size=12775, lr=0.001, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='igb', predictor='mlp', patience=100, metric='Hits@100', use_valedges_as_input=False, True_label=1, KD_RM=0, KD_LM=0, LLP_D=10, LLP_R=10, margin=0.1, l2=0, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
All runs:
Hits@10:
Test: 3.5255 ± nan
Hits@50:
Test: 13.7179 ± nan
Hits@100:
Test: 20.8303 ± nan
AUC:
Test: 99.1336 ± nan
Namespace(distill_pred_path='/home/qinzongyue/HeaRT/benchmarking/exist_setting_ogb/saved/igb_capped_shortest_path_mat_pred.pth', device=0, log_steps=100, encoder='sage', num_layers=3, hidden_channels=256, dropout=0, link_batch_size=65536, node_batch_size=12775, lr=0.001, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='igb', predictor='mlp', patience=100, metric='Hits@100', use_valedges_as_input=False, True_label=1, KD_RM=0, KD_LM=0, LLP_D=10, LLP_R=10, margin=0.1, l2=0, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
All runs:
Hits@10:
Test: 3.2789 ± nan
Hits@50:
Test: 8.6356 ± nan
Hits@100:
Test: 13.1519 ± nan
AUC:
Test: 98.4225 ± nan
Namespace(distill_pred_path='/home/qinzongyue/HeaRT/benchmarking/exist_setting_ogb/saved/igb_RA_pred.pth', device=0, log_steps=100, encoder='sage', num_layers=3, hidden_channels=256, dropout=0.0, link_batch_size=65536, node_batch_size=12775, lr=0.001, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='igb', predictor='mlp', patience=100, metric='Hits@100', use_valedges_as_input=False, True_label=1, KD_RM=0, KD_LM=0, LLP_D=0.001, LLP_R=0.001, margin=0.1, l2=0, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
All runs:
Hits@10:
Test: 4.4257 ± nan
Hits@50:
Test: 11.8330 ± nan
Hits@100:
Test: 16.7965 ± nan
AUC:
Test: 98.7895 ± nan
Namespace(distill_pred_path='/home/qinzongyue/HeaRT/benchmarking/exist_setting_ogb/saved/igb_CN_pred.pth', device=0, log_steps=100, encoder='sage', num_layers=3, hidden_channels=256, dropout=0.0, link_batch_size=65536, node_batch_size=12775, lr=0.001, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='igb', predictor='mlp', patience=100, metric='Hits@100', use_valedges_as_input=False, True_label=1, KD_RM=0, KD_LM=0, LLP_D=0.001, LLP_R=0.001, margin=0.1, l2=0, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
All runs:
Hits@10:
Test: 3.9824 ± nan
Hits@50:
Test: 17.7283 ± nan
Hits@100:
Test: 26.5737 ± nan
AUC:
Test: 99.4314 ± nan
Namespace(distill_pred_path='/home/qinzongyue/HeaRT/benchmarking/exist_setting_ogb/saved/igb_GCN_pred.pth', device=0, log_steps=100, encoder='sage', num_layers=3, hidden_channels=256, dropout=0, link_batch_size=65536, node_batch_size=12775, lr=0.001, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='igb', predictor='mlp', patience=100, metric='Hits@100', use_valedges_as_input=False, True_label=1, KD_RM=0, KD_LM=0, LLP_D=10, LLP_R=0.001, margin=0.1, l2=0, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
All runs:
Hits@10:
Test: 4.4043 ± nan
Hits@50:
Test: 12.8139 ± nan
Hits@100:
Test: 22.1789 ± nan
AUC:
Test: 99.2759 ± nan
Namespace(distill_pred_path='/home/qinzongyue/HeaRT/benchmarking/exist_setting_ogb/saved/igb_CN_pred.pth', device=0, log_steps=100, encoder='sage', num_layers=3, hidden_channels=256, dropout=0.0, link_batch_size=65536, node_batch_size=12775, lr=0.001, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='igb', predictor='mlp', patience=100, metric='Hits@100', use_valedges_as_input=False, True_label=1, KD_RM=0, KD_LM=0, LLP_D=0.001, LLP_R=1, margin=0.1, l2=0, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
All runs:
Hits@10:
Test: 3.2733 ± nan
Hits@50:
Test: 13.2972 ± nan
Hits@100:
Test: 18.5880 ± nan
AUC:
Test: 99.1723 ± nan
All runs:
Hits@10:
Test: 5.9078 ± nan
Hits@50:
Test: 15.7069 ± nan
Hits@100:
Test: 24.7595 ± nan
AUC:
Test: 99.2688 ± nan
Namespace(distill_pred_path='/home/qinzongyue/HeaRT/benchmarking/exist_setting_ogb/saved/igb_RA_pred.pth', device=0, log_steps=100, encoder='sage', num_layers=3, hidden_channels=256, dropout=0.0, link_batch_size=65536, node_batch_size=12775, lr=0.001, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='igb', predictor='mlp', patience=100, metric='Hits@100', use_valedges_as_input=False, True_label=1, KD_RM=0, KD_LM=0, LLP_D=0.001, LLP_R=1, margin=0.1, l2=0, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
All runs:
Hits@10:
Test: 4.9445 ± nan
Hits@50:
Test: 18.5843 ± nan
Hits@100:
Test: 26.3139 ± nan
AUC:
Test: 99.4119 ± nan
Namespace(distill_pred_path='/home/qinzongyue/HeaRT/benchmarking/exist_setting_ogb/saved/igb_GCN_pred.pth', device=0, log_steps=100, encoder='sage', num_layers=3, hidden_channels=256, dropout=0, link_batch_size=65536, node_batch_size=12775, lr=0.001, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='igb', predictor='mlp', patience=100, metric='Hits@100', use_valedges_as_input=False, True_label=1, KD_RM=0, KD_LM=0, LLP_D=10, LLP_R=1, margin=0.1, l2=0, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
All runs:
Hits@10:
Test: 4.9976 ± nan
Hits@50:
Test: 14.7991 ± nan
Hits@100:
Test: 23.7761 ± nan
AUC:
Test: 99.2930 ± nan
Namespace(distill_pred_path='/home/qinzongyue/HeaRT/benchmarking/exist_setting_ogb/saved/igb_CN_pred.pth', device=0, log_steps=100, encoder='sage', num_layers=3, hidden_channels=256, dropout=0.0, link_batch_size=65536, node_batch_size=12775, lr=0.001, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='igb', predictor='mlp', patience=100, metric='Hits@100', use_valedges_as_input=False, True_label=1, KD_RM=0, KD_LM=0, LLP_D=0.001, LLP_R=10, margin=0.1, l2=0, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
All runs:
Hits@10:
Test: 3.1932 ± nan
Hits@50:
Test: 16.3543 ± nan
Hits@100:
Test: 23.7135 ± nan
AUC:
Test: 99.2773 ± nan
Namespace(distill_pred_path='/home/qinzongyue/HeaRT/benchmarking/exist_setting_ogb/saved/igb_RA_pred.pth', device=0, log_steps=100, encoder='sage', num_layers=3, hidden_channels=256, dropout=0.0, link_batch_size=65536, node_batch_size=12775, lr=0.001, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='igb', predictor='mlp', patience=100, metric='Hits@100', use_valedges_as_input=False, True_label=1, KD_RM=0, KD_LM=0, LLP_D=0.001, LLP_R=10, margin=0.1, l2=0, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
All runs:
Hits@10:
Test: 4.1495 ± nan
Hits@50:
Test: 15.5513 ± nan
Hits@100:
Test: 23.5387 ± nan
AUC:
Test: 99.3013 ± nan
Namespace(distill_pred_path='/home/qinzongyue/HeaRT/benchmarking/exist_setting_ogb/saved/igb_AA_pred.pth', device=0, log_steps=100, encoder='sage', num_layers=3, hidden_channels=256, dropout=0, link_batch_size=65536, node_batch_size=12775, lr=0.001, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='igb', predictor='mlp', patience=100, metric='Hits@100', use_valedges_as_input=False, True_label=1, KD_RM=0, KD_LM=0, LLP_D=1, LLP_R=0.001, margin=0.1, l2=0, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
All runs:
Hits@10:
Test: 4.5872 ± nan
Hits@50:
Test: 16.7983 ± nan
Hits@100:
Test: 23.9128 ± nan
AUC:
Test: 99.4095 ± nan
Namespace(distill_pred_path='/home/qinzongyue/HeaRT/benchmarking/exist_setting_ogb/saved/igb_GCN_pred.pth', device=0, log_steps=100, encoder='sage', num_layers=3, hidden_channels=256, dropout=0, link_batch_size=65536, node_batch_size=12775, lr=0.001, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='igb', predictor='mlp', patience=100, metric='Hits@100', use_valedges_as_input=False, True_label=1, KD_RM=0, KD_LM=0, LLP_D=10, LLP_R=10, margin=0.1, l2=0, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
All runs:
Hits@10:
Test: 2.3910 ± nan
Hits@50:
Test: 14.4190 ± nan
Hits@100:
Test: 21.8395 ± nan
AUC:
Test: 99.2829 ± nan
Namespace(distill_pred_path='/home/qinzongyue/HeaRT/benchmarking/exist_setting_ogb/saved/igb_CN_pred.pth', device=0, log_steps=100, encoder='sage', num_layers=3, hidden_channels=256, dropout=0.0, link_batch_size=65536, node_batch_size=12775, lr=0.001, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='igb', predictor='mlp', patience=100, metric='Hits@100', use_valedges_as_input=False, True_label=1, KD_RM=0, KD_LM=0, LLP_D=1, LLP_R=0.001, margin=0.1, l2=0, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
All runs:
Hits@10:
Test: 3.7950 ± nan
Hits@50:
Test: 16.6654 ± nan
Hits@100:
Test: 22.4736 ± nan
AUC:
Test: 99.2589 ± nan
Namespace(distill_pred_path='/home/qinzongyue/HeaRT/benchmarking/exist_setting_ogb/saved/igb_RA_pred.pth', device=0, log_steps=100, encoder='sage', num_layers=3, hidden_channels=256, dropout=0.0, link_batch_size=65536, node_batch_size=12775, lr=0.001, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='igb', predictor='mlp', patience=100, metric='Hits@100', use_valedges_as_input=False, True_label=1, KD_RM=0, KD_LM=0, LLP_D=1, LLP_R=0.001, margin=0.1, l2=0, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
All runs:
Hits@10:
Test: 5.1864 ± nan
Hits@50:
Test: 18.2900 ± nan
Hits@100:
Test: 26.3598 ± nan
AUC:
Test: 99.4157 ± nan
Namespace(distill_pred_path='/home/qinzongyue/HeaRT/benchmarking/exist_setting_ogb/saved/igb_GCN_pred.pth', device=0, log_steps=100, encoder='sage', num_layers=3, hidden_channels=256, dropout=0.0, link_batch_size=65536, node_batch_size=12775, lr=0.001, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='igb', predictor='mlp', patience=100, metric='Hits@100', use_valedges_as_input=False, True_label=1, KD_RM=0, KD_LM=0, LLP_D=0.001, LLP_R=0.001, margin=0.1, l2=0, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
All runs:
Hits@10:
Test: 5.0071 ± nan
Hits@50:
Test: 16.8831 ± nan
Hits@100:
Test: 22.9344 ± nan
AUC:
Test: 99.2734 ± nan
Namespace(distill_pred_path='/home/qinzongyue/HeaRT/benchmarking/exist_setting_ogb/saved/igb_CN_pred.pth', device=0, log_steps=100, encoder='sage', num_layers=3, hidden_channels=256, dropout=0.0, link_batch_size=65536, node_batch_size=12775, lr=0.001, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='igb', predictor='mlp', patience=100, metric='Hits@100', use_valedges_as_input=False, True_label=1, KD_RM=0, KD_LM=0, LLP_D=1, LLP_R=1, margin=0.1, l2=0, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
All runs:
Hits@10:
Test: 3.8772 ± nan
Hits@50:
Test: 15.3929 ± nan
Hits@100:
Test: 21.1214 ± nan
AUC:
Test: 99.2695 ± nan
Namespace(distill_pred_path='/home/qinzongyue/HeaRT/benchmarking/exist_setting_ogb/saved/igb_RA_pred.pth', device=0, log_steps=100, encoder='sage', num_layers=3, hidden_channels=256, dropout=0.0, link_batch_size=65536, node_batch_size=12775, lr=0.001, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='igb', predictor='mlp', patience=100, metric='Hits@100', use_valedges_as_input=False, True_label=1, KD_RM=0, KD_LM=0, LLP_D=1, LLP_R=1, margin=0.1, l2=0, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
All runs:
Hits@10:
Test: 4.1710 ± nan
Hits@50:
Test: 16.5122 ± nan
Hits@100:
Test: 22.4761 ± nan
AUC:
Test: 99.2722 ± nan
Namespace(distill_pred_path='/home/qinzongyue/HeaRT/benchmarking/exist_setting_ogb/saved/igb_GCN_pred.pth', device=0, log_steps=100, encoder='sage', num_layers=3, hidden_channels=256, dropout=0.0, link_batch_size=65536, node_batch_size=12775, lr=0.001, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='igb', predictor='mlp', patience=100, metric='Hits@100', use_valedges_as_input=False, True_label=1, KD_RM=0, KD_LM=0, LLP_D=0.001, LLP_R=1, margin=0.1, l2=0, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
All runs:
Hits@10:
Test: 5.4134 ± nan
Hits@50:
Test: 16.4113 ± nan
Hits@100:
Test: 23.7930 ± nan
AUC:
Test: 99.2818 ± nan
Namespace(distill_pred_path='/home/qinzongyue/HeaRT/benchmarking/exist_setting_ogb/saved/igb_CN_pred.pth', device=0, log_steps=100, encoder='sage', num_layers=3, hidden_channels=256, dropout=0.0, link_batch_size=65536, node_batch_size=12775, lr=0.001, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='igb', predictor='mlp', patience=100, metric='Hits@100', use_valedges_as_input=False, True_label=1, KD_RM=0, KD_LM=0, LLP_D=1, LLP_R=10, margin=0.1, l2=0, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
All runs:
Hits@10:
Test: 3.5455 ± nan
Hits@50:
Test: 15.1840 ± nan
Hits@100:
Test: 23.8795 ± nan
AUC:
Test: 99.2704 ± nan
Namespace(distill_pred_path='/home/qinzongyue/HeaRT/benchmarking/exist_setting_ogb/saved/igb_AA_pred.pth', device=0, log_steps=100, encoder='sage', num_layers=3, hidden_channels=256, dropout=0, link_batch_size=65536, node_batch_size=12775, lr=0.001, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='igb', predictor='mlp', patience=100, metric='Hits@100', use_valedges_as_input=False, True_label=1, KD_RM=0, KD_LM=0, LLP_D=1, LLP_R=1, margin=0.1, l2=0, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
All runs:
Hits@10:
Test: 5.3905 ± nan
Hits@50:
Test: 16.0086 ± nan
Hits@100:
Test: 23.1815 ± nan
AUC:
Test: 99.2784 ± nan
Namespace(distill_pred_path='/home/qinzongyue/HeaRT/benchmarking/exist_setting_ogb/saved/igb_RA_pred.pth', device=0, log_steps=100, encoder='sage', num_layers=3, hidden_channels=256, dropout=0.0, link_batch_size=65536, node_batch_size=12775, lr=0.001, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='igb', predictor='mlp', patience=100, metric='Hits@100', use_valedges_as_input=False, True_label=1, KD_RM=0, KD_LM=0, LLP_D=1, LLP_R=10, margin=0.1, l2=0, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
All runs:
Hits@10:
Test: 4.6666 ± nan
Hits@50:
Test: 15.3753 ± nan
Hits@100:
Test: 21.7346 ± nan
AUC:
Test: 99.2221 ± nan
Namespace(distill_pred_path='/home/qinzongyue/HeaRT/benchmarking/exist_setting_ogb/saved/igb_CN_pred.pth', device=0, log_steps=100, encoder='sage', num_layers=3, hidden_channels=256, dropout=0.0, link_batch_size=65536, node_batch_size=12775, lr=0.001, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='igb', predictor='mlp', patience=100, metric='Hits@100', use_valedges_as_input=False, True_label=1, KD_RM=0, KD_LM=0, LLP_D=10, LLP_R=0.001, margin=0.1, l2=0, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
All runs:
Hits@10:
Test: 5.1473 ± nan
Hits@50:
Test: 17.6914 ± nan
Hits@100:
Test: 24.8585 ± nan
AUC:
Test: 99.3050 ± nan
Namespace(distill_pred_path='/home/qinzongyue/HeaRT/benchmarking/exist_setting_ogb/saved/igb_GCN_pred.pth', device=0, log_steps=100, encoder='sage', num_layers=3, hidden_channels=256, dropout=0.0, link_batch_size=65536, node_batch_size=12775, lr=0.001, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='igb', predictor='mlp', patience=100, metric='Hits@100', use_valedges_as_input=False, True_label=1, KD_RM=0, KD_LM=0, LLP_D=0.001, LLP_R=10, margin=0.1, l2=0, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
All runs:
Hits@10:
Test: 5.4634 ± nan
Hits@50:
Test: 14.4307 ± nan
Hits@100:
Test: 22.5716 ± nan
AUC:
Test: 99.2414 ± nan
Namespace(distill_pred_path='/home/qinzongyue/HeaRT/benchmarking/exist_setting_ogb/saved/igb_RA_pred.pth', device=0, log_steps=100, encoder='sage', num_layers=3, hidden_channels=256, dropout=0.0, link_batch_size=65536, node_batch_size=12775, lr=0.001, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='igb', predictor='mlp', patience=100, metric='Hits@100', use_valedges_as_input=False, True_label=1, KD_RM=0, KD_LM=0, LLP_D=10, LLP_R=0.001, margin=0.1, l2=0, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
All runs:
Hits@10:
Test: 4.6485 ± nan
Hits@50:
Test: 11.7571 ± nan
Hits@100:
Test: 18.6176 ± nan
AUC:
Test: 98.8517 ± nan
Namespace(distill_pred_path='/home/qinzongyue/HeaRT/benchmarking/exist_setting_ogb/saved/igb_CN_pred.pth', device=0, log_steps=100, encoder='sage', num_layers=3, hidden_channels=256, dropout=0.0, link_batch_size=65536, node_batch_size=12775, lr=0.001, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='igb', predictor='mlp', patience=100, metric='Hits@100', use_valedges_as_input=False, True_label=1, KD_RM=0, KD_LM=0, LLP_D=10, LLP_R=1, margin=0.1, l2=0, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
All runs:
Hits@10:
Test: 3.3458 ± nan
Hits@50:
Test: 14.0566 ± nan
Hits@100:
Test: 22.5552 ± nan
AUC:
Test: 99.2802 ± nan
Namespace(distill_pred_path='/home/qinzongyue/HeaRT/benchmarking/exist_setting_ogb/saved/igb_AA_pred.pth', device=0, log_steps=100, encoder='sage', num_layers=3, hidden_channels=256, dropout=0, link_batch_size=65536, node_batch_size=12775, lr=0.001, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='igb', predictor='mlp', patience=100, metric='Hits@100', use_valedges_as_input=False, True_label=1, KD_RM=0, KD_LM=0, LLP_D=1, LLP_R=10, margin=0.1, l2=0, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
All runs:
Hits@10:
Test: 3.4459 ± nan
Hits@50:
Test: 9.2858 ± nan
Hits@100:
Test: 11.8688 ± nan
AUC:
Test: 98.3436 ± nan
Namespace(distill_pred_path='/home/qinzongyue/HeaRT/benchmarking/exist_setting_ogb/saved/igb_RA_pred.pth', device=0, log_steps=100, encoder='sage', num_layers=3, hidden_channels=256, dropout=0.0, link_batch_size=65536, node_batch_size=12775, lr=0.001, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='igb', predictor='mlp', patience=100, metric='Hits@100', use_valedges_as_input=False, True_label=1, KD_RM=0, KD_LM=0, LLP_D=10, LLP_R=1, margin=0.1, l2=0, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
All runs:
Hits@10:
Test: 0.0000 ± nan
Hits@50:
Test: 13.8904 ± nan
Hits@100:
Test: 18.3371 ± nan
AUC:
Test: 98.8507 ± nan
Namespace(distill_pred_path='/home/qinzongyue/HeaRT/benchmarking/exist_setting_ogb/saved/igb_CN_pred.pth', device=0, log_steps=100, encoder='sage', num_layers=3, hidden_channels=256, dropout=0.0, link_batch_size=65536, node_batch_size=12775, lr=0.001, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='igb', predictor='mlp', patience=100, metric='Hits@100', use_valedges_as_input=False, True_label=1, KD_RM=0, KD_LM=0, LLP_D=10, LLP_R=10, margin=0.1, l2=0, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
All runs:
Hits@10:
Test: 5.5918 ± nan
Hits@50:
Test: 18.9208 ± nan
Hits@100:
Test: 26.1484 ± nan
AUC:
Test: 99.4225 ± nan
Namespace(distill_pred_path='/home/qinzongyue/HeaRT/benchmarking/exist_setting_ogb/saved/igb_GCN_pred.pth', device=0, log_steps=100, encoder='sage', num_layers=3, hidden_channels=256, dropout=0.0, link_batch_size=65536, node_batch_size=12775, lr=0.001, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='igb', predictor='mlp', patience=100, metric='Hits@100', use_valedges_as_input=False, True_label=1, KD_RM=0, KD_LM=0, LLP_D=1, LLP_R=0.001, margin=0.1, l2=0, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
All runs:
Hits@10:
Test: 3.3026 ± nan
Hits@50:
Test: 8.9145 ± nan
Hits@100:
Test: 12.2474 ± nan
AUC:
Test: 98.3136 ± nan
Namespace(distill_pred_path='/home/qinzongyue/HeaRT/benchmarking/exist_setting_ogb/saved/igb_RA_pred.pth', device=0, log_steps=100, encoder='sage', num_layers=3, hidden_channels=256, dropout=0.0, link_batch_size=65536, node_batch_size=12775, lr=0.001, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='igb', predictor='mlp', patience=100, metric='Hits@100', use_valedges_as_input=False, True_label=1, KD_RM=0, KD_LM=0, LLP_D=10, LLP_R=10, margin=0.1, l2=0, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
All runs:
Hits@10:
Test: 3.2789 ± nan
Hits@50:
Test: 8.6356 ± nan
Hits@100:
Test: 13.1519 ± nan
AUC:
Test: 98.4225 ± nan
All runs:
Hits@10:
Test: 4.4257 ± nan
Hits@50:
Test: 11.8330 ± nan
Hits@100:
Test: 16.7965 ± nan
AUC:
Test: 98.7895 ± nan
All runs:
Hits@10:
Test: 2.7025 ± nan
Hits@50:
Test: 17.0029 ± nan
Hits@100:
Test: 25.5847 ± nan
AUC:
Test: 99.3113 ± nan
Namespace(distill_pred_path='/home/qinzongyue/HeaRT/benchmarking/exist_setting_ogb/saved/igb_GCN_pred.pth', device=0, log_steps=100, encoder='sage', num_layers=3, hidden_channels=256, dropout=0.0, link_batch_size=65536, node_batch_size=12775, lr=0.001, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='igb', predictor='mlp', patience=100, metric='Hits@100', use_valedges_as_input=False, True_label=1, KD_RM=0, KD_LM=0, LLP_D=1, LLP_R=1, margin=0.1, l2=0, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
All runs:
Hits@10:
Test: 7.9917 ± nan
Hits@50:
Test: 14.8029 ± nan
Hits@100:
Test: 21.5249 ± nan
AUC:
Test: 99.2306 ± nan
Namespace(distill_pred_path='/home/qinzongyue/HeaRT/benchmarking/exist_setting_ogb/saved/igb_AA_pred.pth', device=0, log_steps=100, encoder='sage', num_layers=3, hidden_channels=256, dropout=0, link_batch_size=65536, node_batch_size=12775, lr=0.001, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='igb', predictor='mlp', patience=100, metric='Hits@100', use_valedges_as_input=False, True_label=1, KD_RM=0, KD_LM=0, LLP_D=10, LLP_R=0.001, margin=0.1, l2=0, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
All runs:
Hits@10:
Test: 4.6533 ± nan
Hits@50:
Test: 17.1675 ± nan
Hits@100:
Test: 25.7264 ± nan
AUC:
Test: 99.3395 ± nan
Namespace(distill_pred_path='/home/qinzongyue/HeaRT/benchmarking/exist_setting_ogb/saved/igb_GCN_pred.pth', device=0, log_steps=100, encoder='sage', num_layers=3, hidden_channels=256, dropout=0.0, link_batch_size=65536, node_batch_size=12775, lr=0.001, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='igb', predictor='mlp', patience=100, metric='Hits@100', use_valedges_as_input=False, True_label=1, KD_RM=0, KD_LM=0, LLP_D=1, LLP_R=10, margin=0.1, l2=0, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
All runs:
Hits@10:
Test: 4.0278 ± nan
Hits@50:
Test: 8.3301 ± nan
Hits@100:
Test: 12.7894 ± nan
AUC:
Test: 98.8235 ± nan
Namespace(distill_pred_path='/home/qinzongyue/HeaRT/benchmarking/exist_setting_ogb/saved/igb_AA_pred.pth', device=0, log_steps=100, encoder='sage', num_layers=3, hidden_channels=256, dropout=0, link_batch_size=65536, node_batch_size=12775, lr=0.001, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='igb', predictor='mlp', patience=100, metric='Hits@100', use_valedges_as_input=False, True_label=1, KD_RM=0, KD_LM=0, LLP_D=10, LLP_R=1, margin=0.1, l2=0, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
All runs:
Hits@10:
Test: 3.9824 ± nan
Hits@50:
Test: 17.7283 ± nan
Hits@100:
Test: 26.5737 ± nan
AUC:
Test: 99.4314 ± nan
Namespace(distill_pred_path='/home/qinzongyue/HeaRT/benchmarking/exist_setting_ogb/saved/igb_GCN_pred.pth', device=0, log_steps=100, encoder='sage', num_layers=3, hidden_channels=256, dropout=0.0, link_batch_size=65536, node_batch_size=12775, lr=0.001, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='igb', predictor='mlp', patience=100, metric='Hits@100', use_valedges_as_input=False, True_label=1, KD_RM=0, KD_LM=0, LLP_D=10, LLP_R=0.001, margin=0.1, l2=0, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
Namespace(distill_pred_path='/home/qinzongyue/HeaRT/benchmarking/exist_setting_ogb/saved/igb_CN_pred.pth', device=0, log_steps=100, encoder='sage', num_layers=3, hidden_channels=256, dropout=0, link_batch_size=65536, node_batch_size=65536, lr=0.001, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='igb', predictor='mlp', patience=10, metric='Hits@20', use_valedges_as_input=False, True_label=1, KD_RM=0, KD_LM=0, LLP_D=0.001, LLP_R=0.001, margin=0.05, l2=0, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
Namespace(distill_pred_path='/home/qinzongyue/HeaRT/benchmarking/exist_setting_ogb/saved/igb_AA_pred.pth', device=0, log_steps=100, encoder='sage', num_layers=3, hidden_channels=256, dropout=0, link_batch_size=65536, node_batch_size=65536, lr=0.001, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='igb', predictor='mlp', patience=10, metric='Hits@20', use_valedges_as_input=False, True_label=1, KD_RM=0, KD_LM=0, LLP_D=0.001, LLP_R=0.001, margin=0.05, l2=0, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
Namespace(distill_pred_path='/home/qinzongyue/HeaRT/benchmarking/exist_setting_ogb/saved/igb_RA_pred.pth', device=0, log_steps=100, encoder='sage', num_layers=3, hidden_channels=256, dropout=0, link_batch_size=65536, node_batch_size=65536, lr=0.001, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='igb', predictor='mlp', patience=10, metric='Hits@20', use_valedges_as_input=False, True_label=1, KD_RM=0, KD_LM=0, LLP_D=0.001, LLP_R=0.001, margin=0.05, l2=0, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
Namespace(distill_pred_path='/home/qinzongyue/HeaRT/benchmarking/exist_setting_ogb/saved/igb_capped_shortest_path_mat_pred.pth', device=0, log_steps=100, encoder='sage', num_layers=3, hidden_channels=256, dropout=0, link_batch_size=65536, node_batch_size=65536, lr=0.001, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='igb', predictor='mlp', patience=10, metric='Hits@20', use_valedges_as_input=False, True_label=1, KD_RM=0, KD_LM=0, LLP_D=0.001, LLP_R=0.001, margin=0.05, l2=0, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
All runs:
Hits@10:
Test: 4.9445 ± nan
Hits@50:
Test: 18.5843 ± nan
Hits@100:
Test: 26.3139 ± nan
AUC:
Test: 99.4119 ± nan
Namespace(distill_pred_path='/home/qinzongyue/HeaRT/benchmarking/exist_setting_ogb/saved/igb_GCN_pred.pth', device=0, log_steps=100, encoder='sage', num_layers=3, hidden_channels=256, dropout=0.0, link_batch_size=65536, node_batch_size=12775, lr=0.001, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='igb', predictor='mlp', patience=100, metric='Hits@100', use_valedges_as_input=False, True_label=1, KD_RM=0, KD_LM=0, LLP_D=10, LLP_R=1, margin=0.1, l2=0, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
All runs:
Hits@10:
Test: 2.7339 ± nan
Hits@50:
Test: 11.7738 ± nan
Hits@100:
Test: 18.2087 ± nan
AUC:
Test: 99.1883 ± nan
Namespace(distill_pred_path='/home/qinzongyue/HeaRT/benchmarking/exist_setting_ogb/saved/igb_CN_pred.pth', device=0, log_steps=100, encoder='sage', num_layers=3, hidden_channels=256, dropout=0, link_batch_size=65536, node_batch_size=12775, lr=0.001, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='igb', predictor='mlp', patience=10, metric='Hits@100', use_valedges_as_input=False, True_label=1, KD_RM=0, KD_LM=0, LLP_D=0.001, LLP_R=1, margin=0.05, l2=0, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
All runs:
Hits@10:
Test: 2.2688 ± nan
Hits@50:
Test: 12.6861 ± nan
Hits@100:
Test: 20.6518 ± nan
AUC:
Test: 99.1998 ± nan
Namespace(distill_pred_path='/home/qinzongyue/HeaRT/benchmarking/exist_setting_ogb/saved/igb_capped_shortest_path_mat_pred.pth', device=0, log_steps=100, encoder='sage', num_layers=3, hidden_channels=256, dropout=0, link_batch_size=65536, node_batch_size=12775, lr=0.001, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='igb', predictor='mlp', patience=10, metric='Hits@100', use_valedges_as_input=False, True_label=1, KD_RM=0, KD_LM=0, LLP_D=0.001, LLP_R=1, margin=0.05, l2=0, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
All runs:
Hits@10:
Test: 3.4269 ± nan
Hits@50:
Test: 14.2824 ± nan
Hits@100:
Test: 20.6903 ± nan
AUC:
Test: 99.2249 ± nan
Namespace(distill_pred_path='/home/qinzongyue/HeaRT/benchmarking/exist_setting_ogb/saved/igb_RA_pred.pth', device=0, log_steps=100, encoder='sage', num_layers=3, hidden_channels=256, dropout=0, link_batch_size=65536, node_batch_size=12775, lr=0.001, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='igb', predictor='mlp', patience=10, metric='Hits@100', use_valedges_as_input=False, True_label=1, KD_RM=0, KD_LM=0, LLP_D=0.001, LLP_R=1, margin=0.05, l2=0, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
All runs:
Hits@10:
Test: 3.6421 ± nan
Hits@50:
Test: 12.2683 ± nan
Hits@100:
Test: 19.9301 ± nan
AUC:
Test: 99.2337 ± nan
Namespace(distill_pred_path='/home/qinzongyue/HeaRT/benchmarking/exist_setting_ogb/saved/igb_AA_pred.pth', device=0, log_steps=100, encoder='sage', num_layers=3, hidden_channels=256, dropout=0, link_batch_size=65536, node_batch_size=12775, lr=0.001, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='igb', predictor='mlp', patience=10, metric='Hits@100', use_valedges_as_input=False, True_label=1, KD_RM=0, KD_LM=0, LLP_D=0.001, LLP_R=1, margin=0.05, l2=0, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
Namespace(distill_pred_path='/home/qinzongyue/HeaRT/benchmarking/exist_setting_ogb/saved/igb_capped_shortest_path_mat_pred.pth', device=0, log_steps=100, encoder='sage', num_layers=3, hidden_channels=256, dropout=0, link_batch_size=65536, node_batch_size=65536, lr=0.001, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='igb', predictor='mlp', patience=100, metric='Hits@20', use_valedges_as_input=False, True_label=1, KD_RM=0, KD_LM=0, LLP_D=0.001, LLP_R=0.001, margin=0.05, l2=0, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
Namespace(distill_pred_path='/home/qinzongyue/HeaRT/benchmarking/exist_setting_ogb/saved/igb_RA_pred.pth', device=0, log_steps=100, encoder='sage', num_layers=3, hidden_channels=256, dropout=0, link_batch_size=65536, node_batch_size=65536, lr=0.001, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='igb', predictor='mlp', patience=100, metric='Hits@20', use_valedges_as_input=False, True_label=1, KD_RM=0, KD_LM=0, LLP_D=0.001, LLP_R=0.001, margin=0.05, l2=0, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
Namespace(distill_pred_path='/home/qinzongyue/HeaRT/benchmarking/exist_setting_ogb/saved/igb_AA_pred.pth', device=0, log_steps=100, encoder='sage', num_layers=3, hidden_channels=256, dropout=0, link_batch_size=65536, node_batch_size=65536, lr=0.001, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='igb', predictor='mlp', patience=100, metric='Hits@20', use_valedges_as_input=False, True_label=1, KD_RM=0, KD_LM=0, LLP_D=0.001, LLP_R=0.001, margin=0.05, l2=0, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
Namespace(distill_pred_path='/home/qinzongyue/HeaRT/benchmarking/exist_setting_ogb/saved/igb_CN_pred.pth', device=0, log_steps=100, encoder='sage', num_layers=3, hidden_channels=256, dropout=0, link_batch_size=65536, node_batch_size=65536, lr=0.001, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='igb', predictor='mlp', patience=100, metric='Hits@20', use_valedges_as_input=False, True_label=1, KD_RM=0, KD_LM=0, LLP_D=0.001, LLP_R=0.001, margin=0.05, l2=0, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
All runs:
Hits@10:
Test: 4.5872 ± nan
Hits@50:
Test: 16.7983 ± nan
Hits@100:
Test: 23.9128 ± nan
AUC:
Test: 99.4095 ± nan
Namespace(distill_pred_path='/home/qinzongyue/HeaRT/benchmarking/exist_setting_ogb/saved/igb_GCN_pred.pth', device=0, log_steps=100, encoder='sage', num_layers=3, hidden_channels=256, dropout=0.0, link_batch_size=65536, node_batch_size=12775, lr=0.001, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='igb', predictor='mlp', patience=100, metric='Hits@100', use_valedges_as_input=False, True_label=1, KD_RM=0, KD_LM=0, LLP_D=10, LLP_R=10, margin=0.1, l2=0, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
All runs:
Hits@10:
Test: 4.7915 ± nan
Hits@50:
Test: 15.4487 ± nan
Hits@100:
Test: 21.8268 ± nan
AUC:
Test: 99.2779 ± nan
Namespace(distill_pred_path='/home/qinzongyue/HeaRT/benchmarking/exist_setting_ogb/saved/igb_CN_pred.pth', device=0, log_steps=100, encoder='sage', num_layers=3, hidden_channels=256, dropout=0, link_batch_size=65536, node_batch_size=12775, lr=0.001, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='igb', predictor='mlp', patience=100, metric='Hits@100', use_valedges_as_input=False, True_label=1, KD_RM=0, KD_LM=0, LLP_D=0.001, LLP_R=1, margin=0.05, l2=0, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
All runs:
Hits@10:
Test: 5.2311 ± nan
Hits@50:
Test: 17.0192 ± nan
Hits@100:
Test: 23.2385 ± nan
AUC:
Test: 99.2667 ± nan
Namespace(distill_pred_path='/home/qinzongyue/HeaRT/benchmarking/exist_setting_ogb/saved/igb_RA_pred.pth', device=0, log_steps=100, encoder='sage', num_layers=3, hidden_channels=256, dropout=0, link_batch_size=65536, node_batch_size=12775, lr=0.001, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='igb', predictor='mlp', patience=100, metric='Hits@100', use_valedges_as_input=False, True_label=1, KD_RM=0, KD_LM=0, LLP_D=0.001, LLP_R=1, margin=0.05, l2=0, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
All runs:
Hits@10:
Test: 6.4756 ± nan
Hits@50:
Test: 16.2285 ± nan
Hits@100:
Test: 22.5258 ± nan
AUC:
Test: 99.2694 ± nan
Namespace(distill_pred_path='/home/qinzongyue/HeaRT/benchmarking/exist_setting_ogb/saved/igb_AA_pred.pth', device=0, log_steps=100, encoder='sage', num_layers=3, hidden_channels=256, dropout=0, link_batch_size=65536, node_batch_size=12775, lr=0.001, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='igb', predictor='mlp', patience=100, metric='Hits@100', use_valedges_as_input=False, True_label=1, KD_RM=0, KD_LM=0, LLP_D=0.001, LLP_R=1, margin=0.05, l2=0, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
All runs:
Hits@10:
Test: 5.0450 ± nan
Hits@50:
Test: 15.8507 ± nan
Hits@100:
Test: 24.0066 ± nan
AUC:
Test: 99.2706 ± nan
Namespace(distill_pred_path='/home/qinzongyue/HeaRT/benchmarking/exist_setting_ogb/saved/igb_capped_shortest_path_mat_pred.pth', device=0, log_steps=100, encoder='sage', num_layers=3, hidden_channels=256, dropout=0, link_batch_size=65536, node_batch_size=12775, lr=0.001, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='igb', predictor='mlp', patience=100, metric='Hits@100', use_valedges_as_input=False, True_label=1, KD_RM=0, KD_LM=0, LLP_D=0.001, LLP_R=1, margin=0.05, l2=0, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
All runs:
Hits@10:
Test: 4.7622 ± nan
Hits@50:
Test: 14.9041 ± nan
Hits@100:
Test: 23.4779 ± nan
AUC:
Test: 99.2876 ± nan
Namespace(distill_pred_path='/home/qinzongyue/HeaRT/benchmarking/exist_setting_ogb/saved/igb_CN_pred.pth', device=0, log_steps=100, encoder='sage', num_layers=3, hidden_channels=256, dropout=0, link_batch_size=65536, node_batch_size=12775, lr=0.001, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='igb', predictor='mlp', patience=100, metric='Hits@100', use_valedges_as_input=False, True_label=1, KD_RM=0, KD_LM=0, LLP_D=0.001, LLP_R=10, margin=0.05, l2=0, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
All runs:
Hits@10:
Test: 5.1864 ± nan
Hits@50:
Test: 18.2900 ± nan
Hits@100:
Test: 26.3598 ± nan
AUC:
Test: 99.4157 ± nan
All runs:
Hits@10:
Test: 5.3996 ± nan
Hits@50:
Test: 17.6520 ± nan
Hits@100:
Test: 24.7720 ± nan
AUC:
Test: 99.2820 ± nan
Namespace(distill_pred_path='/home/qinzongyue/HeaRT/benchmarking/exist_setting_ogb/saved/igb_RA_pred.pth', device=0, log_steps=100, encoder='sage', num_layers=3, hidden_channels=256, dropout=0, link_batch_size=65536, node_batch_size=12775, lr=0.001, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='igb', predictor='mlp', patience=100, metric='Hits@100', use_valedges_as_input=False, True_label=1, KD_RM=0, KD_LM=0, LLP_D=0.001, LLP_R=10, margin=0.05, l2=0, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
All runs:
Hits@10:
Test: 3.9316 ± nan
Hits@50:
Test: 14.2178 ± nan
Hits@100:
Test: 20.3605 ± nan
AUC:
Test: 99.2806 ± nan
Namespace(distill_pred_path='/home/qinzongyue/HeaRT/benchmarking/exist_setting_ogb/saved/igb_CN_pred.pth', device=0, log_steps=100, encoder='sage', num_layers=3, hidden_channels=256, dropout=0, link_batch_size=65536, node_batch_size=12775, lr=0.001, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='igb', predictor='mlp', patience=100, metric='Hits@100', use_valedges_as_input=False, True_label=1, KD_RM=0, KD_LM=0, LLP_D=1, LLP_R=0.001, margin=0.05, l2=0, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
All runs:
Hits@10:
Test: 3.3505 ± nan
Hits@50:
Test: 14.2915 ± nan
Hits@100:
Test: 23.4928 ± nan
AUC:
Test: 99.2814 ± nan
Namespace(distill_pred_path='/home/qinzongyue/HeaRT/benchmarking/exist_setting_ogb/saved/igb_capped_shortest_path_mat_pred.pth', device=0, log_steps=100, encoder='sage', num_layers=3, hidden_channels=256, dropout=0, link_batch_size=65536, node_batch_size=12775, lr=0.001, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='igb', predictor='mlp', patience=100, metric='Hits@100', use_valedges_as_input=False, True_label=1, KD_RM=0, KD_LM=0, LLP_D=0.001, LLP_R=10, margin=0.05, l2=0, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
All runs:
Hits@10:
Test: 5.5787 ± nan
Hits@50:
Test: 14.7938 ± nan
Hits@100:
Test: 22.1191 ± nan
AUC:
Test: 99.2807 ± nan
Namespace(distill_pred_path='/home/qinzongyue/HeaRT/benchmarking/exist_setting_ogb/saved/igb_RA_pred.pth', device=0, log_steps=100, encoder='sage', num_layers=3, hidden_channels=256, dropout=0, link_batch_size=65536, node_batch_size=12775, lr=0.001, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='igb', predictor='mlp', patience=100, metric='Hits@100', use_valedges_as_input=False, True_label=1, KD_RM=0, KD_LM=0, LLP_D=1, LLP_R=0.001, margin=0.05, l2=0, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
All runs:
Hits@10:
Test: 3.4115 ± nan
Hits@50:
Test: 15.2796 ± nan
Hits@100:
Test: 22.9089 ± nan
AUC:
Test: 99.2854 ± nan
Namespace(distill_pred_path='/home/qinzongyue/HeaRT/benchmarking/exist_setting_ogb/saved/igb_AA_pred.pth', device=0, log_steps=100, encoder='sage', num_layers=3, hidden_channels=256, dropout=0, link_batch_size=65536, node_batch_size=12775, lr=0.001, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='igb', predictor='mlp', patience=100, metric='Hits@100', use_valedges_as_input=False, True_label=1, KD_RM=0, KD_LM=0, LLP_D=0.001, LLP_R=10, margin=0.05, l2=0, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
All runs:
Hits@10:
Test: 2.9886 ± nan
Hits@50:
Test: 14.2150 ± nan
Hits@100:
Test: 23.6083 ± nan
AUC:
Test: 99.3079 ± nan
Namespace(distill_pred_path='/home/qinzongyue/HeaRT/benchmarking/exist_setting_ogb/saved/igb_capped_shortest_path_mat_pred.pth', device=0, log_steps=100, encoder='sage', num_layers=3, hidden_channels=256, dropout=0, link_batch_size=65536, node_batch_size=12775, lr=0.001, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='igb', predictor='mlp', patience=100, metric='Hits@100', use_valedges_as_input=False, True_label=1, KD_RM=0, KD_LM=0, LLP_D=1, LLP_R=0.001, margin=0.05, l2=0, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
All runs:
Hits@10:
Test: 3.4956 ± nan
Hits@50:
Test: 15.5091 ± nan
Hits@100:
Test: 23.9268 ± nan
AUC:
Test: 99.2745 ± nan
Namespace(distill_pred_path='/home/qinzongyue/HeaRT/benchmarking/exist_setting_ogb/saved/igb_CN_pred.pth', device=0, log_steps=100, encoder='sage', num_layers=3, hidden_channels=256, dropout=0, link_batch_size=65536, node_batch_size=12775, lr=0.001, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='igb', predictor='mlp', patience=100, metric='Hits@100', use_valedges_as_input=False, True_label=1, KD_RM=0, KD_LM=0, LLP_D=1, LLP_R=1, margin=0.05, l2=0, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
All runs:
Hits@10:
Test: 3.7173 ± nan
Hits@50:
Test: 16.0961 ± nan
Hits@100:
Test: 23.8635 ± nan
AUC:
Test: 99.2646 ± nan
Namespace(distill_pred_path='/home/qinzongyue/HeaRT/benchmarking/exist_setting_ogb/saved/igb_RA_pred.pth', device=0, log_steps=100, encoder='sage', num_layers=3, hidden_channels=256, dropout=0, link_batch_size=65536, node_batch_size=12775, lr=0.001, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='igb', predictor='mlp', patience=100, metric='Hits@100', use_valedges_as_input=False, True_label=1, KD_RM=0, KD_LM=0, LLP_D=1, LLP_R=1, margin=0.05, l2=0, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
All runs:
Hits@10:
Test: 3.8913 ± nan
Hits@50:
Test: 13.3590 ± nan
Hits@100:
Test: 21.8766 ± nan
AUC:
Test: 99.2866 ± nan
Namespace(distill_pred_path='/home/qinzongyue/HeaRT/benchmarking/exist_setting_ogb/saved/igb_AA_pred.pth', device=0, log_steps=100, encoder='sage', num_layers=3, hidden_channels=256, dropout=0, link_batch_size=65536, node_batch_size=12775, lr=0.001, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='igb', predictor='mlp', patience=100, metric='Hits@100', use_valedges_as_input=False, True_label=1, KD_RM=0, KD_LM=0, LLP_D=1, LLP_R=0.001, margin=0.05, l2=0, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
All runs:
Hits@10:
Test: 3.7142 ± nan
Hits@50:
Test: 15.1904 ± nan
Hits@100:
Test: 23.4057 ± nan
AUC:
Test: 99.2767 ± nan
Namespace(distill_pred_path='/home/qinzongyue/HeaRT/benchmarking/exist_setting_ogb/saved/igb_CN_pred.pth', device=0, log_steps=100, encoder='sage', num_layers=3, hidden_channels=256, dropout=0, link_batch_size=65536, node_batch_size=12775, lr=0.001, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='igb', predictor='mlp', patience=100, metric='Hits@100', use_valedges_as_input=False, True_label=1, KD_RM=0, KD_LM=0, LLP_D=1, LLP_R=10, margin=0.05, l2=0, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
All runs:
Hits@10:
Test: 5.2468 ± nan
Hits@50:
Test: 16.5213 ± nan
Hits@100:
Test: 24.3907 ± nan
AUC:
Test: 99.2988 ± nan
Namespace(distill_pred_path='/home/qinzongyue/HeaRT/benchmarking/exist_setting_ogb/saved/igb_capped_shortest_path_mat_pred.pth', device=0, log_steps=100, encoder='sage', num_layers=3, hidden_channels=256, dropout=0, link_batch_size=65536, node_batch_size=12775, lr=0.001, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='igb', predictor='mlp', patience=100, metric='Hits@100', use_valedges_as_input=False, True_label=1, KD_RM=0, KD_LM=0, LLP_D=1, LLP_R=1, margin=0.05, l2=0, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
All runs:
Hits@10:
Test: 3.5715 ± nan
Hits@50:
Test: 13.3966 ± nan
Hits@100:
Test: 18.4135 ± nan
AUC:
Test: 99.2192 ± nan
Namespace(distill_pred_path='/home/qinzongyue/HeaRT/benchmarking/exist_setting_ogb/saved/igb_CN_pred.pth', device=0, log_steps=100, encoder='sage', num_layers=3, hidden_channels=256, dropout=0, link_batch_size=65536, node_batch_size=12775, lr=0.001, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='igb', predictor='mlp', patience=100, metric='Hits@100', use_valedges_as_input=False, True_label=1, KD_RM=0, KD_LM=0, LLP_D=10, LLP_R=0.001, margin=0.05, l2=0, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
All runs:
Hits@10:
Test: 6.1154 ± nan
Hits@50:
Test: 17.3675 ± nan
Hits@100:
Test: 23.6126 ± nan
AUC:
Test: 99.2738 ± nan
Namespace(distill_pred_path='/home/qinzongyue/HeaRT/benchmarking/exist_setting_ogb/saved/igb_RA_pred.pth', device=0, log_steps=100, encoder='sage', num_layers=3, hidden_channels=256, dropout=0, link_batch_size=65536, node_batch_size=12775, lr=0.001, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='igb', predictor='mlp', patience=100, metric='Hits@100', use_valedges_as_input=False, True_label=1, KD_RM=0, KD_LM=0, LLP_D=1, LLP_R=10, margin=0.05, l2=0, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
All runs:
Hits@10:
Test: 5.3723 ± nan
Hits@50:
Test: 14.1161 ± nan
Hits@100:
Test: 21.9174 ± nan
AUC:
Test: 99.2974 ± nan
Namespace(distill_pred_path='/home/qinzongyue/HeaRT/benchmarking/exist_setting_ogb/saved/igb_capped_shortest_path_mat_pred.pth', device=0, log_steps=100, encoder='sage', num_layers=3, hidden_channels=256, dropout=0, link_batch_size=65536, node_batch_size=12775, lr=0.001, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='igb', predictor='mlp', patience=100, metric='Hits@100', use_valedges_as_input=False, True_label=1, KD_RM=0, KD_LM=0, LLP_D=1, LLP_R=10, margin=0.05, l2=0, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
All runs:
Hits@10:
Test: 5.4553 ± nan
Hits@50:
Test: 15.3250 ± nan
Hits@100:
Test: 24.2263 ± nan
AUC:
Test: 99.2681 ± nan
Namespace(distill_pred_path='/home/qinzongyue/HeaRT/benchmarking/exist_setting_ogb/saved/igb_AA_pred.pth', device=0, log_steps=100, encoder='sage', num_layers=3, hidden_channels=256, dropout=0, link_batch_size=65536, node_batch_size=12775, lr=0.001, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='igb', predictor='mlp', patience=100, metric='Hits@100', use_valedges_as_input=False, True_label=1, KD_RM=0, KD_LM=0, LLP_D=1, LLP_R=1, margin=0.05, l2=0, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
All runs:
Hits@10:
Test: 4.7976 ± nan
Hits@50:
Test: 12.8237 ± nan
Hits@100:
Test: 18.6852 ± nan
AUC:
Test: 98.8742 ± nan
Namespace(distill_pred_path='/home/qinzongyue/HeaRT/benchmarking/exist_setting_ogb/saved/igb_CN_pred.pth', device=0, log_steps=100, encoder='sage', num_layers=3, hidden_channels=256, dropout=0, link_batch_size=65536, node_batch_size=12775, lr=0.001, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='igb', predictor='mlp', patience=100, metric='Hits@100', use_valedges_as_input=False, True_label=1, KD_RM=0, KD_LM=0, LLP_D=10, LLP_R=1, margin=0.05, l2=0, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
All runs:
Hits@10:
Test: 3.6229 ± nan
Hits@50:
Test: 17.0672 ± nan
Hits@100:
Test: 23.4723 ± nan
AUC:
Test: 99.3187 ± nan
Namespace(distill_pred_path='/home/qinzongyue/HeaRT/benchmarking/exist_setting_ogb/saved/igb_capped_shortest_path_mat_pred.pth', device=0, log_steps=100, encoder='sage', num_layers=3, hidden_channels=256, dropout=0, link_batch_size=65536, node_batch_size=12775, lr=0.001, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='igb', predictor='mlp', patience=100, metric='Hits@100', use_valedges_as_input=False, True_label=1, KD_RM=0, KD_LM=0, LLP_D=10, LLP_R=0.001, margin=0.05, l2=0, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
All runs:
Hits@10:
Test: 4.9411 ± nan
Hits@50:
Test: 14.0060 ± nan
Hits@100:
Test: 20.2250 ± nan
AUC:
Test: 99.2411 ± nan
Namespace(distill_pred_path='/home/qinzongyue/HeaRT/benchmarking/exist_setting_ogb/saved/igb_RA_pred.pth', device=0, log_steps=100, encoder='sage', num_layers=3, hidden_channels=256, dropout=0, link_batch_size=65536, node_batch_size=12775, lr=0.001, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='igb', predictor='mlp', patience=100, metric='Hits@100', use_valedges_as_input=False, True_label=1, KD_RM=0, KD_LM=0, LLP_D=10, LLP_R=0.001, margin=0.05, l2=0, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
All runs:
Hits@10:
Test: 1.4321 ± nan
Hits@50:
Test: 8.7103 ± nan
Hits@100:
Test: 10.4983 ± nan
AUC:
Test: 98.3488 ± nan
Namespace(distill_pred_path='/home/qinzongyue/HeaRT/benchmarking/exist_setting_ogb/saved/igb_RA_pred.pth', device=0, log_steps=100, encoder='sage', num_layers=3, hidden_channels=256, dropout=0, link_batch_size=65536, node_batch_size=12775, lr=0.001, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='igb', predictor='mlp', patience=100, metric='Hits@100', use_valedges_as_input=False, True_label=1, KD_RM=0, KD_LM=0, LLP_D=10, LLP_R=1, margin=0.05, l2=0, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
All runs:
Hits@10:
Test: 5.3353 ± nan
Hits@50:
Test: 15.4605 ± nan
Hits@100:
Test: 20.9231 ± nan
AUC:
Test: 99.1311 ± nan
Namespace(distill_pred_path='/home/qinzongyue/HeaRT/benchmarking/exist_setting_ogb/saved/igb_capped_shortest_path_mat_pred.pth', device=0, log_steps=100, encoder='sage', num_layers=3, hidden_channels=256, dropout=0, link_batch_size=65536, node_batch_size=12775, lr=0.001, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='igb', predictor='mlp', patience=100, metric='Hits@100', use_valedges_as_input=False, True_label=1, KD_RM=0, KD_LM=0, LLP_D=10, LLP_R=1, margin=0.05, l2=0, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
All runs:
Hits@10:
Test: 3.6734 ± nan
Hits@50:
Test: 15.8305 ± nan
Hits@100:
Test: 24.0666 ± nan
AUC:
Test: 99.2807 ± nan
Namespace(distill_pred_path='/home/qinzongyue/HeaRT/benchmarking/exist_setting_ogb/saved/igb_AA_pred.pth', device=0, log_steps=100, encoder='sage', num_layers=3, hidden_channels=256, dropout=0, link_batch_size=65536, node_batch_size=12775, lr=0.001, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='igb', predictor='mlp', patience=100, metric='Hits@100', use_valedges_as_input=False, True_label=1, KD_RM=0, KD_LM=0, LLP_D=1, LLP_R=10, margin=0.05, l2=0, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
All runs:
Hits@10:
Test: 2.7079 ± nan
Hits@50:
Test: 7.1820 ± nan
Hits@100:
Test: 11.2670 ± nan
AUC:
Test: 98.3053 ± nan
Namespace(distill_pred_path='/home/qinzongyue/HeaRT/benchmarking/exist_setting_ogb/saved/igb_RA_pred.pth', device=0, log_steps=100, encoder='sage', num_layers=3, hidden_channels=256, dropout=0, link_batch_size=65536, node_batch_size=12775, lr=0.001, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='igb', predictor='mlp', patience=100, metric='Hits@100', use_valedges_as_input=False, True_label=1, KD_RM=0, KD_LM=0, LLP_D=10, LLP_R=10, margin=0.05, l2=0, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
All runs:
Hits@10:
Test: 0.0000 ± nan
Hits@50:
Test: 13.8011 ± nan
Hits@100:
Test: 18.6324 ± nan
AUC:
Test: 98.8756 ± nan
Namespace(distill_pred_path='/home/qinzongyue/HeaRT/benchmarking/exist_setting_ogb/saved/igb_CN_pred.pth', device=0, log_steps=100, encoder='sage', num_layers=3, hidden_channels=256, dropout=0, link_batch_size=65536, node_batch_size=12775, lr=0.001, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='igb', predictor='mlp', patience=100, metric='Hits@100', use_valedges_as_input=False, True_label=1, KD_RM=0, KD_LM=0, LLP_D=10, LLP_R=10, margin=0.05, l2=0, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
All runs:
Hits@10:
Test: 3.7670 ± nan
Hits@50:
Test: 12.7791 ± nan
Hits@100:
Test: 17.5116 ± nan
AUC:
Test: 99.1991 ± nan
Namespace(distill_pred_path='/home/qinzongyue/HeaRT/benchmarking/exist_setting_ogb/saved/igb_AA_pred.pth', device=0, log_steps=100, encoder='sage', num_layers=3, hidden_channels=256, dropout=0, link_batch_size=65536, node_batch_size=12775, lr=0.001, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='igb', predictor='mlp', patience=100, metric='Hits@100', use_valedges_as_input=False, True_label=1, KD_RM=0, KD_LM=0, LLP_D=10, LLP_R=0.001, margin=0.05, l2=0, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
All runs:
Hits@10:
Test: 4.6189 ± nan
Hits@50:
Test: 13.3700 ± nan
Hits@100:
Test: 21.2560 ± nan
AUC:
Test: 99.1359 ± nan
Namespace(distill_pred_path='/home/qinzongyue/HeaRT/benchmarking/exist_setting_ogb/saved/igb_capped_shortest_path_mat_pred.pth', device=0, log_steps=100, encoder='sage', num_layers=3, hidden_channels=256, dropout=0, link_batch_size=65536, node_batch_size=12775, lr=0.001, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='igb', predictor='mlp', patience=100, metric='Hits@100', use_valedges_as_input=False, True_label=1, KD_RM=0, KD_LM=0, LLP_D=10, LLP_R=10, margin=0.05, l2=0, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
All runs:
Hits@10:
Test: 1.7688 ± nan
Hits@50:
Test: 7.6915 ± nan
Hits@100:
Test: 9.7777 ± nan
AUC:
Test: 98.4670 ± nan
Namespace(distill_pred_path='/home/qinzongyue/HeaRT/benchmarking/exist_setting_ogb/saved/igb_RA_pred.pth', device=0, log_steps=100, encoder='sage', num_layers=3, hidden_channels=256, dropout=0, link_batch_size=65536, node_batch_size=12775, lr=0.001, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='igb', predictor='mlp', patience=100, metric='Hits@100', use_valedges_as_input=False, True_label=1, KD_RM=0, KD_LM=0, LLP_D=0.001, LLP_R=0.001, margin=0.1, l2=0, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
Namespace(distill_pred_path='/home/qinzongyue/HeaRT/benchmarking/exist_setting_ogb/saved/igb_CN_pred.pth', device=0, log_steps=100, encoder='sage', num_layers=3, hidden_channels=256, dropout=0, link_batch_size=65536, node_batch_size=65536, lr=0.001, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='igb', predictor='mlp', patience=100, metric='Hits@20', use_valedges_as_input=False, True_label=1, KD_RM=0, KD_LM=0, LLP_D=0.001, LLP_R=0.001, margin=0.05, l2=0, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
Namespace(distill_pred_path='/home/qinzongyue/HeaRT/benchmarking/exist_setting_ogb/saved/igb_AA_pred.pth', device=0, log_steps=100, encoder='sage', num_layers=3, hidden_channels=256, dropout=0, link_batch_size=65536, node_batch_size=65536, lr=0.001, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='igb', predictor='mlp', patience=100, metric='Hits@20', use_valedges_as_input=False, True_label=1, KD_RM=0, KD_LM=0, LLP_D=0.001, LLP_R=0.001, margin=0.05, l2=0, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
All runs:
Hits@10:
Test: 5.6425 ± nan
Hits@50:
Test: 16.4669 ± nan
Hits@100:
Test: 23.4593 ± nan
AUC:
Test: 99.2703 ± nan
Namespace(distill_pred_path='/home/qinzongyue/HeaRT/benchmarking/exist_setting_ogb/saved/igb_AA_pred.pth', device=0, log_steps=100, encoder='sage', num_layers=3, hidden_channels=256, dropout=0, link_batch_size=65536, node_batch_size=12775, lr=0.001, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='igb', predictor='mlp', patience=100, metric='Hits@100', use_valedges_as_input=False, True_label=1, KD_RM=0, KD_LM=0, LLP_D=0.001, LLP_R=1, margin=0.05, l2=0, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
All runs:
Hits@10:
Test: 2.9179 ± nan
Hits@50:
Test: 14.8678 ± nan
Hits@100:
Test: 23.5498 ± nan
AUC:
Test: 99.2751 ± nan
Namespace(distill_pred_path='/home/qinzongyue/HeaRT/benchmarking/exist_setting_ogb/saved/igb_CN_pred.pth', device=0, log_steps=100, encoder='sage', num_layers=3, hidden_channels=256, dropout=0, link_batch_size=65536, node_batch_size=12775, lr=0.001, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='igb', predictor='mlp', patience=100, metric='Hits@100', use_valedges_as_input=False, True_label=1, KD_RM=0, KD_LM=0, LLP_D=0.001, LLP_R=1, margin=0.05, l2=0, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
All runs:
Hits@10:
Test: 5.6818 ± nan
Hits@50:
Test: 16.6404 ± nan
Hits@100:
Test: 23.5478 ± nan
AUC:
Test: 99.2811 ± nan
Namespace(distill_pred_path='/home/qinzongyue/HeaRT/benchmarking/exist_setting_ogb/saved/igb_AA_pred.pth', device=0, log_steps=100, encoder='sage', num_layers=3, hidden_channels=256, dropout=0, link_batch_size=65536, node_batch_size=12775, lr=0.001, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='igb', predictor='mlp', patience=100, metric='Hits@100', use_valedges_as_input=False, True_label=1, KD_RM=0, KD_LM=0, LLP_D=0.001, LLP_R=10, margin=0.05, l2=0, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
All runs:
Hits@10:
Test: 4.8462 ± nan
Hits@50:
Test: 16.2683 ± nan
Hits@100:
Test: 23.0847 ± nan
AUC:
Test: 99.2746 ± nan
Namespace(distill_pred_path='/home/qinzongyue/HeaRT/benchmarking/exist_setting_ogb/saved/igb_CN_pred.pth', device=0, log_steps=100, encoder='sage', num_layers=3, hidden_channels=256, dropout=0, link_batch_size=65536, node_batch_size=12775, lr=0.001, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='igb', predictor='mlp', patience=100, metric='Hits@100', use_valedges_as_input=False, True_label=1, KD_RM=0, KD_LM=0, LLP_D=0.001, LLP_R=10, margin=0.05, l2=0, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
All runs:
Hits@10:
Test: 3.6885 ± nan
Hits@50:
Test: 15.1936 ± nan
Hits@100:
Test: 22.9104 ± nan
AUC:
Test: 99.2568 ± nan
Namespace(distill_pred_path='/home/qinzongyue/HeaRT/benchmarking/exist_setting_ogb/saved/igb_CN_pred.pth', device=0, log_steps=100, encoder='sage', num_layers=3, hidden_channels=256, dropout=0, link_batch_size=65536, node_batch_size=12775, lr=0.001, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='igb', predictor='mlp', patience=100, metric='Hits@100', use_valedges_as_input=False, True_label=1, KD_RM=0, KD_LM=0, LLP_D=1, LLP_R=0.001, margin=0.05, l2=0, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
All runs:
Hits@10:
Test: 3.9331 ± nan
Hits@50:
Test: 15.8549 ± nan
Hits@100:
Test: 22.7502 ± nan
AUC:
Test: 99.2542 ± nan
Namespace(distill_pred_path='/home/qinzongyue/HeaRT/benchmarking/exist_setting_ogb/saved/igb_AA_pred.pth', device=0, log_steps=100, encoder='sage', num_layers=3, hidden_channels=256, dropout=0, link_batch_size=65536, node_batch_size=12775, lr=0.001, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='igb', predictor='mlp', patience=100, metric='Hits@100', use_valedges_as_input=False, True_label=1, KD_RM=0, KD_LM=0, LLP_D=1, LLP_R=0.001, margin=0.05, l2=0, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
All runs:
Hits@10:
Test: 5.2511 ± nan
Hits@50:
Test: 16.9393 ± nan
Hits@100:
Test: 23.0718 ± nan
AUC:
Test: 99.2573 ± nan
Namespace(distill_pred_path='/home/qinzongyue/HeaRT/benchmarking/exist_setting_ogb/saved/igb_CN_pred.pth', device=0, log_steps=100, encoder='sage', num_layers=3, hidden_channels=256, dropout=0, link_batch_size=65536, node_batch_size=12775, lr=0.001, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='igb', predictor='mlp', patience=100, metric='Hits@100', use_valedges_as_input=False, True_label=1, KD_RM=0, KD_LM=0, LLP_D=1, LLP_R=1, margin=0.05, l2=0, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
All runs:
Hits@10:
Test: 3.5140 ± nan
Hits@50:
Test: 15.9506 ± nan
Hits@100:
Test: 23.5884 ± nan
AUC:
Test: 99.2638 ± nan
Namespace(distill_pred_path='/home/qinzongyue/HeaRT/benchmarking/exist_setting_ogb/saved/igb_AA_pred.pth', device=0, log_steps=100, encoder='sage', num_layers=3, hidden_channels=256, dropout=0, link_batch_size=65536, node_batch_size=12775, lr=0.001, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='igb', predictor='mlp', patience=100, metric='Hits@100', use_valedges_as_input=False, True_label=1, KD_RM=0, KD_LM=0, LLP_D=1, LLP_R=1, margin=0.05, l2=0, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
All runs:
Hits@10:
Test: 4.8843 ± nan
Hits@50:
Test: 15.0963 ± nan
Hits@100:
Test: 24.3983 ± nan
AUC:
Test: 99.2619 ± nan
Namespace(distill_pred_path='/home/qinzongyue/HeaRT/benchmarking/exist_setting_ogb/saved/igb_CN_pred.pth', device=0, log_steps=100, encoder='sage', num_layers=3, hidden_channels=256, dropout=0, link_batch_size=65536, node_batch_size=12775, lr=0.001, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='igb', predictor='mlp', patience=100, metric='Hits@100', use_valedges_as_input=False, True_label=1, KD_RM=0, KD_LM=0, LLP_D=1, LLP_R=10, margin=0.05, l2=0, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
All runs:
Hits@10:
Test: 6.1422 ± nan
Hits@50:
Test: 17.2210 ± nan
Hits@100:
Test: 22.2803 ± nan
AUC:
Test: 99.2696 ± nan
Namespace(distill_pred_path='/home/qinzongyue/HeaRT/benchmarking/exist_setting_ogb/saved/igb_AA_pred.pth', device=0, log_steps=100, encoder='sage', num_layers=3, hidden_channels=256, dropout=0, link_batch_size=65536, node_batch_size=12775, lr=0.001, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='igb', predictor='mlp', patience=100, metric='Hits@100', use_valedges_as_input=False, True_label=1, KD_RM=0, KD_LM=0, LLP_D=1, LLP_R=10, margin=0.05, l2=0, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
All runs:
Hits@10:
Test: 5.1468 ± nan
Hits@50:
Test: 16.0363 ± nan
Hits@100:
Test: 20.5471 ± nan
AUC:
Test: 99.2256 ± nan
Namespace(distill_pred_path='/home/qinzongyue/HeaRT/benchmarking/exist_setting_ogb/saved/igb_CN_pred.pth', device=0, log_steps=100, encoder='sage', num_layers=3, hidden_channels=256, dropout=0, link_batch_size=65536, node_batch_size=12775, lr=0.001, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='igb', predictor='mlp', patience=100, metric='Hits@100', use_valedges_as_input=False, True_label=1, KD_RM=0, KD_LM=0, LLP_D=10, LLP_R=0.001, margin=0.05, l2=0, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
All runs:
Hits@10:
Test: 3.3485 ± nan
Hits@50:
Test: 7.5134 ± nan
Hits@100:
Test: 10.7545 ± nan
AUC:
Test: 98.5615 ± nan
Namespace(distill_pred_path='/home/qinzongyue/HeaRT/benchmarking/exist_setting_ogb/saved/igb_CN_pred.pth', device=0, log_steps=100, encoder='sage', num_layers=3, hidden_channels=256, dropout=0, link_batch_size=65536, node_batch_size=12775, lr=0.001, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='igb', predictor='mlp', patience=100, metric='Hits@100', use_valedges_as_input=False, True_label=1, KD_RM=0, KD_LM=0, LLP_D=10, LLP_R=1, margin=0.05, l2=0, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
All runs:
Hits@10:
Test: 6.5416 ± nan
Hits@50:
Test: 14.7846 ± nan
Hits@100:
Test: 19.7993 ± nan
AUC:
Test: 99.2227 ± nan
Namespace(distill_pred_path='/home/qinzongyue/HeaRT/benchmarking/exist_setting_ogb/saved/igb_AA_pred.pth', device=0, log_steps=100, encoder='sage', num_layers=3, hidden_channels=256, dropout=0, link_batch_size=65536, node_batch_size=12775, lr=0.001, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='igb', predictor='mlp', patience=100, metric='Hits@100', use_valedges_as_input=False, True_label=1, KD_RM=0, KD_LM=0, LLP_D=10, LLP_R=0.001, margin=0.05, l2=0, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
All runs:
Hits@10:
Test: 3.7374 ± nan
Hits@50:
Test: 8.1105 ± nan
Hits@100:
Test: 10.6188 ± nan
AUC:
Test: 98.6486 ± nan
Namespace(distill_pred_path='/home/qinzongyue/HeaRT/benchmarking/exist_setting_ogb/saved/igb_CN_pred.pth', device=0, log_steps=100, encoder='sage', num_layers=3, hidden_channels=256, dropout=0, link_batch_size=65536, node_batch_size=12775, lr=0.001, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='igb', predictor='mlp', patience=100, metric='Hits@100', use_valedges_as_input=False, True_label=1, KD_RM=0, KD_LM=0, LLP_D=10, LLP_R=10, margin=0.05, l2=0, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
All runs:
Hits@10:
Test: 1.8332 ± nan
Hits@50:
Test: 6.2745 ± nan
Hits@100:
Test: 10.9328 ± nan
AUC:
Test: 98.4832 ± nan
Namespace(distill_pred_path='/home/qinzongyue/HeaRT/benchmarking/exist_setting_ogb/saved/igb_AA_pred.pth', device=0, log_steps=100, encoder='sage', num_layers=3, hidden_channels=256, dropout=0, link_batch_size=65536, node_batch_size=12775, lr=0.001, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='igb', predictor='mlp', patience=100, metric='Hits@100', use_valedges_as_input=False, True_label=1, KD_RM=0, KD_LM=0, LLP_D=10, LLP_R=1, margin=0.05, l2=0, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
All runs:
Hits@10:
Test: 2.1384 ± nan
Hits@50:
Test: 6.7255 ± nan
Hits@100:
Test: 10.4751 ± nan
AUC:
Test: 98.4623 ± nan
Namespace(distill_pred_path='/home/qinzongyue/HeaRT/benchmarking/exist_setting_ogb/saved/igb_AA_pred.pth', device=0, log_steps=100, encoder='sage', num_layers=3, hidden_channels=256, dropout=0, link_batch_size=65536, node_batch_size=12775, lr=0.001, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='igb', predictor='mlp', patience=100, metric='Hits@100', use_valedges_as_input=False, True_label=1, KD_RM=0, KD_LM=0, LLP_D=10, LLP_R=10, margin=0.05, l2=0, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
All runs:
Hits@10:
Test: 1.7118 ± nan
Hits@50:
Test: 7.8921 ± nan
Hits@100:
Test: 11.9190 ± nan
AUC:
Test: 98.6316 ± nan
Namespace(distill_pred_path='/home/qinzongyue/HeaRT/benchmarking/exist_setting_ogb/saved/igb_CN_pred.pth', device=0, log_steps=100, encoder='sage', num_layers=3, hidden_channels=256, dropout=0, link_batch_size=65536, node_batch_size=12775, lr=0.001, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='igb', predictor='mlp', patience=100, metric='Hits@100', use_valedges_as_input=False, True_label=1, KD_RM=0, KD_LM=0, LLP_D=0.001, LLP_R=0.001, margin=0.1, l2=0, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
All runs:
Hits@10:
Test: 3.9390 ± nan
Hits@50:
Test: 16.3380 ± nan
Hits@100:
Test: 23.4719 ± nan
AUC:
Test: 99.2659 ± nan
Namespace(distill_pred_path='/home/qinzongyue/HeaRT/benchmarking/exist_setting_ogb/saved/igb_CN_pred.pth', device=0, log_steps=100, encoder='sage', num_layers=3, hidden_channels=256, dropout=0, link_batch_size=65536, node_batch_size=12775, lr=0.001, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='igb', predictor='mlp', patience=100, metric='Hits@100', use_valedges_as_input=False, True_label=1, KD_RM=0, KD_LM=0, LLP_D=0.001, LLP_R=1, margin=0.1, l2=0, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
All runs:
Hits@10:
Test: 1.7603 ± nan
Hits@50:
Test: 6.8590 ± nan
Hits@100:
Test: 10.3253 ± nan
AUC:
Test: 98.4883 ± nan
Namespace(distill_pred_path='/home/qinzongyue/HeaRT/benchmarking/exist_setting_ogb/saved/igb_AA_pred.pth', device=0, log_steps=100, encoder='sage', num_layers=3, hidden_channels=256, dropout=0, link_batch_size=65536, node_batch_size=12775, lr=0.001, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='igb', predictor='mlp', patience=100, metric='Hits@100', use_valedges_as_input=False, True_label=1, KD_RM=0, KD_LM=0, LLP_D=0.001, LLP_R=0.001, margin=0.1, l2=0, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
All runs:
Hits@10:
Test: 5.5477 ± nan
Hits@50:
Test: 16.8991 ± nan
Hits@100:
Test: 24.1216 ± nan
AUC:
Test: 99.2790 ± nan
Namespace(distill_pred_path='/home/qinzongyue/HeaRT/benchmarking/exist_setting_ogb/saved/igb_CN_pred.pth', device=0, log_steps=100, encoder='sage', num_layers=3, hidden_channels=256, dropout=0, link_batch_size=65536, node_batch_size=12775, lr=0.001, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='igb', predictor='mlp', patience=100, metric='Hits@100', use_valedges_as_input=False, True_label=1, KD_RM=0, KD_LM=0, LLP_D=0.001, LLP_R=10, margin=0.1, l2=0, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
All runs:
Hits@10:
Test: 4.7344 ± nan
Hits@50:
Test: 16.6914 ± nan
Hits@100:
Test: 22.7096 ± nan
AUC:
Test: 99.2532 ± nan
Namespace(distill_pred_path='/home/qinzongyue/HeaRT/benchmarking/exist_setting_ogb/saved/igb_CN_pred.pth', device=0, log_steps=100, encoder='sage', num_layers=3, hidden_channels=256, dropout=0, link_batch_size=65536, node_batch_size=12775, lr=0.001, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='igb', predictor='mlp', patience=100, metric='Hits@100', use_valedges_as_input=False, True_label=1, KD_RM=0, KD_LM=0, LLP_D=1, LLP_R=0.001, margin=0.1, l2=0, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
All runs:
Hits@10:
Test: 3.8593 ± nan
Hits@50:
Test: 14.5442 ± nan
Hits@100:
Test: 23.0542 ± nan
AUC:
Test: 99.2705 ± nan
Namespace(distill_pred_path='/home/qinzongyue/HeaRT/benchmarking/exist_setting_ogb/saved/igb_AA_pred.pth', device=0, log_steps=100, encoder='sage', num_layers=3, hidden_channels=256, dropout=0, link_batch_size=65536, node_batch_size=12775, lr=0.001, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='igb', predictor='mlp', patience=100, metric='Hits@100', use_valedges_as_input=False, True_label=1, KD_RM=0, KD_LM=0, LLP_D=0.001, LLP_R=1, margin=0.1, l2=0, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
All runs:
Hits@10:
Test: 4.3702 ± nan
Hits@50:
Test: 16.3171 ± nan
Hits@100:
Test: 22.5394 ± nan
AUC:
Test: 99.2837 ± nan
Namespace(distill_pred_path='/home/qinzongyue/HeaRT/benchmarking/exist_setting_ogb/saved/igb_AA_pred.pth', device=0, log_steps=100, encoder='sage', num_layers=3, hidden_channels=256, dropout=0, link_batch_size=65536, node_batch_size=12775, lr=0.001, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='igb', predictor='mlp', patience=100, metric='Hits@100', use_valedges_as_input=False, True_label=1, KD_RM=0, KD_LM=0, LLP_D=0.001, LLP_R=10, margin=0.1, l2=0, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
All runs:
Hits@10:
Test: 4.1934 ± nan
Hits@50:
Test: 13.9055 ± nan
Hits@100:
Test: 22.1101 ± nan
AUC:
Test: 99.2665 ± nan
Namespace(distill_pred_path='/home/qinzongyue/HeaRT/benchmarking/exist_setting_ogb/saved/igb_CN_pred.pth', device=0, log_steps=100, encoder='sage', num_layers=3, hidden_channels=256, dropout=0, link_batch_size=65536, node_batch_size=12775, lr=0.001, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='igb', predictor='mlp', patience=100, metric='Hits@100', use_valedges_as_input=False, True_label=1, KD_RM=0, KD_LM=0, LLP_D=1, LLP_R=1, margin=0.1, l2=0, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
All runs:
Hits@10:
Test: 3.3091 ± nan
Hits@50:
Test: 13.6085 ± nan
Hits@100:
Test: 21.8196 ± nan
AUC:
Test: 99.2533 ± nan
Namespace(distill_pred_path='/home/qinzongyue/HeaRT/benchmarking/exist_setting_ogb/saved/igb_AA_pred.pth', device=0, log_steps=100, encoder='sage', num_layers=3, hidden_channels=256, dropout=0, link_batch_size=65536, node_batch_size=12775, lr=0.001, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='igb', predictor='mlp', patience=100, metric='Hits@100', use_valedges_as_input=False, True_label=1, KD_RM=0, KD_LM=0, LLP_D=1, LLP_R=0.001, margin=0.1, l2=0, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
All runs:
Hits@10:
Test: 3.9092 ± nan
Hits@50:
Test: 14.6912 ± nan
Hits@100:
Test: 23.2277 ± nan
AUC:
Test: 99.2622 ± nan
Namespace(distill_pred_path='/home/qinzongyue/HeaRT/benchmarking/exist_setting_ogb/saved/igb_CN_pred.pth', device=0, log_steps=100, encoder='sage', num_layers=3, hidden_channels=256, dropout=0, link_batch_size=65536, node_batch_size=12775, lr=0.001, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='igb', predictor='mlp', patience=100, metric='Hits@100', use_valedges_as_input=False, True_label=1, KD_RM=0, KD_LM=0, LLP_D=1, LLP_R=10, margin=0.1, l2=0, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
All runs:
Hits@10:
Test: 5.2066 ± nan
Hits@50:
Test: 14.4234 ± nan
Hits@100:
Test: 22.2914 ± nan
AUC:
Test: 99.2143 ± nan
Namespace(distill_pred_path='/home/qinzongyue/HeaRT/benchmarking/exist_setting_ogb/saved/igb_CN_pred.pth', device=0, log_steps=100, encoder='sage', num_layers=3, hidden_channels=256, dropout=0, link_batch_size=65536, node_batch_size=12775, lr=0.001, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='igb', predictor='mlp', patience=100, metric='Hits@100', use_valedges_as_input=False, True_label=1, KD_RM=0, KD_LM=0, LLP_D=10, LLP_R=0.001, margin=0.1, l2=0, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
All runs:
Hits@10:
Test: 6.1512 ± nan
Hits@50:
Test: 16.1763 ± nan
Hits@100:
Test: 23.4045 ± nan
AUC:
Test: 99.2639 ± nan
Namespace(distill_pred_path='/home/qinzongyue/HeaRT/benchmarking/exist_setting_ogb/saved/igb_AA_pred.pth', device=0, log_steps=100, encoder='sage', num_layers=3, hidden_channels=256, dropout=0, link_batch_size=65536, node_batch_size=12775, lr=0.001, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='igb', predictor='mlp', patience=100, metric='Hits@100', use_valedges_as_input=False, True_label=1, KD_RM=0, KD_LM=0, LLP_D=1, LLP_R=1, margin=0.1, l2=0, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
All runs:
Hits@10:
Test: 3.5470 ± nan
Hits@50:
Test: 8.5743 ± nan
Hits@100:
Test: 11.4920 ± nan
AUC:
Test: 98.5923 ± nan
Namespace(distill_pred_path='/home/qinzongyue/HeaRT/benchmarking/exist_setting_ogb/saved/igb_CN_pred.pth', device=0, log_steps=100, encoder='sage', num_layers=3, hidden_channels=256, dropout=0, link_batch_size=65536, node_batch_size=12775, lr=0.001, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='igb', predictor='mlp', patience=100, metric='Hits@100', use_valedges_as_input=False, True_label=1, KD_RM=0, KD_LM=0, LLP_D=10, LLP_R=1, margin=0.1, l2=0, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
All runs:
Hits@10:
Test: 2.8678 ± nan
Hits@50:
Test: 7.5102 ± nan
Hits@100:
Test: 11.4593 ± nan
AUC:
Test: 98.6103 ± nan
Namespace(distill_pred_path='/home/qinzongyue/HeaRT/benchmarking/exist_setting_ogb/saved/igb_CN_pred.pth', device=0, log_steps=100, encoder='sage', num_layers=3, hidden_channels=256, dropout=0, link_batch_size=65536, node_batch_size=12775, lr=0.001, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='igb', predictor='mlp', patience=100, metric='Hits@100', use_valedges_as_input=False, True_label=1, KD_RM=0, KD_LM=0, LLP_D=10, LLP_R=10, margin=0.1, l2=0, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
All runs:
Hits@10:
Test: 4.1359 ± nan
Hits@50:
Test: 15.4802 ± nan
Hits@100:
Test: 22.0327 ± nan
AUC:
Test: 99.2521 ± nan
Namespace(distill_pred_path='/home/qinzongyue/HeaRT/benchmarking/exist_setting_ogb/saved/igb_AA_pred.pth', device=0, log_steps=100, encoder='sage', num_layers=3, hidden_channels=256, dropout=0, link_batch_size=65536, node_batch_size=12775, lr=0.001, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='igb', predictor='mlp', patience=100, metric='Hits@100', use_valedges_as_input=False, True_label=1, KD_RM=0, KD_LM=0, LLP_D=1, LLP_R=10, margin=0.1, l2=0, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
All runs:
Hits@10:
Test: 4.7039 ± nan
Hits@50:
Test: 14.3802 ± nan
Hits@100:
Test: 22.4412 ± nan
AUC:
Test: 99.2141 ± nan
Namespace(distill_pred_path='/home/qinzongyue/HeaRT/benchmarking/exist_setting_ogb/saved/igb_AA_pred.pth', device=0, log_steps=100, encoder='sage', num_layers=3, hidden_channels=256, dropout=0, link_batch_size=65536, node_batch_size=12775, lr=0.001, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='igb', predictor='mlp', patience=100, metric='Hits@100', use_valedges_as_input=False, True_label=1, KD_RM=0, KD_LM=0, LLP_D=10, LLP_R=0.001, margin=0.1, l2=0, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
Namespace(distill_pred_path='/home/qinzongyue/HeaRT/benchmarking/exist_setting_ogb/saved/igb_GCN_pred.pth', device=0, log_steps=100, encoder='sage', num_layers=3, hidden_channels=256, dropout=0, link_batch_size=65536, node_batch_size=65536, lr=0.001, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='igb', predictor='mlp', patience=100, metric='Hits@20', use_valedges_as_input=False, True_label=1, KD_RM=0, KD_LM=0, LLP_D=0.001, LLP_R=0.001, margin=0.05, l2=0, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
Namespace(distill_pred_path='/home/qinzongyue/HeaRT/benchmarking/exist_setting_ogb/saved/igb_RA_pred.pth', device=0, log_steps=100, encoder='sage', num_layers=3, hidden_channels=256, dropout=0, link_batch_size=65536, node_batch_size=65536, lr=0.001, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='igb', predictor='mlp', patience=100, metric='Hits@20', use_valedges_as_input=False, True_label=1, KD_RM=0, KD_LM=0, LLP_D=0.001, LLP_R=0.001, margin=0.05, l2=0, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
Namespace(distill_pred_path='/home/qinzongyue/HeaRT/benchmarking/exist_setting_ogb/saved/igb_capped_shortest_path_pred.pth', device=0, log_steps=100, encoder='sage', num_layers=3, hidden_channels=256, dropout=0, link_batch_size=65536, node_batch_size=65536, lr=0.001, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='igb', predictor='mlp', patience=100, metric='Hits@20', use_valedges_as_input=False, True_label=1, KD_RM=0, KD_LM=0, LLP_D=0.001, LLP_R=0.001, margin=0.05, l2=0, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
Namespace(distill_pred_path='/home/qinzongyue/HeaRT/benchmarking/exist_setting_ogb/saved/igb_capped_shortest_path_mat_pred.pth', device=0, log_steps=100, encoder='sage', num_layers=3, hidden_channels=256, dropout=0, link_batch_size=65536, node_batch_size=65536, lr=0.001, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='igb', predictor='mlp', patience=100, metric='Hits@20', use_valedges_as_input=False, True_label=1, KD_RM=0, KD_LM=0, LLP_D=0.001, LLP_R=0.001, margin=0.05, l2=0, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
Namespace(distill_pred_path='/home/qinzongyue/HeaRT/benchmarking/exist_setting_ogb/saved/igb_RA_pred.pth', device=0, log_steps=100, encoder='sage', num_layers=3, hidden_channels=256, dropout=0, link_batch_size=65536, node_batch_size=65536, lr=0.001, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='igb', predictor='mlp', patience=100, metric='Hits@20', use_valedges_as_input=False, True_label=1, KD_RM=0, KD_LM=0, LLP_D=0.001, LLP_R=0.001, margin=0.05, l2=0, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
Namespace(distill_pred_path='/home/qinzongyue/HeaRT/benchmarking/exist_setting_ogb/saved/igb_GCN_pred.pth', device=0, log_steps=100, encoder='sage', num_layers=3, hidden_channels=256, dropout=0, link_batch_size=65536, node_batch_size=65536, lr=0.001, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='igb', predictor='mlp', patience=100, metric='Hits@20', use_valedges_as_input=False, True_label=1, KD_RM=0, KD_LM=0, LLP_D=0.001, LLP_R=0.001, margin=0.05, l2=0, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
Namespace(distill_pred_path='/home/qinzongyue/HeaRT/benchmarking/exist_setting_ogb/saved/igb_GCN_pred.pth', device=0, log_steps=100, encoder='sage', num_layers=3, hidden_channels=256, dropout=0, link_batch_size=65536, node_batch_size=65536, lr=0.001, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='igb', predictor='mlp', patience=100, metric='Hits@20', use_valedges_as_input=False, True_label=1, KD_RM=0, KD_LM=0, LLP_D=0.001, LLP_R=0.001, margin=0.05, l2=0, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
All runs:
Hits@10:
Test: 2.7934 ± nan
Hits@50:
Test: 8.5214 ± nan
Hits@100:
Test: 11.3082 ± nan
AUC:
Test: 98.6096 ± nan
All runs:
Hits@10:
Test: 2.8312 ± nan
Hits@50:
Test: 7.0304 ± nan
Hits@100:
Test: 10.1543 ± nan
AUC:
Test: 98.4287 ± nan
Namespace(distill_pred_path='/home/qinzongyue/HeaRT/benchmarking/exist_setting_ogb/saved/igb_AA_pred.pth', device=0, log_steps=100, encoder='sage', num_layers=3, hidden_channels=256, dropout=0, link_batch_size=65536, node_batch_size=12775, lr=0.001, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='igb', predictor='mlp', patience=100, metric='Hits@100', use_valedges_as_input=False, True_label=1, KD_RM=0, KD_LM=0, LLP_D=10, LLP_R=1, margin=0.1, l2=0, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
All runs:
Hits@10:
Test: 5.2159 ± nan
Hits@50:
Test: 15.9698 ± nan
Hits@100:
Test: 23.2567 ± nan
AUC:
Test: 99.2657 ± nan
Namespace(distill_pred_path='/home/qinzongyue/HeaRT/benchmarking/exist_setting_ogb/saved/igb_RA_pred.pth', device=0, log_steps=100, encoder='sage', num_layers=3, hidden_channels=256, dropout=0, link_batch_size=65536, node_batch_size=12775, lr=0.001, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='igb', predictor='mlp', patience=100, metric='Hits@100', use_valedges_as_input=False, True_label=1, KD_RM=0, KD_LM=0, LLP_D=0.001, LLP_R=1, margin=0.05, l2=0, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
All runs:
Hits@10:
Test: 5.4644 ± nan
Hits@50:
Test: 16.5181 ± nan
Hits@100:
Test: 24.6383 ± nan
AUC:
Test: 99.2728 ± nan
Namespace(distill_pred_path='/home/qinzongyue/HeaRT/benchmarking/exist_setting_ogb/saved/igb_GCN_pred.pth', device=0, log_steps=100, encoder='sage', num_layers=3, hidden_channels=256, dropout=0, link_batch_size=65536, node_batch_size=12775, lr=0.001, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='igb', predictor='mlp', patience=100, metric='Hits@100', use_valedges_as_input=False, True_label=1, KD_RM=0, KD_LM=0, LLP_D=0.001, LLP_R=1, margin=0.05, l2=0, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
All runs:
Hits@10:
Test: 2.8484 ± nan
Hits@50:
Test: 5.9414 ± nan
Hits@100:
Test: 8.2908 ± nan
AUC:
Test: 98.1899 ± nan
Namespace(distill_pred_path='/home/qinzongyue/HeaRT/benchmarking/exist_setting_ogb/saved/igb_AA_pred.pth', device=0, log_steps=100, encoder='sage', num_layers=3, hidden_channels=256, dropout=0, link_batch_size=65536, node_batch_size=12775, lr=0.001, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='igb', predictor='mlp', patience=100, metric='Hits@100', use_valedges_as_input=False, True_label=1, KD_RM=0, KD_LM=0, LLP_D=10, LLP_R=10, margin=0.1, l2=0, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
All runs:
Hits@10:
Test: 4.2121 ± nan
Hits@50:
Test: 14.6334 ± nan
Hits@100:
Test: 22.7346 ± nan
AUC:
Test: 99.2749 ± nan
Namespace(distill_pred_path='/home/qinzongyue/HeaRT/benchmarking/exist_setting_ogb/saved/igb_capped_shortest_path_mat_pred.pth', device=0, log_steps=100, encoder='sage', num_layers=3, hidden_channels=256, dropout=0, link_batch_size=65536, node_batch_size=12775, lr=0.001, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='igb', predictor='mlp', patience=100, metric='Hits@100', use_valedges_as_input=False, True_label=1, KD_RM=0, KD_LM=0, LLP_D=0.001, LLP_R=1, margin=0.05, l2=0, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
All runs:
Hits@10:
Test: 4.0618 ± nan
Hits@50:
Test: 15.4506 ± nan
Hits@100:
Test: 23.5332 ± nan
AUC:
Test: 99.2937 ± nan
Namespace(distill_pred_path='/home/qinzongyue/HeaRT/benchmarking/exist_setting_ogb/saved/igb_GCN_pred.pth', device=0, log_steps=100, encoder='sage', num_layers=3, hidden_channels=256, dropout=0, link_batch_size=65536, node_batch_size=12775, lr=0.001, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='igb', predictor='mlp', patience=100, metric='Hits@100', use_valedges_as_input=False, True_label=1, KD_RM=0, KD_LM=0, LLP_D=1, LLP_R=0.001, margin=0.05, l2=0, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
All runs:
Hits@10:
Test: 4.5531 ± nan
Hits@50:
Test: 16.7680 ± nan
Hits@100:
Test: 24.3042 ± nan
AUC:
Test: 99.2760 ± nan
Namespace(distill_pred_path='/home/qinzongyue/HeaRT/benchmarking/exist_setting_ogb/saved/igb_RA_pred.pth', device=0, log_steps=100, encoder='sage', num_layers=3, hidden_channels=256, dropout=0, link_batch_size=65536, node_batch_size=12775, lr=0.001, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='igb', predictor='mlp', patience=100, metric='Hits@100', use_valedges_as_input=False, True_label=1, KD_RM=0, KD_LM=0, LLP_D=1, LLP_R=0.001, margin=0.05, l2=0, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
All runs:
Hits@10:
Test: 2.3724 ± nan
Hits@50:
Test: 6.8950 ± nan
Hits@100:
Test: 10.8085 ± nan
AUC:
Test: 98.4415 ± nan
All runs:
Hits@10:
Test: 3.7021 ± nan
Hits@50:
Test: 16.3330 ± nan
Hits@100:
Test: 23.1245 ± nan
AUC:
Test: 99.3005 ± nan
Namespace(distill_pred_path='/home/qinzongyue/HeaRT/benchmarking/exist_setting_ogb/saved/igb_GCN_pred.pth', device=0, log_steps=100, encoder='sage', num_layers=3, hidden_channels=256, dropout=0, link_batch_size=65536, node_batch_size=12775, lr=0.001, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='igb', predictor='mlp', patience=100, metric='Hits@100', use_valedges_as_input=False, True_label=1, KD_RM=0, KD_LM=0, LLP_D=1, LLP_R=1, margin=0.05, l2=0, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
All runs:
Hits@10:
Test: 3.7225 ± nan
Hits@50:
Test: 17.0051 ± nan
Hits@100:
Test: 24.9594 ± nan
AUC:
Test: 99.2669 ± nan
Namespace(distill_pred_path='/home/qinzongyue/HeaRT/benchmarking/exist_setting_ogb/saved/igb_capped_shortest_path_mat_pred.pth', device=0, log_steps=100, encoder='sage', num_layers=3, hidden_channels=256, dropout=0, link_batch_size=65536, node_batch_size=12775, lr=0.001, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='igb', predictor='mlp', patience=100, metric='Hits@100', use_valedges_as_input=False, True_label=1, KD_RM=0, KD_LM=0, LLP_D=1, LLP_R=0.001, margin=0.05, l2=0, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
All runs:
Hits@10:
Test: 6.6423 ± nan
Hits@50:
Test: 17.0473 ± nan
Hits@100:
Test: 23.2522 ± nan
AUC:
Test: 99.2619 ± nan
Namespace(distill_pred_path='/home/qinzongyue/HeaRT/benchmarking/exist_setting_ogb/saved/igb_RA_pred.pth', device=0, log_steps=100, encoder='sage', num_layers=3, hidden_channels=256, dropout=0, link_batch_size=65536, node_batch_size=12775, lr=0.001, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='igb', predictor='mlp', patience=100, metric='Hits@100', use_valedges_as_input=False, True_label=1, KD_RM=0, KD_LM=0, LLP_D=1, LLP_R=1, margin=0.05, l2=0, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
All runs:
Hits@10:
Test: 3.4784 ± nan
Hits@50:
Test: 16.1057 ± nan
Hits@100:
Test: 25.2841 ± nan
AUC:
Test: 99.3081 ± nan
Namespace(distill_pred_path='/home/qinzongyue/HeaRT/benchmarking/exist_setting_ogb/saved/igb_GCN_pred.pth', device=0, log_steps=100, encoder='sage', num_layers=3, hidden_channels=256, dropout=0, link_batch_size=65536, node_batch_size=12775, lr=0.001, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='igb', predictor='mlp', patience=100, metric='Hits@100', use_valedges_as_input=False, True_label=1, KD_RM=0, KD_LM=0, LLP_D=0.001, LLP_R=0.001, margin=0.1, l2=0, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
All runs:
Hits@10:
Test: 4.8363 ± nan
Hits@50:
Test: 16.4838 ± nan
Hits@100:
Test: 23.2423 ± nan
AUC:
Test: 99.2738 ± nan
Namespace(distill_pred_path='/home/qinzongyue/HeaRT/benchmarking/exist_setting_ogb/saved/igb_GCN_pred.pth', device=0, log_steps=100, encoder='sage', num_layers=3, hidden_channels=256, dropout=0, link_batch_size=65536, node_batch_size=12775, lr=0.001, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='igb', predictor='mlp', patience=100, metric='Hits@100', use_valedges_as_input=False, True_label=1, KD_RM=0, KD_LM=0, LLP_D=0.001, LLP_R=1, margin=0.1, l2=0, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
All runs:
Hits@10:
Test: 6.9913 ± nan
Hits@50:
Test: 16.1143 ± nan
Hits@100:
Test: 23.9607 ± nan
AUC:
Test: 99.2751 ± nan
Namespace(distill_pred_path='/home/qinzongyue/HeaRT/benchmarking/exist_setting_ogb/saved/igb_capped_shortest_path_mat_pred.pth', device=0, log_steps=100, encoder='sage', num_layers=3, hidden_channels=256, dropout=0, link_batch_size=65536, node_batch_size=12775, lr=0.001, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='igb', predictor='mlp', patience=100, metric='Hits@100', use_valedges_as_input=False, True_label=1, KD_RM=0, KD_LM=0, LLP_D=1, LLP_R=1, margin=0.05, l2=0, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
All runs:
Hits@10:
Test: 5.6115 ± nan
Hits@50:
Test: 15.9344 ± nan
Hits@100:
Test: 24.7685 ± nan
AUC:
Test: 99.3019 ± nan
Namespace(distill_pred_path='/home/qinzongyue/HeaRT/benchmarking/exist_setting_ogb/saved/igb_GCN_pred.pth', device=0, log_steps=100, encoder='sage', num_layers=3, hidden_channels=256, dropout=0, link_batch_size=65536, node_batch_size=12775, lr=0.001, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='igb', predictor='mlp', patience=100, metric='Hits@100', use_valedges_as_input=False, True_label=1, KD_RM=0, KD_LM=0, LLP_D=1, LLP_R=0.001, margin=0.1, l2=0, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
All runs:
Hits@10:
Test: 4.8406 ± nan
Hits@50:
Test: 17.5973 ± nan
Hits@100:
Test: 23.7771 ± nan
AUC:
Test: 99.2663 ± nan
Namespace(distill_pred_path='/home/qinzongyue/HeaRT/benchmarking/exist_setting_ogb/saved/igb_RA_pred.pth', device=0, log_steps=100, encoder='sage', num_layers=3, hidden_channels=256, dropout=0, link_batch_size=65536, node_batch_size=12775, lr=0.001, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='igb', predictor='mlp', patience=100, metric='Hits@100', use_valedges_as_input=False, True_label=1, KD_RM=0, KD_LM=0, LLP_D=0.001, LLP_R=0.001, margin=0.1, l2=0, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
All runs:
Hits@10:
Test: 4.7950 ± nan
Hits@50:
Test: 16.2192 ± nan
Hits@100:
Test: 24.2200 ± nan
AUC:
Test: 99.3018 ± nan
Namespace(distill_pred_path='/home/qinzongyue/HeaRT/benchmarking/exist_setting_ogb/saved/igb_GCN_pred.pth', device=0, log_steps=100, encoder='sage', num_layers=3, hidden_channels=256, dropout=0, link_batch_size=65536, node_batch_size=12775, lr=0.001, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='igb', predictor='mlp', patience=100, metric='Hits@100', use_valedges_as_input=False, True_label=1, KD_RM=0, KD_LM=0, LLP_D=1, LLP_R=1, margin=0.1, l2=0, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
All runs:
Hits@10:
Test: 3.2362 ± nan
Hits@50:
Test: 16.3776 ± nan
Hits@100:
Test: 22.3066 ± nan
AUC:
Test: 99.2697 ± nan
Namespace(distill_pred_path='/home/qinzongyue/HeaRT/benchmarking/exist_setting_ogb/saved/igb_RA_pred.pth', device=0, log_steps=100, encoder='sage', num_layers=3, hidden_channels=256, dropout=0, link_batch_size=65536, node_batch_size=12775, lr=0.001, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='igb', predictor='mlp', patience=100, metric='Hits@100', use_valedges_as_input=False, True_label=1, KD_RM=0, KD_LM=0, LLP_D=0.001, LLP_R=1, margin=0.1, l2=0, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
All runs:
Hits@10:
Test: 6.0816 ± nan
Hits@50:
Test: 18.0405 ± nan
Hits@100:
Test: 24.7002 ± nan
AUC:
Test: 99.2694 ± nan
Namespace(distill_pred_path='/home/qinzongyue/HeaRT/benchmarking/exist_setting_ogb/saved/igb_capped_shortest_path_mat_pred.pth', device=0, log_steps=100, encoder='sage', num_layers=3, hidden_channels=256, dropout=0, link_batch_size=65536, node_batch_size=12775, lr=0.001, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='igb', predictor='mlp', patience=100, metric='Hits@100', use_valedges_as_input=False, True_label=1, KD_RM=0, KD_LM=0, LLP_D=0.001, LLP_R=0.001, margin=0.1, l2=0, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
All runs:
Hits@10:
Test: 4.1316 ± nan
Hits@50:
Test: 15.5419 ± nan
Hits@100:
Test: 24.2505 ± nan
AUC:
Test: 99.3146 ± nan
Namespace(distill_pred_path='/home/qinzongyue/HeaRT/benchmarking/exist_setting_ogb/saved/igb_GCN_pred.pth', device=0, log_steps=100, encoder='sage', num_layers=3, hidden_channels=256, dropout=0, link_batch_size=65536, node_batch_size=65536, lr=0.001, epochs=20000, eval_steps=5, runs=3, dataset_dir='../data', datasets='igb', predictor='mlp', patience=100, metric='Hits@20', use_valedges_as_input=False, True_label=1, KD_RM=0, KD_LM=0, LLP_D=0.001, LLP_R=0.001, margin=0.05, l2=0, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
Namespace(distill_pred_path='/home/qinzongyue/HeaRT/benchmarking/exist_setting_ogb/saved/igb_SAGE_pred.pth', device=0, log_steps=100, encoder='sage', num_layers=3, hidden_channels=256, dropout=0, link_batch_size=65536, node_batch_size=65536, lr=0.001, epochs=20000, eval_steps=5, runs=3, dataset_dir='../data', datasets='igb', predictor='mlp', patience=100, metric='Hits@20', use_valedges_as_input=False, True_label=1, KD_RM=0, KD_LM=0, LLP_D=0.001, LLP_R=0.001, margin=0.05, l2=0, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
Namespace(distill_pred_path='/home/qinzongyue/HeaRT/benchmarking/exist_setting_ogb/saved/igb_CN_pred.pth', device=0, log_steps=100, encoder='sage', num_layers=3, hidden_channels=256, dropout=0, link_batch_size=65536, node_batch_size=65536, lr=0.001, epochs=20000, eval_steps=5, runs=3, dataset_dir='../data', datasets='igb', predictor='mlp', patience=100, metric='Hits@20', use_valedges_as_input=False, True_label=1, KD_RM=0, KD_LM=0, LLP_D=0.001, LLP_R=0.001, margin=0.05, l2=0, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
Namespace(distill_pred_path='/home/qinzongyue/HeaRT/benchmarking/exist_setting_ogb/saved/igb_AA_pred.pth', device=0, log_steps=100, encoder='sage', num_layers=3, hidden_channels=256, dropout=0, link_batch_size=65536, node_batch_size=65536, lr=0.001, epochs=20000, eval_steps=5, runs=3, dataset_dir='../data', datasets='igb', predictor='mlp', patience=100, metric='Hits@20', use_valedges_as_input=False, True_label=1, KD_RM=0, KD_LM=0, LLP_D=0.001, LLP_R=0.001, margin=0.05, l2=0, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
Namespace(distill_pred_path='/home/qinzongyue/HeaRT/benchmarking/exist_setting_ogb/saved/igb_RA_pred.pth', device=0, log_steps=100, encoder='sage', num_layers=3, hidden_channels=256, dropout=0, link_batch_size=65536, node_batch_size=65536, lr=0.001, epochs=20000, eval_steps=5, runs=3, dataset_dir='../data', datasets='igb', predictor='mlp', patience=100, metric='Hits@20', use_valedges_as_input=False, True_label=1, KD_RM=0, KD_LM=0, LLP_D=0.001, LLP_R=0.001, margin=0.05, l2=0, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
Namespace(distill_pred_path='/home/qinzongyue/HeaRT/benchmarking/exist_setting_ogb/saved/igb_AA_pred.pth', device=0, log_steps=100, encoder='sage', num_layers=3, hidden_channels=256, dropout=0, link_batch_size=65536, node_batch_size=65536, lr=0.001, epochs=20000, eval_steps=5, runs=3, dataset_dir='../data', datasets='igb', predictor='mlp', patience=100, metric='Hits@20', use_valedges_as_input=False, True_label=1, KD_RM=0, KD_LM=0, LLP_D=0.001, LLP_R=0.001, margin=0.05, l2=0, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
Namespace(distill_pred_path='/home/qinzongyue/HeaRT/benchmarking/exist_setting_ogb/saved/igb_capped_shortest_path_mat_pred.pth', device=0, log_steps=100, encoder='sage', num_layers=3, hidden_channels=256, dropout=0, link_batch_size=65536, node_batch_size=65536, lr=0.001, epochs=20000, eval_steps=5, runs=3, dataset_dir='../data', datasets='igb', predictor='mlp', patience=100, metric='Hits@20', use_valedges_as_input=False, True_label=1, KD_RM=0, KD_LM=0, LLP_D=0.001, LLP_R=0.001, margin=0.05, l2=0, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
