Namespace(device=3, log_steps=1, encoder='sage', num_layers=4, hidden_channels=256, dropout=0.0, link_batch_size=65536, batch_size=65536, node_batch_size=65536, lr=3e-05, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='ogbl-collab', predictor='mlp', patience=100, metric='Hits@20', use_valedges_as_input=False, True_label=0.1, KD_RM=0.0, KD_LM=0.0, LLP_D=1.0, LLP_R=1.0, margin=0.1, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False, ts_quantile=0.5, time_increment='day', max_cnt=14)
LLP (Relational Distillation)
Namespace(device=3, log_steps=1, encoder='sage', num_layers=4, hidden_channels=256, dropout=0.0, link_batch_size=65536, batch_size=65536, node_batch_size=65536, lr=3e-05, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='ogbl-collab', predictor='mlp', patience=100, metric='Hits@20', use_valedges_as_input=False, True_label=0.1, KD_RM=0.0, KD_LM=0.0, LLP_D=1.0, LLP_R=1.0, margin=0.1, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False, ts_quantile=0.5, time_increment='day', max_cnt=14)
LLP (Relational Distillation)
Namespace(device=3, log_steps=1, encoder='sage', num_layers=4, hidden_channels=256, dropout=0.0, link_batch_size=65536, batch_size=65536, node_batch_size=65536, lr=3e-05, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='ogbl-collab', predictor='mlp', patience=100, metric='Hits@20', use_valedges_as_input=False, True_label=0.1, KD_RM=0.0, KD_LM=0.0, LLP_D=1.0, LLP_R=1.0, margin=0.1, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False, ts_quantile=0.5, time_increment='day', max_cnt=14)
LLP (Relational Distillation)
Namespace(device=3, log_steps=1, encoder='sage', num_layers=4, hidden_channels=256, dropout=0.0, link_batch_size=65536, batch_size=65536, node_batch_size=65536, lr=3e-05, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='ogbl-collab', predictor='mlp', patience=100, metric='Hits@20', use_valedges_as_input=False, True_label=0.1, KD_RM=0.0, KD_LM=0.0, LLP_D=1.0, LLP_R=1.0, margin=0.1, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False, ts_quantile=0.5, time_increment='day', max_cnt=14)
LLP (Relational Distillation)
Namespace(device=3, log_steps=1, encoder='sage', num_layers=4, hidden_channels=256, dropout=0.0, link_batch_size=65536, batch_size=65536, node_batch_size=65536, lr=3e-05, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='ogbl-collab', predictor='mlp', patience=100, metric='Hits@20', use_valedges_as_input=False, True_label=0.1, KD_RM=0.0, KD_LM=0.0, LLP_D=1.0, LLP_R=1.0, margin=0.1, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False, ts_quantile=0.5, time_increment='day', max_cnt=14)
LLP (Relational Distillation)
All runs:
Hits@10:
Test: 4.8251 ± nan
Hits@20:
Test: 6.8801 ± nan
Hits@30:
Test: 8.9979 ± nan
Hits@50:
Test: 11.0445 ± nan
AUC:
Test: 90.4103 ± nan
All runs:
Hits@10:
Test: 4.8251 ± nan
Hits@20:
Test: 6.8801 ± nan
Hits@30:
Test: 8.9979 ± nan
Hits@50:
Test: 11.0445 ± nan
AUC:
Test: 93.5222 ± nan
Namespace(device=3, log_steps=1, encoder='sage', num_layers=4, hidden_channels=256, dropout=0.0, link_batch_size=65536, batch_size=65536, node_batch_size=65536, lr=3e-05, epochs=10, eval_steps=5, runs=1, dataset_dir='../data', datasets='ogbl-collab', predictor='mlp', patience=100, metric='Hits@20', use_valedges_as_input=False, True_label=0.1, KD_RM=0.0, KD_LM=0.0, LLP_D=1.0, LLP_R=1.0, margin=0.1, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False, ts_quantile=0.5, time_increment='day', max_cnt=14)
LLP (Relational Distillation)
All runs:
Hits@10:
Test: 0.3147 ± nan
Hits@20:
Test: 0.6675 ± nan
Hits@30:
Test: 1.0754 ± nan
Hits@50:
Test: 1.5046 ± nan
AUC:
Test: 64.4328 ± nan
All runs:
Hits@10:
Test: 0.6726 ± nan
Hits@20:
Test: 1.1314 ± nan
Hits@30:
Test: 1.7981 ± nan
Hits@50:
Test: 2.6895 ± nan
AUC:
Test: 64.4328 ± nan
Namespace(device=3, log_steps=1, encoder='sage', num_layers=4, hidden_channels=256, dropout=0.0, link_batch_size=65536, batch_size=65536, node_batch_size=65536, lr=3e-05, epochs=10, eval_steps=5, runs=1, dataset_dir='../data', datasets='ogbl-collab', predictor='mlp', patience=100, metric='Hits@20', use_valedges_as_input=False, True_label=0.1, KD_RM=0.0, KD_LM=0.0, LLP_D=1.0, LLP_R=1.0, margin=0.1, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False, ts_quantile=0.5, time_increment='day', max_cnt=14)
LLP (Relational Distillation)
Namespace(device=1, log_steps=1, encoder='sage', num_layers=4, hidden_channels=256, dropout=0.0, link_batch_size=65536, batch_size=65536, node_batch_size=65536, lr=3e-05, epochs=10, eval_steps=5, runs=1, dataset_dir='../data', datasets='ogbl-collab', predictor='mlp', patience=100, metric='Hits@20', use_valedges_as_input=False, True_label=0.1, KD_RM=0.0, KD_LM=0.0, LLP_D=1.0, LLP_R=1.0, margin=0.1, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False, ts_quantile=0.5, time_increment='day', max_cnt=14)
LLP (Relational Distillation)
All runs:
Hits@10:
Test: 0.3155 ± nan
Hits@20:
Test: 0.6675 ± nan
Hits@30:
Test: 1.0754 ± nan
Hits@50:
Test: 1.5054 ± nan
AUC:
Test: 64.4329 ± nan
All runs:
Hits@10:
Test: 0.6726 ± nan
Hits@20:
Test: 1.1314 ± nan
Hits@30:
Test: 1.7981 ± nan
Hits@50:
Test: 2.6895 ± nan
AUC:
Test: 64.4329 ± nan
Namespace(device=1, log_steps=1, encoder='sage', num_layers=4, hidden_channels=256, dropout=0.0, link_batch_size=65536, batch_size=65536, node_batch_size=65536, lr=3e-05, epochs=10, eval_steps=5, runs=1, dataset_dir='../data', datasets='ogbl-collab', predictor='mlp', patience=100, metric='Hits@20', use_valedges_as_input=False, True_label=0.1, KD_RM=0.0, KD_LM=0.0, LLP_D=1.0, LLP_R=1.0, margin=0.1, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False, ts_quantile=0.5, time_increment='day', max_cnt=14)
LLP (Relational Distillation)
All runs:
Hits@10:
Test: 0.3155 ± nan
Hits@20:
Test: 0.6666 ± nan
Hits@30:
Test: 1.0746 ± nan
Hits@50:
Test: 1.5054 ± nan
AUC:
Test: 64.4329 ± nan
All runs:
Hits@10:
Test: 0.6726 ± nan
Hits@20:
Test: 1.1314 ± nan
Hits@30:
Test: 1.7981 ± nan
Hits@50:
Test: 2.6895 ± nan
AUC:
Test: 64.4329 ± nan
Namespace(device=1, log_steps=1, encoder='sage', num_layers=4, hidden_channels=256, dropout=0.0, link_batch_size=65536, batch_size=65536, node_batch_size=65536, lr=3e-05, epochs=1, eval_steps=5, runs=1, dataset_dir='../data', datasets='ogbl-collab', predictor='mlp', patience=100, metric='Hits@20', use_valedges_as_input=False, True_label=0.1, KD_RM=0.0, KD_LM=0.0, LLP_D=1.0, LLP_R=1.0, margin=0.1, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False, ts_quantile=0.5, time_increment='day', max_cnt=14)
LLP (Relational Distillation)
All runs:
Hits@10:
Test: 0.0212 ± nan
Hits@20:
Test: 0.0331 ± nan
Hits@30:
Test: 0.0407 ± nan
Hits@50:
Test: 0.0483 ± nan
AUC:
Test: 38.1359 ± nan
All runs:
Hits@10:
Test: 0.0399 ± nan
Hits@20:
Test: 0.0602 ± nan
Hits@30:
Test: 0.0729 ± nan
Hits@50:
Test: 0.1213 ± nan
AUC:
Test: 47.4827 ± nan
Namespace(device=1, log_steps=1, encoder='sage', num_layers=4, hidden_channels=256, dropout=0.0, link_batch_size=65536, batch_size=65536, node_batch_size=65536, lr=3e-05, epochs=1, eval_steps=5, runs=1, dataset_dir='../data', datasets='ogbl-collab', predictor='mlp', patience=100, metric='Hits@20', use_valedges_as_input=False, True_label=0.1, KD_RM=0.0, KD_LM=0.0, LLP_D=1.0, LLP_R=1.0, margin=0.1, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False, ts_quantile=0.3, time_increment='day', max_cnt=14)
LLP (Relational Distillation)
All runs:
Hits@10:
Test: 0.0212 ± nan
Hits@20:
Test: 0.0331 ± nan
Hits@30:
Test: 0.0407 ± nan
Hits@50:
Test: 0.0483 ± nan
AUC:
Test: 38.1359 ± nan
All runs:
Hits@10:
Test: 0.0399 ± nan
Hits@20:
Test: 0.0602 ± nan
Hits@30:
Test: 0.0729 ± nan
Hits@50:
Test: 0.1213 ± nan
AUC:
Test: 47.4827 ± nan
Namespace(device=1, log_steps=1, encoder='sage', num_layers=4, hidden_channels=256, dropout=0.0, link_batch_size=65536, batch_size=65536, node_batch_size=65536, lr=3e-05, epochs=1, eval_steps=5, runs=1, dataset_dir='../data', datasets='ogbl-collab', predictor='mlp', patience=100, metric='Hits@20', use_valedges_as_input=False, True_label=0.1, KD_RM=0.0, KD_LM=0.0, LLP_D=1.0, LLP_R=1.0, margin=0.1, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False, ts_quantile=0.3, time_increment='day', max_cnt=14)
LLP (Relational Distillation)
Namespace(device=1, log_steps=1, encoder='sage', num_layers=4, hidden_channels=256, dropout=0.0, link_batch_size=65536, batch_size=65536, node_batch_size=65536, lr=3e-05, epochs=1, eval_steps=5, runs=1, dataset_dir='../data', datasets='ogbl-collab', predictor='mlp', patience=100, metric='Hits@20', use_valedges_as_input=False, True_label=0.1, KD_RM=0.0, KD_LM=0.0, LLP_D=1.0, LLP_R=1.0, margin=0.1, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False, ts_quantile=0.5, time_increment='day', max_cnt=14)
LLP (Relational Distillation)
All runs:
Hits@10:
Test: 0.0207 ± nan
Hits@20:
Test: 0.0242 ± nan
Hits@30:
Test: 0.0294 ± nan
Hits@50:
Test: 0.0536 ± nan
AUC:
Test: 21.0207 ± nan
All runs:
Hits@10:
Test: 0.0761 ± nan
Hits@20:
Test: 0.1089 ± nan
Hits@30:
Test: 0.1383 ± nan
Hits@50:
Test: 0.1988 ± nan
AUC:
Test: 42.8942 ± nan
Namespace(device=1, log_steps=1, encoder='sage', num_layers=4, hidden_channels=256, dropout=0.0, link_batch_size=65536, batch_size=65536, node_batch_size=65536, lr=3e-05, epochs=1, eval_steps=5, runs=1, dataset_dir='../data', datasets='ogbl-collab', predictor='mlp', patience=100, metric='Hits@20', use_valedges_as_input=False, True_label=0.1, KD_RM=0.0, KD_LM=0.0, LLP_D=1.0, LLP_R=1.0, margin=0.1, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False, ts_quantile=0.5, time_increment='day', max_cnt=14)
LLP (Relational Distillation)
All runs:
Hits@10:
Test: 0.0207 ± nan
Hits@20:
Test: 0.0242 ± nan
Hits@30:
Test: 0.0294 ± nan
Hits@50:
Test: 0.0536 ± nan
AUC:
Test: 21.0207 ± nan
All runs:
Hits@10:
Test: 0.0761 ± nan
Hits@20:
Test: 0.1089 ± nan
Hits@30:
Test: 0.1383 ± nan
Hits@50:
Test: 0.1988 ± nan
AUC:
Test: 42.8941 ± nan
Namespace(device=3, log_steps=1, encoder='sage', num_layers=4, hidden_channels=256, dropout=0.0, link_batch_size=65536, batch_size=65536, node_batch_size=65536, lr=3e-05, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='ogbl-collab', predictor='mlp', patience=100, metric='Hits@20', use_valedges_as_input=False, True_label=0.1, KD_RM=0.0, KD_LM=0.0, LLP_D=1.0, LLP_R=1.0, margin=0.1, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False, ts_quantile=0.5, time_increment='day', max_cnt=14)
LLP (Relational Distillation)
Namespace(device=1, log_steps=1, encoder='sage', num_layers=4, hidden_channels=256, dropout=0.0, link_batch_size=65536, batch_size=65536, node_batch_size=65536, lr=3e-05, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='ogbl-collab', predictor='mlp', patience=100, metric='Hits@20', use_valedges_as_input=False, True_label=0.1, KD_RM=0.0, KD_LM=0.0, LLP_D=1.0, LLP_R=1.0, margin=0.1, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False, ts_quantile=0.5, time_increment='day', max_cnt=14)
LLP (Relational Distillation)
All runs:
Hits@10:
Test: 7.7414 ± nan
Hits@20:
Test: 13.9528 ± nan
Hits@30:
Test: 15.7403 ± nan
Hits@50:
Test: 19.0786 ± nan
AUC:
Test: 92.5717 ± nan
All runs:
Hits@10:
Test: 5.9711 ± nan
Hits@20:
Test: 13.9528 ± nan
Hits@30:
Test: 15.7403 ± nan
Hits@50:
Test: 19.0786 ± nan
AUC:
Test: 94.1736 ± nan
Namespace(device=1, log_steps=1, encoder='sage', num_layers=3, hidden_channels=256, dropout=0.0, link_batch_size=65536, batch_size=65536, node_batch_size=65536, lr=0.001, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='ogbl-collab', predictor='mlp', patience=200, metric='Hits@20', use_valedges_as_input=False, True_label=0.1, KD_RM=0.0, KD_LM=0.0, LLP_D=1.0, LLP_R=1.0, margin=0.1, rw_step=3, ns_rate=1, hops=3, ps_method='nb', transductive='transductive', minibatch=False, ts_quantile=0.8, time_increment='day', max_cnt=14)
LLP (Relational Distillation)
Namespace(device=1, log_steps=1, encoder='sage', num_layers=3, hidden_channels=256, dropout=0.0, link_batch_size=65536, batch_size=65536, node_batch_size=65536, lr=0.001, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='ogbl-collab', predictor='mlp', patience=200, metric='Hits@20', use_valedges_as_input=False, True_label=0.1, KD_RM=0.0, KD_LM=0.0, LLP_D=1.0, LLP_R=1.0, margin=0.1, rw_step=3, ns_rate=1, hops=3, ps_method='nb', transductive='transductive', minibatch=False, ts_quantile=0.8, time_increment='day', max_cnt=14)
LLP (Relational Distillation)
All runs:
Hits@10:
Test: 56.3660 ± nan
Hits@20:
Test: 67.3166 ± nan
Hits@30:
Test: 69.8091 ± nan
Hits@50:
Test: 72.3257 ± nan
AUC:
Test: 97.5020 ± nan
All runs:
Hits@10:
Test: 56.3660 ± nan
Hits@20:
Test: 67.3166 ± nan
Hits@30:
Test: 69.8091 ± nan
Hits@50:
Test: 71.9904 ± nan
AUC:
Test: 99.6696 ± nan
Namespace(device=1, log_steps=1, encoder='sage', num_layers=3, hidden_channels=256, dropout=0.0, link_batch_size=65536, batch_size=65536, node_batch_size=65536, lr=0.001, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='ogbl-collab', predictor='mlp', patience=200, metric='Hits@20', use_valedges_as_input=False, True_label=0.1, KD_RM=0.0, KD_LM=0.0, LLP_D=1.0, LLP_R=1.0, margin=0.1, rw_step=3, ns_rate=1, hops=3, ps_method='nb', transductive='transductive', minibatch=False, ts_quantile=0.8, time_increment='day', max_cnt=14)
LLP (Relational Distillation)
All runs:
Hits@10:
Test: 26.2623 ± nan
Hits@20:
Test: 28.1313 ± nan
Hits@30:
Test: 30.0862 ± nan
Hits@50:
Test: 34.5253 ± nan
AUC:
Test: 95.6099 ± nan
All runs:
Hits@10:
Test: 29.7889 ± nan
Hits@20:
Test: 39.9909 ± nan
Hits@30:
Test: 44.0500 ± nan
Hits@50:
Test: 49.6303 ± nan
AUC:
Test: 99.4301 ± nan
Namespace(device=1, log_steps=1, encoder='sage', num_layers=3, hidden_channels=256, dropout=0.0, link_batch_size=65536, batch_size=65536, node_batch_size=65536, lr=0.001, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='ogbl-collab', predictor='mlp', patience=200, metric='Hits@20', use_valedges_as_input=False, True_label=0.1, KD_RM=0.0, KD_LM=0.0, LLP_D=1.0, LLP_R=1.0, margin=0.1, rw_step=3, ns_rate=1, hops=3, ps_method='nb', transductive='transductive', minibatch=False, ts_quantile=0.8, time_increment='day', max_cnt=14)
LLP (Relational Distillation)
All runs:
Hits@10:
Test: 28.5376 ± nan
Hits@20:
Test: 31.1582 ± nan
Hits@30:
Test: 32.4416 ± nan
Hits@50:
Test: 33.9378 ± nan
AUC:
Test: 95.2407 ± nan
All runs:
Hits@10:
Test: 38.8318 ± nan
Hits@20:
Test: 39.8589 ± nan
Hits@30:
Test: 46.1619 ± nan
Hits@50:
Test: 51.6884 ± nan
AUC:
Test: 99.4760 ± nan
Namespace(device=1, log_steps=1, encoder='sage', num_layers=3, hidden_channels=256, dropout=0.0, link_batch_size=65536, batch_size=65536, node_batch_size=65536, lr=0.001, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='ogbl-collab', predictor='mlp', patience=200, metric='Hits@20', use_valedges_as_input=False, True_label=0.1, KD_RM=0.0, KD_LM=0.0, LLP_D=1.0, LLP_R=1.0, margin=0.1, rw_step=3, ns_rate=1, hops=3, ps_method='nb', transductive='transductive', minibatch=False, ts_quantile=0.8, time_increment='day', max_cnt=14)
LLP (Relational Distillation)
Namespace(device=5, log_steps=1, encoder='sage', num_layers=3, hidden_channels=256, dropout=0.0, link_batch_size=65536, batch_size=65536, node_batch_size=65536, lr=0.001, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='ogbl-collab', predictor='mlp', patience=200, metric='Hits@20', use_valedges_as_input=False, True_label=0.1, KD_RM=0.0, KD_LM=0.0, LLP_D=1.0, LLP_R=1.0, margin=0.1, rw_step=3, ns_rate=1, hops=3, ps_method='nb', transductive='transductive', minibatch=False, ts_quantile=0.8, time_increment='day', max_cnt=14)
LLP (Relational Distillation)
All runs:
Hits@10:
Test: 26.1207 ± nan
Hits@20:
Test: 30.5924 ± nan
Hits@30:
Test: 31.5093 ± nan
Hits@50:
Test: 34.7919 ± nan
AUC:
Test: 95.8090 ± nan
All runs:
Hits@10:
Test: 23.4834 ± nan
Hits@20:
Test: 26.5762 ± nan
Hits@30:
Test: 30.7372 ± nan
Hits@50:
Test: 33.1971 ± nan
AUC:
Test: 95.6397 ± nan
All runs:
Hits@10:
Test: 29.9933 ± nan
Hits@20:
Test: 37.9931 ± nan
Hits@30:
Test: 41.6927 ± nan
Hits@50:
Test: 48.0444 ± nan
AUC:
Test: 99.4484 ± nan
All runs:
Hits@10:
Test: 31.0935 ± nan
Hits@20:
Test: 38.9567 ± nan
Hits@30:
Test: 42.8134 ± nan
Hits@50:
Test: 52.3265 ± nan
AUC:
Test: 99.4640 ± nan
