Namespace(device=4, log_steps=1, encoder='sage', num_layers=6, 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='amazon-Electronics_5', 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=6, log_steps=1, encoder='sage', num_layers=6, 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='amazon-Electronics_5', 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: 0.3303 ± nan
Hits@20:
Test: 0.7786 ± nan
Hits@30:
Test: 1.2030 ± nan
Hits@50:
Test: 2.0877 ± nan
AUC:
Test: 92.4925 ± nan
Namespace(device=7, log_steps=1, encoder='sage', num_layers=6, 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='amazon-Electronics_5', 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: 0.3766 ± nan
Hits@20:
Test: 0.7906 ± nan
Hits@30:
Test: 1.2090 ± nan
Hits@50:
Test: 2.0608 ± nan
AUC:
Test: 92.4924 ± nan
All runs:
Hits@10:
Test: 6.7847 ± nan
Hits@20:
Test: 10.1980 ± nan
Hits@30:
Test: 12.2035 ± nan
Hits@50:
Test: 14.7142 ± nan
AUC:
Test: 93.3492 ± nan
Namespace(device=7, 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=1e-05, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='amazon-Electronics_5', 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: 1.5408 ± nan
Hits@20:
Test: 2.9231 ± nan
Hits@30:
Test: 4.0350 ± nan
Hits@50:
Test: 5.3381 ± nan
AUC:
Test: 92.7056 ± nan
All runs:
Hits@10:
Test: 4.2098 ± nan
Hits@20:
Test: 7.0403 ± nan
Hits@30:
Test: 9.3507 ± nan
Hits@50:
Test: 12.2260 ± nan
AUC:
Test: 93.2496 ± nan
Namespace(device=2, log_steps=1, encoder='sage', num_layers=2, 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='amazon-Electronics_5', 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: 4.2218 ± nan
Hits@20:
Test: 5.7551 ± nan
Hits@30:
Test: 7.2644 ± nan
Hits@50:
Test: 9.8767 ± nan
AUC:
Test: 90.9781 ± nan
All runs:
Hits@10:
Test: 4.2218 ± nan
Hits@20:
Test: 5.7551 ± nan
Hits@30:
Test: 7.2644 ± nan
Hits@50:
Test: 9.8767 ± nan
AUC:
Test: 93.3204 ± nan
