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-Movies_and_TV_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=3, 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-Movies_and_TV_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: 4.7476 ± nan
Hits@20:
Test: 6.0889 ± nan
Hits@30:
Test: 12.4543 ± nan
Hits@50:
Test: 14.0862 ± nan
AUC:
Test: 97.2553 ± nan
All runs:
Hits@10:
Test: 4.7476 ± nan
Hits@20:
Test: 6.0889 ± nan
Hits@30:
Test: 12.4543 ± nan
Hits@50:
Test: 14.0862 ± nan
AUC:
Test: 97.2553 ± nan
Namespace(device=2, 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='amazon-Movies_and_TV_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: 4.3605 ± nan
Hits@20:
Test: 5.1111 ± nan
Hits@30:
Test: 6.1042 ± nan
Hits@50:
Test: 11.0400 ± nan
AUC:
Test: 96.0943 ± nan
All runs:
Hits@10:
Test: 4.3605 ± nan
Hits@20:
Test: 5.1111 ± nan
Hits@30:
Test: 6.1042 ± nan
Hits@50:
Test: 11.0400 ± nan
AUC:
Test: 96.0943 ± nan
