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='citation2', 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='citation2', 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='citation2', 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='citation2', 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='citation2', 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='citation2', 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='citation2', 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='/local2/qzy_scai/HeaRT_guidance_saved/ogbl-citation2_CN_pred.pth', device=0, log_steps=1, 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=5, dataset_dir='../data', datasets='citation2', 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=0.01, l2=0, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
Namespace(distill_pred_path='/local2/qzy_scai/HeaRT_guidance_saved/ogbl-citation2_CN_pred.pth', device=0, log_steps=1, 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=5, dataset_dir='../data', datasets='citation2', 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=0.01, l2=0, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
Namespace(distill_pred_path='/local2/qzy_scai/HeaRT_guidance_saved/ogbl-citation2_CN_pred.pth', device=0, log_steps=1, 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=5, dataset_dir='../data', datasets='citation2', 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=0.01, l2=0, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
Namespace(distill_pred_path='/local2/qzy_scai/HeaRT_guidance_saved/ogbl-citation2_CN_pred.pth', device=0, log_steps=1, 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=5, dataset_dir='../data', datasets='citation2', 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=0.01, l2=0, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
Namespace(distill_pred_path='/local2/qzy_scai/HeaRT_guidance_saved/ogbl-citation2_CN_pred.pth', device=0, log_steps=1, 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=5, dataset_dir='../data', datasets='citation2', 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=0.01, l2=0, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
Namespace(distill_pred_path='/local2/qzy_scai/HeaRT_guidance_saved/ogbl-citation2_CN_pred.pth', device=0, log_steps=1, 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=5, dataset_dir='../data', datasets='citation2', 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=0.01, l2=0, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
Namespace(distill_pred_path='/local2/qzy_scai/HeaRT_guidance_saved/ogbl-citation2_CN_pred.pth', device=0, log_steps=1, 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=5, dataset_dir='../data', datasets='citation2', 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=0.01, l2=0, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
Namespace(distill_pred_path='/local2/qzy_scai/HeaRT_guidance_saved/ogbl-citation2_CN_pred.pth', device=0, log_steps=1, 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=5, dataset_dir='../data', datasets='citation2', 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=0.01, l2=0, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
Namespace(distill_pred_path='/local2/qzy_scai/HeaRT_guidance_saved/ogbl-citation2_CN_pred.pth', device=0, log_steps=1, 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=5, dataset_dir='../data', datasets='citation2', 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=0.01, l2=0, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
Namespace(distill_pred_path='/local2/qzy_scai/HeaRT_guidance_saved/ogbl-citation2_AA_pred.pth', device=0, log_steps=1, 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=5, dataset_dir='../data', datasets='citation2', 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=0.01, l2=0, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
Namespace(distill_pred_path='/local2/qzy_scai/HeaRT_guidance_saved/ogbl-citation2_RA_pred.pth', device=0, log_steps=1, 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=5, dataset_dir='../data', datasets='citation2', 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=0.01, l2=0, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
Namespace(distill_pred_path='/local2/qzy_scai/HeaRT_guidance_saved/ogbl-citation2_CN_pred.pth', device=0, log_steps=1, 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=5, dataset_dir='../data', datasets='citation2', 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=0.01, l2=0, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
Namespace(distill_pred_path='/local2/qzy_scai/HeaRT_guidance_saved/ogbl-citation2_RA_pred.pth', device=0, log_steps=1, 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=5, dataset_dir='../data', datasets='citation2', 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=0.01, l2=0, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
Namespace(distill_pred_path='/local2/qzy_scai/HeaRT_guidance_saved/ogbl-citation2_AA_pred.pth', device=0, log_steps=1, 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=5, dataset_dir='../data', datasets='citation2', 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=0.01, l2=0, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
Namespace(distill_pred_path='/local2/qzy_scai/HeaRT_guidance_saved/ogbl-citation2_CN_pred.pth', device=0, log_steps=1, 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=5, dataset_dir='../data', datasets='citation2', 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=0.01, l2=0, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
Namespace(distill_pred_path='/local2/qzy_scai/HeaRT_guidance_saved/ogbl-citation2_RA_pred.pth', device=0, log_steps=1, 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=5, dataset_dir='../data', datasets='citation2', 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=0.01, l2=0, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
Namespace(distill_pred_path='/local2/qzy_scai/HeaRT_guidance_saved/ogbl-citation2_CN_pred.pth', device=0, log_steps=1, 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=5, dataset_dir='../data', datasets='citation2', 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=0.01, l2=0, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
Namespace(distill_pred_path='/local2/qzy_scai/HeaRT_guidance_saved/ogbl-citation2_AA_pred.pth', device=0, log_steps=1, 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=5, dataset_dir='../data', datasets='citation2', 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=0.01, l2=0, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
Namespace(distill_pred_path='/local2/qzy_scai/HeaRT_guidance_saved/ogbl-citation2_RA_pred.pth', device=0, log_steps=1, 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=5, dataset_dir='../data', datasets='citation2', 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=0.01, l2=0, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
Namespace(distill_pred_path='/local2/qzy_scai/HeaRT_guidance_saved/ogbl-citation2_RA_pred.pth', device=0, log_steps=1, 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=5, dataset_dir='../data', datasets='citation2', 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=0.01, l2=0, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
Namespace(distill_pred_path='/local2/qzy_scai/HeaRT_guidance_saved/ogbl-citation2_RA_pred.pth', device=0, log_steps=1, 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=5, dataset_dir='../data', datasets='citation2', 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=0.01, l2=0, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
Namespace(distill_pred_path='/local2/qzy_scai/HeaRT_guidance_saved/ogbl-citation2_RA_pred.pth', device=0, log_steps=1, 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=5, dataset_dir='../data', datasets='citation2', 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=0.01, l2=0, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
Namespace(distill_pred_path='/local2/qzy_scai/HeaRT_guidance_saved/ogbl-citation2_CN_pred.pth', device=0, log_steps=1, 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=5, dataset_dir='../data', datasets='citation2', 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=0.01, l2=0, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
Namespace(distill_pred_path='/local2/qzy_scai/HeaRT_guidance_saved/ogbl-citation2_AA_pred.pth', device=0, log_steps=1, 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=5, dataset_dir='../data', datasets='citation2', 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=0.01, l2=0, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
Namespace(distill_pred_path='/local2/qzy_scai/HeaRT_guidance_saved/ogbl-citation2_AA_pred.pth', device=0, log_steps=1, 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=5, dataset_dir='../data', datasets='citation2', 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=0.01, l2=0, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
Namespace(distill_pred_path='/local2/qzy_scai/HeaRT_guidance_saved/ogbl-citation2_AA_pred.pth', device=0, log_steps=1, 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=5, dataset_dir='../data', datasets='citation2', 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=0.01, l2=0, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
Namespace(distill_pred_path='/local2/qzy_scai/HeaRT_guidance_saved/ogbl-citation2_AA_pred.pth', device=0, log_steps=1, 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=5, dataset_dir='../data', datasets='citation2', 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=0.01, l2=0, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
Namespace(distill_pred_path='/local2/qzy_scai/HeaRT_guidance_saved/ogbl-citation2_AA_pred.pth', device=0, log_steps=1, 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=5, dataset_dir='../data', datasets='citation2', 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=0.01, l2=0, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
Namespace(distill_pred_path='/local2/qzy_scai/HeaRT_guidance_saved/ogbl-citation2_CN_pred.pth', device=0, log_steps=1, 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=5, dataset_dir='../data', datasets='citation2', 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=0.01, l2=0, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
Namespace(distill_pred_path='/local2/qzy_scai/HeaRT_guidance_saved/ogbl-citation2_RA_pred.pth', device=0, log_steps=1, 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=5, dataset_dir='../data', datasets='citation2', 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=0.01, l2=0, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
Namespace(distill_pred_path='/local2/qzy_scai/HeaRT_guidance_saved/ogbl-citation2_RA_pred.pth', device=0, log_steps=1, 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=5, dataset_dir='../data', datasets='citation2', 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=0.01, l2=0, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
Namespace(distill_pred_path='/local2/qzy_scai/HeaRT_guidance_saved/ogbl-citation2_CN_pred.pth', device=0, log_steps=1, 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=5, dataset_dir='../data', datasets='citation2', 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=0.01, l2=0, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
Namespace(distill_pred_path='/local2/qzy_scai/HeaRT_guidance_saved/ogbl-citation2_AA_pred.pth', device=0, log_steps=1, 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=5, dataset_dir='../data', datasets='citation2', 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=0.01, l2=0, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
Namespace(distill_pred_path='/local2/qzy_scai/HeaRT_guidance_saved/ogbl-citation2_CN_pred.pth', device=0, log_steps=100, encoder='sage', num_layers=3, hidden_channels=1024, dropout=0, link_batch_size=65536, node_batch_size=65536, lr=0.001, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='citation2', 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='/local2/qzy_scai/HeaRT_guidance_saved/ogbl-citation2_CN_pred.pth', device=0, log_steps=100, encoder='sage', num_layers=3, hidden_channels=1024, dropout=0, link_batch_size=65536, node_batch_size=65536, lr=0.001, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='citation2', 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='/local2/qzy_scai/HeaRT_guidance_saved/ogbl-citation2_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='citation2', 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='/local2/qzy_scai/HeaRT_guidance_saved/ogbl-citation2_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='citation2', 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='/local2/qzy_scai/HeaRT_guidance_saved/ogbl-citation2_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='citation2', 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='/local2/qzy_scai/HeaRT_guidance_saved/ogbl-citation2_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=1, eval_steps=5, runs=1, dataset_dir='../data', datasets='citation2', 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:
Namespace(distill_pred_path='/local2/qzy_scai/HeaRT_guidance_saved/ogbl-citation2_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=1, eval_steps=5, runs=1, dataset_dir='../data', datasets='citation2', 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:
MRR:
Test: 20.5000 ± nan
mrr_hit20:
Test: 56.3500 ± nan
mrr_hit50:
Test: 75.0400 ± nan
mrr_hit100:
Test: 86.2900 ± nan
mrr_hit200:
Test: 86.2900 ± nan
Namespace(distill_pred_path='/local2/qzy_scai/HeaRT_guidance_saved/ogbl-citation2_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=1, eval_steps=5, runs=1, dataset_dir='../data', datasets='citation2', 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:
MRR:
Test: 20.5000 ± nan
mrr_hit20:
Test: 56.3500 ± nan
mrr_hit50:
Test: 75.0400 ± nan
mrr_hit100:
Test: 86.2900 ± nan
mrr_hit200:
Test: 86.2900 ± nan
Namespace(distill_pred_path='/local2/qzy_scai/HeaRT_guidance_saved/ogbl-citation2_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=6314, lr=0.01, epochs=1, eval_steps=5, runs=1, dataset_dir='../data', datasets='citation2', predictor='mlp', patience=10, metric='MRR', 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:
MRR:
Test: 23.3100 ± nan
mrr_hit20:
Test: 59.9100 ± nan
mrr_hit50:
Test: 77.3000 ± nan
mrr_hit100:
Test: 87.8100 ± nan
mrr_hit200:
Test: 87.8100 ± nan
Namespace(distill_pred_path='/local2/qzy_scai/HeaRT_guidance_saved/ogbl-citation2_RA_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=6314, lr=0.001, epochs=1, eval_steps=5, runs=1, dataset_dir='../data', datasets='citation2', predictor='mlp', patience=10, metric='MRR', 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='/local2/qzy_scai/HeaRT_guidance_saved/ogbl-citation2_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='citation2', 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='/local2/qzy_scai/HeaRT_guidance_saved/ogbl-citation2_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='citation2', 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='/local2/qzy_scai/HeaRT_guidance_saved/ogbl-citation2_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='citation2', 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='/local2/qzy_scai/HeaRT_guidance_saved/ogbl-citation2_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='citation2', 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:
MRR:
Test: 42.4300 ± nan
mrr_hit20:
Test: 78.8700 ± nan
mrr_hit50:
Test: 89.7700 ± nan
mrr_hit100:
Test: 94.9800 ± nan
mrr_hit200:
Test: 94.9800 ± nan
Namespace(distill_pred_path='/local2/qzy_scai/HeaRT_guidance_saved/ogbl-citation2_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=6314, lr=0.01, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='citation2', predictor='mlp', patience=10, metric='MRR', 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:
MRR:
Test: 42.5800 ± nan
mrr_hit20:
Test: 79.0300 ± nan
mrr_hit50:
Test: 89.9400 ± nan
mrr_hit100:
Test: 95.0200 ± nan
mrr_hit200:
Test: 95.0200 ± nan
Namespace(distill_pred_path='/local2/qzy_scai/HeaRT_guidance_saved/ogbl-citation2_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=6314, lr=0.01, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='citation2', predictor='mlp', patience=10, metric='MRR', 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:
MRR:
Test: 42.5900 ± nan
mrr_hit20:
Test: 78.8500 ± nan
mrr_hit50:
Test: 89.8100 ± nan
mrr_hit100:
Test: 95.0800 ± nan
mrr_hit200:
Test: 95.0800 ± nan
Namespace(distill_pred_path='/local2/qzy_scai/HeaRT_guidance_saved/ogbl-citation2_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=6314, lr=0.01, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='citation2', predictor='mlp', patience=10, metric='MRR', 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:
MRR:
Test: 42.5900 ± nan
mrr_hit20:
Test: 78.9700 ± nan
mrr_hit50:
Test: 89.8300 ± nan
mrr_hit100:
Test: 95.0300 ± nan
mrr_hit200:
Test: 95.0300 ± nan
Namespace(distill_pred_path='/local2/qzy_scai/HeaRT_guidance_saved/ogbl-citation2_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=6314, lr=0.01, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='citation2', predictor='mlp', patience=10, metric='MRR', 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='/local2/qzy_scai/HeaRT_guidance_saved/ogbl-citation2_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=1, dataset_dir='../data', datasets='citation2', 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='/local2/qzy_scai/HeaRT_guidance_saved/ogbl-citation2_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='citation2', 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:
MRR:
Test: 36.5400 ± nan
mrr_hit20:
Test: 73.7800 ± nan
mrr_hit50:
Test: 86.6400 ± nan
mrr_hit100:
Test: 93.2500 ± nan
mrr_hit200:
Test: 93.2500 ± nan
Namespace(distill_pred_path='/local2/qzy_scai/HeaRT_guidance_saved/ogbl-citation2_RA_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=6314, lr=0.001, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='citation2', predictor='mlp', patience=10, metric='MRR', 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:
MRR:
Test: 34.0400 ± nan
mrr_hit20:
Test: 72.3100 ± nan
mrr_hit50:
Test: 85.5200 ± nan
mrr_hit100:
Test: 92.6000 ± nan
mrr_hit200:
Test: 92.6000 ± nan
Namespace(distill_pred_path='/local2/qzy_scai/HeaRT_guidance_saved/ogbl-citation2_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=6314, lr=0.001, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='citation2', predictor='mlp', patience=10, metric='MRR', 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:
MRR:
Test: 36.6300 ± nan
mrr_hit20:
Test: 73.3400 ± nan
mrr_hit50:
Test: 86.4300 ± nan
mrr_hit100:
Test: 93.1500 ± nan
mrr_hit200:
Test: 93.1500 ± nan
Namespace(distill_pred_path='/local2/qzy_scai/HeaRT_guidance_saved/ogbl-citation2_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=6314, lr=0.001, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='citation2', predictor='mlp', patience=10, metric='MRR', 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:
MRR:
Test: 42.5600 ± nan
mrr_hit20:
Test: 78.9900 ± nan
mrr_hit50:
Test: 89.8800 ± nan
mrr_hit100:
Test: 94.9600 ± nan
mrr_hit200:
Test: 94.9600 ± nan
Namespace(distill_pred_path='/local2/qzy_scai/HeaRT_guidance_saved/ogbl-citation2_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=6314, lr=0.01, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='citation2', predictor='mlp', patience=10, metric='MRR', 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:
MRR:
Test: 36.6100 ± nan
mrr_hit20:
Test: 73.8800 ± nan
mrr_hit50:
Test: 86.3700 ± nan
mrr_hit100:
Test: 93.1200 ± nan
mrr_hit200:
Test: 93.1200 ± nan
Namespace(distill_pred_path='/local2/qzy_scai/HeaRT_guidance_saved/ogbl-citation2_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=6314, lr=0.001, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='citation2', predictor='mlp', patience=10, metric='MRR', 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:
MRR:
Test: 42.5400 ± nan
mrr_hit20:
Test: 78.8500 ± nan
mrr_hit50:
Test: 89.7500 ± nan
mrr_hit100:
Test: 94.9800 ± nan
mrr_hit200:
Test: 94.9800 ± nan
Namespace(distill_pred_path='/local2/qzy_scai/HeaRT_guidance_saved/ogbl-citation2_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=6314, lr=0.01, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='citation2', predictor='mlp', patience=10, metric='MRR', 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:
MRR:
Test: 34.4700 ± nan
mrr_hit20:
Test: 72.3200 ± nan
mrr_hit50:
Test: 85.5100 ± nan
mrr_hit100:
Test: 92.6000 ± nan
mrr_hit200:
Test: 92.6000 ± nan
Namespace(distill_pred_path='/local2/qzy_scai/HeaRT_guidance_saved/ogbl-citation2_SAGE_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=6314, lr=0.001, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='citation2', predictor='mlp', patience=10, metric='MRR', 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:
MRR:
Test: 34.3000 ± nan
mrr_hit20:
Test: 72.7500 ± nan
mrr_hit50:
Test: 86.1500 ± nan
mrr_hit100:
Test: 93.2100 ± nan
mrr_hit200:
Test: 93.2100 ± nan
Namespace(distill_pred_path='/local2/qzy_scai/HeaRT_guidance_saved/ogbl-citation2_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=6314, lr=0.01, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='citation2', predictor='mlp', patience=10, metric='MRR', 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:
MRR:
Test: 34.4100 ± nan
mrr_hit20:
Test: 72.8000 ± nan
mrr_hit50:
Test: 86.2800 ± nan
mrr_hit100:
Test: 93.1200 ± nan
mrr_hit200:
Test: 93.1200 ± nan
Namespace(distill_pred_path='/local2/qzy_scai/HeaRT_guidance_saved/ogbl-citation2_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=6314, lr=0.01, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='citation2', predictor='mlp', patience=10, metric='MRR', 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:
MRR:
Test: 34.6200 ± nan
mrr_hit20:
Test: 73.0700 ± nan
mrr_hit50:
Test: 86.4600 ± nan
mrr_hit100:
Test: 93.3300 ± nan
mrr_hit200:
Test: 93.3300 ± nan
Namespace(distill_pred_path='/local2/qzy_scai/HeaRT_guidance_saved/ogbl-citation2_RA_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=6314, lr=0.01, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='citation2', predictor='mlp', patience=10, metric='MRR', 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:
MRR:
Test: 34.5800 ± nan
mrr_hit20:
Test: 73.2900 ± nan
mrr_hit50:
Test: 86.5100 ± nan
mrr_hit100:
Test: 93.3200 ± nan
mrr_hit200:
Test: 93.3200 ± nan
Namespace(distill_pred_path='/local2/qzy_scai/HeaRT_guidance_saved/ogbl-citation2_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=6314, lr=0.01, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='citation2', predictor='mlp', patience=10, metric='MRR', 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:
MRR:
Test: 27.7800 ± nan
mrr_hit20:
Test: 67.3100 ± nan
mrr_hit50:
Test: 82.7000 ± nan
mrr_hit100:
Test: 91.1200 ± nan
mrr_hit200:
Test: 91.1200 ± nan
Namespace(distill_pred_path='/local2/qzy_scai/HeaRT_guidance_saved/ogbl-citation2_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=6314, lr=0.001, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='citation2', predictor='mlp', patience=10, metric='MRR', 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:
MRR:
Test: 28.1000 ± nan
mrr_hit20:
Test: 67.6800 ± nan
mrr_hit50:
Test: 82.9700 ± nan
mrr_hit100:
Test: 91.3900 ± nan
mrr_hit200:
Test: 91.3900 ± nan
Namespace(distill_pred_path='/local2/qzy_scai/HeaRT_guidance_saved/ogbl-citation2_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=6314, lr=0.001, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='citation2', predictor='mlp', patience=10, metric='MRR', 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:
MRR:
Test: 27.9400 ± nan
mrr_hit20:
Test: 67.2400 ± nan
mrr_hit50:
Test: 82.6300 ± nan
mrr_hit100:
Test: 91.1800 ± nan
mrr_hit200:
Test: 91.1800 ± nan
Namespace(distill_pred_path='/local2/qzy_scai/HeaRT_guidance_saved/ogbl-citation2_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=6314, lr=0.001, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='citation2', predictor='mlp', patience=10, metric='MRR', 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:
MRR:
Test: 34.4800 ± nan
mrr_hit20:
Test: 72.9900 ± nan
mrr_hit50:
Test: 86.3800 ± nan
mrr_hit100:
Test: 93.2600 ± nan
mrr_hit200:
Test: 93.2600 ± nan
Namespace(distill_pred_path='/local2/qzy_scai/HeaRT_guidance_saved/ogbl-citation2_SAGE_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=6314, lr=0.01, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='citation2', predictor='mlp', patience=10, metric='MRR', 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:
MRR:
Test: 35.9100 ± nan
mrr_hit20:
Test: 73.3700 ± nan
mrr_hit50:
Test: 86.4100 ± nan
mrr_hit100:
Test: 93.0300 ± nan
mrr_hit200:
Test: 93.0300 ± nan
Namespace(distill_pred_path='/local2/qzy_scai/HeaRT_guidance_saved/ogbl-citation2_capped_shortest_path_mat_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=6314, lr=0.001, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='citation2', predictor='mlp', patience=10, metric='MRR', 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:
MRR:
Test: 27.7300 ± nan
mrr_hit20:
Test: 67.2900 ± nan
mrr_hit50:
Test: 82.7300 ± nan
mrr_hit100:
Test: 91.1000 ± nan
mrr_hit200:
Test: 91.1000 ± nan
Namespace(distill_pred_path='/local2/qzy_scai/HeaRT_guidance_saved/ogbl-citation2_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=6314, lr=0.001, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='citation2', predictor='mlp', patience=10, metric='MRR', 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:
MRR:
Test: 28.2600 ± nan
mrr_hit20:
Test: 67.3700 ± nan
mrr_hit50:
Test: 82.9100 ± nan
mrr_hit100:
Test: 91.2100 ± nan
mrr_hit200:
Test: 91.2100 ± nan
Namespace(distill_pred_path='/local2/qzy_scai/HeaRT_guidance_saved/ogbl-citation2_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=6314, lr=0.001, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='citation2', predictor='mlp', patience=10, metric='MRR', 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:
MRR:
Test: 42.4700 ± nan
mrr_hit20:
Test: 78.9900 ± nan
mrr_hit50:
Test: 89.7500 ± nan
mrr_hit100:
Test: 95.0000 ± nan
mrr_hit200:
Test: 95.0000 ± nan
Namespace(distill_pred_path='/local2/qzy_scai/HeaRT_guidance_saved/ogbl-citation2_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=6314, lr=0.01, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='citation2', predictor='mlp', patience=10, metric='MRR', 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:
MRR:
Test: 42.4000 ± nan
mrr_hit20:
Test: 78.7500 ± nan
mrr_hit50:
Test: 89.5800 ± nan
mrr_hit100:
Test: 94.8000 ± nan
mrr_hit200:
Test: 94.8000 ± nan
Namespace(distill_pred_path='/local2/qzy_scai/HeaRT_guidance_saved/ogbl-citation2_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=6314, lr=0.01, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='citation2', predictor='mlp', patience=10, metric='MRR', 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:
MRR:
Test: 36.2200 ± nan
mrr_hit20:
Test: 73.6300 ± nan
mrr_hit50:
Test: 86.3600 ± nan
mrr_hit100:
Test: 93.0600 ± nan
mrr_hit200:
Test: 93.0600 ± nan
Namespace(distill_pred_path='/local2/qzy_scai/HeaRT_guidance_saved/ogbl-citation2_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=6314, lr=0.001, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='citation2', predictor='mlp', patience=10, metric='MRR', 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:
MRR:
Test: 42.6100 ± nan
mrr_hit20:
Test: 79.1800 ± nan
mrr_hit50:
Test: 89.9400 ± nan
mrr_hit100:
Test: 95.0400 ± nan
mrr_hit200:
Test: 95.0400 ± nan
Namespace(distill_pred_path='/local2/qzy_scai/HeaRT_guidance_saved/ogbl-citation2_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=6314, lr=0.01, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='citation2', predictor='mlp', patience=10, metric='MRR', 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:
MRR:
Test: 37.1000 ± nan
mrr_hit20:
Test: 74.0600 ± nan
mrr_hit50:
Test: 86.7400 ± nan
mrr_hit100:
Test: 93.1300 ± nan
mrr_hit200:
Test: 93.1300 ± nan
Namespace(distill_pred_path='/local2/qzy_scai/HeaRT_guidance_saved/ogbl-citation2_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=6314, lr=0.001, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='citation2', predictor='mlp', patience=10, metric='MRR', 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:
MRR:
Test: 42.3100 ± nan
mrr_hit20:
Test: 78.6300 ± nan
mrr_hit50:
Test: 89.5600 ± nan
mrr_hit100:
Test: 94.9900 ± nan
mrr_hit200:
Test: 94.9900 ± nan
Namespace(distill_pred_path='/local2/qzy_scai/HeaRT_guidance_saved/ogbl-citation2_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=6314, lr=0.01, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='citation2', predictor='mlp', patience=10, metric='MRR', 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:
MRR:
Test: 42.6900 ± nan
mrr_hit20:
Test: 79.0200 ± nan
mrr_hit50:
Test: 90.0200 ± nan
mrr_hit100:
Test: 95.1100 ± nan
mrr_hit200:
Test: 95.1100 ± nan
Namespace(distill_pred_path='/local2/qzy_scai/HeaRT_guidance_saved/ogbl-citation2_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=6314, lr=0.01, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='citation2', predictor='mlp', patience=10, metric='MRR', 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:
MRR:
Test: 34.4700 ± nan
mrr_hit20:
Test: 72.9600 ± nan
mrr_hit50:
Test: 86.3700 ± nan
mrr_hit100:
Test: 93.2700 ± nan
mrr_hit200:
Test: 93.2700 ± nan
Namespace(distill_pred_path='/local2/qzy_scai/HeaRT_guidance_saved/ogbl-citation2_capped_shortest_path_mat_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=6314, lr=0.01, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='citation2', predictor='mlp', patience=10, metric='MRR', 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:
MRR:
Test: 35.4700 ± nan
mrr_hit20:
Test: 72.5600 ± nan
mrr_hit50:
Test: 85.7800 ± nan
mrr_hit100:
Test: 92.7500 ± nan
mrr_hit200:
Test: 92.7500 ± nan
Namespace(distill_pred_path='/local2/qzy_scai/HeaRT_guidance_saved/ogbl-citation2_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=6314, lr=0.001, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='citation2', predictor='mlp', patience=10, metric='MRR', 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:
MRR:
Test: 35.8300 ± nan
mrr_hit20:
Test: 73.5200 ± nan
mrr_hit50:
Test: 86.2300 ± nan
mrr_hit100:
Test: 92.9900 ± nan
mrr_hit200:
Test: 92.9900 ± nan
Namespace(distill_pred_path='/local2/qzy_scai/HeaRT_guidance_saved/ogbl-citation2_RA_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=6314, lr=0.001, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='citation2', predictor='mlp', patience=10, metric='MRR', 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:
MRR:
Test: 28.4500 ± nan
mrr_hit20:
Test: 67.4300 ± nan
mrr_hit50:
Test: 82.8500 ± nan
mrr_hit100:
Test: 91.3100 ± nan
mrr_hit200:
Test: 91.3100 ± nan
Namespace(distill_pred_path='/local2/qzy_scai/HeaRT_guidance_saved/ogbl-citation2_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=6314, lr=0.001, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='citation2', predictor='mlp', patience=10, metric='MRR', 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:
MRR:
Test: 36.1200 ± nan
mrr_hit20:
Test: 73.2600 ± nan
mrr_hit50:
Test: 86.1900 ± nan
mrr_hit100:
Test: 92.9200 ± nan
mrr_hit200:
Test: 92.9200 ± nan
Namespace(distill_pred_path='/local2/qzy_scai/HeaRT_guidance_saved/ogbl-citation2_SAGE_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=6314, lr=0.001, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='citation2', predictor='mlp', patience=10, metric='MRR', 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:
MRR:
Test: 34.4400 ± nan
mrr_hit20:
Test: 73.0600 ± nan
mrr_hit50:
Test: 86.2700 ± nan
mrr_hit100:
Test: 93.2800 ± nan
mrr_hit200:
Test: 93.2800 ± nan
Namespace(distill_pred_path='/local2/qzy_scai/HeaRT_guidance_saved/ogbl-citation2_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=6314, lr=0.01, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='citation2', predictor='mlp', patience=10, metric='MRR', 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:
MRR:
Test: 34.3800 ± nan
mrr_hit20:
Test: 72.9400 ± nan
mrr_hit50:
Test: 86.3900 ± nan
mrr_hit100:
Test: 93.2800 ± nan
mrr_hit200:
Test: 93.2800 ± nan
Namespace(distill_pred_path='/local2/qzy_scai/HeaRT_guidance_saved/ogbl-citation2_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=6314, lr=0.01, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='citation2', predictor='mlp', patience=10, metric='MRR', 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:
MRR:
Test: 34.1700 ± nan
mrr_hit20:
Test: 72.8500 ± nan
mrr_hit50:
Test: 86.3600 ± nan
mrr_hit100:
Test: 93.1800 ± nan
mrr_hit200:
Test: 93.1800 ± nan
Namespace(distill_pred_path='/local2/qzy_scai/HeaRT_guidance_saved/ogbl-citation2_RA_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=6314, lr=0.01, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='citation2', predictor='mlp', patience=10, metric='MRR', 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:
MRR:
Test: 28.2900 ± nan
mrr_hit20:
Test: 67.6500 ± nan
mrr_hit50:
Test: 83.0800 ± nan
mrr_hit100:
Test: 91.3600 ± nan
mrr_hit200:
Test: 91.3600 ± nan
Namespace(distill_pred_path='/local2/qzy_scai/HeaRT_guidance_saved/ogbl-citation2_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=6314, lr=0.001, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='citation2', predictor='mlp', patience=10, metric='MRR', 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:
MRR:
Test: 34.7500 ± nan
mrr_hit20:
Test: 73.2900 ± nan
mrr_hit50:
Test: 86.6500 ± nan
mrr_hit100:
Test: 93.4300 ± nan
mrr_hit200:
Test: 93.4300 ± nan
Namespace(distill_pred_path='/local2/qzy_scai/HeaRT_guidance_saved/ogbl-citation2_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=6314, lr=0.01, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='citation2', predictor='mlp', patience=10, metric='MRR', 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:
MRR:
Test: 27.7900 ± nan
mrr_hit20:
Test: 67.0400 ± nan
mrr_hit50:
Test: 82.6500 ± nan
mrr_hit100:
Test: 91.0600 ± nan
mrr_hit200:
Test: 91.0600 ± nan
Namespace(distill_pred_path='/local2/qzy_scai/HeaRT_guidance_saved/ogbl-citation2_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=6314, lr=0.001, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='citation2', predictor='mlp', patience=10, metric='MRR', 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)
Namespace(distill_pred_path='/local2/qzy_scai/HeaRT_guidance_saved/ogbl-citation2_AA_pred.pth', device=0, log_steps=100, encoder='sage', num_layers=3, hidden_channels=256, dropout=0, link_batch_size=20000, node_batch_size=20000, lr=0.001, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='citation2', 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:
MRR:
Test: 28.0000 ± nan
mrr_hit20:
Test: 67.2000 ± nan
mrr_hit50:
Test: 82.6300 ± nan
mrr_hit100:
Test: 91.1600 ± nan
mrr_hit200:
Test: 91.1600 ± nan
Namespace(distill_pred_path='/local2/qzy_scai/HeaRT_guidance_saved/ogbl-citation2_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=6314, lr=0.001, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='citation2', predictor='mlp', patience=10, metric='MRR', 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:
MRR:
Test: 34.6900 ± nan
mrr_hit20:
Test: 73.1200 ± nan
mrr_hit50:
Test: 86.4400 ± nan
mrr_hit100:
Test: 93.3200 ± nan
mrr_hit200:
Test: 93.3200 ± nan
Namespace(distill_pred_path='/local2/qzy_scai/HeaRT_guidance_saved/ogbl-citation2_SAGE_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=6314, lr=0.01, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='citation2', predictor='mlp', patience=10, metric='MRR', 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:
MRR:
Test: 42.5700 ± nan
mrr_hit20:
Test: 79.0200 ± nan
mrr_hit50:
Test: 89.8300 ± nan
mrr_hit100:
Test: 95.0100 ± nan
mrr_hit200:
Test: 95.0100 ± nan
Namespace(distill_pred_path='/local2/qzy_scai/HeaRT_guidance_saved/ogbl-citation2_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=6314, lr=0.01, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='citation2', predictor='mlp', patience=10, metric='MRR', 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:
MRR:
Test: 28.1800 ± nan
mrr_hit20:
Test: 67.3500 ± nan
mrr_hit50:
Test: 82.7800 ± nan
mrr_hit100:
Test: 91.1700 ± nan
mrr_hit200:
Test: 91.1700 ± nan
Namespace(distill_pred_path='/local2/qzy_scai/HeaRT_guidance_saved/ogbl-citation2_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=6314, lr=0.001, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='citation2', predictor='mlp', patience=10, metric='MRR', 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:
MRR:
Test: 42.9300 ± nan
mrr_hit20:
Test: 79.4000 ± nan
mrr_hit50:
Test: 90.0300 ± nan
mrr_hit100:
Test: 95.0500 ± nan
mrr_hit200:
Test: 95.0500 ± nan
Namespace(distill_pred_path='/local2/qzy_scai/HeaRT_guidance_saved/ogbl-citation2_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=6314, lr=0.01, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='citation2', predictor='mlp', patience=10, metric='MRR', 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:
MRR:
Test: 42.2400 ± nan
mrr_hit20:
Test: 78.6800 ± nan
mrr_hit50:
Test: 89.6800 ± nan
mrr_hit100:
Test: 94.9400 ± nan
mrr_hit200:
Test: 94.9400 ± nan
Namespace(distill_pred_path='/local2/qzy_scai/HeaRT_guidance_saved/ogbl-citation2_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=6314, lr=0.01, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='citation2', predictor='mlp', patience=10, metric='MRR', 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:
MRR:
Test: 36.3400 ± nan
mrr_hit20:
Test: 73.3900 ± nan
mrr_hit50:
Test: 86.3000 ± nan
mrr_hit100:
Test: 93.0800 ± nan
mrr_hit200:
Test: 93.0800 ± nan
Namespace(distill_pred_path='/local2/qzy_scai/HeaRT_guidance_saved/ogbl-citation2_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=6314, lr=0.001, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='citation2', predictor='mlp', patience=10, metric='MRR', 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:
MRR:
Test: 35.9900 ± nan
mrr_hit20:
Test: 73.4300 ± nan
mrr_hit50:
Test: 86.2900 ± nan
mrr_hit100:
Test: 92.8700 ± nan
mrr_hit200:
Test: 92.8700 ± nan
Namespace(distill_pred_path='/local2/qzy_scai/HeaRT_guidance_saved/ogbl-citation2_capped_shortest_path_mat_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=6314, lr=0.001, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='citation2', predictor='mlp', patience=10, metric='MRR', 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:
MRR:
Test: 36.4400 ± nan
mrr_hit20:
Test: 73.9100 ± nan
mrr_hit50:
Test: 86.5700 ± nan
mrr_hit100:
Test: 93.1100 ± nan
mrr_hit200:
Test: 93.1100 ± nan
Namespace(distill_pred_path='/local2/qzy_scai/HeaRT_guidance_saved/ogbl-citation2_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=6314, lr=0.001, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='citation2', predictor='mlp', patience=10, metric='MRR', 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:
MRR:
Test: 42.7400 ± nan
mrr_hit20:
Test: 79.3600 ± nan
mrr_hit50:
Test: 90.1200 ± nan
mrr_hit100:
Test: 95.2100 ± nan
mrr_hit200:
Test: 95.2100 ± nan
Namespace(distill_pred_path='/local2/qzy_scai/HeaRT_guidance_saved/ogbl-citation2_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=6314, lr=0.01, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='citation2', predictor='mlp', patience=10, metric='MRR', 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:
MRR:
Test: 42.3000 ± nan
mrr_hit20:
Test: 78.9300 ± nan
mrr_hit50:
Test: 89.7500 ± nan
mrr_hit100:
Test: 94.9300 ± nan
mrr_hit200:
Test: 94.9300 ± nan
Namespace(distill_pred_path='/local2/qzy_scai/HeaRT_guidance_saved/ogbl-citation2_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=6314, lr=0.01, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='citation2', predictor='mlp', patience=10, metric='MRR', 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:
MRR:
Test: 34.0800 ± nan
mrr_hit20:
Test: 72.7300 ± nan
mrr_hit50:
Test: 86.1400 ± nan
mrr_hit100:
Test: 93.2100 ± nan
mrr_hit200:
Test: 93.2100 ± nan
Namespace(distill_pred_path='/local2/qzy_scai/HeaRT_guidance_saved/ogbl-citation2_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=6314, lr=0.01, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='citation2', predictor='mlp', patience=10, metric='MRR', 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:
MRR:
Test: 36.3700 ± nan
mrr_hit20:
Test: 73.6100 ± nan
mrr_hit50:
Test: 86.3900 ± nan
mrr_hit100:
Test: 93.0300 ± nan
mrr_hit200:
Test: 93.0300 ± nan
Namespace(distill_pred_path='/local2/qzy_scai/HeaRT_guidance_saved/ogbl-citation2_RA_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=6314, lr=0.001, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='citation2', predictor='mlp', patience=10, metric='MRR', 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:
MRR:
Test: 27.7000 ± nan
mrr_hit20:
Test: 67.0800 ± nan
mrr_hit50:
Test: 82.5700 ± nan
mrr_hit100:
Test: 91.0800 ± nan
mrr_hit200:
Test: 91.0800 ± nan
Namespace(distill_pred_path='/local2/qzy_scai/HeaRT_guidance_saved/ogbl-citation2_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=6314, lr=0.001, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='citation2', predictor='mlp', patience=10, metric='MRR', 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:
MRR:
Test: 34.2200 ± nan
mrr_hit20:
Test: 72.8900 ± nan
mrr_hit50:
Test: 86.2700 ± nan
mrr_hit100:
Test: 93.2200 ± nan
mrr_hit200:
Test: 93.2200 ± nan
Namespace(distill_pred_path='/local2/qzy_scai/HeaRT_guidance_saved/ogbl-citation2_capped_shortest_path_mat_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=6314, lr=0.01, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='citation2', predictor='mlp', patience=10, metric='MRR', 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:
MRR:
Test: 35.7400 ± nan
mrr_hit20:
Test: 73.3400 ± nan
mrr_hit50:
Test: 86.3400 ± nan
mrr_hit100:
Test: 93.1300 ± nan
mrr_hit200:
Test: 93.1300 ± nan
Namespace(distill_pred_path='/local2/qzy_scai/HeaRT_guidance_saved/ogbl-citation2_SAGE_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=6314, lr=0.001, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='citation2', predictor='mlp', patience=10, metric='MRR', 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:
MRR:
Test: 34.4800 ± nan
mrr_hit20:
Test: 73.2100 ± nan
mrr_hit50:
Test: 86.5700 ± nan
mrr_hit100:
Test: 93.3600 ± nan
mrr_hit200:
Test: 93.3600 ± nan
Namespace(distill_pred_path='/local2/qzy_scai/HeaRT_guidance_saved/ogbl-citation2_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=6314, lr=0.01, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='citation2', predictor='mlp', patience=10, metric='MRR', 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:
MRR:
Test: 28.5900 ± nan
mrr_hit20:
Test: 67.6900 ± nan
mrr_hit50:
Test: 83.0600 ± nan
mrr_hit100:
Test: 91.4400 ± nan
mrr_hit200:
Test: 91.4400 ± nan
Namespace(distill_pred_path='/local2/qzy_scai/HeaRT_guidance_saved/ogbl-citation2_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=6314, lr=0.001, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='citation2', predictor='mlp', patience=10, metric='MRR', 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:
MRR:
Test: 34.4600 ± nan
mrr_hit20:
Test: 73.0800 ± nan
mrr_hit50:
Test: 86.4400 ± nan
mrr_hit100:
Test: 93.3700 ± nan
mrr_hit200:
Test: 93.3700 ± nan
Namespace(distill_pred_path='/local2/qzy_scai/HeaRT_guidance_saved/ogbl-citation2_RA_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=6314, lr=0.01, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='citation2', predictor='mlp', patience=10, metric='MRR', 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:
MRR:
Test: 42.2100 ± nan
mrr_hit20:
Test: 78.8100 ± nan
mrr_hit50:
Test: 89.8000 ± nan
mrr_hit100:
Test: 95.0100 ± nan
mrr_hit200:
Test: 95.0100 ± nan
Namespace(distill_pred_path='/local2/qzy_scai/HeaRT_guidance_saved/ogbl-citation2_AA_pred.pth', device=0, log_steps=100, encoder='sage', num_layers=3, hidden_channels=256, dropout=0.1, link_batch_size=20000, node_batch_size=1927, lr=0.001, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='citation2', predictor='mlp', patience=10, metric='MRR', 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:
MRR:
Test: 28.2200 ± nan
mrr_hit20:
Test: 67.6400 ± nan
mrr_hit50:
Test: 82.9800 ± nan
mrr_hit100:
Test: 91.3200 ± nan
mrr_hit200:
Test: 91.3200 ± nan
Namespace(distill_pred_path='/local2/qzy_scai/HeaRT_guidance_saved/ogbl-citation2_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=6314, lr=0.001, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='citation2', predictor='mlp', patience=10, metric='MRR', 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:
MRR:
Test: 34.5600 ± nan
mrr_hit20:
Test: 73.0000 ± nan
mrr_hit50:
Test: 86.2300 ± nan
mrr_hit100:
Test: 93.2000 ± nan
mrr_hit200:
Test: 93.2000 ± nan
Namespace(distill_pred_path='/local2/qzy_scai/HeaRT_guidance_saved/ogbl-citation2_SAGE_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=6314, lr=0.01, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='citation2', predictor='mlp', patience=10, metric='MRR', 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:
MRR:
Test: 28.1600 ± nan
mrr_hit20:
Test: 67.3400 ± nan
mrr_hit50:
Test: 82.6100 ± nan
mrr_hit100:
Test: 91.1600 ± nan
mrr_hit200:
Test: 91.1600 ± nan
Namespace(distill_pred_path='/local2/qzy_scai/HeaRT_guidance_saved/ogbl-citation2_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=6314, lr=0.001, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='citation2', predictor='mlp', patience=10, metric='MRR', 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:
MRR:
Test: 42.8000 ± nan
mrr_hit20:
Test: 79.1000 ± nan
mrr_hit50:
Test: 89.9900 ± nan
mrr_hit100:
Test: 95.1200 ± nan
mrr_hit200:
Test: 95.1200 ± nan
Namespace(distill_pred_path='/local2/qzy_scai/HeaRT_guidance_saved/ogbl-citation2_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=6314, lr=0.01, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='citation2', predictor='mlp', patience=10, metric='MRR', 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='/local2/qzy_scai/HeaRT_guidance_saved/ogbl-citation2_AA_pred.pth', device=0, log_steps=100, encoder='sage', num_layers=3, hidden_channels=256, dropout=0, link_batch_size=20000, node_batch_size=20000, lr=0.001, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='citation2', 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:
MRR:
Test: 28.7000 ± nan
mrr_hit20:
Test: 67.4400 ± nan
mrr_hit50:
Test: 82.9200 ± nan
mrr_hit100:
Test: 91.3500 ± nan
mrr_hit200:
Test: 91.3500 ± nan
Namespace(distill_pred_path='/local2/qzy_scai/HeaRT_guidance_saved/ogbl-citation2_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=6314, lr=0.001, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='citation2', predictor='mlp', patience=10, metric='MRR', 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:
MRR:
Test: 36.8300 ± nan
mrr_hit20:
Test: 74.1900 ± nan
mrr_hit50:
Test: 86.6300 ± nan
mrr_hit100:
Test: 93.2100 ± nan
mrr_hit200:
Test: 93.2100 ± nan
Namespace(distill_pred_path='/local2/qzy_scai/HeaRT_guidance_saved/ogbl-citation2_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=6314, lr=0.001, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='citation2', predictor='mlp', patience=10, metric='MRR', 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:
MRR:
Test: 42.6500 ± nan
mrr_hit20:
Test: 78.9600 ± nan
mrr_hit50:
Test: 89.8000 ± nan
mrr_hit100:
Test: 95.0000 ± nan
mrr_hit200:
Test: 95.0000 ± nan
Namespace(distill_pred_path='/local2/qzy_scai/HeaRT_guidance_saved/ogbl-citation2_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=6314, lr=0.01, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='citation2', predictor='mlp', patience=10, metric='MRR', 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:
MRR:
Test: 42.3600 ± nan
mrr_hit20:
Test: 78.7000 ± nan
mrr_hit50:
Test: 89.5800 ± nan
mrr_hit100:
Test: 94.8800 ± nan
mrr_hit200:
Test: 94.8800 ± nan
Namespace(distill_pred_path='/local2/qzy_scai/HeaRT_guidance_saved/ogbl-citation2_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=6314, lr=0.01, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='citation2', predictor='mlp', patience=10, metric='MRR', 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:
MRR:
Test: 42.5200 ± nan
mrr_hit20:
Test: 78.8700 ± nan
mrr_hit50:
Test: 89.7700 ± nan
mrr_hit100:
Test: 95.0100 ± nan
mrr_hit200:
Test: 95.0100 ± nan
Namespace(distill_pred_path='/local2/qzy_scai/HeaRT_guidance_saved/ogbl-citation2_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=6314, lr=0.01, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='citation2', predictor='mlp', patience=10, metric='MRR', 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:
MRR:
Test: 36.7900 ± nan
mrr_hit20:
Test: 74.4600 ± nan
mrr_hit50:
Test: 86.8300 ± nan
mrr_hit100:
Test: 93.4100 ± nan
mrr_hit200:
Test: 93.4100 ± nan
Namespace(distill_pred_path='/local2/qzy_scai/HeaRT_guidance_saved/ogbl-citation2_RA_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=6314, lr=0.001, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='citation2', predictor='mlp', patience=10, metric='MRR', 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:
MRR:
Test: 36.4700 ± nan
mrr_hit20:
Test: 73.7200 ± nan
mrr_hit50:
Test: 86.6500 ± nan
mrr_hit100:
Test: 93.2400 ± nan
mrr_hit200:
Test: 93.2400 ± nan
Namespace(distill_pred_path='/local2/qzy_scai/HeaRT_guidance_saved/ogbl-citation2_capped_shortest_path_mat_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=6314, lr=0.001, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='citation2', predictor='mlp', patience=10, metric='MRR', 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:
MRR:
Test: 36.3900 ± nan
mrr_hit20:
Test: 73.7900 ± nan
mrr_hit50:
Test: 86.6300 ± nan
mrr_hit100:
Test: 93.1700 ± nan
mrr_hit200:
Test: 93.1700 ± nan
Namespace(distill_pred_path='/local2/qzy_scai/HeaRT_guidance_saved/ogbl-citation2_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=6314, lr=0.001, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='citation2', predictor='mlp', patience=10, metric='MRR', 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:
MRR:
Test: 34.5500 ± nan
mrr_hit20:
Test: 73.1500 ± nan
mrr_hit50:
Test: 86.5500 ± nan
mrr_hit100:
Test: 93.3100 ± nan
mrr_hit200:
Test: 93.3100 ± nan
Namespace(distill_pred_path='/local2/qzy_scai/HeaRT_guidance_saved/ogbl-citation2_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=6314, lr=0.01, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='citation2', predictor='mlp', patience=10, metric='MRR', 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:
MRR:
Test: 42.8500 ± nan
mrr_hit20:
Test: 79.1200 ± nan
mrr_hit50:
Test: 89.9900 ± nan
mrr_hit100:
Test: 95.1300 ± nan
mrr_hit200:
Test: 95.1300 ± nan
Namespace(distill_pred_path='/local2/qzy_scai/HeaRT_guidance_saved/ogbl-citation2_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=6314, lr=0.01, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='citation2', predictor='mlp', patience=10, metric='MRR', 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:
MRR:
Test: 34.5400 ± nan
mrr_hit20:
Test: 73.1800 ± nan
mrr_hit50:
Test: 86.4200 ± nan
mrr_hit100:
Test: 93.2600 ± nan
mrr_hit200:
Test: 93.2600 ± nan
Namespace(distill_pred_path='/local2/qzy_scai/HeaRT_guidance_saved/ogbl-citation2_RA_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=6314, lr=0.01, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='citation2', predictor='mlp', patience=10, metric='MRR', 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:
MRR:
Test: 28.4700 ± nan
mrr_hit20:
Test: 67.5300 ± nan
mrr_hit50:
Test: 82.6100 ± nan
mrr_hit100:
Test: 91.2100 ± nan
mrr_hit200:
Test: 91.2100 ± nan
Namespace(distill_pred_path='/local2/qzy_scai/HeaRT_guidance_saved/ogbl-citation2_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=6314, lr=0.001, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='citation2', predictor='mlp', patience=10, metric='MRR', 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:
MRR:
Test: 34.3900 ± nan
mrr_hit20:
Test: 72.8500 ± nan
mrr_hit50:
Test: 86.4400 ± nan
mrr_hit100:
Test: 93.2600 ± nan
mrr_hit200:
Test: 93.2600 ± nan
Namespace(distill_pred_path='/local2/qzy_scai/HeaRT_guidance_saved/ogbl-citation2_capped_shortest_path_mat_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=6314, lr=0.01, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='citation2', predictor='mlp', patience=10, metric='MRR', 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:
MRR:
Test: 42.5300 ± nan
mrr_hit20:
Test: 79.1400 ± nan
mrr_hit50:
Test: 90.0100 ± nan
mrr_hit100:
Test: 95.1900 ± nan
mrr_hit200:
Test: 95.1900 ± nan
Namespace(distill_pred_path='/local2/qzy_scai/HeaRT_guidance_saved/ogbl-citation2_AA_pred.pth', device=0, log_steps=100, encoder='sage', num_layers=3, hidden_channels=256, dropout=0.1, link_batch_size=20000, node_batch_size=1927, lr=0.001, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='citation2', predictor='mlp', patience=10, metric='MRR', 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:
MRR:
Test: 36.3100 ± nan
mrr_hit20:
Test: 73.5500 ± nan
mrr_hit50:
Test: 86.4900 ± nan
mrr_hit100:
Test: 93.1300 ± nan
mrr_hit200:
Test: 93.1300 ± nan
Namespace(distill_pred_path='/local2/qzy_scai/HeaRT_guidance_saved/ogbl-citation2_SAGE_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=6314, lr=0.001, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='citation2', predictor='mlp', patience=10, metric='MRR', 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:
MRR:
Test: 28.2600 ± nan
mrr_hit20:
Test: 67.4700 ± nan
mrr_hit50:
Test: 82.9200 ± nan
mrr_hit100:
Test: 91.1700 ± nan
mrr_hit200:
Test: 91.1700 ± nan
Namespace(distill_pred_path='/local2/qzy_scai/HeaRT_guidance_saved/ogbl-citation2_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=6314, lr=0.001, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='citation2', predictor='mlp', patience=10, metric='MRR', 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:
MRR:
Test: 34.8500 ± nan
mrr_hit20:
Test: 73.3500 ± nan
mrr_hit50:
Test: 86.4800 ± nan
mrr_hit100:
Test: 93.4200 ± nan
mrr_hit200:
Test: 93.4200 ± nan
Namespace(distill_pred_path='/local2/qzy_scai/HeaRT_guidance_saved/ogbl-citation2_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=6314, lr=0.01, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='citation2', predictor='mlp', patience=10, metric='MRR', 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:
MRR:
Test: 28.3100 ± nan
mrr_hit20:
Test: 67.3000 ± nan
mrr_hit50:
Test: 82.8100 ± nan
mrr_hit100:
Test: 91.2100 ± nan
mrr_hit200:
Test: 91.2100 ± nan
Namespace(distill_pred_path='/local2/qzy_scai/HeaRT_guidance_saved/ogbl-citation2_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=6314, lr=0.001, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='citation2', predictor='mlp', patience=10, metric='MRR', 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:
MRR:
Test: 42.3300 ± nan
mrr_hit20:
Test: 78.7400 ± nan
mrr_hit50:
Test: 89.6600 ± nan
mrr_hit100:
Test: 95.0100 ± nan
mrr_hit200:
Test: 95.0100 ± nan
Namespace(distill_pred_path='/local2/qzy_scai/HeaRT_guidance_saved/ogbl-citation2_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=6314, lr=0.01, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='citation2', predictor='mlp', patience=10, metric='MRR', 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:
MRR:
Test: 28.9900 ± nan
mrr_hit20:
Test: 67.8700 ± nan
mrr_hit50:
Test: 83.0500 ± nan
mrr_hit100:
Test: 91.3900 ± nan
mrr_hit200:
Test: 91.3900 ± nan
Namespace(distill_pred_path='/local2/qzy_scai/HeaRT_guidance_saved/ogbl-citation2_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=6314, lr=0.001, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='citation2', predictor='mlp', patience=10, metric='MRR', 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:
MRR:
Test: 36.9900 ± nan
mrr_hit20:
Test: 73.9200 ± nan
mrr_hit50:
Test: 86.5600 ± nan
mrr_hit100:
Test: 93.1100 ± nan
mrr_hit200:
Test: 93.1100 ± nan
Namespace(distill_pred_path='/local2/qzy_scai/HeaRT_guidance_saved/ogbl-citation2_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=6314, lr=0.001, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='citation2', predictor='mlp', patience=10, metric='MRR', 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:
MRR:
Test: 42.5700 ± nan
mrr_hit20:
Test: 78.8500 ± nan
mrr_hit50:
Test: 89.8700 ± nan
mrr_hit100:
Test: 94.9300 ± nan
mrr_hit200:
Test: 94.9300 ± nan
Namespace(distill_pred_path='/local2/qzy_scai/HeaRT_guidance_saved/ogbl-citation2_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=6314, lr=0.01, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='citation2', predictor='mlp', patience=10, metric='MRR', 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:
MRR:
Test: 42.5300 ± nan
mrr_hit20:
Test: 79.1100 ± nan
mrr_hit50:
Test: 89.8100 ± nan
mrr_hit100:
Test: 94.9200 ± nan
mrr_hit200:
Test: 94.9200 ± nan
Namespace(distill_pred_path='/local2/qzy_scai/HeaRT_guidance_saved/ogbl-citation2_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=6314, lr=0.01, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='citation2', predictor='mlp', patience=10, metric='MRR', 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:
MRR:
Test: 34.8800 ± nan
mrr_hit20:
Test: 73.4000 ± nan
mrr_hit50:
Test: 86.6500 ± nan
mrr_hit100:
Test: 93.3700 ± nan
mrr_hit200:
Test: 93.3700 ± nan
Namespace(distill_pred_path='/local2/qzy_scai/HeaRT_guidance_saved/ogbl-citation2_SAGE_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=6314, lr=0.01, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='citation2', predictor='mlp', patience=10, metric='MRR', 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:
MRR:
Test: 39.8600 ± nan
mrr_hit20:
Test: 77.4700 ± nan
mrr_hit50:
Test: 89.0100 ± nan
mrr_hit100:
Test: 94.5500 ± nan
mrr_hit200:
Test: 94.5500 ± nan
Namespace(distill_pred_path='/local2/qzy_scai/HeaRT_guidance_saved/ogbl-citation2_AA_pred.pth', device=0, log_steps=100, encoder='sage', num_layers=3, hidden_channels=256, dropout=0.3, link_batch_size=20000, node_batch_size=1927, lr=0.001, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='citation2', predictor='mlp', patience=10, metric='MRR', 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:
MRR:
Test: 36.1600 ± nan
mrr_hit20:
Test: 73.2800 ± nan
mrr_hit50:
Test: 86.1800 ± nan
mrr_hit100:
Test: 92.9100 ± nan
mrr_hit200:
Test: 92.9100 ± nan
Namespace(distill_pred_path='/local2/qzy_scai/HeaRT_guidance_saved/ogbl-citation2_RA_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=6314, lr=0.001, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='citation2', predictor='mlp', patience=10, metric='MRR', 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:
MRR:
Test: 28.1600 ± nan
mrr_hit20:
Test: 67.2300 ± nan
mrr_hit50:
Test: 82.5800 ± nan
mrr_hit100:
Test: 91.2600 ± nan
mrr_hit200:
Test: 91.2600 ± nan
Namespace(distill_pred_path='/local2/qzy_scai/HeaRT_guidance_saved/ogbl-citation2_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=6314, lr=0.001, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='citation2', predictor='mlp', patience=10, metric='MRR', 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:
MRR:
Test: 37.3400 ± nan
mrr_hit20:
Test: 74.3600 ± nan
mrr_hit50:
Test: 86.8700 ± nan
mrr_hit100:
Test: 93.4000 ± nan
mrr_hit200:
Test: 93.4000 ± nan
Namespace(distill_pred_path='/local2/qzy_scai/HeaRT_guidance_saved/ogbl-citation2_capped_shortest_path_mat_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=6314, lr=0.001, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='citation2', predictor='mlp', patience=10, metric='MRR', 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:
MRR:
Test: 34.5300 ± nan
mrr_hit20:
Test: 72.9500 ± nan
mrr_hit50:
Test: 86.3400 ± nan
mrr_hit100:
Test: 93.2100 ± nan
mrr_hit200:
Test: 93.2100 ± nan
Namespace(distill_pred_path='/local2/qzy_scai/HeaRT_guidance_saved/ogbl-citation2_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=6314, lr=0.01, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='citation2', predictor='mlp', patience=10, metric='MRR', 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:
MRR:
Test: 42.9800 ± nan
mrr_hit20:
Test: 79.1000 ± nan
mrr_hit50:
Test: 89.8200 ± nan
mrr_hit100:
Test: 95.0400 ± nan
mrr_hit200:
Test: 95.0400 ± nan
Namespace(distill_pred_path='/local2/qzy_scai/HeaRT_guidance_saved/ogbl-citation2_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=6314, lr=0.01, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='citation2', predictor='mlp', patience=10, metric='MRR', 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:
MRR:
Test: 28.9000 ± nan
mrr_hit20:
Test: 67.7000 ± nan
mrr_hit50:
Test: 82.8900 ± nan
mrr_hit100:
Test: 91.3800 ± nan
mrr_hit200:
Test: 91.3800 ± nan
Namespace(distill_pred_path='/local2/qzy_scai/HeaRT_guidance_saved/ogbl-citation2_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=6314, lr=0.001, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='citation2', predictor='mlp', patience=10, metric='MRR', 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:
MRR:
Test: 36.1000 ± nan
mrr_hit20:
Test: 73.3100 ± nan
mrr_hit50:
Test: 86.3900 ± nan
mrr_hit100:
Test: 92.9600 ± nan
mrr_hit200:
Test: 92.9600 ± nan
Namespace(distill_pred_path='/local2/qzy_scai/HeaRT_guidance_saved/ogbl-citation2_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=6314, lr=0.001, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='citation2', predictor='mlp', patience=10, metric='MRR', 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:
MRR:
Test: 34.5400 ± nan
mrr_hit20:
Test: 73.0900 ± nan
mrr_hit50:
Test: 86.3900 ± nan
mrr_hit100:
Test: 93.2200 ± nan
mrr_hit200:
Test: 93.2200 ± nan
Namespace(distill_pred_path='/local2/qzy_scai/HeaRT_guidance_saved/ogbl-citation2_RA_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=6314, lr=0.01, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='citation2', predictor='mlp', patience=10, metric='MRR', 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:
MRR:
Test: 28.9800 ± nan
mrr_hit20:
Test: 68.2600 ± nan
mrr_hit50:
Test: 83.3600 ± nan
mrr_hit100:
Test: 91.5600 ± nan
mrr_hit200:
Test: 91.5600 ± nan
Namespace(distill_pred_path='/local2/qzy_scai/HeaRT_guidance_saved/ogbl-citation2_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=6314, lr=0.001, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='citation2', predictor='mlp', patience=10, metric='MRR', 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:
MRR:
Test: 34.3400 ± nan
mrr_hit20:
Test: 73.0300 ± nan
mrr_hit50:
Test: 86.4700 ± nan
mrr_hit100:
Test: 93.2100 ± nan
mrr_hit200:
Test: 93.2100 ± nan
Namespace(distill_pred_path='/local2/qzy_scai/HeaRT_guidance_saved/ogbl-citation2_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=6314, lr=0.01, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='citation2', predictor='mlp', patience=10, metric='MRR', 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:
MRR:
Test: 43.0100 ± nan
mrr_hit20:
Test: 79.2200 ± nan
mrr_hit50:
Test: 89.8800 ± nan
mrr_hit100:
Test: 95.0300 ± nan
mrr_hit200:
Test: 95.0300 ± nan
Namespace(distill_pred_path='/local2/qzy_scai/HeaRT_guidance_saved/ogbl-citation2_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=6314, lr=0.01, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='citation2', predictor='mlp', patience=10, metric='MRR', 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:
MRR:
Test: 34.0400 ± nan
mrr_hit20:
Test: 72.5600 ± nan
mrr_hit50:
Test: 86.2100 ± nan
mrr_hit100:
Test: 93.1600 ± nan
mrr_hit200:
Test: 93.1600 ± nan
Namespace(distill_pred_path='/local2/qzy_scai/HeaRT_guidance_saved/ogbl-citation2_AA_pred.pth', device=0, log_steps=100, encoder='sage', num_layers=3, hidden_channels=256, dropout=0, link_batch_size=20000, node_batch_size=1927, lr=0.001, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='citation2', predictor='mlp', patience=10, metric='MRR', 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:
MRR:
Test: 37.0400 ± nan
mrr_hit20:
Test: 74.2200 ± nan
mrr_hit50:
Test: 86.6900 ± nan
mrr_hit100:
Test: 93.1400 ± nan
mrr_hit200:
Test: 93.1400 ± nan
Namespace(distill_pred_path='/local2/qzy_scai/HeaRT_guidance_saved/ogbl-citation2_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=6314, lr=0.001, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='citation2', predictor='mlp', patience=10, metric='MRR', 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:
MRR:
Test: 28.6100 ± nan
mrr_hit20:
Test: 67.8900 ± nan
mrr_hit50:
Test: 83.0900 ± nan
mrr_hit100:
Test: 91.3500 ± nan
mrr_hit200:
Test: 91.3500 ± nan
Namespace(distill_pred_path='/local2/qzy_scai/HeaRT_guidance_saved/ogbl-citation2_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=6314, lr=0.001, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='citation2', predictor='mlp', patience=10, metric='MRR', 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:
MRR:
Test: 42.7400 ± nan
mrr_hit20:
Test: 79.0500 ± nan
mrr_hit50:
Test: 89.8400 ± nan
mrr_hit100:
Test: 94.9900 ± nan
mrr_hit200:
Test: 94.9900 ± nan
Namespace(distill_pred_path='/local2/qzy_scai/HeaRT_guidance_saved/ogbl-citation2_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=6314, lr=0.01, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='citation2', predictor='mlp', patience=10, metric='MRR', 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:
MRR:
Test: 34.8900 ± nan
mrr_hit20:
Test: 73.2700 ± nan
mrr_hit50:
Test: 86.5400 ± nan
mrr_hit100:
Test: 93.3300 ± nan
mrr_hit200:
Test: 93.3300 ± nan
Namespace(distill_pred_path='/local2/qzy_scai/HeaRT_guidance_saved/ogbl-citation2_capped_shortest_path_mat_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=6314, lr=0.01, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='citation2', predictor='mlp', patience=10, metric='MRR', 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:
MRR:
Test: 42.8700 ± nan
mrr_hit20:
Test: 79.2100 ± nan
mrr_hit50:
Test: 89.9300 ± nan
mrr_hit100:
Test: 95.0400 ± nan
mrr_hit200:
Test: 95.0400 ± nan
Namespace(distill_pred_path='/local2/qzy_scai/HeaRT_guidance_saved/ogbl-citation2_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=6314, lr=0.01, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='citation2', predictor='mlp', patience=10, metric='MRR', 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:
MRR:
Test: 34.6900 ± nan
mrr_hit20:
Test: 73.0000 ± nan
mrr_hit50:
Test: 86.3300 ± nan
mrr_hit100:
Test: 93.2000 ± nan
mrr_hit200:
Test: 93.2000 ± nan
Namespace(distill_pred_path='/local2/qzy_scai/HeaRT_guidance_saved/ogbl-citation2_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=6314, lr=0.01, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='citation2', predictor='mlp', patience=10, metric='MRR', 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:
MRR:
Test: 42.3800 ± nan
mrr_hit20:
Test: 78.5400 ± nan
mrr_hit50:
Test: 89.4000 ± nan
mrr_hit100:
Test: 94.8300 ± nan
mrr_hit200:
Test: 94.8300 ± nan
Namespace(distill_pred_path='/local2/qzy_scai/HeaRT_guidance_saved/ogbl-citation2_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=6314, lr=0.01, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='citation2', predictor='mlp', patience=10, metric='MRR', 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:
MRR:
Test: 28.3500 ± nan
mrr_hit20:
Test: 67.2800 ± nan
mrr_hit50:
Test: 82.6000 ± nan
mrr_hit100:
Test: 91.0200 ± nan
mrr_hit200:
Test: 91.0200 ± nan
Namespace(distill_pred_path='/local2/qzy_scai/HeaRT_guidance_saved/ogbl-citation2_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=6314, lr=0.001, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='citation2', predictor='mlp', patience=10, metric='MRR', 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:
MRR:
Test: 36.2400 ± nan
mrr_hit20:
Test: 73.2900 ± nan
mrr_hit50:
Test: 86.2200 ± nan
mrr_hit100:
Test: 93.0400 ± nan
mrr_hit200:
Test: 93.0400 ± nan
Namespace(distill_pred_path='/local2/qzy_scai/HeaRT_guidance_saved/ogbl-citation2_RA_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=6314, lr=0.001, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='citation2', predictor='mlp', patience=10, metric='MRR', 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:
MRR:
Test: 28.1100 ± nan
mrr_hit20:
Test: 67.3400 ± nan
mrr_hit50:
Test: 82.7200 ± nan
mrr_hit100:
Test: 91.2000 ± nan
mrr_hit200:
Test: 91.2000 ± nan
Namespace(distill_pred_path='/local2/qzy_scai/HeaRT_guidance_saved/ogbl-citation2_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=6314, lr=0.001, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='citation2', predictor='mlp', patience=10, metric='MRR', 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:
MRR:
Test: 35.1000 ± nan
mrr_hit20:
Test: 72.6400 ± nan
mrr_hit50:
Test: 85.7800 ± nan
mrr_hit100:
Test: 92.7300 ± nan
mrr_hit200:
Test: 92.7300 ± nan
Namespace(distill_pred_path='/local2/qzy_scai/HeaRT_guidance_saved/ogbl-citation2_SAGE_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=6314, lr=0.001, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='citation2', predictor='mlp', patience=10, metric='MRR', 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:
MRR:
Test: 36.0000 ± nan
mrr_hit20:
Test: 73.3300 ± nan
mrr_hit50:
Test: 86.1900 ± nan
mrr_hit100:
Test: 92.9100 ± nan
mrr_hit200:
Test: 92.9100 ± nan
Namespace(distill_pred_path='/local2/qzy_scai/HeaRT_guidance_saved/ogbl-citation2_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=6314, lr=0.001, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='citation2', predictor='mlp', patience=10, metric='MRR', 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:
MRR:
Test: 34.3800 ± nan
mrr_hit20:
Test: 72.9000 ± nan
mrr_hit50:
Test: 86.1900 ± nan
mrr_hit100:
Test: 93.1800 ± nan
mrr_hit200:
Test: 93.1800 ± nan
Namespace(distill_pred_path='/local2/qzy_scai/HeaRT_guidance_saved/ogbl-citation2_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=6314, lr=0.01, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='citation2', predictor='mlp', patience=10, metric='MRR', 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:
MRR:
Test: 41.0700 ± nan
mrr_hit20:
Test: 77.5400 ± nan
mrr_hit50:
Test: 88.9200 ± nan
mrr_hit100:
Test: 94.6100 ± nan
mrr_hit200:
Test: 94.6100 ± nan
Namespace(distill_pred_path='/local2/qzy_scai/HeaRT_guidance_saved/ogbl-citation2_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=6314, lr=0.01, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='citation2', predictor='mlp', patience=10, metric='MRR', 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:
MRR:
Test: 28.2000 ± nan
mrr_hit20:
Test: 67.3400 ± nan
mrr_hit50:
Test: 82.6500 ± nan
mrr_hit100:
Test: 91.1400 ± nan
mrr_hit200:
Test: 91.1400 ± nan
Namespace(distill_pred_path='/local2/qzy_scai/HeaRT_guidance_saved/ogbl-citation2_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=6314, lr=0.001, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='citation2', predictor='mlp', patience=10, metric='MRR', 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:
MRR:
Test: 42.8300 ± nan
mrr_hit20:
Test: 78.9600 ± nan
mrr_hit50:
Test: 89.8000 ± nan
mrr_hit100:
Test: 94.9400 ± nan
mrr_hit200:
Test: 94.9400 ± nan
Namespace(distill_pred_path='/local2/qzy_scai/HeaRT_guidance_saved/ogbl-citation2_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=6314, lr=0.01, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='citation2', predictor='mlp', patience=10, metric='MRR', 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:
MRR:
Test: 34.7800 ± nan
mrr_hit20:
Test: 73.2800 ± nan
mrr_hit50:
Test: 86.5000 ± nan
mrr_hit100:
Test: 93.3400 ± nan
mrr_hit200:
Test: 93.3400 ± nan
Namespace(distill_pred_path='/local2/qzy_scai/HeaRT_guidance_saved/ogbl-citation2_RA_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=6314, lr=0.01, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='citation2', predictor='mlp', patience=10, metric='MRR', 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:
MRR:
Test: 34.7400 ± nan
mrr_hit20:
Test: 73.1800 ± nan
mrr_hit50:
Test: 86.4200 ± nan
mrr_hit100:
Test: 93.3300 ± nan
mrr_hit200:
Test: 93.3300 ± nan
Namespace(distill_pred_path='/local2/qzy_scai/HeaRT_guidance_saved/ogbl-citation2_SAGE_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=6314, lr=0.01, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='citation2', predictor='mlp', patience=10, metric='MRR', 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:
MRR:
Test: 31.7200 ± nan
mrr_hit20:
Test: 69.3400 ± nan
mrr_hit50:
Test: 83.6100 ± nan
mrr_hit100:
Test: 91.5900 ± nan
mrr_hit200:
Test: 91.5900 ± nan
Namespace(distill_pred_path='/local2/qzy_scai/HeaRT_guidance_saved/ogbl-citation2_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=6314, lr=0.001, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='citation2', predictor='mlp', patience=10, metric='MRR', 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:
MRR:
Test: 42.3300 ± nan
mrr_hit20:
Test: 79.0900 ± nan
mrr_hit50:
Test: 89.9700 ± nan
mrr_hit100:
Test: 95.1000 ± nan
mrr_hit200:
Test: 95.1000 ± nan
Namespace(distill_pred_path='/local2/qzy_scai/HeaRT_guidance_saved/ogbl-citation2_AA_pred.pth', device=0, log_steps=100, encoder='sage', num_layers=3, hidden_channels=256, dropout=0.1, link_batch_size=20000, node_batch_size=1927, lr=0.001, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='citation2', predictor='mlp', patience=10, metric='MRR', 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:
MRR:
Test: 37.1000 ± nan
mrr_hit20:
Test: 74.4700 ± nan
mrr_hit50:
Test: 86.9600 ± nan
mrr_hit100:
Test: 93.3900 ± nan
mrr_hit200:
Test: 93.3900 ± nan
Namespace(distill_pred_path='/local2/qzy_scai/HeaRT_guidance_saved/ogbl-citation2_capped_shortest_path_mat_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=6314, lr=0.001, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='citation2', predictor='mlp', patience=10, metric='MRR', 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:
MRR:
Test: 28.6900 ± nan
mrr_hit20:
Test: 67.7900 ± nan
mrr_hit50:
Test: 83.0100 ± nan
mrr_hit100:
Test: 91.3700 ± nan
mrr_hit200:
Test: 91.3700 ± nan
Namespace(distill_pred_path='/local2/qzy_scai/HeaRT_guidance_saved/ogbl-citation2_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=6314, lr=0.001, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='citation2', predictor='mlp', patience=10, metric='MRR', 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:
MRR:
Test: 28.6100 ± nan
mrr_hit20:
Test: 67.4300 ± nan
mrr_hit50:
Test: 83.0300 ± nan
mrr_hit100:
Test: 91.2500 ± nan
mrr_hit200:
Test: 91.2500 ± nan
Namespace(distill_pred_path='/local2/qzy_scai/HeaRT_guidance_saved/ogbl-citation2_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=6314, lr=0.001, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='citation2', predictor='mlp', patience=10, metric='MRR', 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:
MRR:
Test: 42.8700 ± nan
mrr_hit20:
Test: 78.5800 ± nan
mrr_hit50:
Test: 89.4000 ± nan
mrr_hit100:
Test: 94.7900 ± nan
mrr_hit200:
Test: 94.7900 ± nan
Namespace(distill_pred_path='/local2/qzy_scai/HeaRT_guidance_saved/ogbl-citation2_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=6314, lr=0.01, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='citation2', predictor='mlp', patience=10, metric='MRR', 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:
MRR:
Test: 32.1900 ± nan
mrr_hit20:
Test: 70.8300 ± nan
mrr_hit50:
Test: 85.1000 ± nan
mrr_hit100:
Test: 92.6200 ± nan
mrr_hit200:
Test: 92.6200 ± nan
Namespace(distill_pred_path='/local2/qzy_scai/HeaRT_guidance_saved/ogbl-citation2_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=6314, lr=0.01, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='citation2', predictor='mlp', patience=10, metric='MRR', 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:
MRR:
Test: 34.6600 ± nan
mrr_hit20:
Test: 73.1000 ± nan
mrr_hit50:
Test: 86.3500 ± nan
mrr_hit100:
Test: 93.2600 ± nan
mrr_hit200:
Test: 93.2600 ± nan
Namespace(distill_pred_path='/local2/qzy_scai/HeaRT_guidance_saved/ogbl-citation2_capped_shortest_path_mat_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=6314, lr=0.01, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='citation2', predictor='mlp', patience=10, metric='MRR', 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:
MRR:
Test: 28.2400 ± nan
mrr_hit20:
Test: 67.4300 ± nan
mrr_hit50:
Test: 82.8900 ± nan
mrr_hit100:
Test: 91.3600 ± nan
mrr_hit200:
Test: 91.3600 ± nan
Namespace(distill_pred_path='/local2/qzy_scai/HeaRT_guidance_saved/ogbl-citation2_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=6314, lr=0.001, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='citation2', predictor='mlp', patience=10, metric='MRR', 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:
MRR:
Test: 42.9600 ± nan
mrr_hit20:
Test: 79.2100 ± nan
mrr_hit50:
Test: 89.9200 ± nan
mrr_hit100:
Test: 95.0600 ± nan
mrr_hit200:
Test: 95.0600 ± nan
Namespace(distill_pred_path='/local2/qzy_scai/HeaRT_guidance_saved/ogbl-citation2_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=6314, lr=0.01, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='citation2', predictor='mlp', patience=10, metric='MRR', 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:
MRR:
Test: 36.3300 ± nan
mrr_hit20:
Test: 73.1300 ± nan
mrr_hit50:
Test: 85.9500 ± nan
mrr_hit100:
Test: 92.7500 ± nan
mrr_hit200:
Test: 92.7500 ± nan
Namespace(distill_pred_path='/local2/qzy_scai/HeaRT_guidance_saved/ogbl-citation2_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=6314, lr=0.001, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='citation2', predictor='mlp', patience=10, metric='MRR', 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:
MRR:
Test: 41.6400 ± nan
mrr_hit20:
Test: 77.9400 ± nan
mrr_hit50:
Test: 88.9800 ± nan
mrr_hit100:
Test: 94.5900 ± nan
mrr_hit200:
Test: 94.5900 ± nan
Namespace(distill_pred_path='/local2/qzy_scai/HeaRT_guidance_saved/ogbl-citation2_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=6314, lr=0.01, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='citation2', predictor='mlp', patience=10, metric='MRR', 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:
MRR:
Test: 19.3100 ± nan
mrr_hit20:
Test: 56.7400 ± nan
mrr_hit50:
Test: 76.4500 ± nan
mrr_hit100:
Test: 87.8000 ± nan
mrr_hit200:
Test: 87.8000 ± nan
Namespace(distill_pred_path='/local2/qzy_scai/HeaRT_guidance_saved/ogbl-citation2_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=6314, lr=0.001, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='citation2', predictor='mlp', patience=10, metric='MRR', 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:
MRR:
Test: 36.2200 ± nan
mrr_hit20:
Test: 73.4400 ± nan
mrr_hit50:
Test: 86.3000 ± nan
mrr_hit100:
Test: 92.9500 ± nan
mrr_hit200:
Test: 92.9500 ± nan
Namespace(distill_pred_path='/local2/qzy_scai/HeaRT_guidance_saved/ogbl-citation2_SAGE_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=6314, lr=0.001, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='citation2', predictor='mlp', patience=10, metric='MRR', 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:
MRR:
Test: 34.4500 ± nan
mrr_hit20:
Test: 71.5800 ± nan
mrr_hit50:
Test: 85.0000 ± nan
mrr_hit100:
Test: 92.1300 ± nan
mrr_hit200:
Test: 92.1300 ± nan
Namespace(distill_pred_path='/local2/qzy_scai/HeaRT_guidance_saved/ogbl-citation2_RA_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=6314, lr=0.001, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='citation2', predictor='mlp', patience=10, metric='MRR', 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:
MRR:
Test: 42.5900 ± nan
mrr_hit20:
Test: 78.7000 ± nan
mrr_hit50:
Test: 89.6000 ± nan
mrr_hit100:
Test: 94.9300 ± nan
mrr_hit200:
Test: 94.9300 ± nan
Namespace(distill_pred_path='/local2/qzy_scai/HeaRT_guidance_saved/ogbl-citation2_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=6314, lr=0.01, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='citation2', predictor='mlp', patience=10, metric='MRR', 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)
Namespace(distill_pred_path='/local2/qzy_scai/HeaRT_guidance_saved/ogbl-citation2_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=1, dataset_dir='../data', datasets='citation2', 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=0.1, l2=0, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
Namespace(distill_pred_path='/local2/qzy_scai/HeaRT_guidance_saved/ogbl-citation2_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='citation2', 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=0.1, l2=0, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
Namespace(distill_pred_path='/local2/qzy_scai/HeaRT_guidance_saved/ogbl-citation2_CN_pred.pth', device=0, log_steps=100, encoder='sage', num_layers=3, hidden_channels=256, dropout=0, link_batch_size=30000, node_batch_size=30000, lr=0.001, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='citation2', 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=0.1, l2=0, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
Namespace(distill_pred_path='/local2/qzy_scai/HeaRT_guidance_saved/ogbl-citation2_SAGE_pred.pth', device=0, log_steps=100, encoder='sage', num_layers=3, hidden_channels=256, dropout=0, link_batch_size=30000, node_batch_size=30000, lr=0.001, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='citation2', 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=0.1, l2=0, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
Namespace(distill_pred_path='/local2/qzy_scai/HeaRT_guidance_saved/ogbl-citation2_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='citation2', 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=0.1, l2=0, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
Namespace(distill_pred_path='/local2/qzy_scai/HeaRT_guidance_saved/ogbl-citation2_AA_pred.pth', device=0, log_steps=100, encoder='sage', num_layers=3, hidden_channels=256, dropout=0, link_batch_size=10000, node_batch_size=10000, lr=0.001, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='citation2', 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=0.1, l2=0, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
Namespace(distill_pred_path='/local2/qzy_scai/HeaRT_guidance_saved/ogbl-citation2_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='citation2', 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=0.1, l2=0, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
Namespace(distill_pred_path='/local2/qzy_scai/HeaRT_guidance_saved/ogbl-citation2_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='citation2', 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=0.1, l2=0, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
Namespace(distill_pred_path='/local2/qzy_scai/HeaRT_guidance_saved/ogbl-citation2_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='citation2', 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=0.1, l2=0, rw_step=3, ns_rate=1, hops=2, ps_method='nb', transductive='transductive', minibatch=False)
LLP (Relational Distillation)
All runs:
MRR:
Test: 42.4700 ± nan
mrr_hit20:
Test: 78.9900 ± nan
mrr_hit50:
Test: 89.7500 ± nan
mrr_hit100:
Test: 95.0000 ± nan
mrr_hit200:
Test: 95.0000 ± nan
Namespace(distill_pred_path='/local2/qzy_scai/HeaRT_guidance_saved/ogbl-citation2_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=6314, lr=0.001, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='citation2', predictor='mlp', patience=10, metric='MRR', 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:
MRR:
Test: 42.6100 ± nan
mrr_hit20:
Test: 79.1800 ± nan
mrr_hit50:
Test: 89.9400 ± nan
mrr_hit100:
Test: 95.0400 ± nan
mrr_hit200:
Test: 95.0400 ± nan
Namespace(distill_pred_path='/local2/qzy_scai/HeaRT_guidance_saved/ogbl-citation2_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=6314, lr=0.001, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='citation2', predictor='mlp', patience=10, metric='MRR', 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:
MRR:
Test: 42.4500 ± nan
mrr_hit20:
Test: 78.9400 ± nan
mrr_hit50:
Test: 89.9000 ± nan
mrr_hit100:
Test: 95.1000 ± nan
mrr_hit200:
Test: 95.1000 ± nan
Namespace(distill_pred_path='/local2/qzy_scai/HeaRT_guidance_saved/ogbl-citation2_CN_pred.pth', device=0, log_steps=100, encoder='sage', num_layers=3, hidden_channels=256, dropout=0, link_batch_size=30000, node_batch_size=2890, lr=0.001, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='citation2', predictor='mlp', patience=10, metric='MRR', 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:
MRR:
Test: 42.8600 ± nan
mrr_hit20:
Test: 79.1700 ± nan
mrr_hit50:
Test: 89.8700 ± nan
mrr_hit100:
Test: 94.9500 ± nan
mrr_hit200:
Test: 94.9500 ± nan
Namespace(distill_pred_path='/local2/qzy_scai/HeaRT_guidance_saved/ogbl-citation2_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=6314, lr=0.001, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='citation2', predictor='mlp', patience=10, metric='MRR', 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:
MRR:
Test: 42.5700 ± nan
mrr_hit20:
Test: 78.8500 ± nan
mrr_hit50:
Test: 89.8700 ± nan
mrr_hit100:
Test: 94.9300 ± nan
mrr_hit200:
Test: 94.9300 ± nan
Namespace(distill_pred_path='/local2/qzy_scai/HeaRT_guidance_saved/ogbl-citation2_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=6314, lr=0.001, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='citation2', predictor='mlp', patience=10, metric='MRR', 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:
MRR:
Test: 42.7000 ± nan
mrr_hit20:
Test: 79.0500 ± nan
mrr_hit50:
Test: 89.8400 ± nan
mrr_hit100:
Test: 95.0900 ± nan
mrr_hit200:
Test: 95.0900 ± nan
Namespace(distill_pred_path='/local2/qzy_scai/HeaRT_guidance_saved/ogbl-citation2_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=6314, lr=0.001, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='citation2', predictor='mlp', patience=10, metric='MRR', 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:
MRR:
Test: 41.2200 ± nan
mrr_hit20:
Test: 77.2200 ± nan
mrr_hit50:
Test: 88.5900 ± nan
mrr_hit100:
Test: 94.2200 ± nan
mrr_hit200:
Test: 94.2200 ± nan
Namespace(distill_pred_path='/local2/qzy_scai/HeaRT_guidance_saved/ogbl-citation2_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=6314, lr=0.001, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='citation2', predictor='mlp', patience=10, metric='MRR', 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:
MRR:
Test: 42.5200 ± nan
mrr_hit20:
Test: 79.3200 ± nan
mrr_hit50:
Test: 90.0900 ± nan
mrr_hit100:
Test: 95.1200 ± nan
mrr_hit200:
Test: 95.1200 ± nan
Namespace(distill_pred_path='/local2/qzy_scai/HeaRT_guidance_saved/ogbl-citation2_SAGE_pred.pth', device=0, log_steps=100, encoder='sage', num_layers=3, hidden_channels=256, dropout=0, link_batch_size=30000, node_batch_size=2890, lr=0.001, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='citation2', predictor='mlp', patience=10, metric='MRR', 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:
MRR:
Test: 42.7400 ± nan
mrr_hit20:
Test: 79.1400 ± nan
mrr_hit50:
Test: 89.7800 ± nan
mrr_hit100:
Test: 95.0600 ± nan
mrr_hit200:
Test: 95.0600 ± nan
Namespace(distill_pred_path='/local2/qzy_scai/HeaRT_guidance_saved/ogbl-citation2_CN_pred.pth', device=0, log_steps=100, encoder='sage', num_layers=3, hidden_channels=256, dropout=0, link_batch_size=30000, node_batch_size=2890, lr=0.001, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='citation2', predictor='mlp', patience=10, metric='MRR', 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:
MRR:
Test: 42.9300 ± nan
mrr_hit20:
Test: 79.4000 ± nan
mrr_hit50:
Test: 90.0300 ± nan
mrr_hit100:
Test: 95.0500 ± nan
mrr_hit200:
Test: 95.0500 ± nan
Namespace(distill_pred_path='/local2/qzy_scai/HeaRT_guidance_saved/ogbl-citation2_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=6314, lr=0.001, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='citation2', predictor='mlp', patience=10, metric='MRR', 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:
MRR:
Test: 42.6200 ± nan
mrr_hit20:
Test: 78.3000 ± nan
mrr_hit50:
Test: 89.4100 ± nan
mrr_hit100:
Test: 94.7700 ± nan
mrr_hit200:
Test: 94.7700 ± nan
Namespace(distill_pred_path='/local2/qzy_scai/HeaRT_guidance_saved/ogbl-citation2_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=6314, lr=0.001, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='citation2', predictor='mlp', patience=10, metric='MRR', 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:
MRR:
Test: 41.7100 ± nan
mrr_hit20:
Test: 77.6300 ± nan
mrr_hit50:
Test: 88.9000 ± nan
mrr_hit100:
Test: 94.5200 ± nan
mrr_hit200:
Test: 94.5200 ± nan
Namespace(distill_pred_path='/local2/qzy_scai/HeaRT_guidance_saved/ogbl-citation2_CN_pred.pth', device=0, log_steps=100, encoder='sage', num_layers=3, hidden_channels=256, dropout=0, link_batch_size=30000, node_batch_size=2890, lr=0.001, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='citation2', predictor='mlp', patience=10, metric='MRR', 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:
MRR:
Test: 43.3400 ± nan
mrr_hit20:
Test: 79.3000 ± nan
mrr_hit50:
Test: 89.8800 ± nan
mrr_hit100:
Test: 94.9900 ± nan
mrr_hit200:
Test: 94.9900 ± nan
Namespace(distill_pred_path='/local2/qzy_scai/HeaRT_guidance_saved/ogbl-citation2_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=6314, lr=0.001, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='citation2', predictor='mlp', patience=10, metric='MRR', 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:
MRR:
Test: 42.5400 ± nan
mrr_hit20:
Test: 78.8500 ± nan
mrr_hit50:
Test: 89.5700 ± nan
mrr_hit100:
Test: 95.0000 ± nan
mrr_hit200:
Test: 95.0000 ± nan
Namespace(distill_pred_path='/local2/qzy_scai/HeaRT_guidance_saved/ogbl-citation2_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=6314, lr=0.001, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='citation2', predictor='mlp', patience=10, metric='MRR', 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:
MRR:
Test: 42.8600 ± nan
mrr_hit20:
Test: 79.0700 ± nan
mrr_hit50:
Test: 89.8700 ± nan
mrr_hit100:
Test: 94.9800 ± nan
mrr_hit200:
Test: 94.9800 ± nan
Namespace(distill_pred_path='/local2/qzy_scai/HeaRT_guidance_saved/ogbl-citation2_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=6314, lr=0.001, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='citation2', predictor='mlp', patience=10, metric='MRR', 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:
MRR:
Test: 42.8300 ± nan
mrr_hit20:
Test: 78.9600 ± nan
mrr_hit50:
Test: 89.8000 ± nan
mrr_hit100:
Test: 94.9400 ± nan
mrr_hit200:
Test: 94.9400 ± nan
Namespace(distill_pred_path='/local2/qzy_scai/HeaRT_guidance_saved/ogbl-citation2_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=6314, lr=0.001, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='citation2', predictor='mlp', patience=10, metric='MRR', 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:
MRR:
Test: 42.9900 ± nan
mrr_hit20:
Test: 79.0400 ± nan
mrr_hit50:
Test: 89.8400 ± nan
mrr_hit100:
Test: 94.8800 ± nan
mrr_hit200:
Test: 94.8800 ± nan
Namespace(distill_pred_path='/local2/qzy_scai/HeaRT_guidance_saved/ogbl-citation2_CN_pred.pth', device=0, log_steps=100, encoder='sage', num_layers=3, hidden_channels=256, dropout=0, link_batch_size=30000, node_batch_size=2890, lr=0.001, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='citation2', predictor='mlp', patience=10, metric='MRR', 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:
MRR:
Test: 42.8100 ± nan
mrr_hit20:
Test: 78.9100 ± nan
mrr_hit50:
Test: 89.7100 ± nan
mrr_hit100:
Test: 94.9500 ± nan
mrr_hit200:
Test: 94.9500 ± nan
Namespace(distill_pred_path='/local2/qzy_scai/HeaRT_guidance_saved/ogbl-citation2_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=6314, lr=0.001, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='citation2', predictor='mlp', patience=10, metric='MRR', 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:
MRR:
Test: 43.2900 ± nan
mrr_hit20:
Test: 79.2300 ± nan
mrr_hit50:
Test: 89.7400 ± nan
mrr_hit100:
Test: 94.9400 ± nan
mrr_hit200:
Test: 94.9400 ± nan
Namespace(distill_pred_path='/local2/qzy_scai/HeaRT_guidance_saved/ogbl-citation2_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=6314, lr=0.001, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='citation2', predictor='mlp', patience=10, metric='MRR', 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:
MRR:
Test: 42.8800 ± nan
mrr_hit20:
Test: 78.5000 ± nan
mrr_hit50:
Test: 89.2800 ± nan
mrr_hit100:
Test: 94.6900 ± nan
mrr_hit200:
Test: 94.6900 ± nan
Namespace(distill_pred_path='/local2/qzy_scai/HeaRT_guidance_saved/ogbl-citation2_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=6314, lr=0.001, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='citation2', predictor='mlp', patience=10, metric='MRR', 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:
MRR:
Test: 42.8200 ± nan
mrr_hit20:
Test: 79.3700 ± nan
mrr_hit50:
Test: 90.1100 ± nan
mrr_hit100:
Test: 95.1400 ± nan
mrr_hit200:
Test: 95.1400 ± nan
Namespace(distill_pred_path='/local2/qzy_scai/HeaRT_guidance_saved/ogbl-citation2_SAGE_pred.pth', device=0, log_steps=100, encoder='sage', num_layers=3, hidden_channels=256, dropout=0, link_batch_size=30000, node_batch_size=2890, lr=0.001, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='citation2', predictor='mlp', patience=10, metric='MRR', 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:
MRR:
Test: 42.4300 ± nan
mrr_hit20:
Test: 78.4800 ± nan
mrr_hit50:
Test: 89.4600 ± nan
mrr_hit100:
Test: 94.8000 ± nan
mrr_hit200:
Test: 94.8000 ± nan
Namespace(distill_pred_path='/local2/qzy_scai/HeaRT_guidance_saved/ogbl-citation2_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=6314, lr=0.001, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='citation2', predictor='mlp', patience=10, metric='MRR', 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:
MRR:
Test: 42.1700 ± nan
mrr_hit20:
Test: 78.1000 ± nan
mrr_hit50:
Test: 89.0900 ± nan
mrr_hit100:
Test: 94.6100 ± nan
mrr_hit200:
Test: 94.6100 ± nan
Namespace(distill_pred_path='/local2/qzy_scai/HeaRT_guidance_saved/ogbl-citation2_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=6314, lr=0.001, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='citation2', predictor='mlp', patience=10, metric='MRR', 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:
MRR:
Test: 43.2400 ± nan
mrr_hit20:
Test: 79.1700 ± nan
mrr_hit50:
Test: 89.9000 ± nan
mrr_hit100:
Test: 95.0100 ± nan
mrr_hit200:
Test: 95.0100 ± nan
Namespace(distill_pred_path='/local2/qzy_scai/HeaRT_guidance_saved/ogbl-citation2_CN_pred.pth', device=0, log_steps=100, encoder='sage', num_layers=3, hidden_channels=256, dropout=0, link_batch_size=30000, node_batch_size=2890, lr=0.001, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='citation2', predictor='mlp', patience=10, metric='MRR', 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:
MRR:
Test: 36.2700 ± nan
mrr_hit20:
Test: 74.5500 ± nan
mrr_hit50:
Test: 87.0000 ± nan
mrr_hit100:
Test: 93.1400 ± nan
mrr_hit200:
Test: 93.1400 ± nan
Namespace(distill_pred_path='/local2/qzy_scai/HeaRT_guidance_saved/ogbl-citation2_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=6314, lr=0.001, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='citation2', predictor='mlp', patience=10, metric='MRR', 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:
MRR:
Test: 39.5500 ± nan
mrr_hit20:
Test: 75.1800 ± nan
mrr_hit50:
Test: 86.9300 ± nan
mrr_hit100:
Test: 93.1200 ± nan
mrr_hit200:
Test: 93.1200 ± nan
Namespace(distill_pred_path='/local2/qzy_scai/HeaRT_guidance_saved/ogbl-citation2_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=6314, lr=0.001, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='citation2', predictor='mlp', patience=10, metric='MRR', 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:
MRR:
Test: 42.2400 ± nan
mrr_hit20:
Test: 78.0700 ± nan
mrr_hit50:
Test: 89.1400 ± nan
mrr_hit100:
Test: 94.6100 ± nan
mrr_hit200:
Test: 94.6100 ± nan
Namespace(distill_pred_path='/local2/qzy_scai/HeaRT_guidance_saved/ogbl-citation2_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=6314, lr=0.001, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='citation2', predictor='mlp', patience=10, metric='MRR', 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:
MRR:
Test: 36.6100 ± nan
mrr_hit20:
Test: 74.8200 ± nan
mrr_hit50:
Test: 87.2100 ± nan
mrr_hit100:
Test: 93.3200 ± nan
mrr_hit200:
Test: 93.3200 ± nan
Namespace(distill_pred_path='/local2/qzy_scai/HeaRT_guidance_saved/ogbl-citation2_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=6314, lr=0.001, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='citation2', predictor='mlp', patience=10, metric='MRR', 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:
MRR:
Test: 42.4500 ± nan
mrr_hit20:
Test: 78.9300 ± nan
mrr_hit50:
Test: 89.6200 ± nan
mrr_hit100:
Test: 94.8900 ± nan
mrr_hit200:
Test: 94.8900 ± nan
Namespace(distill_pred_path='/local2/qzy_scai/HeaRT_guidance_saved/ogbl-citation2_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=6314, lr=0.001, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='citation2', predictor='mlp', patience=10, metric='MRR', 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:
MRR:
Test: 40.2300 ± nan
mrr_hit20:
Test: 75.5300 ± nan
mrr_hit50:
Test: 87.3100 ± nan
mrr_hit100:
Test: 93.4400 ± nan
mrr_hit200:
Test: 93.4400 ± nan
Namespace(distill_pred_path='/local2/qzy_scai/HeaRT_guidance_saved/ogbl-citation2_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=6314, lr=0.001, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='citation2', predictor='mlp', patience=10, metric='MRR', 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:
MRR:
Test: 42.3200 ± nan
mrr_hit20:
Test: 78.0200 ± nan
mrr_hit50:
Test: 89.0800 ± nan
mrr_hit100:
Test: 94.6900 ± nan
mrr_hit200:
Test: 94.6900 ± nan
Namespace(distill_pred_path='/local2/qzy_scai/HeaRT_guidance_saved/ogbl-citation2_CN_pred.pth', device=0, log_steps=100, encoder='sage', num_layers=3, hidden_channels=256, dropout=0, link_batch_size=30000, node_batch_size=2890, lr=0.001, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='citation2', predictor='mlp', patience=10, metric='MRR', 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:
MRR:
Test: 38.2600 ± nan
mrr_hit20:
Test: 75.5500 ± nan
mrr_hit50:
Test: 87.5800 ± nan
mrr_hit100:
Test: 93.5600 ± nan
mrr_hit200:
Test: 93.5600 ± nan
Namespace(distill_pred_path='/local2/qzy_scai/HeaRT_guidance_saved/ogbl-citation2_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=6314, lr=0.001, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='citation2', predictor='mlp', patience=10, metric='MRR', 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:
MRR:
Test: 40.1900 ± nan
mrr_hit20:
Test: 75.4800 ± nan
mrr_hit50:
Test: 87.3300 ± nan
mrr_hit100:
Test: 93.4500 ± nan
mrr_hit200:
Test: 93.4500 ± nan
Namespace(distill_pred_path='/local2/qzy_scai/HeaRT_guidance_saved/ogbl-citation2_AA_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=6314, lr=0.001, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='citation2', predictor='mlp', patience=10, metric='MRR', 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:
MRR:
Test: 42.9300 ± nan
mrr_hit20:
Test: 79.0100 ± nan
mrr_hit50:
Test: 89.6700 ± nan
mrr_hit100:
Test: 94.8300 ± nan
mrr_hit200:
Test: 94.8300 ± nan
Namespace(distill_pred_path='/local2/qzy_scai/HeaRT_guidance_saved/ogbl-citation2_SAGE_pred.pth', device=0, log_steps=100, encoder='sage', num_layers=3, hidden_channels=256, dropout=0, link_batch_size=30000, node_batch_size=2890, lr=0.001, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='citation2', predictor='mlp', patience=10, metric='MRR', 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:
MRR:
Test: 39.9300 ± nan
mrr_hit20:
Test: 75.8800 ± nan
mrr_hit50:
Test: 87.4700 ± nan
mrr_hit100:
Test: 93.5000 ± nan
mrr_hit200:
Test: 93.5000 ± nan
Namespace(distill_pred_path='/local2/qzy_scai/HeaRT_guidance_saved/ogbl-citation2_CN_pred.pth', device=0, log_steps=100, encoder='sage', num_layers=3, hidden_channels=256, dropout=0, link_batch_size=30000, node_batch_size=2890, lr=0.001, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='citation2', predictor='mlp', patience=10, metric='MRR', 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:
MRR:
Test: 42.6100 ± nan
mrr_hit20:
Test: 79.1800 ± nan
mrr_hit50:
Test: 89.9400 ± nan
mrr_hit100:
Test: 95.0400 ± nan
mrr_hit200:
Test: 95.0400 ± nan
Namespace(distill_pred_path='/local2/qzy_scai/HeaRT_guidance_saved/ogbl-citation2_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=6314, lr=0.001, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='citation2', predictor='mlp', patience=10, metric='MRR', 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:
MRR:
Test: 43.0800 ± nan
mrr_hit20:
Test: 79.0200 ± nan
mrr_hit50:
Test: 89.7100 ± nan
mrr_hit100:
Test: 94.9200 ± nan
mrr_hit200:
Test: 94.9200 ± nan
Namespace(distill_pred_path='/local2/qzy_scai/HeaRT_guidance_saved/ogbl-citation2_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=6314, lr=0.001, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='citation2', predictor='mlp', patience=10, metric='MRR', 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:
MRR:
Test: 42.4700 ± nan
mrr_hit20:
Test: 78.9900 ± nan
mrr_hit50:
Test: 89.7500 ± nan
mrr_hit100:
Test: 95.0000 ± nan
mrr_hit200:
Test: 95.0000 ± nan
Namespace(distill_pred_path='/local2/qzy_scai/HeaRT_guidance_saved/ogbl-citation2_AA_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=6314, lr=0.001, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='citation2', predictor='mlp', patience=10, metric='MRR', 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:
MRR:
Test: 42.8800 ± nan
mrr_hit20:
Test: 79.2600 ± nan
mrr_hit50:
Test: 89.9500 ± nan
mrr_hit100:
Test: 95.1200 ± nan
mrr_hit200:
Test: 95.1200 ± nan
Namespace(distill_pred_path='/local2/qzy_scai/HeaRT_guidance_saved/ogbl-citation2_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=6314, lr=0.001, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='citation2', predictor='mlp', patience=10, metric='MRR', 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:
MRR:
Test: 42.9900 ± nan
mrr_hit20:
Test: 78.9600 ± nan
mrr_hit50:
Test: 89.6700 ± nan
mrr_hit100:
Test: 94.8400 ± nan
mrr_hit200:
Test: 94.8400 ± nan
Namespace(distill_pred_path='/local2/qzy_scai/HeaRT_guidance_saved/ogbl-citation2_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=6314, lr=0.001, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='citation2', predictor='mlp', patience=10, metric='MRR', 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:
MRR:
Test: 40.0100 ± nan
mrr_hit20:
Test: 75.7000 ± nan
mrr_hit50:
Test: 87.2500 ± nan
mrr_hit100:
Test: 93.5200 ± nan
mrr_hit200:
Test: 93.5200 ± nan
Namespace(distill_pred_path='/local2/qzy_scai/HeaRT_guidance_saved/ogbl-citation2_CN_pred.pth', device=0, log_steps=100, encoder='sage', num_layers=3, hidden_channels=256, dropout=0, link_batch_size=30000, node_batch_size=2890, lr=0.001, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='citation2', predictor='mlp', patience=10, metric='MRR', 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:
MRR:
Test: 42.5700 ± nan
mrr_hit20:
Test: 78.8500 ± nan
mrr_hit50:
Test: 89.8700 ± nan
mrr_hit100:
Test: 94.9300 ± nan
mrr_hit200:
Test: 94.9300 ± nan
Namespace(distill_pred_path='/local2/qzy_scai/HeaRT_guidance_saved/ogbl-citation2_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=6314, lr=0.001, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='citation2', predictor='mlp', patience=10, metric='MRR', 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:
MRR:
Test: 42.2300 ± nan
mrr_hit20:
Test: 78.7600 ± nan
mrr_hit50:
Test: 89.8100 ± nan
mrr_hit100:
Test: 95.0300 ± nan
mrr_hit200:
Test: 95.0300 ± nan
Namespace(distill_pred_path='/local2/qzy_scai/HeaRT_guidance_saved/ogbl-citation2_SAGE_pred.pth', device=0, log_steps=100, encoder='sage', num_layers=3, hidden_channels=256, dropout=0, link_batch_size=30000, node_batch_size=2890, lr=0.001, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='citation2', predictor='mlp', patience=10, metric='MRR', 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:
MRR:
Test: 42.8600 ± nan
mrr_hit20:
Test: 79.1700 ± nan
mrr_hit50:
Test: 89.8700 ± nan
mrr_hit100:
Test: 94.9500 ± nan
mrr_hit200:
Test: 94.9500 ± nan
Namespace(distill_pred_path='/local2/qzy_scai/HeaRT_guidance_saved/ogbl-citation2_AA_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=6314, lr=0.001, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='citation2', predictor='mlp', patience=10, metric='MRR', 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:
MRR:
Test: 43.1600 ± nan
mrr_hit20:
Test: 78.9000 ± nan
mrr_hit50:
Test: 89.4500 ± nan
mrr_hit100:
Test: 94.7500 ± nan
mrr_hit200:
Test: 94.7500 ± nan
Namespace(distill_pred_path='/local2/qzy_scai/HeaRT_guidance_saved/ogbl-citation2_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=6314, lr=0.001, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='citation2', predictor='mlp', patience=10, metric='MRR', 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:
MRR:
Test: 42.0700 ± nan
mrr_hit20:
Test: 77.6800 ± nan
mrr_hit50:
Test: 88.8200 ± nan
mrr_hit100:
Test: 94.3500 ± nan
mrr_hit200:
Test: 94.3500 ± nan
Namespace(distill_pred_path='/local2/qzy_scai/HeaRT_guidance_saved/ogbl-citation2_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=6314, lr=0.001, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='citation2', predictor='mlp', patience=10, metric='MRR', 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:
MRR:
Test: 40.5300 ± nan
mrr_hit20:
Test: 76.2400 ± nan
mrr_hit50:
Test: 87.6500 ± nan
mrr_hit100:
Test: 93.5700 ± nan
mrr_hit200:
Test: 93.5700 ± nan
Namespace(distill_pred_path='/local2/qzy_scai/HeaRT_guidance_saved/ogbl-citation2_CN_pred.pth', device=0, log_steps=100, encoder='sage', num_layers=3, hidden_channels=256, dropout=0.0, link_batch_size=30000, node_batch_size=2890, lr=0.001, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='citation2', predictor='mlp', patience=10, metric='MRR', 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:
MRR:
Test: 41.2200 ± nan
mrr_hit20:
Test: 77.2200 ± nan
mrr_hit50:
Test: 88.5900 ± nan
mrr_hit100:
Test: 94.2200 ± nan
mrr_hit200:
Test: 94.2200 ± nan
Namespace(distill_pred_path='/local2/qzy_scai/HeaRT_guidance_saved/ogbl-citation2_AA_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=6314, lr=0.001, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='citation2', predictor='mlp', patience=10, metric='MRR', 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:
MRR:
Test: 42.6200 ± nan
mrr_hit20:
Test: 78.3000 ± nan
mrr_hit50:
Test: 89.4100 ± nan
mrr_hit100:
Test: 94.7700 ± nan
mrr_hit200:
Test: 94.7700 ± nan
Namespace(distill_pred_path='/local2/qzy_scai/HeaRT_guidance_saved/ogbl-citation2_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=6314, lr=0.001, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='citation2', predictor='mlp', patience=10, metric='MRR', 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:
MRR:
Test: 40.0400 ± nan
mrr_hit20:
Test: 75.5500 ± nan
mrr_hit50:
Test: 87.4800 ± nan
mrr_hit100:
Test: 93.5700 ± nan
mrr_hit200:
Test: 93.5700 ± nan
Namespace(distill_pred_path='/local2/qzy_scai/HeaRT_guidance_saved/ogbl-citation2_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=6314, lr=0.001, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='citation2', predictor='mlp', patience=10, metric='MRR', 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:
MRR:
Test: 42.4500 ± nan
mrr_hit20:
Test: 78.9400 ± nan
mrr_hit50:
Test: 89.9000 ± nan
mrr_hit100:
Test: 95.1000 ± nan
mrr_hit200:
Test: 95.1000 ± nan
Namespace(distill_pred_path='/local2/qzy_scai/HeaRT_guidance_saved/ogbl-citation2_CN_pred.pth', device=0, log_steps=100, encoder='sage', num_layers=3, hidden_channels=256, dropout=0.0, link_batch_size=30000, node_batch_size=2890, lr=0.001, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='citation2', predictor='mlp', patience=10, metric='MRR', 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:
MRR:
Test: 43.3400 ± nan
mrr_hit20:
Test: 79.3000 ± nan
mrr_hit50:
Test: 89.8800 ± nan
mrr_hit100:
Test: 94.9900 ± nan
mrr_hit200:
Test: 94.9900 ± nan
Namespace(distill_pred_path='/local2/qzy_scai/HeaRT_guidance_saved/ogbl-citation2_AA_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=6314, lr=0.001, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='citation2', predictor='mlp', patience=10, metric='MRR', 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)
Namespace(distill_pred_path='/local2/qzy_scai/HeaRT_guidance_saved/ogbl-citation2_CN_pred.pth', device=0, log_steps=100, encoder='sage', num_layers=3, hidden_channels=256, dropout=0, link_batch_size=30000, node_batch_size=30000, lr=0.001, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='citation2', predictor='mlp', patience=10, metric='Hits@20', 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)
Namespace(distill_pred_path='/local2/qzy_scai/HeaRT_guidance_saved/ogbl-citation2_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='citation2', predictor='mlp', patience=10, metric='Hits@20', 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)
Namespace(distill_pred_path='/local2/qzy_scai/HeaRT_guidance_saved/ogbl-citation2_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='citation2', predictor='mlp', patience=10, metric='Hits@20', 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)
Namespace(distill_pred_path='/local2/qzy_scai/HeaRT_guidance_saved/ogbl-citation2_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='citation2', predictor='mlp', patience=10, metric='Hits@20', 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)
Namespace(distill_pred_path='/local2/qzy_scai/HeaRT_guidance_saved/ogbl-citation2_SAGE_pred.pth', device=0, log_steps=100, encoder='sage', num_layers=3, hidden_channels=256, dropout=0, link_batch_size=30000, node_batch_size=30000, lr=0.001, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='citation2', predictor='mlp', patience=10, metric='Hits@20', 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)
Namespace(distill_pred_path='/local2/qzy_scai/HeaRT_guidance_saved/ogbl-citation2_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='citation2', predictor='mlp', patience=10, metric='Hits@20', 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)
Namespace(distill_pred_path='/local2/qzy_scai/HeaRT_guidance_saved/ogbl-citation2_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='citation2', predictor='mlp', patience=10, metric='Hits@20', 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)
Namespace(distill_pred_path='/local2/qzy_scai/HeaRT_guidance_saved/ogbl-citation2_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='citation2', predictor='mlp', patience=10, metric='Hits@20', 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)
Namespace(distill_pred_path='/local2/qzy_scai/HeaRT_guidance_saved/ogbl-citation2_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='citation2', predictor='mlp', patience=10, metric='Hits@20', 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)
Namespace(distill_pred_path='/local2/qzy_scai/HeaRT_guidance_saved/ogbl-citation2_CN_pred.pth', device=0, log_steps=100, encoder='sage', num_layers=3, hidden_channels=256, dropout=0, link_batch_size=30000, node_batch_size=30000, lr=0.001, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='citation2', predictor='mlp', patience=10, metric='Hits@20', 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)
Namespace(distill_pred_path='/local2/qzy_scai/HeaRT_guidance_saved/ogbl-citation2_SAGE_pred.pth', device=0, log_steps=100, encoder='sage', num_layers=3, hidden_channels=256, dropout=0, link_batch_size=30000, node_batch_size=30000, lr=0.001, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='citation2', predictor='mlp', patience=10, metric='Hits@20', 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)
Namespace(distill_pred_path='/local2/qzy_scai/HeaRT_guidance_saved/ogbl-citation2_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='citation2', predictor='mlp', patience=10, metric='Hits@20', 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:
MRR:
Test: 43.0800 ± nan
mrr_hit20:
Test: 79.0200 ± nan
mrr_hit50:
Test: 89.7100 ± nan
mrr_hit100:
Test: 94.9200 ± nan
mrr_hit200:
Test: 94.9200 ± nan
Namespace(distill_pred_path='/local2/qzy_scai/HeaRT_guidance_saved/ogbl-citation2_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=6314, lr=0.001, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='citation2', predictor='mlp', patience=10, metric='MRR', 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:
MRR:
Test: 42.4500 ± nan
mrr_hit20:
Test: 78.9300 ± nan
mrr_hit50:
Test: 89.6200 ± nan
mrr_hit100:
Test: 94.8900 ± nan
mrr_hit200:
Test: 94.8900 ± nan
Namespace(distill_pred_path='/local2/qzy_scai/HeaRT_guidance_saved/ogbl-citation2_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=6314, lr=0.001, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='citation2', predictor='mlp', patience=10, metric='MRR', 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:
MRR:
Test: 42.2300 ± nan
mrr_hit20:
Test: 78.7600 ± nan
mrr_hit50:
Test: 89.8100 ± nan
mrr_hit100:
Test: 95.0300 ± nan
mrr_hit200:
Test: 95.0300 ± nan
Namespace(distill_pred_path='/local2/qzy_scai/HeaRT_guidance_saved/ogbl-citation2_SAGE_pred.pth', device=0, log_steps=100, encoder='sage', num_layers=3, hidden_channels=256, dropout=0, link_batch_size=30000, node_batch_size=2890, lr=0.001, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='citation2', predictor='mlp', patience=10, metric='MRR', 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:
MRR:
Test: 42.8600 ± nan
mrr_hit20:
Test: 79.0700 ± nan
mrr_hit50:
Test: 89.8700 ± nan
mrr_hit100:
Test: 94.9800 ± nan
mrr_hit200:
Test: 94.9800 ± nan
Namespace(distill_pred_path='/local2/qzy_scai/HeaRT_guidance_saved/ogbl-citation2_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=6314, lr=0.001, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='citation2', predictor='mlp', patience=10, metric='MRR', 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:
MRR:
Test: 42.9900 ± nan
mrr_hit20:
Test: 79.0400 ± nan
mrr_hit50:
Test: 89.8400 ± nan
mrr_hit100:
Test: 94.8800 ± nan
mrr_hit200:
Test: 94.8800 ± nan
Namespace(distill_pred_path='/local2/qzy_scai/HeaRT_guidance_saved/ogbl-citation2_CN_pred.pth', device=0, log_steps=100, encoder='sage', num_layers=3, hidden_channels=256, dropout=0, link_batch_size=30000, node_batch_size=2890, lr=0.001, epochs=20000, eval_steps=5, runs=1, dataset_dir='../data', datasets='citation2', predictor='mlp', patience=10, metric='MRR', 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)
Namespace(distill_pred_path='/local2/qzy_scai/HeaRT_guidance_saved/ogbl-citation2_CN_pred.pth', device=0, log_steps=100, encoder='sage', num_layers=3, hidden_channels=256, dropout=0, link_batch_size=30000, node_batch_size=30000, lr=0.001, epochs=20000, eval_steps=5, runs=3, dataset_dir='../data', datasets='citation2', predictor='mlp', patience=10, metric='Hits@20', 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)
Namespace(distill_pred_path='/local2/qzy_scai/HeaRT_guidance_saved/ogbl-citation2_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='citation2', predictor='mlp', patience=10, metric='Hits@20', 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)
Namespace(distill_pred_path='/local2/qzy_scai/HeaRT_guidance_saved/ogbl-citation2_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='citation2', predictor='mlp', patience=10, metric='Hits@20', 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)
Namespace(distill_pred_path='/local2/qzy_scai/HeaRT_guidance_saved/ogbl-citation2_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='citation2', predictor='mlp', patience=10, metric='Hits@20', 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)
Namespace(distill_pred_path='/local2/qzy_scai/HeaRT_guidance_saved/ogbl-citation2_SAGE_pred.pth', device=0, log_steps=100, encoder='sage', num_layers=3, hidden_channels=256, dropout=0, link_batch_size=30000, node_batch_size=30000, lr=0.001, epochs=20000, eval_steps=5, runs=3, dataset_dir='../data', datasets='citation2', predictor='mlp', patience=10, metric='Hits@20', 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)
Namespace(distill_pred_path='/local2/qzy_scai/HeaRT_guidance_saved/ogbl-citation2_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='citation2', predictor='mlp', patience=10, metric='Hits@20', 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:
MRR:
Test: 42.9000 ± 0.1153
mrr_hit20:
Test: 79.0933 ± 0.2060
mrr_hit50:
Test: 89.8367 ± 0.0351
mrr_hit100:
Test: 94.9967 ± 0.0764
mrr_hit200:
Test: 94.9967 ± 0.0764
Namespace(distill_pred_path='/local2/qzy_scai/HeaRT_guidance_saved/ogbl-citation2_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=6314, lr=0.001, epochs=20000, eval_steps=5, runs=3, dataset_dir='../data', datasets='citation2', predictor='mlp', patience=10, metric='MRR', 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:
MRR:
Test: 43.2967 ± 0.0751
mrr_hit20:
Test: 79.2100 ± 0.0954
mrr_hit50:
Test: 89.8033 ± 0.0709
mrr_hit100:
Test: 94.9567 ± 0.0305
mrr_hit200:
Test: 94.9567 ± 0.0305
Namespace(distill_pred_path='/local2/qzy_scai/HeaRT_guidance_saved/ogbl-citation2_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=6314, lr=0.001, epochs=20000, eval_steps=5, runs=3, dataset_dir='../data', datasets='citation2', predictor='mlp', patience=10, metric='MRR', 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:
MRR:
Test: 42.4133 ± 0.0723
mrr_hit20:
Test: 78.9867 ± 0.0666
mrr_hit50:
Test: 89.6767 ± 0.0814
mrr_hit100:
Test: 94.9800 ± 0.0900
mrr_hit200:
Test: 94.9800 ± 0.0900
Namespace(distill_pred_path='/local2/qzy_scai/HeaRT_guidance_saved/ogbl-citation2_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=6314, lr=0.001, epochs=20000, eval_steps=5, runs=3, dataset_dir='../data', datasets='citation2', predictor='mlp', patience=10, metric='MRR', 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:
MRR:
Test: 42.3167 ± 0.0751
mrr_hit20:
Test: 78.9500 ± 0.1682
mrr_hit50:
Test: 89.7933 ± 0.0289
mrr_hit100:
Test: 95.0633 ± 0.0666
mrr_hit200:
Test: 95.0633 ± 0.0666
Namespace(distill_pred_path='/local2/qzy_scai/HeaRT_guidance_saved/ogbl-citation2_SAGE_pred.pth', device=0, log_steps=100, encoder='sage', num_layers=3, hidden_channels=256, dropout=0, link_batch_size=30000, node_batch_size=2890, lr=0.001, epochs=20000, eval_steps=5, runs=3, dataset_dir='../data', datasets='citation2', predictor='mlp', patience=10, metric='MRR', 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:
MRR:
Test: 43.1700 ± 0.1082
mrr_hit20:
Test: 79.1500 ± 0.1253
mrr_hit50:
Test: 89.8300 ± 0.1039
mrr_hit100:
Test: 94.9900 ± 0.0656
mrr_hit200:
Test: 94.9900 ± 0.0656
Namespace(distill_pred_path='/local2/qzy_scai/HeaRT_guidance_saved/ogbl-citation2_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=6314, lr=0.001, epochs=20000, eval_steps=5, runs=3, dataset_dir='../data', datasets='citation2', predictor='mlp', patience=10, metric='MRR', 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:
MRR:
Test: 43.0267 ± 0.0404
mrr_hit20:
Test: 79.1167 ± 0.0751
mrr_hit50:
Test: 89.7867 ± 0.0503
mrr_hit100:
Test: 94.9100 ± 0.0361
mrr_hit200:
Test: 94.9100 ± 0.0361
Namespace(distill_pred_path='/local2/qzy_scai/HeaRT_guidance_saved/ogbl-citation2_CN_pred.pth', device=0, log_steps=100, encoder='sage', num_layers=3, hidden_channels=256, dropout=0, link_batch_size=30000, node_batch_size=2890, lr=0.001, epochs=20000, eval_steps=5, runs=3, dataset_dir='../data', datasets='citation2', predictor='mlp', patience=10, metric='MRR', 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:
MRR:
Test: 42.8567 ± 0.0569
mrr_hit20:
Test: 79.0167 ± 0.1436
mrr_hit50:
Test: 89.7467 ± 0.0907
mrr_hit100:
Test: 94.9333 ± 0.0153
mrr_hit200:
Test: 94.9333 ± 0.0153
All runs:
MRR:
Test: 43.1933 ± 0.2875
mrr_hit20:
Test: 79.0800 ± 0.2512
mrr_hit50:
Test: 89.7067 ± 0.1234
mrr_hit100:
Test: 94.9300 ± 0.0557
mrr_hit200:
Test: 94.9300 ± 0.0557
All runs:
MRR:
Test: 42.9933 ± 0.0351
mrr_hit20:
Test: 78.9100 ± 0.0781
mrr_hit50:
Test: 89.6500 ± 0.1609
mrr_hit100:
Test: 94.8433 ± 0.1350
mrr_hit200:
Test: 94.8433 ± 0.1350
All runs:
MRR:
Test: 42.7833 ± 0.0950
mrr_hit20:
Test: 79.1667 ± 0.0814
mrr_hit50:
Test: 89.9067 ± 0.0379
mrr_hit100:
Test: 95.0833 ± 0.0473
mrr_hit200:
Test: 95.0833 ± 0.0473
All runs:
MRR:
Test: 42.6167 ± 0.0777
mrr_hit20:
Test: 79.1567 ± 0.0351
mrr_hit50:
Test: 89.8867 ± 0.0651
mrr_hit100:
Test: 95.0633 ± 0.0306
mrr_hit200:
Test: 95.0633 ± 0.0306
