cts_lamda:0.001, eval_batch_size:13107200, generate_setting:original, i_i_cts:True, i_u_cts:True, ireg:True, ireg_lambda:0.001, learning_rate:0.001, model:HCTS, num_neg_samples:5, s_t_transfer:True, t_s_transfer:True, train_batch_size:4096, u_i_cts:True, u_u_cts:True
Valid result:
recall@5 : 0.0209    recall@10 : 0.0341    recall@20 : 0.0479    recall@50 : 0.0778    mrr@5 : (0.0199+0j)    mrr@10 : (0.0231+0j)    mrr@20 : (0.0249+0j)    mrr@50 : (0.0266+0j)    ndcg@5 : (0.0163+0j)    ndcg@10 : (0.0206+0j)    ndcg@20 : (0.0242+0j)    ndcg@50 : (0.0314+0j)    hit@5 : 0.041    hit@10 : 0.0647    hit@20 : 0.092    hit@50 : 0.1464    precision@5 : 0.0089    precision@10 : 0.0077    precision@20 : 0.0058    precision@50 : 0.0043
Test result:
recall@5 : 0.0187    recall@10 : 0.0298    recall@20 : 0.0443    recall@50 : 0.0791    mrr@5 : (0.0216+0j)    mrr@10 : (0.0244+0j)    mrr@20 : (0.0265+0j)    mrr@50 : (0.0282+0j)    ndcg@5 : (0.0167+0j)    ndcg@10 : (0.0199+0j)    ndcg@20 : (0.0238+0j)    ndcg@50 : (0.0317+0j)    hit@5 : 0.0389    hit@10 : 0.0606    hit@20 : 0.0896    hit@50 : 0.1457    precision@5 : 0.0087    precision@10 : 0.0072    precision@20 : 0.0056    precision@50 : 0.0043

cts_lamda:0.001, eval_batch_size:13107200, generate_setting:original, i_i_cts:True, i_u_cts:True, ireg:True, ireg_lambda:0.001, learning_rate:0.0005, model:HCTS, num_neg_samples:3, s_t_transfer:True, t_s_transfer:True, train_batch_size:4096, u_i_cts:True, u_u_cts:True
Valid result:
recall@5 : 0.0204    recall@10 : 0.0338    recall@20 : 0.049    recall@50 : 0.0793    mrr@5 : (0.0186+0j)    mrr@10 : (0.0219+0j)    mrr@20 : (0.0239+0j)    mrr@50 : (0.0255+0j)    ndcg@5 : (0.0157+0j)    ndcg@10 : (0.02+0j)    ndcg@20 : (0.0241+0j)    ndcg@50 : (0.0311+0j)    hit@5 : 0.04    hit@10 : 0.0649    hit@20 : 0.0928    hit@50 : 0.1459    precision@5 : 0.0086    precision@10 : 0.0075    precision@20 : 0.0058    precision@50 : 0.0042
Test result:
recall@5 : 0.0205    recall@10 : 0.0355    recall@20 : 0.051    recall@50 : 0.084    mrr@5 : (0.0242+0j)    mrr@10 : (0.0274+0j)    mrr@20 : (0.0295+0j)    mrr@50 : (0.0311+0j)    ndcg@5 : (0.0186+0j)    ndcg@10 : (0.023+0j)    ndcg@20 : (0.0272+0j)    ndcg@50 : (0.0347+0j)    hit@5 : 0.0428    hit@10 : 0.0671    hit@20 : 0.0965    hit@50 : 0.1517    precision@5 : 0.0093    precision@10 : 0.0077    precision@20 : 0.006    precision@50 : 0.0044

cts_lamda:0.01, eval_batch_size:13107200, generate_setting:original, i_i_cts:True, i_u_cts:True, ireg:True, ireg_lambda:0.001, learning_rate:0.001, model:HCTS, num_neg_samples:5, s_t_transfer:True, t_s_transfer:True, train_batch_size:4096, u_i_cts:True, u_u_cts:True
Valid result:
recall@5 : 0.0202    recall@10 : 0.0327    recall@20 : 0.0502    recall@50 : 0.0847    mrr@5 : (0.0214+0j)    mrr@10 : (0.0247+0j)    mrr@20 : (0.0269+0j)    mrr@50 : (0.0287+0j)    ndcg@5 : (0.0174+0j)    ndcg@10 : (0.0213+0j)    ndcg@20 : (0.026+0j)    ndcg@50 : (0.034+0j)    hit@5 : 0.04    hit@10 : 0.0666    hit@20 : 0.0984    hit@50 : 0.1539    precision@5 : 0.0088    precision@10 : 0.0075    precision@20 : 0.0061    precision@50 : 0.0045
Test result:
recall@5 : 0.0202    recall@10 : 0.032    recall@20 : 0.05    recall@50 : 0.0897    mrr@5 : (0.0222+0j)    mrr@10 : (0.0255+0j)    mrr@20 : (0.0277+0j)    mrr@50 : (0.0296+0j)    ndcg@5 : (0.0176+0j)    ndcg@10 : (0.0213+0j)    ndcg@20 : (0.0261+0j)    ndcg@50 : (0.0351+0j)    hit@5 : 0.0395    hit@10 : 0.0643    hit@20 : 0.0963    hit@50 : 0.158    precision@5 : 0.0088    precision@10 : 0.0075    precision@20 : 0.0063    precision@50 : 0.0047

cts_lamda:0.01, eval_batch_size:13107200, generate_setting:original, i_i_cts:True, i_u_cts:True, ireg:True, ireg_lambda:0.001, learning_rate:0.001, model:HCTS, num_neg_samples:3, s_t_transfer:True, t_s_transfer:True, train_batch_size:4096, u_i_cts:True, u_u_cts:True
Valid result:
recall@5 : 0.0205    recall@10 : 0.0319    recall@20 : 0.0494    recall@50 : 0.0821    mrr@5 : (0.0223+0j)    mrr@10 : (0.0256+0j)    mrr@20 : (0.0275+0j)    mrr@50 : (0.0293+0j)    ndcg@5 : (0.0178+0j)    ndcg@10 : (0.0216+0j)    ndcg@20 : (0.0262+0j)    ndcg@50 : (0.0337+0j)    hit@5 : 0.0415    hit@10 : 0.0662    hit@20 : 0.0959    hit@50 : 0.1504    precision@5 : 0.0089    precision@10 : 0.0077    precision@20 : 0.0062    precision@50 : 0.0044
Test result:
recall@5 : 0.0188    recall@10 : 0.0305    recall@20 : 0.0493    recall@50 : 0.0861    mrr@5 : (0.0228+0j)    mrr@10 : (0.0261+0j)    mrr@20 : (0.0285+0j)    mrr@50 : (0.0302+0j)    ndcg@5 : (0.0172+0j)    ndcg@10 : (0.0208+0j)    ndcg@20 : (0.0259+0j)    ndcg@50 : (0.0342+0j)    hit@5 : 0.0389    hit@10 : 0.0636    hit@20 : 0.0978    hit@50 : 0.1552    precision@5 : 0.0087    precision@10 : 0.0075    precision@20 : 0.0064    precision@50 : 0.0046

cts_lamda:0.001, eval_batch_size:13107200, generate_setting:original, i_i_cts:True, i_u_cts:True, ireg:True, ireg_lambda:0.001, learning_rate:0.001, model:HCTS, num_neg_samples:3, s_t_transfer:True, t_s_transfer:True, train_batch_size:4096, u_i_cts:True, u_u_cts:True
Valid result:
recall@5 : 0.0212    recall@10 : 0.0338    recall@20 : 0.0497    recall@50 : 0.0799    mrr@5 : (0.0202+0j)    mrr@10 : (0.0235+0j)    mrr@20 : (0.0256+0j)    mrr@50 : (0.0272+0j)    ndcg@5 : (0.0166+0j)    ndcg@10 : (0.0207+0j)    ndcg@20 : (0.025+0j)    ndcg@50 : (0.032+0j)    hit@5 : 0.0419    hit@10 : 0.0664    hit@20 : 0.0969    hit@50 : 0.1485    precision@5 : 0.0088    precision@10 : 0.0076    precision@20 : 0.006    precision@50 : 0.0042
Test result:
recall@5 : 0.021    recall@10 : 0.0322    recall@20 : 0.0507    recall@50 : 0.0843    mrr@5 : (0.0226+0j)    mrr@10 : (0.0256+0j)    mrr@20 : (0.0279+0j)    mrr@50 : (0.0296+0j)    ndcg@5 : (0.0178+0j)    ndcg@10 : (0.0213+0j)    ndcg@20 : (0.0262+0j)    ndcg@50 : (0.034+0j)    hit@5 : 0.0404    hit@10 : 0.0628    hit@20 : 0.0959    hit@50 : 0.1504    precision@5 : 0.0089    precision@10 : 0.0073    precision@20 : 0.0059    precision@50 : 0.0043

cts_lamda:0.01, eval_batch_size:13107200, generate_setting:original, i_i_cts:True, i_u_cts:True, ireg:True, ireg_lambda:0.001, learning_rate:0.0005, model:HCTS, num_neg_samples:3, s_t_transfer:True, t_s_transfer:True, train_batch_size:4096, u_i_cts:True, u_u_cts:True
Valid result:
recall@5 : 0.0201    recall@10 : 0.0339    recall@20 : 0.0481    recall@50 : 0.0786    mrr@5 : (0.0192+0j)    mrr@10 : (0.0228+0j)    mrr@20 : (0.0247+0j)    mrr@50 : (0.0263+0j)    ndcg@5 : (0.0157+0j)    ndcg@10 : (0.0203+0j)    ndcg@20 : (0.0241+0j)    ndcg@50 : (0.0311+0j)    hit@5 : 0.0352    hit@10 : 0.0634    hit@20 : 0.0911    hit@50 : 0.1438    precision@5 : 0.0077    precision@10 : 0.0071    precision@20 : 0.0054    precision@50 : 0.004
Test result:
recall@5 : 0.0199    recall@10 : 0.0316    recall@20 : 0.0515    recall@50 : 0.0801    mrr@5 : (0.0222+0j)    mrr@10 : (0.025+0j)    mrr@20 : (0.0273+0j)    mrr@50 : (0.0289+0j)    ndcg@5 : (0.0177+0j)    ndcg@10 : (0.0212+0j)    ndcg@20 : (0.0263+0j)    ndcg@50 : (0.0331+0j)    hit@5 : 0.0406    hit@10 : 0.0621    hit@20 : 0.0963    hit@50 : 0.1464    precision@5 : 0.0089    precision@10 : 0.0073    precision@20 : 0.0059    precision@50 : 0.0043

cts_lamda:0.01, eval_batch_size:13107200, generate_setting:original, i_i_cts:True, i_u_cts:True, ireg:True, ireg_lambda:0.001, learning_rate:0.0005, model:HCTS, num_neg_samples:5, s_t_transfer:True, t_s_transfer:True, train_batch_size:4096, u_i_cts:True, u_u_cts:True
Valid result:
recall@5 : 0.0212    recall@10 : 0.0327    recall@20 : 0.0443    recall@50 : 0.079    mrr@5 : (0.0201+0j)    mrr@10 : (0.0235+0j)    mrr@20 : (0.025+0j)    mrr@50 : (0.0268+0j)    ndcg@5 : (0.0167+0j)    ndcg@10 : (0.0206+0j)    ndcg@20 : (0.0237+0j)    ndcg@50 : (0.0316+0j)    hit@5 : 0.0395    hit@10 : 0.0655    hit@20 : 0.0873    hit@50 : 0.1457    precision@5 : 0.0086    precision@10 : 0.0075    precision@20 : 0.0056    precision@50 : 0.0042
Test result:
recall@5 : 0.0198    recall@10 : 0.0276    recall@20 : 0.0457    recall@50 : 0.0805    mrr@5 : (0.0211+0j)    mrr@10 : (0.0238+0j)    mrr@20 : (0.0259+0j)    mrr@50 : (0.0276+0j)    ndcg@5 : (0.017+0j)    ndcg@10 : (0.0194+0j)    ndcg@20 : (0.0242+0j)    ndcg@50 : (0.0323+0j)    hit@5 : 0.04    hit@10 : 0.0602    hit@20 : 0.0911    hit@50 : 0.1459    precision@5 : 0.0086    precision@10 : 0.0069    precision@20 : 0.0059    precision@50 : 0.0044

cts_lamda:0.001, eval_batch_size:13107200, generate_setting:original, i_i_cts:True, i_u_cts:True, ireg:True, ireg_lambda:0.001, learning_rate:0.0005, model:HCTS, num_neg_samples:5, s_t_transfer:True, t_s_transfer:True, train_batch_size:4096, u_i_cts:True, u_u_cts:True
Valid result:
recall@5 : 0.0199    recall@10 : 0.0334    recall@20 : 0.0487    recall@50 : 0.0797    mrr@5 : (0.0206+0j)    mrr@10 : (0.0242+0j)    mrr@20 : (0.0261+0j)    mrr@50 : (0.0277+0j)    ndcg@5 : (0.0165+0j)    ndcg@10 : (0.021+0j)    ndcg@20 : (0.025+0j)    ndcg@50 : (0.0322+0j)    hit@5 : 0.0391    hit@10 : 0.0651    hit@20 : 0.0941    hit@50 : 0.1455    precision@5 : 0.0086    precision@10 : 0.0076    precision@20 : 0.006    precision@50 : 0.0043
Test result:
recall@5 : 0.0212    recall@10 : 0.0322    recall@20 : 0.0515    recall@50 : 0.0853    mrr@5 : (0.0229+0j)    mrr@10 : (0.0256+0j)    mrr@20 : (0.0281+0j)    mrr@50 : (0.0298+0j)    ndcg@5 : (0.0183+0j)    ndcg@10 : (0.0215+0j)    ndcg@20 : (0.0268+0j)    ndcg@50 : (0.0346+0j)    hit@5 : 0.0432    hit@10 : 0.0645    hit@20 : 0.1006    hit@50 : 0.1543    precision@5 : 0.0094    precision@10 : 0.0075    precision@20 : 0.0064    precision@50 : 0.0045

