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 : 0.03    recall@10 : 0.0441    recall@20 : 0.0655    recall@50 : 0.0978    mrr@5 : (0.053+0j)    mrr@10 : (0.06+0j)    mrr@20 : (0.0645+0j)    mrr@50 : (0.0673+0j)    ndcg@5 : (0.032+0j)    ndcg@10 : (0.0353+0j)    ndcg@20 : (0.0417+0j)    ndcg@50 : (0.0516+0j)    hit@5 : 0.1016    hit@10 : 0.1525    hit@20 : 0.219    hit@50 : 0.3085    precision@5 : 0.0225    precision@10 : 0.018    precision@20 : 0.0141    precision@50 : 0.0096
Test result:
recall@5 : 0.0292    recall@10 : 0.0457    recall@20 : 0.0593    recall@50 : 0.0916    mrr@5 : (0.0566+0j)    mrr@10 : (0.0632+0j)    mrr@20 : (0.0667+0j)    mrr@50 : (0.0697+0j)    ndcg@5 : (0.0335+0j)    ndcg@10 : (0.0371+0j)    ndcg@20 : (0.041+0j)    ndcg@50 : (0.0507+0j)    hit@5 : 0.101    hit@10 : 0.1512    hit@20 : 0.2015    hit@50 : 0.2952    precision@5 : 0.0226    precision@10 : 0.018    precision@20 : 0.013    precision@50 : 0.009

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 : 0.0368    recall@10 : 0.0595    recall@20 : 0.0796    recall@50 : 0.1274    mrr@5 : (0.0653+0j)    mrr@10 : (0.0735+0j)    mrr@20 : (0.0778+0j)    mrr@50 : (0.0814+0j)    ndcg@5 : (0.0393+0j)    ndcg@10 : (0.0451+0j)    ndcg@20 : (0.0511+0j)    ndcg@50 : (0.0651+0j)    hit@5 : 0.1246    hit@10 : 0.1881    hit@20 : 0.2523    hit@50 : 0.3636    precision@5 : 0.0271    precision@10 : 0.0223    precision@20 : 0.0165    precision@50 : 0.0115
Test result:
recall@5 : 0.0341    recall@10 : 0.0492    recall@20 : 0.0693    recall@50 : 0.1155    mrr@5 : (0.0683+0j)    mrr@10 : (0.0749+0j)    mrr@20 : (0.0792+0j)    mrr@50 : (0.0828+0j)    ndcg@5 : (0.0399+0j)    ndcg@10 : (0.0428+0j)    ndcg@20 : (0.0483+0j)    ndcg@50 : (0.0614+0j)    hit@5 : 0.1186    hit@10 : 0.1676    hit@20 : 0.2299    hit@50 : 0.3424    precision@5 : 0.0269    precision@10 : 0.0202    precision@20 : 0.0148    precision@50 : 0.0105

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 : 0.0345    recall@10 : 0.0487    recall@20 : 0.0699    recall@50 : 0.1056    mrr@5 : (0.062+0j)    mrr@10 : (0.0684+0j)    mrr@20 : (0.0728+0j)    mrr@50 : (0.0754+0j)    ndcg@5 : (0.037+0j)    ndcg@10 : (0.0394+0j)    ndcg@20 : (0.0454+0j)    ndcg@50 : (0.0559+0j)    hit@5 : 0.1107    hit@10 : 0.1603    hit@20 : 0.2238    hit@50 : 0.3049    precision@5 : 0.0232    precision@10 : 0.018    precision@20 : 0.0141    precision@50 : 0.0094
Test result:
recall@5 : 0.0332    recall@10 : 0.046    recall@20 : 0.0648    recall@50 : 0.1075    mrr@5 : (0.056+0j)    mrr@10 : (0.0625+0j)    mrr@20 : (0.0666+0j)    mrr@50 : (0.0697+0j)    ndcg@5 : (0.0355+0j)    ndcg@10 : (0.0388+0j)    ndcg@20 : (0.0445+0j)    ndcg@50 : (0.0563+0j)    hit@5 : 0.1028    hit@10 : 0.1525    hit@20 : 0.2117    hit@50 : 0.3158    precision@5 : 0.0223    precision@10 : 0.0182    precision@20 : 0.0141    precision@50 : 0.0097

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 : 0.0384    recall@10 : 0.0542    recall@20 : 0.0752    recall@50 : 0.1201    mrr@5 : (0.0627+0j)    mrr@10 : (0.0706+0j)    mrr@20 : (0.0753+0j)    mrr@50 : (0.0789+0j)    ndcg@5 : (0.0394+0j)    ndcg@10 : (0.0435+0j)    ndcg@20 : (0.0499+0j)    ndcg@50 : (0.063+0j)    hit@5 : 0.1155    hit@10 : 0.1748    hit@20 : 0.2414    hit@50 : 0.3491    precision@5 : 0.0248    precision@10 : 0.0203    precision@20 : 0.0157    precision@50 : 0.0108
Test result:
recall@5 : 0.0304    recall@10 : 0.0456    recall@20 : 0.0655    recall@50 : 0.1074    mrr@5 : (0.0596+0j)    mrr@10 : (0.0663+0j)    mrr@20 : (0.0708+0j)    mrr@50 : (0.0743+0j)    ndcg@5 : (0.035+0j)    ndcg@10 : (0.0387+0j)    ndcg@20 : (0.0446+0j)    ndcg@50 : (0.0569+0j)    hit@5 : 0.1022    hit@10 : 0.1525    hit@20 : 0.2202    hit@50 : 0.3273    precision@5 : 0.0218    precision@10 : 0.0177    precision@20 : 0.0136    precision@50 : 0.01

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 : 0.0336    recall@10 : 0.053    recall@20 : 0.0774    recall@50 : 0.1146    mrr@5 : (0.0622+0j)    mrr@10 : (0.0707+0j)    mrr@20 : (0.0761+0j)    mrr@50 : (0.0791+0j)    ndcg@5 : (0.0367+0j)    ndcg@10 : (0.0416+0j)    ndcg@20 : (0.0489+0j)    ndcg@50 : (0.0603+0j)    hit@5 : 0.1101    hit@10 : 0.1736    hit@20 : 0.2523    hit@50 : 0.3479    precision@5 : 0.0241    precision@10 : 0.0203    precision@20 : 0.016    precision@50 : 0.0108
Test result:
recall@5 : 0.0335    recall@10 : 0.0469    recall@20 : 0.0677    recall@50 : 0.104    mrr@5 : (0.0675+0j)    mrr@10 : (0.0741+0j)    mrr@20 : (0.078+0j)    mrr@50 : (0.0813+0j)    ndcg@5 : (0.0384+0j)    ndcg@10 : (0.0408+0j)    ndcg@20 : (0.0468+0j)    ndcg@50 : (0.0577+0j)    hit@5 : 0.1131    hit@10 : 0.1615    hit@20 : 0.2196    hit@50 : 0.323    precision@5 : 0.0254    precision@10 : 0.0194    precision@20 : 0.0149    precision@50 : 0.01

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 : 0.0379    recall@10 : 0.057    recall@20 : 0.0791    recall@50 : 0.1282    mrr@5 : (0.0675+0j)    mrr@10 : (0.0751+0j)    mrr@20 : (0.0796+0j)    mrr@50 : (0.0834+0j)    ndcg@5 : (0.0408+0j)    ndcg@10 : (0.0451+0j)    ndcg@20 : (0.0519+0j)    ndcg@50 : (0.0661+0j)    hit@5 : 0.1234    hit@10 : 0.1797    hit@20 : 0.2456    hit@50 : 0.3648    precision@5 : 0.0267    precision@10 : 0.021    precision@20 : 0.0163    precision@50 : 0.0115
Test result:
recall@5 : 0.0354    recall@10 : 0.0519    recall@20 : 0.0767    recall@50 : 0.1161    mrr@5 : (0.0665+0j)    mrr@10 : (0.0738+0j)    mrr@20 : (0.0786+0j)    mrr@50 : (0.082+0j)    ndcg@5 : (0.0392+0j)    ndcg@10 : (0.0431+0j)    ndcg@20 : (0.05+0j)    ndcg@50 : (0.0618+0j)    hit@5 : 0.1155    hit@10 : 0.1706    hit@20 : 0.2408    hit@50 : 0.3454    precision@5 : 0.0261    precision@10 : 0.0208    precision@20 : 0.0157    precision@50 : 0.0107

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 : 0.034    recall@10 : 0.0525    recall@20 : 0.0702    recall@50 : 0.107    mrr@5 : (0.0555+0j)    mrr@10 : (0.0641+0j)    mrr@20 : (0.068+0j)    mrr@50 : (0.0712+0j)    ndcg@5 : (0.0347+0j)    ndcg@10 : (0.0398+0j)    ndcg@20 : (0.0448+0j)    ndcg@50 : (0.0559+0j)    hit@5 : 0.1004    hit@10 : 0.1664    hit@20 : 0.2238    hit@50 : 0.3267    precision@5 : 0.022    precision@10 : 0.0191    precision@20 : 0.0139    precision@50 : 0.0098
Test result:
recall@5 : 0.0277    recall@10 : 0.0451    recall@20 : 0.0662    recall@50 : 0.101    mrr@5 : (0.0528+0j)    mrr@10 : (0.0599+0j)    mrr@20 : (0.0643+0j)    mrr@50 : (0.0671+0j)    ndcg@5 : (0.0311+0j)    ndcg@10 : (0.0353+0j)    ndcg@20 : (0.0414+0j)    ndcg@50 : (0.0516+0j)    hit@5 : 0.1022    hit@10 : 0.1555    hit@20 : 0.2214    hit@50 : 0.3091    precision@5 : 0.0217    precision@10 : 0.0176    precision@20 : 0.0138    precision@50 : 0.0092

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 : 0.0306    recall@10 : 0.0482    recall@20 : 0.0697    recall@50 : 0.1147    mrr@5 : (0.0618+0j)    mrr@10 : (0.0696+0j)    mrr@20 : (0.0742+0j)    mrr@50 : (0.0777+0j)    ndcg@5 : (0.036+0j)    ndcg@10 : (0.0401+0j)    ndcg@20 : (0.0463+0j)    ndcg@50 : (0.0592+0j)    hit@5 : 0.101    hit@10 : 0.1597    hit@20 : 0.2238    hit@50 : 0.3327    precision@5 : 0.0218    precision@10 : 0.0181    precision@20 : 0.0141    precision@50 : 0.0101
Test result:
recall@5 : 0.0283    recall@10 : 0.0458    recall@20 : 0.0644    recall@50 : 0.1058    mrr@5 : (0.0525+0j)    mrr@10 : (0.0599+0j)    mrr@20 : (0.0637+0j)    mrr@50 : (0.0673+0j)    ndcg@5 : (0.0316+0j)    ndcg@10 : (0.0359+0j)    ndcg@20 : (0.0412+0j)    ndcg@50 : (0.0532+0j)    hit@5 : 0.1016    hit@10 : 0.1579    hit@20 : 0.2129    hit@50 : 0.3249    precision@5 : 0.0217    precision@10 : 0.0181    precision@20 : 0.0138    precision@50 : 0.0097

