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 : 0.0161    recall@10 : 0.0318    recall@20 : 0.0449    recall@50 : 0.0757    mrr@5 : (0.0411+0j)    mrr@10 : (0.0481+0j)    mrr@20 : (0.0511+0j)    mrr@50 : (0.0542+0j)    ndcg@5 : (0.0228+0j)    ndcg@10 : (0.0268+0j)    ndcg@20 : (0.0298+0j)    ndcg@50 : (0.0386+0j)    hit@5 : 0.0685    hit@10 : 0.1213    hit@20 : 0.1661    hit@50 : 0.2671    precision@5 : 0.0155    precision@10 : 0.0143    precision@20 : 0.0109    precision@50 : 0.0085
Test result:
recall@5 : 0.0158    recall@10 : 0.0261    recall@20 : 0.0439    recall@50 : 0.0722    mrr@5 : (0.0349+0j)    mrr@10 : (0.0403+0j)    mrr@20 : (0.0445+0j)    mrr@50 : (0.047+0j)    ndcg@5 : (0.02+0j)    ndcg@10 : (0.0228+0j)    ndcg@20 : (0.0277+0j)    ndcg@50 : (0.0359+0j)    hit@5 : 0.0668    hit@10 : 0.1046    hit@20 : 0.1652    hit@50 : 0.2434    precision@5 : 0.0149    precision@10 : 0.0132    precision@20 : 0.0108    precision@50 : 0.0083

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 : 0.016    recall@10 : 0.0324    recall@20 : 0.0509    recall@50 : 0.0874    mrr@5 : (0.0374+0j)    mrr@10 : (0.0452+0j)    mrr@20 : (0.0495+0j)    mrr@50 : (0.0528+0j)    ndcg@5 : (0.0211+0j)    ndcg@10 : (0.0262+0j)    ndcg@20 : (0.0315+0j)    ndcg@50 : (0.0422+0j)    hit@5 : 0.0712    hit@10 : 0.1301    hit@20 : 0.1924    hit@50 : 0.2961    precision@5 : 0.0156    precision@10 : 0.0154    precision@20 : 0.0126    precision@50 : 0.0098
Test result:
recall@5 : 0.0172    recall@10 : 0.0287    recall@20 : 0.0439    recall@50 : 0.0761    mrr@5 : (0.0352+0j)    mrr@10 : (0.0422+0j)    mrr@20 : (0.046+0j)    mrr@50 : (0.0486+0j)    ndcg@5 : (0.0207+0j)    ndcg@10 : (0.0251+0j)    ndcg@20 : (0.0292+0j)    ndcg@50 : (0.0381+0j)    hit@5 : 0.0624    hit@10 : 0.1134    hit@20 : 0.1696    hit@50 : 0.2548    precision@5 : 0.0141    precision@10 : 0.015    precision@20 : 0.0122    precision@50 : 0.0089

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 : 0.0207    recall@10 : 0.0352    recall@20 : 0.0564    recall@50 : 0.0889    mrr@5 : (0.0427+0j)    mrr@10 : (0.0489+0j)    mrr@20 : (0.0533+0j)    mrr@50 : (0.0558+0j)    ndcg@5 : (0.0243+0j)    ndcg@10 : (0.0282+0j)    ndcg@20 : (0.034+0j)    ndcg@50 : (0.0426+0j)    hit@5 : 0.0826    hit@10 : 0.1309    hit@20 : 0.1968    hit@50 : 0.2786    precision@5 : 0.0179    precision@10 : 0.0161    precision@20 : 0.0134    precision@50 : 0.0093
Test result:
recall@5 : 0.0172    recall@10 : 0.028    recall@20 : 0.0439    recall@50 : 0.0846    mrr@5 : (0.0357+0j)    mrr@10 : (0.0416+0j)    mrr@20 : (0.0459+0j)    mrr@50 : (0.0489+0j)    ndcg@5 : (0.021+0j)    ndcg@10 : (0.024+0j)    ndcg@20 : (0.0289+0j)    ndcg@50 : (0.0397+0j)    hit@5 : 0.0659    hit@10 : 0.1098    hit@20 : 0.1731    hit@50 : 0.2698    precision@5 : 0.0153    precision@10 : 0.0134    precision@20 : 0.0116    precision@50 : 0.0089

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 : 0.0205    recall@10 : 0.0346    recall@20 : 0.0476    recall@50 : 0.0817    mrr@5 : (0.0372+0j)    mrr@10 : (0.0446+0j)    mrr@20 : (0.048+0j)    mrr@50 : (0.0507+0j)    ndcg@5 : (0.0222+0j)    ndcg@10 : (0.0268+0j)    ndcg@20 : (0.0306+0j)    ndcg@50 : (0.0397+0j)    hit@5 : 0.0747    hit@10 : 0.1301    hit@20 : 0.1793    hit@50 : 0.2663    precision@5 : 0.0158    precision@10 : 0.0149    precision@20 : 0.0119    precision@50 : 0.0084
Test result:
recall@5 : 0.0172    recall@10 : 0.0291    recall@20 : 0.0467    recall@50 : 0.0729    mrr@5 : (0.0356+0j)    mrr@10 : (0.0404+0j)    mrr@20 : (0.0443+0j)    mrr@50 : (0.047+0j)    ndcg@5 : (0.0213+0j)    ndcg@10 : (0.0247+0j)    ndcg@20 : (0.0297+0j)    ndcg@50 : (0.0378+0j)    hit@5 : 0.0685    hit@10 : 0.1046    hit@20 : 0.1608    hit@50 : 0.246    precision@5 : 0.0148    precision@10 : 0.0129    precision@20 : 0.0109    precision@50 : 0.0085

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 : 0.0186    recall@10 : 0.0344    recall@20 : 0.0552    recall@50 : 0.0919    mrr@5 : (0.0434+0j)    mrr@10 : (0.05+0j)    mrr@20 : (0.0552+0j)    mrr@50 : (0.0581+0j)    ndcg@5 : (0.0245+0j)    ndcg@10 : (0.0289+0j)    ndcg@20 : (0.0348+0j)    ndcg@50 : (0.0455+0j)    hit@5 : 0.0817    hit@10 : 0.1318    hit@20 : 0.2083    hit@50 : 0.3023    precision@5 : 0.0178    precision@10 : 0.0158    precision@20 : 0.0132    precision@50 : 0.0101
Test result:
recall@5 : 0.0173    recall@10 : 0.0317    recall@20 : 0.0469    recall@50 : 0.0795    mrr@5 : (0.0382+0j)    mrr@10 : (0.0446+0j)    mrr@20 : (0.0489+0j)    mrr@50 : (0.0516+0j)    ndcg@5 : (0.0226+0j)    ndcg@10 : (0.0266+0j)    ndcg@20 : (0.0312+0j)    ndcg@50 : (0.0399+0j)    hit@5 : 0.0659    hit@10 : 0.1151    hit@20 : 0.1766    hit@50 : 0.2619    precision@5 : 0.0158    precision@10 : 0.0152    precision@20 : 0.0131    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: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 : 0.0208    recall@10 : 0.0336    recall@20 : 0.0451    recall@50 : 0.0804    mrr@5 : (0.0402+0j)    mrr@10 : (0.0471+0j)    mrr@20 : (0.0503+0j)    mrr@50 : (0.0532+0j)    ndcg@5 : (0.0238+0j)    ndcg@10 : (0.0278+0j)    ndcg@20 : (0.0306+0j)    ndcg@50 : (0.0402+0j)    hit@5 : 0.0712    hit@10 : 0.1221    hit@20 : 0.1696    hit@50 : 0.2654    precision@5 : 0.0149    precision@10 : 0.0139    precision@20 : 0.0106    precision@50 : 0.0082
Test result:
recall@5 : 0.0226    recall@10 : 0.0299    recall@20 : 0.044    recall@50 : 0.0739    mrr@5 : (0.0411+0j)    mrr@10 : (0.045+0j)    mrr@20 : (0.0483+0j)    mrr@50 : (0.0511+0j)    ndcg@5 : (0.0254+0j)    ndcg@10 : (0.0265+0j)    ndcg@20 : (0.0305+0j)    ndcg@50 : (0.0391+0j)    hit@5 : 0.08    hit@10 : 0.1098    hit@20 : 0.1573    hit@50 : 0.2452    precision@5 : 0.0176    precision@10 : 0.0135    precision@20 : 0.0105    precision@50 : 0.0081

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 : 0.0166    recall@10 : 0.0256    recall@20 : 0.0367    recall@50 : 0.0578    mrr@5 : (0.0417+0j)    mrr@10 : (0.0464+0j)    mrr@20 : (0.0495+0j)    mrr@50 : (0.0517+0j)    ndcg@5 : (0.0234+0j)    ndcg@10 : (0.0238+0j)    ndcg@20 : (0.0263+0j)    ndcg@50 : (0.0326+0j)    hit@5 : 0.0764    hit@10 : 0.1134    hit@20 : 0.1608    hit@50 : 0.2355    precision@5 : 0.0174    precision@10 : 0.0138    precision@20 : 0.0105    precision@50 : 0.0076
Test result:
recall@5 : 0.0149    recall@10 : 0.023    recall@20 : 0.0317    recall@50 : 0.0528    mrr@5 : (0.0319+0j)    mrr@10 : (0.0375+0j)    mrr@20 : (0.0402+0j)    mrr@50 : (0.0425+0j)    ndcg@5 : (0.0188+0j)    ndcg@10 : (0.0207+0j)    ndcg@20 : (0.0231+0j)    ndcg@50 : (0.0294+0j)    hit@5 : 0.0554    hit@10 : 0.0967    hit@20 : 0.1371    hit@50 : 0.2083    precision@5 : 0.013    precision@10 : 0.0119    precision@20 : 0.0099    precision@50 : 0.0074

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 : 0.0188    recall@10 : 0.0309    recall@20 : 0.0439    recall@50 : 0.0769    mrr@5 : (0.0399+0j)    mrr@10 : (0.0461+0j)    mrr@20 : (0.0505+0j)    mrr@50 : (0.0533+0j)    ndcg@5 : (0.0234+0j)    ndcg@10 : (0.0263+0j)    ndcg@20 : (0.0304+0j)    ndcg@50 : (0.0396+0j)    hit@5 : 0.0782    hit@10 : 0.1257    hit@20 : 0.188    hit@50 : 0.2759    precision@5 : 0.0169    precision@10 : 0.0149    precision@20 : 0.0126    precision@50 : 0.0089
Test result:
recall@5 : 0.0172    recall@10 : 0.0254    recall@20 : 0.0359    recall@50 : 0.0651    mrr@5 : (0.0384+0j)    mrr@10 : (0.0434+0j)    mrr@20 : (0.0465+0j)    mrr@50 : (0.0492+0j)    ndcg@5 : (0.0224+0j)    ndcg@10 : (0.0241+0j)    ndcg@20 : (0.0269+0j)    ndcg@50 : (0.0355+0j)    hit@5 : 0.0659    hit@10 : 0.1037    hit@20 : 0.1511    hit@50 : 0.239    precision@5 : 0.0151    precision@10 : 0.0126    precision@20 : 0.0105    precision@50 : 0.0083

