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 : 0.0211    recall@10 : 0.0298    recall@20 : 0.0417    recall@50 : 0.0679    mrr@5 : (0.0394+0j)    mrr@10 : (0.0443+0j)    mrr@20 : (0.0475+0j)    mrr@50 : (0.0499+0j)    ndcg@5 : (0.0236+0j)    ndcg@10 : (0.0255+0j)    ndcg@20 : (0.029+0j)    ndcg@50 : (0.0366+0j)    hit@5 : 0.0773    hit@10 : 0.116    hit@20 : 0.1634    hit@50 : 0.2364    precision@5 : 0.0163    precision@10 : 0.0131    precision@20 : 0.0105    precision@50 : 0.0076
Test result:
recall@5 : 0.0205    recall@10 : 0.0317    recall@20 : 0.0417    recall@50 : 0.0663    mrr@5 : (0.0437+0j)    mrr@10 : (0.0477+0j)    mrr@20 : (0.0506+0j)    mrr@50 : (0.0533+0j)    ndcg@5 : (0.0257+0j)    ndcg@10 : (0.0274+0j)    ndcg@20 : (0.0299+0j)    ndcg@50 : (0.0374+0j)    hit@5 : 0.0773    hit@10 : 0.109    hit@20 : 0.1511    hit@50 : 0.2381    precision@5 : 0.0179    precision@10 : 0.0139    precision@20 : 0.0107    precision@50 : 0.008

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 : 0.0172    recall@10 : 0.0286    recall@20 : 0.0535    recall@50 : 0.083    mrr@5 : (0.0395+0j)    mrr@10 : (0.0465+0j)    mrr@20 : (0.0508+0j)    mrr@50 : (0.0538+0j)    ndcg@5 : (0.0226+0j)    ndcg@10 : (0.0261+0j)    ndcg@20 : (0.033+0j)    ndcg@50 : (0.0419+0j)    hit@5 : 0.0747    hit@10 : 0.1292    hit@20 : 0.1942    hit@50 : 0.2856    precision@5 : 0.0163    precision@10 : 0.0153    precision@20 : 0.013    precision@50 : 0.0095
Test result:
recall@5 : 0.0182    recall@10 : 0.0284    recall@20 : 0.0477    recall@50 : 0.0722    mrr@5 : (0.0385+0j)    mrr@10 : (0.0444+0j)    mrr@20 : (0.0483+0j)    mrr@50 : (0.0506+0j)    ndcg@5 : (0.0232+0j)    ndcg@10 : (0.0256+0j)    ndcg@20 : (0.031+0j)    ndcg@50 : (0.0379+0j)    hit@5 : 0.0729    hit@10 : 0.1186    hit@20 : 0.1766    hit@50 : 0.2504    precision@5 : 0.0163    precision@10 : 0.0148    precision@20 : 0.0127    precision@50 : 0.0087

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 : 0.0208    recall@10 : 0.0313    recall@20 : 0.0449    recall@50 : 0.0772    mrr@5 : (0.0422+0j)    mrr@10 : (0.0477+0j)    mrr@20 : (0.051+0j)    mrr@50 : (0.054+0j)    ndcg@5 : (0.0249+0j)    ndcg@10 : (0.0269+0j)    ndcg@20 : (0.0303+0j)    ndcg@50 : (0.0393+0j)    hit@5 : 0.0791    hit@10 : 0.1213    hit@20 : 0.1696    hit@50 : 0.2654    precision@5 : 0.0181    precision@10 : 0.0145    precision@20 : 0.0114    precision@50 : 0.0087
Test result:
recall@5 : 0.0157    recall@10 : 0.0257    recall@20 : 0.0379    recall@50 : 0.068    mrr@5 : (0.036+0j)    mrr@10 : (0.042+0j)    mrr@20 : (0.0453+0j)    mrr@50 : (0.048+0j)    ndcg@5 : (0.0212+0j)    ndcg@10 : (0.0236+0j)    ndcg@20 : (0.0273+0j)    ndcg@50 : (0.036+0j)    hit@5 : 0.0633    hit@10 : 0.1098    hit@20 : 0.1555    hit@50 : 0.2408    precision@5 : 0.0141    precision@10 : 0.0127    precision@20 : 0.0104    precision@50 : 0.0082

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 : 0.0195    recall@10 : 0.0318    recall@20 : 0.0513    recall@50 : 0.0865    mrr@5 : (0.0442+0j)    mrr@10 : (0.0504+0j)    mrr@20 : (0.0543+0j)    mrr@50 : (0.0572+0j)    ndcg@5 : (0.0257+0j)    ndcg@10 : (0.029+0j)    ndcg@20 : (0.0345+0j)    ndcg@50 : (0.0443+0j)    hit@5 : 0.0817    hit@10 : 0.1309    hit@20 : 0.1872    hit@50 : 0.2812    precision@5 : 0.0174    precision@10 : 0.0156    precision@20 : 0.0127    precision@50 : 0.0092
Test result:
recall@5 : 0.0177    recall@10 : 0.0281    recall@20 : 0.04    recall@50 : 0.0697    mrr@5 : (0.0383+0j)    mrr@10 : (0.0442+0j)    mrr@20 : (0.0478+0j)    mrr@50 : (0.0503+0j)    ndcg@5 : (0.0227+0j)    ndcg@10 : (0.0252+0j)    ndcg@20 : (0.0283+0j)    ndcg@50 : (0.037+0j)    hit@5 : 0.0668    hit@10 : 0.1116    hit@20 : 0.1626    hit@50 : 0.2452    precision@5 : 0.0162    precision@10 : 0.0142    precision@20 : 0.0115    precision@50 : 0.0086

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 : 0.0201    recall@10 : 0.0301    recall@20 : 0.0484    recall@50 : 0.0731    mrr@5 : (0.0442+0j)    mrr@10 : (0.0485+0j)    mrr@20 : (0.0522+0j)    mrr@50 : (0.055+0j)    ndcg@5 : (0.0254+0j)    ndcg@10 : (0.0267+0j)    ndcg@20 : (0.0317+0j)    ndcg@50 : (0.0391+0j)    hit@5 : 0.0817    hit@10 : 0.1151    hit@20 : 0.1705    hit@50 : 0.2601    precision@5 : 0.0183    precision@10 : 0.0136    precision@20 : 0.0113    precision@50 : 0.0083
Test result:
recall@5 : 0.0175    recall@10 : 0.0257    recall@20 : 0.0403    recall@50 : 0.0686    mrr@5 : (0.0436+0j)    mrr@10 : (0.0484+0j)    mrr@20 : (0.0518+0j)    mrr@50 : (0.0544+0j)    ndcg@5 : (0.024+0j)    ndcg@10 : (0.0254+0j)    ndcg@20 : (0.0296+0j)    ndcg@50 : (0.0377+0j)    hit@5 : 0.0764    hit@10 : 0.1134    hit@20 : 0.1643    hit@50 : 0.2443    precision@5 : 0.0162    precision@10 : 0.0137    precision@20 : 0.0116    precision@50 : 0.0084

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 : 0.0166    recall@10 : 0.0305    recall@20 : 0.0525    recall@50 : 0.0869    mrr@5 : (0.0388+0j)    mrr@10 : (0.0462+0j)    mrr@20 : (0.051+0j)    mrr@50 : (0.054+0j)    ndcg@5 : (0.0217+0j)    ndcg@10 : (0.0262+0j)    ndcg@20 : (0.0329+0j)    ndcg@50 : (0.043+0j)    hit@5 : 0.0712    hit@10 : 0.1265    hit@20 : 0.1968    hit@50 : 0.2926    precision@5 : 0.0149    precision@10 : 0.0146    precision@20 : 0.0128    precision@50 : 0.0097
Test result:
recall@5 : 0.0175    recall@10 : 0.026    recall@20 : 0.0442    recall@50 : 0.0719    mrr@5 : (0.0393+0j)    mrr@10 : (0.0441+0j)    mrr@20 : (0.0484+0j)    mrr@50 : (0.051+0j)    ndcg@5 : (0.0225+0j)    ndcg@10 : (0.0241+0j)    ndcg@20 : (0.0294+0j)    ndcg@50 : (0.0374+0j)    hit@5 : 0.0694    hit@10 : 0.1054    hit@20 : 0.1678    hit@50 : 0.2504    precision@5 : 0.0158    precision@10 : 0.0137    precision@20 : 0.0122    precision@50 : 0.0088

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 : 0.015    recall@10 : 0.0225    recall@20 : 0.0391    recall@50 : 0.0724    mrr@5 : (0.0378+0j)    mrr@10 : (0.0429+0j)    mrr@20 : (0.0462+0j)    mrr@50 : (0.0492+0j)    ndcg@5 : (0.0212+0j)    ndcg@10 : (0.0225+0j)    ndcg@20 : (0.027+0j)    ndcg@50 : (0.0361+0j)    hit@5 : 0.0773    hit@10 : 0.1151    hit@20 : 0.1661    hit@50 : 0.2566    precision@5 : 0.0167    precision@10 : 0.0139    precision@20 : 0.0114    precision@50 : 0.0083
Test result:
recall@5 : 0.0147    recall@10 : 0.0256    recall@20 : 0.0386    recall@50 : 0.0604    mrr@5 : (0.0365+0j)    mrr@10 : (0.0411+0j)    mrr@20 : (0.0447+0j)    mrr@50 : (0.0472+0j)    ndcg@5 : (0.0211+0j)    ndcg@10 : (0.0235+0j)    ndcg@20 : (0.0272+0j)    ndcg@50 : (0.034+0j)    hit@5 : 0.0641    hit@10 : 0.1002    hit@20 : 0.1538    hit@50 : 0.2346    precision@5 : 0.0148    precision@10 : 0.013    precision@20 : 0.0109    precision@50 : 0.0082

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 : 0.0199    recall@10 : 0.0307    recall@20 : 0.0488    recall@50 : 0.0826    mrr@5 : (0.0401+0j)    mrr@10 : (0.0467+0j)    mrr@20 : (0.0501+0j)    mrr@50 : (0.053+0j)    ndcg@5 : (0.0241+0j)    ndcg@10 : (0.0275+0j)    ndcg@20 : (0.0323+0j)    ndcg@50 : (0.0418+0j)    hit@5 : 0.0782    hit@10 : 0.1283    hit@20 : 0.181    hit@50 : 0.2768    precision@5 : 0.0167    precision@10 : 0.0156    precision@20 : 0.0125    precision@50 : 0.0093
Test result:
recall@5 : 0.0174    recall@10 : 0.0275    recall@20 : 0.0403    recall@50 : 0.0664    mrr@5 : (0.0362+0j)    mrr@10 : (0.0417+0j)    mrr@20 : (0.0453+0j)    mrr@50 : (0.0477+0j)    ndcg@5 : (0.0223+0j)    ndcg@10 : (0.0242+0j)    ndcg@20 : (0.028+0j)    ndcg@50 : (0.0356+0j)    hit@5 : 0.0677    hit@10 : 0.1098    hit@20 : 0.1634    hit@50 : 0.2425    precision@5 : 0.0163    precision@10 : 0.0138    precision@20 : 0.0118    precision@50 : 0.0085

