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 : 0.0311    recall@10 : 0.0436    recall@20 : 0.0615    recall@50 : 0.1037    mrr@5 : (0.0206+0j)    mrr@10 : (0.0226+0j)    mrr@20 : (0.0241+0j)    mrr@50 : (0.0257+0j)    ndcg@5 : (0.0215+0j)    ndcg@10 : (0.0257+0j)    ndcg@20 : (0.0304+0j)    ndcg@50 : (0.0393+0j)    hit@5 : 0.038    hit@10 : 0.0537    hit@20 : 0.0746    hit@50 : 0.1267    precision@5 : 0.0077    precision@10 : 0.0056    precision@20 : 0.0039    precision@50 : 0.0027
Test result:
recall@5 : 0.0274    recall@10 : 0.0414    recall@20 : 0.061    recall@50 : 0.1014    mrr@5 : (0.0179+0j)    mrr@10 : (0.0201+0j)    mrr@20 : (0.0217+0j)    mrr@50 : (0.0233+0j)    ndcg@5 : (0.0186+0j)    ndcg@10 : (0.0233+0j)    ndcg@20 : (0.0285+0j)    ndcg@50 : (0.037+0j)    hit@5 : 0.0335    hit@10 : 0.0502    hit@20 : 0.073    hit@50 : 0.1222    precision@5 : 0.0068    precision@10 : 0.0051    precision@20 : 0.0038    precision@50 : 0.0026

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 : 0.0289    recall@10 : 0.0452    recall@20 : 0.0631    recall@50 : 0.1017    mrr@5 : (0.017+0j)    mrr@10 : (0.0197+0j)    mrr@20 : (0.0211+0j)    mrr@50 : (0.0226+0j)    ndcg@5 : (0.0188+0j)    ndcg@10 : (0.0243+0j)    ndcg@20 : (0.0291+0j)    ndcg@50 : (0.0371+0j)    hit@5 : 0.0331    hit@10 : 0.0532    hit@20 : 0.0746    hit@50 : 0.1217    precision@5 : 0.0067    precision@10 : 0.0055    precision@20 : 0.0039    precision@50 : 0.0026
Test result:
recall@5 : 0.0262    recall@10 : 0.0395    recall@20 : 0.0581    recall@50 : 0.1029    mrr@5 : (0.0193+0j)    mrr@10 : (0.0214+0j)    mrr@20 : (0.0229+0j)    mrr@50 : (0.0246+0j)    ndcg@5 : (0.0194+0j)    ndcg@10 : (0.0238+0j)    ndcg@20 : (0.0287+0j)    ndcg@50 : (0.038+0j)    hit@5 : 0.0319    hit@10 : 0.0483    hit@20 : 0.0704    hit@50 : 0.1236    precision@5 : 0.0064    precision@10 : 0.0049    precision@20 : 0.0036    precision@50 : 0.0026

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 : 0.0255    recall@10 : 0.0453    recall@20 : 0.0633    recall@50 : 0.1053    mrr@5 : (0.0163+0j)    mrr@10 : (0.0195+0j)    mrr@20 : (0.0209+0j)    mrr@50 : (0.0225+0j)    ndcg@5 : (0.0175+0j)    ndcg@10 : (0.0242+0j)    ndcg@20 : (0.0288+0j)    ndcg@50 : (0.0375+0j)    hit@5 : 0.0305    hit@10 : 0.0549    hit@20 : 0.076    hit@50 : 0.1267    precision@5 : 0.0063    precision@10 : 0.0058    precision@20 : 0.004    precision@50 : 0.0027
Test result:
recall@5 : 0.0284    recall@10 : 0.0417    recall@20 : 0.0638    recall@50 : 0.1093    mrr@5 : (0.0188+0j)    mrr@10 : (0.0209+0j)    mrr@20 : (0.0227+0j)    mrr@50 : (0.0244+0j)    ndcg@5 : (0.0195+0j)    ndcg@10 : (0.0239+0j)    ndcg@20 : (0.0297+0j)    ndcg@50 : (0.0392+0j)    hit@5 : 0.0354    hit@10 : 0.0514    hit@20 : 0.0765    hit@50 : 0.1302    precision@5 : 0.0072    precision@10 : 0.0053    precision@20 : 0.004    precision@50 : 0.0028

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 : 0.0462    recall@20 : 0.0647    recall@50 : 0.1015    mrr@5 : (0.0196+0j)    mrr@10 : (0.022+0j)    mrr@20 : (0.0236+0j)    mrr@50 : (0.0251+0j)    ndcg@5 : (0.0211+0j)    ndcg@10 : (0.0263+0j)    ndcg@20 : (0.0313+0j)    ndcg@50 : (0.0391+0j)    hit@5 : 0.0354    hit@10 : 0.0547    hit@20 : 0.0776    hit@50 : 0.1241    precision@5 : 0.0072    precision@10 : 0.0057    precision@20 : 0.004    precision@50 : 0.0026
Test result:
recall@5 : 0.0309    recall@10 : 0.0451    recall@20 : 0.0654    recall@50 : 0.1041    mrr@5 : (0.0205+0j)    mrr@10 : (0.0227+0j)    mrr@20 : (0.0244+0j)    mrr@50 : (0.0258+0j)    ndcg@5 : (0.0214+0j)    ndcg@10 : (0.026+0j)    ndcg@20 : (0.0314+0j)    ndcg@50 : (0.0395+0j)    hit@5 : 0.0366    hit@10 : 0.0535    hit@20 : 0.0779    hit@50 : 0.1241    precision@5 : 0.0074    precision@10 : 0.0054    precision@20 : 0.004    precision@50 : 0.0026

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 : 0.0314    recall@10 : 0.0445    recall@20 : 0.0603    recall@50 : 0.0973    mrr@5 : (0.0206+0j)    mrr@10 : (0.0226+0j)    mrr@20 : (0.024+0j)    mrr@50 : (0.0254+0j)    ndcg@5 : (0.022+0j)    ndcg@10 : (0.0264+0j)    ndcg@20 : (0.0306+0j)    ndcg@50 : (0.0385+0j)    hit@5 : 0.0364    hit@10 : 0.0518    hit@20 : 0.072    hit@50 : 0.1182    precision@5 : 0.0074    precision@10 : 0.0053    precision@20 : 0.0038    precision@50 : 0.0025
Test result:
recall@5 : 0.0288    recall@10 : 0.0416    recall@20 : 0.0612    recall@50 : 0.103    mrr@5 : (0.0195+0j)    mrr@10 : (0.0216+0j)    mrr@20 : (0.0232+0j)    mrr@50 : (0.0248+0j)    ndcg@5 : (0.0207+0j)    ndcg@10 : (0.025+0j)    ndcg@20 : (0.0302+0j)    ndcg@50 : (0.039+0j)    hit@5 : 0.0335    hit@10 : 0.049    hit@20 : 0.0725    hit@50 : 0.122    precision@5 : 0.0068    precision@10 : 0.005    precision@20 : 0.0037    precision@50 : 0.0026

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 : 0.0275    recall@10 : 0.0441    recall@20 : 0.0621    recall@50 : 0.0964    mrr@5 : (0.017+0j)    mrr@10 : (0.0195+0j)    mrr@20 : (0.021+0j)    mrr@50 : (0.0223+0j)    ndcg@5 : (0.0185+0j)    ndcg@10 : (0.0239+0j)    ndcg@20 : (0.0287+0j)    ndcg@50 : (0.0359+0j)    hit@5 : 0.0326    hit@10 : 0.0516    hit@20 : 0.0744    hit@50 : 0.1163    precision@5 : 0.0068    precision@10 : 0.0054    precision@20 : 0.0039    precision@50 : 0.0025
Test result:
recall@5 : 0.0277    recall@10 : 0.0401    recall@20 : 0.0595    recall@50 : 0.0965    mrr@5 : (0.0192+0j)    mrr@10 : (0.0212+0j)    mrr@20 : (0.0228+0j)    mrr@50 : (0.0242+0j)    ndcg@5 : (0.0197+0j)    ndcg@10 : (0.0238+0j)    ndcg@20 : (0.0289+0j)    ndcg@50 : (0.0368+0j)    hit@5 : 0.0335    hit@10 : 0.0486    hit@20 : 0.0718    hit@50 : 0.1166    precision@5 : 0.0068    precision@10 : 0.005    precision@20 : 0.0037    precision@50 : 0.0025

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 : 0.0293    recall@10 : 0.0424    recall@20 : 0.0605    recall@50 : 0.0998    mrr@5 : (0.0195+0j)    mrr@10 : (0.0217+0j)    mrr@20 : (0.0231+0j)    mrr@50 : (0.0246+0j)    ndcg@5 : (0.0206+0j)    ndcg@10 : (0.0251+0j)    ndcg@20 : (0.0299+0j)    ndcg@50 : (0.0381+0j)    hit@5 : 0.035    hit@10 : 0.0518    hit@20 : 0.0718    hit@50 : 0.1187    precision@5 : 0.0072    precision@10 : 0.0054    precision@20 : 0.0038    precision@50 : 0.0025
Test result:
recall@5 : 0.0264    recall@10 : 0.0425    recall@20 : 0.0643    recall@50 : 0.1027    mrr@5 : (0.0182+0j)    mrr@10 : (0.0209+0j)    mrr@20 : (0.0227+0j)    mrr@50 : (0.0241+0j)    ndcg@5 : (0.019+0j)    ndcg@10 : (0.0244+0j)    ndcg@20 : (0.0302+0j)    ndcg@50 : (0.0382+0j)    hit@5 : 0.0312    hit@10 : 0.0518    hit@20 : 0.0783    hit@50 : 0.1234    precision@5 : 0.0063    precision@10 : 0.0053    precision@20 : 0.0041    precision@50 : 0.0026

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 : 0.0307    recall@10 : 0.0459    recall@20 : 0.0626    recall@50 : 0.1044    mrr@5 : (0.0212+0j)    mrr@10 : (0.0236+0j)    mrr@20 : (0.025+0j)    mrr@50 : (0.0265+0j)    ndcg@5 : (0.0221+0j)    ndcg@10 : (0.0271+0j)    ndcg@20 : (0.0315+0j)    ndcg@50 : (0.0402+0j)    hit@5 : 0.0364    hit@10 : 0.054    hit@20 : 0.0753    hit@50 : 0.1262    precision@5 : 0.0076    precision@10 : 0.0056    precision@20 : 0.0039    precision@50 : 0.0027
Test result:
recall@5 : 0.0281    recall@10 : 0.0425    recall@20 : 0.0618    recall@50 : 0.0934    mrr@5 : (0.0217+0j)    mrr@10 : (0.0241+0j)    mrr@20 : (0.0257+0j)    mrr@50 : (0.0269+0j)    ndcg@5 : (0.0216+0j)    ndcg@10 : (0.0264+0j)    ndcg@20 : (0.0315+0j)    ndcg@50 : (0.0381+0j)    hit@5 : 0.0342    hit@10 : 0.0516    hit@20 : 0.0748    hit@50 : 0.1124    precision@5 : 0.0071    precision@10 : 0.0054    precision@20 : 0.0039    precision@50 : 0.0024

