conv:resSumGCN, cts_lamda:0.001, curve1:1.0, curve2:1.0, 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, margin:0.1, model:HCTS, num_neg_samples:3, s_t_transfer:True, scale:0.5, t_s_transfer:True, temp:1, train_batch_size:4096, u_i_cts:True, u_u_cts:True
Valid result:
recall@5 : 0.0167    recall@10 : 0.0296    recall@20 : 0.044    recall@50 : 0.0829    mrr@5 : (0.0319+0j)    mrr@10 : (0.0386+0j)    mrr@20 : (0.0422+0j)    mrr@50 : (0.0456+0j)    ndcg@5 : (0.0185+0j)    ndcg@10 : (0.0224+0j)    ndcg@20 : (0.0265+0j)    ndcg@50 : (0.0376+0j)    hit@5 : 0.0635    hit@10 : 0.1143    hit@20 : 0.167    hit@50 : 0.2747    precision@5 : 0.014    precision@10 : 0.013    precision@20 : 0.0101    precision@50 : 0.0077
Test result:
recall@5 : 0.0159    recall@10 : 0.026    recall@20 : 0.0409    recall@50 : 0.0745    mrr@5 : (0.0314+0j)    mrr@10 : (0.0374+0j)    mrr@20 : (0.041+0j)    mrr@50 : (0.0442+0j)    ndcg@5 : (0.0182+0j)    ndcg@10 : (0.021+0j)    ndcg@20 : (0.0253+0j)    ndcg@50 : (0.0349+0j)    hit@5 : 0.0587    hit@10 : 0.1028    hit@20 : 0.1543    hit@50 : 0.2571    precision@5 : 0.0125    precision@10 : 0.0113    precision@20 : 0.009    precision@50 : 0.0069

conv:lGCN, cts_lamda:0.001, curve1:1.0, curve2:1.0, 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, margin:0.1, model:HCTS, num_neg_samples:5, s_t_transfer:True, scale:0.5, t_s_transfer:True, temp:0.1, train_batch_size:4096, u_i_cts:True, u_u_cts:True
Valid result:
recall@5 : 0.0378    recall@10 : 0.0592    recall@20 : 0.0809    recall@50 : 0.1283    mrr@5 : (0.0661+0j)    mrr@10 : (0.0739+0j)    mrr@20 : (0.0791+0j)    mrr@50 : (0.0826+0j)    ndcg@5 : (0.0396+0j)    ndcg@10 : (0.0447+0j)    ndcg@20 : (0.0516+0j)    ndcg@50 : (0.0653+0j)    hit@5 : 0.1198    hit@10 : 0.1797    hit@20 : 0.2547    hit@50 : 0.3654    precision@5 : 0.0263    precision@10 : 0.0214    precision@20 : 0.0167    precision@50 : 0.0113
Test result:
recall@5 : 0.0307    recall@10 : 0.0493    recall@20 : 0.0709    recall@50 : 0.1167    mrr@5 : (0.0631+0j)    mrr@10 : (0.0696+0j)    mrr@20 : (0.0745+0j)    mrr@50 : (0.0779+0j)    ndcg@5 : (0.0361+0j)    ndcg@10 : (0.0405+0j)    ndcg@20 : (0.0469+0j)    ndcg@50 : (0.06+0j)    hit@5 : 0.1137    hit@10 : 0.1627    hit@20 : 0.2341    hit@50 : 0.3406    precision@5 : 0.0248    precision@10 : 0.0197    precision@20 : 0.0151    precision@50 : 0.0106

conv:lGCN, cts_lamda:0.001, curve1:1.0, curve2:1.0, 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, margin:0.1, model:HCTS, num_neg_samples:3, s_t_transfer:True, scale:0.5, t_s_transfer:True, temp:1, train_batch_size:4096, u_i_cts:True, u_u_cts:True
Valid result:
recall@5 : 0.0375    recall@10 : 0.0551    recall@20 : 0.0792    recall@50 : 0.1268    mrr@5 : (0.0603+0j)    mrr@10 : (0.0679+0j)    mrr@20 : (0.0725+0j)    mrr@50 : (0.0763+0j)    ndcg@5 : (0.0378+0j)    ndcg@10 : (0.042+0j)    ndcg@20 : (0.0492+0j)    ndcg@50 : (0.063+0j)    hit@5 : 0.1174    hit@10 : 0.1748    hit@20 : 0.2432    hit@50 : 0.3642    precision@5 : 0.026    precision@10 : 0.0208    precision@20 : 0.0161    precision@50 : 0.0113
Test result:
recall@5 : 0.0327    recall@10 : 0.0509    recall@20 : 0.0682    recall@50 : 0.1098    mrr@5 : (0.0647+0j)    mrr@10 : (0.071+0j)    mrr@20 : (0.0752+0j)    mrr@50 : (0.0787+0j)    ndcg@5 : (0.0375+0j)    ndcg@10 : (0.0415+0j)    ndcg@20 : (0.0467+0j)    ndcg@50 : (0.0589+0j)    hit@5 : 0.1137    hit@10 : 0.1633    hit@20 : 0.225    hit@50 : 0.3291    precision@5 : 0.0253    precision@10 : 0.0198    precision@20 : 0.0148    precision@50 : 0.0103

conv:lGCN, cts_lamda:0.001, curve1:1.0, curve2:1.0, 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, margin:0.1, model:HCTS, num_neg_samples:3, s_t_transfer:True, scale:0.5, t_s_transfer:True, temp:0.1, train_batch_size:4096, u_i_cts:True, u_u_cts:True
Valid result:
recall@5 : 0.0362    recall@10 : 0.0509    recall@20 : 0.0733    recall@50 : 0.1222    mrr@5 : (0.0592+0j)    mrr@10 : (0.0665+0j)    mrr@20 : (0.0712+0j)    mrr@50 : (0.0748+0j)    ndcg@5 : (0.0362+0j)    ndcg@10 : (0.0398+0j)    ndcg@20 : (0.0467+0j)    ndcg@50 : (0.0604+0j)    hit@5 : 0.1143    hit@10 : 0.1712    hit@20 : 0.2377    hit@50 : 0.3509    precision@5 : 0.0248    precision@10 : 0.0203    precision@20 : 0.0158    precision@50 : 0.0109
Test result:
recall@5 : 0.03    recall@10 : 0.0469    recall@20 : 0.0682    recall@50 : 0.1118    mrr@5 : (0.0616+0j)    mrr@10 : (0.0686+0j)    mrr@20 : (0.0726+0j)    mrr@50 : (0.0765+0j)    ndcg@5 : (0.0342+0j)    ndcg@10 : (0.038+0j)    ndcg@20 : (0.0438+0j)    ndcg@50 : (0.0566+0j)    hit@5 : 0.1089    hit@10 : 0.1615    hit@20 : 0.2208    hit@50 : 0.3418    precision@5 : 0.0238    precision@10 : 0.0191    precision@20 : 0.0146    precision@50 : 0.0105

conv:resSumGCN, cts_lamda:0.001, curve1:1.0, curve2:1.0, 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, margin:0.1, model:HCTS, num_neg_samples:5, s_t_transfer:True, scale:0.5, t_s_transfer:True, temp:0.1, train_batch_size:4096, u_i_cts:True, u_u_cts:True
Valid result:
recall@5 : 0.0181    recall@10 : 0.0296    recall@20 : 0.0429    recall@50 : 0.0805    mrr@5 : (0.0368+0j)    mrr@10 : (0.0429+0j)    mrr@20 : (0.0463+0j)    mrr@50 : (0.0496+0j)    ndcg@5 : (0.0207+0j)    ndcg@10 : (0.0236+0j)    ndcg@20 : (0.0275+0j)    ndcg@50 : (0.0382+0j)    hit@5 : 0.0708    hit@10 : 0.1168    hit@20 : 0.1652    hit@50 : 0.2698    precision@5 : 0.0154    precision@10 : 0.0132    precision@20 : 0.01    precision@50 : 0.0076
Test result:
recall@5 : 0.017    recall@10 : 0.0265    recall@20 : 0.0389    recall@50 : 0.0775    mrr@5 : (0.0303+0j)    mrr@10 : (0.0353+0j)    mrr@20 : (0.0387+0j)    mrr@50 : (0.042+0j)    ndcg@5 : (0.0181+0j)    ndcg@10 : (0.0204+0j)    ndcg@20 : (0.0241+0j)    ndcg@50 : (0.0345+0j)    hit@5 : 0.0605    hit@10 : 0.0986    hit@20 : 0.15    hit@50 : 0.2565    precision@5 : 0.0128    precision@10 : 0.0108    precision@20 : 0.0087    precision@50 : 0.0068

conv:lGCN, cts_lamda:0.001, curve1:1.0, curve2:1.0, 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, margin:0.1, model:HCTS, num_neg_samples:5, s_t_transfer:True, scale:0.5, t_s_transfer:True, temp:1, train_batch_size:4096, u_i_cts:True, u_u_cts:True
Valid result:
recall@5 : 0.035    recall@10 : 0.0504    recall@20 : 0.0694    recall@50 : 0.1018    mrr@5 : (0.0598+0j)    mrr@10 : (0.0661+0j)    mrr@20 : (0.0706+0j)    mrr@50 : (0.0737+0j)    ndcg@5 : (0.0373+0j)    ndcg@10 : (0.0404+0j)    ndcg@20 : (0.0462+0j)    ndcg@50 : (0.0563+0j)    hit@5 : 0.1119    hit@10 : 0.1597    hit@20 : 0.2257    hit@50 : 0.323    precision@5 : 0.025    precision@10 : 0.0195    precision@20 : 0.015    precision@50 : 0.01
Test result:
recall@5 : 0.0297    recall@10 : 0.0435    recall@20 : 0.0637    recall@50 : 0.0993    mrr@5 : (0.0594+0j)    mrr@10 : (0.0658+0j)    mrr@20 : (0.0701+0j)    mrr@50 : (0.0728+0j)    ndcg@5 : (0.0353+0j)    ndcg@10 : (0.0382+0j)    ndcg@20 : (0.044+0j)    ndcg@50 : (0.0544+0j)    hit@5 : 0.1047    hit@10 : 0.1543    hit@20 : 0.2166    hit@50 : 0.3031    precision@5 : 0.0234    precision@10 : 0.0185    precision@20 : 0.0139    precision@50 : 0.0095

conv:resSumGCN, cts_lamda:0.001, curve1:1.0, curve2:1.0, 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, margin:0.1, model:HCTS, num_neg_samples:3, s_t_transfer:True, scale:0.5, t_s_transfer:True, temp:1, train_batch_size:4096, u_i_cts:True, u_u_cts:True
Valid result:
recall@5 : 0.0255    recall@10 : 0.0448    recall@20 : 0.0592    recall@50 : 0.0944    mrr@5 : (0.0421+0j)    mrr@10 : (0.0497+0j)    mrr@20 : (0.0533+0j)    mrr@50 : (0.0566+0j)    ndcg@5 : (0.0263+0j)    ndcg@10 : (0.0326+0j)    ndcg@20 : (0.0371+0j)    ndcg@50 : (0.0475+0j)    hit@5 : 0.0756    hit@10 : 0.1349    hit@20 : 0.1863    hit@50 : 0.2886    precision@5 : 0.0158    precision@10 : 0.0149    precision@20 : 0.0111    precision@50 : 0.0081
Test result:
recall@5 : 0.0194    recall@10 : 0.0321    recall@20 : 0.0506    recall@50 : 0.0897    mrr@5 : (0.034+0j)    mrr@10 : (0.0395+0j)    mrr@20 : (0.0433+0j)    mrr@50 : (0.0468+0j)    ndcg@5 : (0.0205+0j)    ndcg@10 : (0.0242+0j)    ndcg@20 : (0.0295+0j)    ndcg@50 : (0.0402+0j)    hit@5 : 0.0672    hit@10 : 0.1089    hit@20 : 0.1639    hit@50 : 0.2783    precision@5 : 0.0139    precision@10 : 0.012    precision@20 : 0.0098    precision@50 : 0.0073

conv:lGCN, cts_lamda:0.001, curve1:1.0, curve2:1.0, 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, margin:0.1, model:HCTS, num_neg_samples:3, s_t_transfer:True, scale:0.5, t_s_transfer:True, temp:1, train_batch_size:4096, u_i_cts:True, u_u_cts:True
Valid result:
recall@5 : 0.0324    recall@10 : 0.0465    recall@20 : 0.0638    recall@50 : 0.0998    mrr@5 : (0.0545+0j)    mrr@10 : (0.0614+0j)    mrr@20 : (0.0653+0j)    mrr@50 : (0.0678+0j)    ndcg@5 : (0.0342+0j)    ndcg@10 : (0.0375+0j)    ndcg@20 : (0.0427+0j)    ndcg@50 : (0.0531+0j)    hit@5 : 0.1065    hit@10 : 0.1585    hit@20 : 0.216    hit@50 : 0.3001    precision@5 : 0.0225    precision@10 : 0.0181    precision@20 : 0.0139    precision@50 : 0.0092
Test result:
recall@5 : 0.0297    recall@10 : 0.0425    recall@20 : 0.0595    recall@50 : 0.0914    mrr@5 : (0.0473+0j)    mrr@10 : (0.0547+0j)    mrr@20 : (0.0589+0j)    mrr@50 : (0.0614+0j)    ndcg@5 : (0.0308+0j)    ndcg@10 : (0.0348+0j)    ndcg@20 : (0.0403+0j)    ndcg@50 : (0.0496+0j)    hit@5 : 0.0907    hit@10 : 0.1452    hit@20 : 0.2063    hit@50 : 0.2886    precision@5 : 0.0197    precision@10 : 0.017    precision@20 : 0.0135    precision@50 : 0.0088

conv:resSumGCN, cts_lamda:0.001, curve1:1.0, curve2:1.0, 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, margin:0.1, model:HCTS, num_neg_samples:5, s_t_transfer:True, scale:0.5, t_s_transfer:True, temp:1, train_batch_size:4096, u_i_cts:True, u_u_cts:True
Valid result:
recall@5 : 0.0278    recall@10 : 0.0431    recall@20 : 0.0603    recall@50 : 0.0963    mrr@5 : (0.0465+0j)    mrr@10 : (0.0523+0j)    mrr@20 : (0.0559+0j)    mrr@50 : (0.0591+0j)    ndcg@5 : (0.0295+0j)    ndcg@10 : (0.0332+0j)    ndcg@20 : (0.038+0j)    ndcg@50 : (0.0482+0j)    hit@5 : 0.0847    hit@10 : 0.1307    hit@20 : 0.1815    hit@50 : 0.2831    precision@5 : 0.0184    precision@10 : 0.0146    precision@20 : 0.0107    precision@50 : 0.0077
Test result:
recall@5 : 0.0211    recall@10 : 0.0324    recall@20 : 0.0519    recall@50 : 0.0879    mrr@5 : (0.0339+0j)    mrr@10 : (0.0389+0j)    mrr@20 : (0.0436+0j)    mrr@50 : (0.047+0j)    ndcg@5 : (0.0223+0j)    ndcg@10 : (0.025+0j)    ndcg@20 : (0.031+0j)    ndcg@50 : (0.0413+0j)    hit@5 : 0.0659    hit@10 : 0.1034    hit@20 : 0.1706    hit@50 : 0.2777    precision@5 : 0.0145    precision@10 : 0.0116    precision@20 : 0.0101    precision@50 : 0.0076

conv:resSumGCN, cts_lamda:0.001, curve1:1.0, curve2:1.0, 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, margin:0.1, model:HCTS, num_neg_samples:3, s_t_transfer:True, scale:0.5, t_s_transfer:True, temp:0.1, train_batch_size:4096, u_i_cts:True, u_u_cts:True
Valid result:
recall@5 : 0.021    recall@10 : 0.0378    recall@20 : 0.0574    recall@50 : 0.0975    mrr@5 : (0.0376+0j)    mrr@10 : (0.0453+0j)    mrr@20 : (0.0497+0j)    mrr@50 : (0.0526+0j)    ndcg@5 : (0.0225+0j)    ndcg@10 : (0.0278+0j)    ndcg@20 : (0.0338+0j)    ndcg@50 : (0.0444+0j)    hit@5 : 0.0684    hit@10 : 0.1276    hit@20 : 0.1912    hit@50 : 0.2855    precision@5 : 0.0148    precision@10 : 0.0136    precision@20 : 0.0112    precision@50 : 0.0078
Test result:
recall@5 : 0.0171    recall@10 : 0.0271    recall@20 : 0.0455    recall@50 : 0.0765    mrr@5 : (0.0327+0j)    mrr@10 : (0.0382+0j)    mrr@20 : (0.0425+0j)    mrr@50 : (0.0456+0j)    ndcg@5 : (0.0194+0j)    ndcg@10 : (0.0226+0j)    ndcg@20 : (0.0285+0j)    ndcg@50 : (0.0375+0j)    hit@5 : 0.0557    hit@10 : 0.0974    hit@20 : 0.1609    hit@50 : 0.2595    precision@5 : 0.0115    precision@10 : 0.0105    precision@20 : 0.0097    precision@50 : 0.007

conv:lGCN, cts_lamda:0.001, curve1:1.0, curve2:1.0, 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, margin:0.1, model:HCTS, num_neg_samples:5, s_t_transfer:True, scale:0.5, t_s_transfer:True, temp:1, train_batch_size:4096, u_i_cts:True, u_u_cts:True
Valid result:
recall@5 : 0.0387    recall@10 : 0.055    recall@20 : 0.0787    recall@50 : 0.1264    mrr@5 : (0.0635+0j)    mrr@10 : (0.072+0j)    mrr@20 : (0.0769+0j)    mrr@50 : (0.0804+0j)    ndcg@5 : (0.0398+0j)    ndcg@10 : (0.0438+0j)    ndcg@20 : (0.0506+0j)    ndcg@50 : (0.0645+0j)    hit@5 : 0.1168    hit@10 : 0.1791    hit@20 : 0.2511    hit@50 : 0.3636    precision@5 : 0.026    precision@10 : 0.0214    precision@20 : 0.016    precision@50 : 0.0112
Test result:
recall@5 : 0.0349    recall@10 : 0.0498    recall@20 : 0.0717    recall@50 : 0.1118    mrr@5 : (0.0664+0j)    mrr@10 : (0.0732+0j)    mrr@20 : (0.0772+0j)    mrr@50 : (0.0805+0j)    ndcg@5 : (0.0389+0j)    ndcg@10 : (0.0421+0j)    ndcg@20 : (0.0483+0j)    ndcg@50 : (0.0605+0j)    hit@5 : 0.1162    hit@10 : 0.1658    hit@20 : 0.2257    hit@50 : 0.3303    precision@5 : 0.0254    precision@10 : 0.0195    precision@20 : 0.0145    precision@50 : 0.0106

conv:resSumGCN, cts_lamda:0.001, curve1:1.0, curve2:1.0, 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, margin:0.1, model:HCTS, num_neg_samples:5, s_t_transfer:True, scale:0.5, t_s_transfer:True, temp:1, train_batch_size:4096, u_i_cts:True, u_u_cts:True
Valid result:
recall@5 : 0.0265    recall@10 : 0.0403    recall@20 : 0.0552    recall@50 : 0.0995    mrr@5 : (0.043+0j)    mrr@10 : (0.0489+0j)    mrr@20 : (0.0524+0j)    mrr@50 : (0.0559+0j)    ndcg@5 : (0.0273+0j)    ndcg@10 : (0.031+0j)    ndcg@20 : (0.0355+0j)    ndcg@50 : (0.0475+0j)    hit@5 : 0.0774    hit@10 : 0.124    hit@20 : 0.1748    hit@50 : 0.2886    precision@5 : 0.0158    precision@10 : 0.0133    precision@20 : 0.0102    precision@50 : 0.0078
Test result:
recall@5 : 0.0229    recall@10 : 0.0351    recall@20 : 0.0533    recall@50 : 0.0941    mrr@5 : (0.0344+0j)    mrr@10 : (0.0393+0j)    mrr@20 : (0.0432+0j)    mrr@50 : (0.0467+0j)    ndcg@5 : (0.0225+0j)    ndcg@10 : (0.0263+0j)    ndcg@20 : (0.0316+0j)    ndcg@50 : (0.043+0j)    hit@5 : 0.0665    hit@10 : 0.1053    hit@20 : 0.1615    hit@50 : 0.2722    precision@5 : 0.0137    precision@10 : 0.0119    precision@20 : 0.0095    precision@50 : 0.0074

conv:resSumGCN, cts_lamda:0.001, curve1:1.0, curve2:1.0, 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, margin:0.1, model:HCTS, num_neg_samples:5, s_t_transfer:True, scale:0.5, t_s_transfer:True, temp:0.1, train_batch_size:4096, u_i_cts:True, u_u_cts:True
Valid result:
recall@5 : 0.0226    recall@10 : 0.0363    recall@20 : 0.0529    recall@50 : 0.0885    mrr@5 : (0.0378+0j)    mrr@10 : (0.0441+0j)    mrr@20 : (0.0479+0j)    mrr@50 : (0.0513+0j)    ndcg@5 : (0.0234+0j)    ndcg@10 : (0.0277+0j)    ndcg@20 : (0.0327+0j)    ndcg@50 : (0.0428+0j)    hit@5 : 0.0714    hit@10 : 0.1204    hit@20 : 0.1766    hit@50 : 0.2825    precision@5 : 0.0149    precision@10 : 0.0134    precision@20 : 0.0107    precision@50 : 0.0077
Test result:
recall@5 : 0.0207    recall@10 : 0.0287    recall@20 : 0.0425    recall@50 : 0.0752    mrr@5 : (0.0335+0j)    mrr@10 : (0.0385+0j)    mrr@20 : (0.0418+0j)    mrr@50 : (0.0448+0j)    ndcg@5 : (0.0214+0j)    ndcg@10 : (0.0237+0j)    ndcg@20 : (0.0281+0j)    ndcg@50 : (0.0373+0j)    hit@5 : 0.0653    hit@10 : 0.1028    hit@20 : 0.1525    hit@50 : 0.2474    precision@5 : 0.0138    precision@10 : 0.0113    precision@20 : 0.0092    precision@50 : 0.0068

conv:resSumGCN, cts_lamda:0.001, curve1:1.0, curve2:1.0, 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, margin:0.1, model:HCTS, num_neg_samples:3, s_t_transfer:True, scale:0.5, t_s_transfer:True, temp:0.1, train_batch_size:4096, u_i_cts:True, u_u_cts:True
Valid result:
recall@5 : 0.0269    recall@10 : 0.04    recall@20 : 0.0575    recall@50 : 0.0944    mrr@5 : (0.0386+0j)    mrr@10 : (0.0441+0j)    mrr@20 : (0.0481+0j)    mrr@50 : (0.0514+0j)    ndcg@5 : (0.0255+0j)    ndcg@10 : (0.0294+0j)    ndcg@20 : (0.0348+0j)    ndcg@50 : (0.0455+0j)    hit@5 : 0.0811    hit@10 : 0.1258    hit@20 : 0.1833    hit@50 : 0.2868    precision@5 : 0.0167    precision@10 : 0.0138    precision@20 : 0.0109    precision@50 : 0.008
Test result:
recall@5 : 0.0164    recall@10 : 0.0283    recall@20 : 0.0449    recall@50 : 0.0779    mrr@5 : (0.0314+0j)    mrr@10 : (0.0359+0j)    mrr@20 : (0.0399+0j)    mrr@50 : (0.0428+0j)    ndcg@5 : (0.0186+0j)    ndcg@10 : (0.0216+0j)    ndcg@20 : (0.0265+0j)    ndcg@50 : (0.0361+0j)    hit@5 : 0.0617    hit@10 : 0.098    hit@20 : 0.1579    hit@50 : 0.2529    precision@5 : 0.0131    precision@10 : 0.0108    precision@20 : 0.0092    precision@50 : 0.0071

conv:lGCN, cts_lamda:0.001, curve1:1.0, curve2:1.0, 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, margin:0.1, model:HCTS, num_neg_samples:5, s_t_transfer:True, scale:0.5, t_s_transfer:True, temp:0.1, train_batch_size:4096, u_i_cts:True, u_u_cts:True
Valid result:
recall@5 : 0.0331    recall@10 : 0.0497    recall@20 : 0.0681    recall@50 : 0.1002    mrr@5 : (0.0556+0j)    mrr@10 : (0.0626+0j)    mrr@20 : (0.0666+0j)    mrr@50 : (0.0697+0j)    ndcg@5 : (0.0345+0j)    ndcg@10 : (0.0384+0j)    ndcg@20 : (0.044+0j)    ndcg@50 : (0.0542+0j)    hit@5 : 0.1071    hit@10 : 0.1591    hit@20 : 0.2184    hit@50 : 0.314    precision@5 : 0.0238    precision@10 : 0.0191    precision@20 : 0.0145    precision@50 : 0.01
Test result:
recall@5 : 0.03    recall@10 : 0.0476    recall@20 : 0.0633    recall@50 : 0.0957    mrr@5 : (0.056+0j)    mrr@10 : (0.0642+0j)    mrr@20 : (0.0683+0j)    mrr@50 : (0.071+0j)    ndcg@5 : (0.034+0j)    ndcg@10 : (0.0392+0j)    ndcg@20 : (0.0439+0j)    ndcg@50 : (0.0536+0j)    hit@5 : 0.0932    hit@10 : 0.1543    hit@20 : 0.2148    hit@50 : 0.3001    precision@5 : 0.0213    precision@10 : 0.0186    precision@20 : 0.0139    precision@50 : 0.0093

conv:lGCN, cts_lamda:0.001, curve1:1.0, curve2:1.0, 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, margin:0.1, model:HCTS, num_neg_samples:3, s_t_transfer:True, scale:0.5, t_s_transfer:True, temp:0.1, train_batch_size:4096, u_i_cts:True, u_u_cts:True
Valid result:
recall@5 : 0.0323    recall@10 : 0.0459    recall@20 : 0.0659    recall@50 : 0.1018    mrr@5 : (0.0546+0j)    mrr@10 : (0.0617+0j)    mrr@20 : (0.066+0j)    mrr@50 : (0.0689+0j)    ndcg@5 : (0.0347+0j)    ndcg@10 : (0.0375+0j)    ndcg@20 : (0.0436+0j)    ndcg@50 : (0.0544+0j)    hit@5 : 0.1059    hit@10 : 0.1603    hit@20 : 0.222    hit@50 : 0.3146    precision@5 : 0.0238    precision@10 : 0.0188    precision@20 : 0.0147    precision@50 : 0.0099
Test result:
recall@5 : 0.0303    recall@10 : 0.044    recall@20 : 0.0646    recall@50 : 0.0993    mrr@5 : (0.0588+0j)    mrr@10 : (0.0656+0j)    mrr@20 : (0.07+0j)    mrr@50 : (0.0729+0j)    ndcg@5 : (0.0356+0j)    ndcg@10 : (0.0383+0j)    ndcg@20 : (0.0444+0j)    ndcg@50 : (0.0546+0j)    hit@5 : 0.101    hit@10 : 0.1537    hit@20 : 0.2166    hit@50 : 0.3067    precision@5 : 0.0231    precision@10 : 0.0179    precision@20 : 0.0139    precision@50 : 0.0094

