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 : 0.1149    recall@10 : 0.1645    recall@20 : 0.2304    recall@50 : 0.3403    mrr@5 : (0.0742+0j)    mrr@10 : (0.0816+0j)    mrr@20 : (0.0866+0j)    mrr@50 : (0.0902+0j)    ndcg@5 : (0.0802+0j)    ndcg@10 : (0.0964+0j)    ndcg@20 : (0.1139+0j)    ndcg@50 : (0.1367+0j)    hit@5 : 0.1332    hit@10 : 0.1894    hit@20 : 0.2607    hit@50 : 0.3746    precision@5 : 0.0274    precision@10 : 0.0199    precision@20 : 0.0143    precision@50 : 0.0086
Test result:
recall@5 : 0.1146    recall@10 : 0.1658    recall@20 : 0.2269    recall@50 : 0.3376    mrr@5 : (0.0775+0j)    mrr@10 : (0.0848+0j)    mrr@20 : (0.0896+0j)    mrr@50 : (0.0934+0j)    ndcg@5 : (0.0821+0j)    ndcg@10 : (0.0986+0j)    ndcg@20 : (0.1147+0j)    ndcg@50 : (0.1381+0j)    hit@5 : 0.1316    hit@10 : 0.1876    hit@20 : 0.2567    hit@50 : 0.3737    precision@5 : 0.0276    precision@10 : 0.0201    precision@20 : 0.0141    precision@50 : 0.0087

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 : 0.0852    recall@10 : 0.1226    recall@20 : 0.1729    recall@50 : 0.2559    mrr@5 : (0.0559+0j)    mrr@10 : (0.0618+0j)    mrr@20 : (0.0658+0j)    mrr@50 : (0.0686+0j)    ndcg@5 : (0.0598+0j)    ndcg@10 : (0.0723+0j)    ndcg@20 : (0.0855+0j)    ndcg@50 : (0.103+0j)    hit@5 : 0.0999    hit@10 : 0.1441    hit@20 : 0.2018    hit@50 : 0.2919    precision@5 : 0.0203    precision@10 : 0.0152    precision@20 : 0.0109    precision@50 : 0.0067
Test result:
recall@5 : 0.0846    recall@10 : 0.1252    recall@20 : 0.1772    recall@50 : 0.2657    mrr@5 : (0.0594+0j)    mrr@10 : (0.0657+0j)    mrr@20 : (0.0698+0j)    mrr@50 : (0.0728+0j)    ndcg@5 : (0.0621+0j)    ndcg@10 : (0.0756+0j)    ndcg@20 : (0.0893+0j)    ndcg@50 : (0.1079+0j)    hit@5 : 0.0986    hit@10 : 0.1465    hit@20 : 0.2053    hit@50 : 0.3016    precision@5 : 0.0206    precision@10 : 0.0156    precision@20 : 0.0113    precision@50 : 0.007

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 : 0.0817    recall@10 : 0.1215    recall@20 : 0.1683    recall@50 : 0.2593    mrr@5 : (0.0553+0j)    mrr@10 : (0.0614+0j)    mrr@20 : (0.065+0j)    mrr@50 : (0.0681+0j)    ndcg@5 : (0.0587+0j)    ndcg@10 : (0.0717+0j)    ndcg@20 : (0.0839+0j)    ndcg@50 : (0.103+0j)    hit@5 : 0.0942    hit@10 : 0.1406    hit@20 : 0.1944    hit@50 : 0.2928    precision@5 : 0.0192    precision@10 : 0.0146    precision@20 : 0.0104    precision@50 : 0.0067
Test result:
recall@5 : 0.084    recall@10 : 0.1198    recall@20 : 0.1667    recall@50 : 0.2615    mrr@5 : (0.0579+0j)    mrr@10 : (0.0637+0j)    mrr@20 : (0.0672+0j)    mrr@50 : (0.0705+0j)    ndcg@5 : (0.0609+0j)    ndcg@10 : (0.0728+0j)    ndcg@20 : (0.0851+0j)    ndcg@50 : (0.1051+0j)    hit@5 : 0.0975    hit@10 : 0.141    hit@20 : 0.1929    hit@50 : 0.2972    precision@5 : 0.0206    precision@10 : 0.015    precision@20 : 0.0107    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: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 : 0.1133    recall@10 : 0.1715    recall@20 : 0.2338    recall@50 : 0.3425    mrr@5 : (0.0736+0j)    mrr@10 : (0.0821+0j)    mrr@20 : (0.0868+0j)    mrr@50 : (0.0904+0j)    ndcg@5 : (0.0795+0j)    ndcg@10 : (0.0983+0j)    ndcg@20 : (0.1148+0j)    ndcg@50 : (0.1375+0j)    hit@5 : 0.1303    hit@10 : 0.1946    hit@20 : 0.2633    hit@50 : 0.3772    precision@5 : 0.0269    precision@10 : 0.0204    precision@20 : 0.0144    precision@50 : 0.0087
Test result:
recall@5 : 0.1134    recall@10 : 0.1605    recall@20 : 0.2226    recall@50 : 0.3351    mrr@5 : (0.0739+0j)    mrr@10 : (0.0812+0j)    mrr@20 : (0.0857+0j)    mrr@50 : (0.0895+0j)    ndcg@5 : (0.0789+0j)    ndcg@10 : (0.0945+0j)    ndcg@20 : (0.1109+0j)    ndcg@50 : (0.1343+0j)    hit@5 : 0.1327    hit@10 : 0.187    hit@20 : 0.2537    hit@50 : 0.3728    precision@5 : 0.0276    precision@10 : 0.02    precision@20 : 0.0143    precision@50 : 0.0087

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 : 0.112    recall@10 : 0.1603    recall@20 : 0.2232    recall@50 : 0.3314    mrr@5 : (0.0704+0j)    mrr@10 : (0.0778+0j)    mrr@20 : (0.0826+0j)    mrr@50 : (0.0861+0j)    ndcg@5 : (0.0767+0j)    ndcg@10 : (0.0926+0j)    ndcg@20 : (0.1091+0j)    ndcg@50 : (0.1317+0j)    hit@5 : 0.1288    hit@10 : 0.185    hit@20 : 0.2541    hit@50 : 0.3661    precision@5 : 0.0265    precision@10 : 0.0194    precision@20 : 0.0137    precision@50 : 0.0084
Test result:
recall@5 : 0.1158    recall@10 : 0.161    recall@20 : 0.2261    recall@50 : 0.326    mrr@5 : (0.0762+0j)    mrr@10 : (0.0831+0j)    mrr@20 : (0.088+0j)    mrr@50 : (0.0914+0j)    ndcg@5 : (0.0809+0j)    ndcg@10 : (0.0958+0j)    ndcg@20 : (0.1128+0j)    ndcg@50 : (0.134+0j)    hit@5 : 0.133    hit@10 : 0.1843    hit@20 : 0.2552    hit@50 : 0.3637    precision@5 : 0.0278    precision@10 : 0.0197    precision@20 : 0.014    precision@50 : 0.0084

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 : 0.1169    recall@10 : 0.1679    recall@20 : 0.227    recall@50 : 0.331    mrr@5 : (0.0739+0j)    mrr@10 : (0.0816+0j)    mrr@20 : (0.086+0j)    mrr@50 : (0.0895+0j)    ndcg@5 : (0.0798+0j)    ndcg@10 : (0.0965+0j)    ndcg@20 : (0.112+0j)    ndcg@50 : (0.1338+0j)    hit@5 : 0.1332    hit@10 : 0.1916    hit@20 : 0.2558    hit@50 : 0.3667    precision@5 : 0.0271    precision@10 : 0.0199    precision@20 : 0.0137    precision@50 : 0.0084
Test result:
recall@5 : 0.1105    recall@10 : 0.161    recall@20 : 0.2232    recall@50 : 0.3254    mrr@5 : (0.0705+0j)    mrr@10 : (0.0785+0j)    mrr@20 : (0.0832+0j)    mrr@50 : (0.0865+0j)    ndcg@5 : (0.0758+0j)    ndcg@10 : (0.0925+0j)    ndcg@20 : (0.1089+0j)    ndcg@50 : (0.1303+0j)    hit@5 : 0.1284    hit@10 : 0.1872    hit@20 : 0.2561    hit@50 : 0.3608    precision@5 : 0.0266    precision@10 : 0.0198    precision@20 : 0.014    precision@50 : 0.0084

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 : 0.0809    recall@10 : 0.1204    recall@20 : 0.1718    recall@50 : 0.2646    mrr@5 : (0.0531+0j)    mrr@10 : (0.0593+0j)    mrr@20 : (0.0634+0j)    mrr@50 : (0.0666+0j)    ndcg@5 : (0.0565+0j)    ndcg@10 : (0.0696+0j)    ndcg@20 : (0.0833+0j)    ndcg@50 : (0.1026+0j)    hit@5 : 0.0947    hit@10 : 0.1417    hit@20 : 0.2003    hit@50 : 0.2996    precision@5 : 0.0194    precision@10 : 0.0149    precision@20 : 0.0109    precision@50 : 0.0068
Test result:
recall@5 : 0.0791    recall@10 : 0.118    recall@20 : 0.1697    recall@50 : 0.265    mrr@5 : (0.0547+0j)    mrr@10 : (0.0608+0j)    mrr@20 : (0.0648+0j)    mrr@50 : (0.0681+0j)    ndcg@5 : (0.0572+0j)    ndcg@10 : (0.0703+0j)    ndcg@20 : (0.084+0j)    ndcg@50 : (0.1039+0j)    hit@5 : 0.0938    hit@10 : 0.1397    hit@20 : 0.1977    hit@50 : 0.2987    precision@5 : 0.0194    precision@10 : 0.0149    precision@20 : 0.0109    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 : 0.1202    recall@10 : 0.1682    recall@20 : 0.2313    recall@50 : 0.339    mrr@5 : (0.0783+0j)    mrr@10 : (0.0855+0j)    mrr@20 : (0.0902+0j)    mrr@50 : (0.0937+0j)    ndcg@5 : (0.0841+0j)    ndcg@10 : (0.0998+0j)    ndcg@20 : (0.1163+0j)    ndcg@50 : (0.1387+0j)    hit@5 : 0.1371    hit@10 : 0.1927    hit@20 : 0.2618    hit@50 : 0.3744    precision@5 : 0.028    precision@10 : 0.0201    precision@20 : 0.0142    precision@50 : 0.0085
Test result:
recall@5 : 0.1169    recall@10 : 0.1688    recall@20 : 0.2305    recall@50 : 0.337    mrr@5 : (0.0767+0j)    mrr@10 : (0.0843+0j)    mrr@20 : (0.0891+0j)    mrr@50 : (0.0925+0j)    ndcg@5 : (0.0822+0j)    ndcg@10 : (0.0992+0j)    ndcg@20 : (0.1155+0j)    ndcg@50 : (0.1376+0j)    hit@5 : 0.1343    hit@10 : 0.1922    hit@20 : 0.2624    hit@50 : 0.3744    precision@5 : 0.0279    precision@10 : 0.0205    precision@20 : 0.0144    precision@50 : 0.0086

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 : 0.0788    recall@10 : 0.122    recall@20 : 0.1751    recall@50 : 0.2699    mrr@5 : (0.0507+0j)    mrr@10 : (0.0572+0j)    mrr@20 : (0.0613+0j)    mrr@50 : (0.0646+0j)    ndcg@5 : (0.0544+0j)    ndcg@10 : (0.0685+0j)    ndcg@20 : (0.0825+0j)    ndcg@50 : (0.1024+0j)    hit@5 : 0.0927    hit@10 : 0.1432    hit@20 : 0.2034    hit@50 : 0.3053    precision@5 : 0.019    precision@10 : 0.0151    precision@20 : 0.0111    precision@50 : 0.007
Test result:
recall@5 : 0.0833    recall@10 : 0.1225    recall@20 : 0.1725    recall@50 : 0.2678    mrr@5 : (0.057+0j)    mrr@10 : (0.0629+0j)    mrr@20 : (0.0667+0j)    mrr@50 : (0.0699+0j)    ndcg@5 : (0.059+0j)    ndcg@10 : (0.0719+0j)    ndcg@20 : (0.085+0j)    ndcg@50 : (0.105+0j)    hit@5 : 0.0995    hit@10 : 0.1445    hit@20 : 0.2003    hit@50 : 0.3018    precision@5 : 0.0206    precision@10 : 0.0156    precision@20 : 0.0111    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: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 : 0.111    recall@10 : 0.1659    recall@20 : 0.2247    recall@50 : 0.3222    mrr@5 : (0.0709+0j)    mrr@10 : (0.0793+0j)    mrr@20 : (0.0837+0j)    mrr@50 : (0.0869+0j)    ndcg@5 : (0.0767+0j)    ndcg@10 : (0.0946+0j)    ndcg@20 : (0.1099+0j)    ndcg@50 : (0.1303+0j)    hit@5 : 0.1292    hit@10 : 0.1922    hit@20 : 0.2569    hit@50 : 0.358    precision@5 : 0.0266    precision@10 : 0.02    precision@20 : 0.0138    precision@50 : 0.0081
Test result:
recall@5 : 0.1135    recall@10 : 0.1582    recall@20 : 0.2197    recall@50 : 0.3249    mrr@5 : (0.0739+0j)    mrr@10 : (0.0806+0j)    mrr@20 : (0.0852+0j)    mrr@50 : (0.0887+0j)    ndcg@5 : (0.0796+0j)    ndcg@10 : (0.0941+0j)    ndcg@20 : (0.1102+0j)    ndcg@50 : (0.1322+0j)    hit@5 : 0.1314    hit@10 : 0.1817    hit@20 : 0.2506    hit@50 : 0.3604    precision@5 : 0.0273    precision@10 : 0.0193    precision@20 : 0.0137    precision@50 : 0.0083

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 : 0.0783    recall@10 : 0.1202    recall@20 : 0.1739    recall@50 : 0.2687    mrr@5 : (0.0506+0j)    mrr@10 : (0.0571+0j)    mrr@20 : (0.0614+0j)    mrr@50 : (0.0646+0j)    ndcg@5 : (0.0541+0j)    ndcg@10 : (0.0681+0j)    ndcg@20 : (0.0824+0j)    ndcg@50 : (0.1021+0j)    hit@5 : 0.0912    hit@10 : 0.1404    hit@20 : 0.2023    hit@50 : 0.3033    precision@5 : 0.0186    precision@10 : 0.0149    precision@20 : 0.0111    precision@50 : 0.007
Test result:
recall@5 : 0.0797    recall@10 : 0.1213    recall@20 : 0.1713    recall@50 : 0.2644    mrr@5 : (0.0569+0j)    mrr@10 : (0.0634+0j)    mrr@20 : (0.0673+0j)    mrr@50 : (0.0705+0j)    ndcg@5 : (0.0582+0j)    ndcg@10 : (0.0721+0j)    ndcg@20 : (0.0854+0j)    ndcg@50 : (0.105+0j)    hit@5 : 0.0951    hit@10 : 0.1432    hit@20 : 0.1994    hit@50 : 0.2991    precision@5 : 0.0199    precision@10 : 0.0153    precision@20 : 0.0111    precision@50 : 0.007

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 : 0.0854    recall@10 : 0.121    recall@20 : 0.1689    recall@50 : 0.2644    mrr@5 : (0.0567+0j)    mrr@10 : (0.0624+0j)    mrr@20 : (0.066+0j)    mrr@50 : (0.0691+0j)    ndcg@5 : (0.0598+0j)    ndcg@10 : (0.0715+0j)    ndcg@20 : (0.084+0j)    ndcg@50 : (0.1038+0j)    hit@5 : 0.101    hit@10 : 0.143    hit@20 : 0.1975    hit@50 : 0.2972    precision@5 : 0.0207    precision@10 : 0.015    precision@20 : 0.0107    precision@50 : 0.0068
Test result:
recall@5 : 0.0852    recall@10 : 0.1223    recall@20 : 0.1745    recall@50 : 0.2652    mrr@5 : (0.0571+0j)    mrr@10 : (0.0628+0j)    mrr@20 : (0.067+0j)    mrr@50 : (0.0701+0j)    ndcg@5 : (0.0605+0j)    ndcg@10 : (0.0726+0j)    ndcg@20 : (0.0864+0j)    ndcg@50 : (0.1054+0j)    hit@5 : 0.0988    hit@10 : 0.1426    hit@20 : 0.2038    hit@50 : 0.3009    precision@5 : 0.0205    precision@10 : 0.0151    precision@20 : 0.0109    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:0.0005, 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 : 0.1094    recall@10 : 0.1643    recall@20 : 0.2219    recall@50 : 0.3203    mrr@5 : (0.0695+0j)    mrr@10 : (0.078+0j)    mrr@20 : (0.0824+0j)    mrr@50 : (0.0858+0j)    ndcg@5 : (0.0752+0j)    ndcg@10 : (0.0933+0j)    ndcg@20 : (0.1087+0j)    ndcg@50 : (0.1294+0j)    hit@5 : 0.1266    hit@10 : 0.1898    hit@20 : 0.2534    hit@50 : 0.3573    precision@5 : 0.0258    precision@10 : 0.0197    precision@20 : 0.0137    precision@50 : 0.0082
Test result:
recall@5 : 0.1087    recall@10 : 0.1565    recall@20 : 0.2183    recall@50 : 0.32    mrr@5 : (0.0718+0j)    mrr@10 : (0.0789+0j)    mrr@20 : (0.0835+0j)    mrr@50 : (0.0869+0j)    ndcg@5 : (0.0769+0j)    ndcg@10 : (0.0926+0j)    ndcg@20 : (0.1088+0j)    ndcg@50 : (0.1301+0j)    hit@5 : 0.1262    hit@10 : 0.1808    hit@20 : 0.2471    hit@50 : 0.3553    precision@5 : 0.0263    precision@10 : 0.0194    precision@20 : 0.0137    precision@50 : 0.0082

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 : 0.0774    recall@10 : 0.1216    recall@20 : 0.1755    recall@50 : 0.2647    mrr@5 : (0.0509+0j)    mrr@10 : (0.0576+0j)    mrr@20 : (0.0619+0j)    mrr@50 : (0.0651+0j)    ndcg@5 : (0.054+0j)    ndcg@10 : (0.0686+0j)    ndcg@20 : (0.0828+0j)    ndcg@50 : (0.1016+0j)    hit@5 : 0.0916    hit@10 : 0.1424    hit@20 : 0.2034    hit@50 : 0.2998    precision@5 : 0.0188    precision@10 : 0.0151    precision@20 : 0.0111    precision@50 : 0.0069
Test result:
recall@5 : 0.0833    recall@10 : 0.1226    recall@20 : 0.1756    recall@50 : 0.2721    mrr@5 : (0.0561+0j)    mrr@10 : (0.0624+0j)    mrr@20 : (0.0666+0j)    mrr@50 : (0.0698+0j)    ndcg@5 : (0.0592+0j)    ndcg@10 : (0.0723+0j)    ndcg@20 : (0.0864+0j)    ndcg@50 : (0.1066+0j)    hit@5 : 0.0971    hit@10 : 0.1445    hit@20 : 0.2047    hit@50 : 0.307    precision@5 : 0.0204    precision@10 : 0.0155    precision@20 : 0.0113    precision@50 : 0.0072

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 : 0.1124    recall@10 : 0.1647    recall@20 : 0.2317    recall@50 : 0.3321    mrr@5 : (0.0741+0j)    mrr@10 : (0.0819+0j)    mrr@20 : (0.0869+0j)    mrr@50 : (0.0903+0j)    ndcg@5 : (0.0792+0j)    ndcg@10 : (0.0962+0j)    ndcg@20 : (0.1137+0j)    ndcg@50 : (0.1348+0j)    hit@5 : 0.1314    hit@10 : 0.1892    hit@20 : 0.2624    hit@50 : 0.3696    precision@5 : 0.027    precision@10 : 0.0199    precision@20 : 0.0142    precision@50 : 0.0085
Test result:
recall@5 : 0.1083    recall@10 : 0.1536    recall@20 : 0.2166    recall@50 : 0.3268    mrr@5 : (0.0711+0j)    mrr@10 : (0.078+0j)    mrr@20 : (0.0829+0j)    mrr@50 : (0.0864+0j)    ndcg@5 : (0.076+0j)    ndcg@10 : (0.091+0j)    ndcg@20 : (0.1077+0j)    ndcg@50 : (0.1306+0j)    hit@5 : 0.1264    hit@10 : 0.1787    hit@20 : 0.2486    hit@50 : 0.3623    precision@5 : 0.0262    precision@10 : 0.0192    precision@20 : 0.0138    precision@50 : 0.0084

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 : 0.0823    recall@10 : 0.1201    recall@20 : 0.1679    recall@50 : 0.2592    mrr@5 : (0.0555+0j)    mrr@10 : (0.0612+0j)    mrr@20 : (0.0647+0j)    mrr@50 : (0.0678+0j)    ndcg@5 : (0.0582+0j)    ndcg@10 : (0.0706+0j)    ndcg@20 : (0.0831+0j)    ndcg@50 : (0.1023+0j)    hit@5 : 0.0984    hit@10 : 0.1421    hit@20 : 0.1944    hit@50 : 0.2917    precision@5 : 0.02    precision@10 : 0.0148    precision@20 : 0.0106    precision@50 : 0.0068
Test result:
recall@5 : 0.0826    recall@10 : 0.1214    recall@20 : 0.1728    recall@50 : 0.2577    mrr@5 : (0.0549+0j)    mrr@10 : (0.0609+0j)    mrr@20 : (0.0649+0j)    mrr@50 : (0.0678+0j)    ndcg@5 : (0.0582+0j)    ndcg@10 : (0.0709+0j)    ndcg@20 : (0.0845+0j)    ndcg@50 : (0.1024+0j)    hit@5 : 0.0969    hit@10 : 0.1428    hit@20 : 0.201    hit@50 : 0.2941    precision@5 : 0.02    precision@10 : 0.0151    precision@20 : 0.0111    precision@50 : 0.0069

