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 : 0.0497    recall@10 : 0.0789    recall@20 : 0.1186    recall@50 : 0.1919    mrr@5 : (0.0487+0j)    mrr@10 : (0.0552+0j)    mrr@20 : (0.0593+0j)    mrr@50 : (0.0624+0j)    ndcg@5 : (0.0399+0j)    ndcg@10 : (0.0497+0j)    ndcg@20 : (0.0608+0j)    ndcg@50 : (0.0776+0j)    hit@5 : 0.0868    hit@10 : 0.136    hit@20 : 0.1964    hit@50 : 0.2966    precision@5 : 0.0187    precision@10 : 0.0153    precision@20 : 0.0119    precision@50 : 0.008
Test result:
recall@5 : 0.0552    recall@10 : 0.0827    recall@20 : 0.1186    recall@50 : 0.1888    mrr@5 : (0.0533+0j)    mrr@10 : (0.0594+0j)    mrr@20 : (0.0631+0j)    mrr@50 : (0.0662+0j)    ndcg@5 : (0.044+0j)    ndcg@10 : (0.0529+0j)    ndcg@20 : (0.063+0j)    ndcg@50 : (0.0791+0j)    hit@5 : 0.0957    hit@10 : 0.1416    hit@20 : 0.1956    hit@50 : 0.2922    precision@5 : 0.0209    precision@10 : 0.0162    precision@20 : 0.0122    precision@50 : 0.0082

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 : 0.0733    recall@10 : 0.1132    recall@20 : 0.1653    recall@50 : 0.2517    mrr@5 : (0.069+0j)    mrr@10 : (0.0768+0j)    mrr@20 : (0.0818+0j)    mrr@50 : (0.0852+0j)    ndcg@5 : (0.058+0j)    ndcg@10 : (0.0711+0j)    ndcg@20 : (0.0857+0j)    ndcg@50 : (0.1058+0j)    hit@5 : 0.1258    hit@10 : 0.1849    hit@20 : 0.257    hit@50 : 0.3661    precision@5 : 0.0279    precision@10 : 0.0222    precision@20 : 0.0168    precision@50 : 0.0109
Test result:
recall@5 : 0.0785    recall@10 : 0.1187    recall@20 : 0.1684    recall@50 : 0.254    mrr@5 : (0.0751+0j)    mrr@10 : (0.0829+0j)    mrr@20 : (0.0879+0j)    mrr@50 : (0.0914+0j)    ndcg@5 : (0.0631+0j)    ndcg@10 : (0.0758+0j)    ndcg@20 : (0.0896+0j)    ndcg@50 : (0.1096+0j)    hit@5 : 0.1319    hit@10 : 0.1913    hit@20 : 0.2631    hit@50 : 0.372    precision@5 : 0.0304    precision@10 : 0.0235    precision@20 : 0.0174    precision@50 : 0.0111

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 : 0.0696    recall@10 : 0.113    recall@20 : 0.1639    recall@50 : 0.2531    mrr@5 : (0.0644+0j)    mrr@10 : (0.0731+0j)    mrr@20 : (0.078+0j)    mrr@50 : (0.0815+0j)    ndcg@5 : (0.0539+0j)    ndcg@10 : (0.0682+0j)    ndcg@20 : (0.0825+0j)    ndcg@50 : (0.1032+0j)    hit@5 : 0.1211    hit@10 : 0.1868    hit@20 : 0.2573    hit@50 : 0.369    precision@5 : 0.0269    precision@10 : 0.0221    precision@20 : 0.0166    precision@50 : 0.0109
Test result:
recall@5 : 0.0703    recall@10 : 0.1137    recall@20 : 0.1677    recall@50 : 0.2576    mrr@5 : (0.0668+0j)    mrr@10 : (0.0752+0j)    mrr@20 : (0.0802+0j)    mrr@50 : (0.0839+0j)    ndcg@5 : (0.0555+0j)    ndcg@10 : (0.0694+0j)    ndcg@20 : (0.0843+0j)    ndcg@50 : (0.1051+0j)    hit@5 : 0.1223    hit@10 : 0.1868    hit@20 : 0.2601    hit@50 : 0.3741    precision@5 : 0.028    precision@10 : 0.0229    precision@20 : 0.0172    precision@50 : 0.0112

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 : 0.0686    recall@10 : 0.1131    recall@20 : 0.1657    recall@50 : 0.2514    mrr@5 : (0.0635+0j)    mrr@10 : (0.0723+0j)    mrr@20 : (0.0775+0j)    mrr@50 : (0.0809+0j)    ndcg@5 : (0.0536+0j)    ndcg@10 : (0.0684+0j)    ndcg@20 : (0.0831+0j)    ndcg@50 : (0.103+0j)    hit@5 : 0.1174    hit@10 : 0.1844    hit@20 : 0.259    hit@50 : 0.3655    precision@5 : 0.0261    precision@10 : 0.0221    precision@20 : 0.0167    precision@50 : 0.0107
Test result:
recall@5 : 0.0739    recall@10 : 0.1154    recall@20 : 0.167    recall@50 : 0.258    mrr@5 : (0.0682+0j)    mrr@10 : (0.0765+0j)    mrr@20 : (0.0814+0j)    mrr@50 : (0.0851+0j)    ndcg@5 : (0.0575+0j)    ndcg@10 : (0.071+0j)    ndcg@20 : (0.0853+0j)    ndcg@50 : (0.1065+0j)    hit@5 : 0.1259    hit@10 : 0.1884    hit@20 : 0.2602    hit@50 : 0.3752    precision@5 : 0.0288    precision@10 : 0.0232    precision@20 : 0.0174    precision@50 : 0.0113

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 : 0.0531    recall@10 : 0.0825    recall@20 : 0.1215    recall@50 : 0.1934    mrr@5 : (0.051+0j)    mrr@10 : (0.0571+0j)    mrr@20 : (0.0612+0j)    mrr@50 : (0.0643+0j)    ndcg@5 : (0.0422+0j)    ndcg@10 : (0.0517+0j)    ndcg@20 : (0.0627+0j)    ndcg@50 : (0.0793+0j)    hit@5 : 0.0925    hit@10 : 0.1391    hit@20 : 0.1985    hit@50 : 0.2969    precision@5 : 0.02    precision@10 : 0.0159    precision@20 : 0.0123    precision@50 : 0.0083
Test result:
recall@5 : 0.056    recall@10 : 0.0854    recall@20 : 0.1271    recall@50 : 0.1989    mrr@5 : (0.0532+0j)    mrr@10 : (0.0595+0j)    mrr@20 : (0.0638+0j)    mrr@50 : (0.067+0j)    ndcg@5 : (0.0449+0j)    ndcg@10 : (0.0546+0j)    ndcg@20 : (0.0662+0j)    ndcg@50 : (0.0828+0j)    hit@5 : 0.0949    hit@10 : 0.1426    hit@20 : 0.2047    hit@50 : 0.3036    precision@5 : 0.0212    precision@10 : 0.0169    precision@20 : 0.0128    precision@50 : 0.0085

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 : 0.0546    recall@10 : 0.0848    recall@20 : 0.1236    recall@50 : 0.1937    mrr@5 : (0.0517+0j)    mrr@10 : (0.0581+0j)    mrr@20 : (0.0621+0j)    mrr@50 : (0.0652+0j)    ndcg@5 : (0.0432+0j)    ndcg@10 : (0.0532+0j)    ndcg@20 : (0.0641+0j)    ndcg@50 : (0.0803+0j)    hit@5 : 0.0932    hit@10 : 0.1418    hit@20 : 0.2003    hit@50 : 0.299    precision@5 : 0.0205    precision@10 : 0.0163    precision@20 : 0.0123    precision@50 : 0.0082
Test result:
recall@5 : 0.0552    recall@10 : 0.0872    recall@20 : 0.1266    recall@50 : 0.198    mrr@5 : (0.0534+0j)    mrr@10 : (0.0601+0j)    mrr@20 : (0.0642+0j)    mrr@50 : (0.0672+0j)    ndcg@5 : (0.0441+0j)    ndcg@10 : (0.0544+0j)    ndcg@20 : (0.0654+0j)    ndcg@50 : (0.0819+0j)    hit@5 : 0.0957    hit@10 : 0.1462    hit@20 : 0.2059    hit@50 : 0.304    precision@5 : 0.0211    precision@10 : 0.0169    precision@20 : 0.0128    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: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 : 0.0725    recall@10 : 0.1114    recall@20 : 0.1614    recall@50 : 0.2523    mrr@5 : (0.0696+0j)    mrr@10 : (0.0775+0j)    mrr@20 : (0.0823+0j)    mrr@50 : (0.0859+0j)    ndcg@5 : (0.0575+0j)    ndcg@10 : (0.0702+0j)    ndcg@20 : (0.0842+0j)    ndcg@50 : (0.1053+0j)    hit@5 : 0.126    hit@10 : 0.1853    hit@20 : 0.2554    hit@50 : 0.3681    precision@5 : 0.0281    precision@10 : 0.0222    precision@20 : 0.0167    precision@50 : 0.0109
Test result:
recall@5 : 0.0773    recall@10 : 0.1158    recall@20 : 0.1668    recall@50 : 0.2562    mrr@5 : (0.0751+0j)    mrr@10 : (0.0824+0j)    mrr@20 : (0.0873+0j)    mrr@50 : (0.0909+0j)    ndcg@5 : (0.0626+0j)    ndcg@10 : (0.0746+0j)    ndcg@20 : (0.0887+0j)    ndcg@50 : (0.1094+0j)    hit@5 : 0.1345    hit@10 : 0.1902    hit@20 : 0.2609    hit@50 : 0.3741    precision@5 : 0.0308    precision@10 : 0.0235    precision@20 : 0.0175    precision@50 : 0.0113

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 : 0.0604    recall@10 : 0.0901    recall@20 : 0.1337    recall@50 : 0.2036    mrr@5 : (0.0561+0j)    mrr@10 : (0.0624+0j)    mrr@20 : (0.0669+0j)    mrr@50 : (0.0699+0j)    ndcg@5 : (0.0472+0j)    ndcg@10 : (0.0572+0j)    ndcg@20 : (0.0694+0j)    ndcg@50 : (0.0856+0j)    hit@5 : 0.1014    hit@10 : 0.1492    hit@20 : 0.214    hit@50 : 0.3094    precision@5 : 0.0218    precision@10 : 0.0171    precision@20 : 0.0131    precision@50 : 0.0085
Test result:
recall@5 : 0.0634    recall@10 : 0.0941    recall@20 : 0.1333    recall@50 : 0.2076    mrr@5 : (0.0579+0j)    mrr@10 : (0.0645+0j)    mrr@20 : (0.0685+0j)    mrr@50 : (0.0717+0j)    ndcg@5 : (0.0495+0j)    ndcg@10 : (0.0597+0j)    ndcg@20 : (0.0708+0j)    ndcg@50 : (0.088+0j)    hit@5 : 0.105    hit@10 : 0.1556    hit@20 : 0.2143    hit@50 : 0.3147    precision@5 : 0.0228    precision@10 : 0.0179    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:0.001, 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 : 0.0506    recall@10 : 0.0799    recall@20 : 0.1143    recall@50 : 0.1818    mrr@5 : (0.0487+0j)    mrr@10 : (0.0551+0j)    mrr@20 : (0.0588+0j)    mrr@50 : (0.0618+0j)    ndcg@5 : (0.0403+0j)    ndcg@10 : (0.0501+0j)    ndcg@20 : (0.0598+0j)    ndcg@50 : (0.0755+0j)    hit@5 : 0.0869    hit@10 : 0.1356    hit@20 : 0.1895    hit@50 : 0.2841    precision@5 : 0.0185    precision@10 : 0.0152    precision@20 : 0.0114    precision@50 : 0.0077
Test result:
recall@5 : 0.0537    recall@10 : 0.0802    recall@20 : 0.1189    recall@50 : 0.1884    mrr@5 : (0.0526+0j)    mrr@10 : (0.0583+0j)    mrr@20 : (0.0624+0j)    mrr@50 : (0.0654+0j)    ndcg@5 : (0.0431+0j)    ndcg@10 : (0.0518+0j)    ndcg@20 : (0.0625+0j)    ndcg@50 : (0.0785+0j)    hit@5 : 0.0929    hit@10 : 0.136    hit@20 : 0.1956    hit@50 : 0.2916    precision@5 : 0.0201    precision@10 : 0.0158    precision@20 : 0.0121    precision@50 : 0.0081

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 : 0.0677    recall@10 : 0.102    recall@20 : 0.1442    recall@50 : 0.227    mrr@5 : (0.0649+0j)    mrr@10 : (0.0722+0j)    mrr@20 : (0.0765+0j)    mrr@50 : (0.0797+0j)    ndcg@5 : (0.0537+0j)    ndcg@10 : (0.065+0j)    ndcg@20 : (0.0769+0j)    ndcg@50 : (0.0962+0j)    hit@5 : 0.1192    hit@10 : 0.1747    hit@20 : 0.2365    hit@50 : 0.34    precision@5 : 0.0266    precision@10 : 0.0207    precision@20 : 0.0153    precision@50 : 0.0101
Test result:
recall@5 : 0.0672    recall@10 : 0.1014    recall@20 : 0.1464    recall@50 : 0.2291    mrr@5 : (0.0686+0j)    mrr@10 : (0.0756+0j)    mrr@20 : (0.0802+0j)    mrr@50 : (0.0836+0j)    ndcg@5 : (0.0554+0j)    ndcg@10 : (0.0664+0j)    ndcg@20 : (0.079+0j)    ndcg@50 : (0.0983+0j)    hit@5 : 0.119    hit@10 : 0.172    hit@20 : 0.2384    hit@50 : 0.3468    precision@5 : 0.0271    precision@10 : 0.0211    precision@20 : 0.0158    precision@50 : 0.0104

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 : 0.074    recall@10 : 0.112    recall@20 : 0.1608    recall@50 : 0.2431    mrr@5 : (0.0715+0j)    mrr@10 : (0.0791+0j)    mrr@20 : (0.0839+0j)    mrr@50 : (0.0872+0j)    ndcg@5 : (0.059+0j)    ndcg@10 : (0.0716+0j)    ndcg@20 : (0.0854+0j)    ndcg@50 : (0.1046+0j)    hit@5 : 0.1284    hit@10 : 0.1851    hit@20 : 0.2541    hit@50 : 0.3588    precision@5 : 0.0284    precision@10 : 0.0224    precision@20 : 0.0167    precision@50 : 0.0107
Test result:
recall@5 : 0.0771    recall@10 : 0.1147    recall@20 : 0.1653    recall@50 : 0.2517    mrr@5 : (0.0747+0j)    mrr@10 : (0.0822+0j)    mrr@20 : (0.0871+0j)    mrr@50 : (0.0905+0j)    ndcg@5 : (0.0624+0j)    ndcg@10 : (0.0744+0j)    ndcg@20 : (0.0885+0j)    ndcg@50 : (0.1085+0j)    hit@5 : 0.1315    hit@10 : 0.1888    hit@20 : 0.2592    hit@50 : 0.368    precision@5 : 0.0299    precision@10 : 0.023    precision@20 : 0.0173    precision@50 : 0.0111

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 : 0.0538    recall@10 : 0.0823    recall@20 : 0.122    recall@50 : 0.1925    mrr@5 : (0.0515+0j)    mrr@10 : (0.0573+0j)    mrr@20 : (0.0615+0j)    mrr@50 : (0.0646+0j)    ndcg@5 : (0.0423+0j)    ndcg@10 : (0.0514+0j)    ndcg@20 : (0.0625+0j)    ndcg@50 : (0.0788+0j)    hit@5 : 0.095    hit@10 : 0.14    hit@20 : 0.201    hit@50 : 0.299    precision@5 : 0.0204    precision@10 : 0.016    precision@20 : 0.0123    precision@50 : 0.0082
Test result:
recall@5 : 0.0568    recall@10 : 0.0835    recall@20 : 0.1216    recall@50 : 0.1908    mrr@5 : (0.0543+0j)    mrr@10 : (0.06+0j)    mrr@20 : (0.0641+0j)    mrr@50 : (0.067+0j)    ndcg@5 : (0.0455+0j)    ndcg@10 : (0.0541+0j)    ndcg@20 : (0.0647+0j)    ndcg@50 : (0.0806+0j)    hit@5 : 0.0975    hit@10 : 0.141    hit@20 : 0.1995    hit@50 : 0.2933    precision@5 : 0.0215    precision@10 : 0.0165    precision@20 : 0.0124    precision@50 : 0.0082

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 : 0.0732    recall@10 : 0.1113    recall@20 : 0.1643    recall@50 : 0.251    mrr@5 : (0.0659+0j)    mrr@10 : (0.0737+0j)    mrr@20 : (0.0788+0j)    mrr@50 : (0.0822+0j)    ndcg@5 : (0.056+0j)    ndcg@10 : (0.0685+0j)    ndcg@20 : (0.0831+0j)    ndcg@50 : (0.1033+0j)    hit@5 : 0.1258    hit@10 : 0.1855    hit@20 : 0.2596    hit@50 : 0.3669    precision@5 : 0.028    precision@10 : 0.0222    precision@20 : 0.0167    precision@50 : 0.0108
Test result:
recall@5 : 0.0751    recall@10 : 0.1161    recall@20 : 0.1694    recall@50 : 0.2585    mrr@5 : (0.0703+0j)    mrr@10 : (0.0785+0j)    mrr@20 : (0.0838+0j)    mrr@50 : (0.0874+0j)    ndcg@5 : (0.0591+0j)    ndcg@10 : (0.0723+0j)    ndcg@20 : (0.0871+0j)    ndcg@50 : (0.1078+0j)    hit@5 : 0.1267    hit@10 : 0.1884    hit@20 : 0.264    hit@50 : 0.3774    precision@5 : 0.0291    precision@10 : 0.023    precision@20 : 0.0174    precision@50 : 0.0112

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 : 0.0703    recall@10 : 0.1034    recall@20 : 0.1487    recall@50 : 0.2261    mrr@5 : (0.0695+0j)    mrr@10 : (0.0765+0j)    mrr@20 : (0.0809+0j)    mrr@50 : (0.0841+0j)    ndcg@5 : (0.0564+0j)    ndcg@10 : (0.0673+0j)    ndcg@20 : (0.0801+0j)    ndcg@50 : (0.0984+0j)    hit@5 : 0.1239    hit@10 : 0.1765    hit@20 : 0.2411    hit@50 : 0.3406    precision@5 : 0.0276    precision@10 : 0.0213    precision@20 : 0.0159    precision@50 : 0.0102
Test result:
recall@5 : 0.0691    recall@10 : 0.1034    recall@20 : 0.1501    recall@50 : 0.2317    mrr@5 : (0.0691+0j)    mrr@10 : (0.0762+0j)    mrr@20 : (0.0807+0j)    mrr@50 : (0.0841+0j)    ndcg@5 : (0.0562+0j)    ndcg@10 : (0.0671+0j)    ndcg@20 : (0.0803+0j)    ndcg@50 : (0.0994+0j)    hit@5 : 0.1241    hit@10 : 0.1785    hit@20 : 0.2448    hit@50 : 0.3493    precision@5 : 0.0282    precision@10 : 0.0219    precision@20 : 0.0166    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:0.1, train_batch_size:4096, u_i_cts:True, u_u_cts:True
Valid result:
recall@5 : 0.0523    recall@10 : 0.0791    recall@20 : 0.1172    recall@50 : 0.1909    mrr@5 : (0.0507+0j)    mrr@10 : (0.0566+0j)    mrr@20 : (0.0606+0j)    mrr@50 : (0.0639+0j)    ndcg@5 : (0.0418+0j)    ndcg@10 : (0.0507+0j)    ndcg@20 : (0.0614+0j)    ndcg@50 : (0.0784+0j)    hit@5 : 0.0898    hit@10 : 0.1353    hit@20 : 0.1938    hit@50 : 0.2957    precision@5 : 0.0193    precision@10 : 0.0153    precision@20 : 0.0118    precision@50 : 0.0081
Test result:
recall@5 : 0.0544    recall@10 : 0.0823    recall@20 : 0.1199    recall@50 : 0.1947    mrr@5 : (0.0499+0j)    mrr@10 : (0.056+0j)    mrr@20 : (0.0599+0j)    mrr@50 : (0.0631+0j)    ndcg@5 : (0.0426+0j)    ndcg@10 : (0.0519+0j)    ndcg@20 : (0.0625+0j)    ndcg@50 : (0.0798+0j)    hit@5 : 0.0915    hit@10 : 0.1381    hit@20 : 0.1951    hit@50 : 0.2985    precision@5 : 0.0197    precision@10 : 0.0157    precision@20 : 0.0121    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:0.0005, 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 : 0.0553    recall@10 : 0.0886    recall@20 : 0.1279    recall@50 : 0.2025    mrr@5 : (0.0503+0j)    mrr@10 : (0.0574+0j)    mrr@20 : (0.0615+0j)    mrr@50 : (0.0647+0j)    ndcg@5 : (0.0427+0j)    ndcg@10 : (0.0538+0j)    ndcg@20 : (0.0649+0j)    ndcg@50 : (0.0822+0j)    hit@5 : 0.0924    hit@10 : 0.1473    hit@20 : 0.2075    hit@50 : 0.3071    precision@5 : 0.0199    precision@10 : 0.0166    precision@20 : 0.0125    precision@50 : 0.0085
Test result:
recall@5 : 0.0585    recall@10 : 0.0903    recall@20 : 0.13    recall@50 : 0.2015    mrr@5 : (0.0533+0j)    mrr@10 : (0.0599+0j)    mrr@20 : (0.0641+0j)    mrr@50 : (0.0672+0j)    ndcg@5 : (0.0453+0j)    ndcg@10 : (0.0558+0j)    ndcg@20 : (0.067+0j)    ndcg@50 : (0.0836+0j)    hit@5 : 0.0987    hit@10 : 0.1485    hit@20 : 0.2091    hit@50 : 0.3062    precision@5 : 0.0217    precision@10 : 0.0172    precision@20 : 0.013    precision@50 : 0.0086

