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 : 0.0327    recall@10 : 0.0577    recall@20 : 0.0823    recall@50 : 0.1371    mrr@5 : (0.0248+0j)    mrr@10 : (0.03+0j)    mrr@20 : (0.0325+0j)    mrr@50 : (0.0347+0j)    ndcg@5 : (0.0241+0j)    ndcg@10 : (0.0324+0j)    ndcg@20 : (0.0395+0j)    ndcg@50 : (0.0518+0j)    hit@5 : 0.0475    hit@10 : 0.0872    hit@20 : 0.1231    hit@50 : 0.1928    precision@5 : 0.0099    precision@10 : 0.0091    precision@20 : 0.0072    precision@50 : 0.0051
Test result:
recall@5 : 0.0324    recall@10 : 0.061    recall@20 : 0.0908    recall@50 : 0.1597    mrr@5 : (0.0249+0j)    mrr@10 : (0.0309+0j)    mrr@20 : (0.0339+0j)    mrr@50 : (0.0364+0j)    ndcg@5 : (0.0238+0j)    ndcg@10 : (0.0336+0j)    ndcg@20 : (0.0417+0j)    ndcg@50 : (0.0564+0j)    hit@5 : 0.0494    hit@10 : 0.094    hit@20 : 0.1366    hit@50 : 0.219    precision@5 : 0.0101    precision@10 : 0.01    precision@20 : 0.0078    precision@50 : 0.0055

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 : 0.0276    recall@10 : 0.0514    recall@20 : 0.0746    recall@50 : 0.1233    mrr@5 : (0.0214+0j)    mrr@10 : (0.0258+0j)    mrr@20 : (0.0279+0j)    mrr@50 : (0.0298+0j)    ndcg@5 : (0.0194+0j)    ndcg@10 : (0.0273+0j)    ndcg@20 : (0.0334+0j)    ndcg@50 : (0.044+0j)    hit@5 : 0.0426    hit@10 : 0.0766    hit@20 : 0.1085    hit@50 : 0.1705    precision@5 : 0.0089    precision@10 : 0.0083    precision@20 : 0.0061    precision@50 : 0.0042
Test result:
recall@5 : 0.0273    recall@10 : 0.0399    recall@20 : 0.0625    recall@50 : 0.1189    mrr@5 : (0.0263+0j)    mrr@10 : (0.0289+0j)    mrr@20 : (0.0313+0j)    mrr@50 : (0.0333+0j)    ndcg@5 : (0.0224+0j)    ndcg@10 : (0.0263+0j)    ndcg@20 : (0.0323+0j)    ndcg@50 : (0.0442+0j)    hit@5 : 0.0455    hit@10 : 0.0649    hit@20 : 0.0998    hit@50 : 0.1667    precision@5 : 0.0095    precision@10 : 0.0072    precision@20 : 0.0057    precision@50 : 0.0042

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 : 0.0317    recall@10 : 0.0482    recall@20 : 0.0733    recall@50 : 0.1234    mrr@5 : (0.0258+0j)    mrr@10 : (0.029+0j)    mrr@20 : (0.0316+0j)    mrr@50 : (0.0336+0j)    ndcg@5 : (0.0221+0j)    ndcg@10 : (0.0269+0j)    ndcg@20 : (0.0339+0j)    ndcg@50 : (0.0451+0j)    hit@5 : 0.0533    hit@10 : 0.0804    hit@20 : 0.1172    hit@50 : 0.1812    precision@5 : 0.0116    precision@10 : 0.0088    precision@20 : 0.0069    precision@50 : 0.0049
Test result:
recall@5 : 0.0327    recall@10 : 0.0542    recall@20 : 0.0868    recall@50 : 0.15    mrr@5 : (0.0273+0j)    mrr@10 : (0.0314+0j)    mrr@20 : (0.0344+0j)    mrr@50 : (0.0368+0j)    ndcg@5 : (0.0237+0j)    ndcg@10 : (0.0307+0j)    ndcg@20 : (0.0393+0j)    ndcg@50 : (0.053+0j)    hit@5 : 0.0523    hit@10 : 0.0843    hit@20 : 0.1279    hit@50 : 0.2035    precision@5 : 0.0107    precision@10 : 0.009    precision@20 : 0.0071    precision@50 : 0.005

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 : 0.0333    recall@10 : 0.0563    recall@20 : 0.091    recall@50 : 0.1407    mrr@5 : (0.0255+0j)    mrr@10 : (0.031+0j)    mrr@20 : (0.0337+0j)    mrr@50 : (0.0357+0j)    ndcg@5 : (0.0243+0j)    ndcg@10 : (0.0324+0j)    ndcg@20 : (0.0414+0j)    ndcg@50 : (0.0526+0j)    hit@5 : 0.0514    hit@10 : 0.093    hit@20 : 0.1337    hit@50 : 0.1986    precision@5 : 0.0107    precision@10 : 0.0102    precision@20 : 0.0078    precision@50 : 0.0053
Test result:
recall@5 : 0.0339    recall@10 : 0.0587    recall@20 : 0.0978    recall@50 : 0.1596    mrr@5 : (0.0259+0j)    mrr@10 : (0.0303+0j)    mrr@20 : (0.0345+0j)    mrr@50 : (0.037+0j)    ndcg@5 : (0.0245+0j)    ndcg@10 : (0.0324+0j)    ndcg@20 : (0.0435+0j)    ndcg@50 : (0.0574+0j)    hit@5 : 0.0504    hit@10 : 0.0833    hit@20 : 0.1434    hit@50 : 0.219    precision@5 : 0.0101    precision@10 : 0.0085    precision@20 : 0.0078    precision@50 : 0.0055

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 : 0.0283    recall@10 : 0.0498    recall@20 : 0.0779    recall@50 : 0.1355    mrr@5 : (0.0168+0j)    mrr@10 : (0.0221+0j)    mrr@20 : (0.0248+0j)    mrr@50 : (0.027+0j)    ndcg@5 : (0.0173+0j)    ndcg@10 : (0.0248+0j)    ndcg@20 : (0.0323+0j)    ndcg@50 : (0.0452+0j)    hit@5 : 0.0407    hit@10 : 0.0814    hit@20 : 0.1221    hit@50 : 0.1938    precision@5 : 0.0087    precision@10 : 0.0086    precision@20 : 0.0068    precision@50 : 0.0051
Test result:
recall@5 : 0.03    recall@10 : 0.0547    recall@20 : 0.0812    recall@50 : 0.151    mrr@5 : (0.0193+0j)    mrr@10 : (0.0242+0j)    mrr@20 : (0.027+0j)    mrr@50 : (0.0296+0j)    ndcg@5 : (0.0194+0j)    ndcg@10 : (0.0279+0j)    ndcg@20 : (0.0354+0j)    ndcg@50 : (0.0505+0j)    hit@5 : 0.0436    hit@10 : 0.0814    hit@20 : 0.1221    hit@50 : 0.2045    precision@5 : 0.0089    precision@10 : 0.0087    precision@20 : 0.0069    precision@50 : 0.0053

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 : 0.0311    recall@10 : 0.0649    recall@20 : 0.0911    recall@50 : 0.1432    mrr@5 : (0.0217+0j)    mrr@10 : (0.0278+0j)    mrr@20 : (0.0304+0j)    mrr@50 : (0.0326+0j)    ndcg@5 : (0.0215+0j)    ndcg@10 : (0.0329+0j)    ndcg@20 : (0.0399+0j)    ndcg@50 : (0.0519+0j)    hit@5 : 0.0484    hit@10 : 0.095    hit@20 : 0.1337    hit@50 : 0.2035    precision@5 : 0.0101    precision@10 : 0.0105    precision@20 : 0.0077    precision@50 : 0.0056
Test result:
recall@5 : 0.0386    recall@10 : 0.0519    recall@20 : 0.0832    recall@50 : 0.1659    mrr@5 : (0.0276+0j)    mrr@10 : (0.0306+0j)    mrr@20 : (0.0337+0j)    mrr@50 : (0.037+0j)    ndcg@5 : (0.0267+0j)    ndcg@10 : (0.031+0j)    ndcg@20 : (0.0396+0j)    ndcg@50 : (0.0576+0j)    hit@5 : 0.0572    hit@10 : 0.0814    hit@20 : 0.126    hit@50 : 0.2277    precision@5 : 0.0116    precision@10 : 0.0087    precision@20 : 0.0072    precision@50 : 0.0058

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 : 0.0232    recall@10 : 0.0464    recall@20 : 0.0707    recall@50 : 0.1331    mrr@5 : (0.0172+0j)    mrr@10 : (0.0225+0j)    mrr@20 : (0.0247+0j)    mrr@50 : (0.0273+0j)    ndcg@5 : (0.0152+0j)    ndcg@10 : (0.0232+0j)    ndcg@20 : (0.0298+0j)    ndcg@50 : (0.0441+0j)    hit@5 : 0.0397    hit@10 : 0.0795    hit@20 : 0.1114    hit@50 : 0.189    precision@5 : 0.0081    precision@10 : 0.0085    precision@20 : 0.0066    precision@50 : 0.0053
Test result:
recall@5 : 0.0303    recall@10 : 0.0535    recall@20 : 0.0723    recall@50 : 0.137    mrr@5 : (0.0198+0j)    mrr@10 : (0.0242+0j)    mrr@20 : (0.0266+0j)    mrr@50 : (0.0291+0j)    ndcg@5 : (0.0191+0j)    ndcg@10 : (0.0268+0j)    ndcg@20 : (0.0323+0j)    ndcg@50 : (0.0464+0j)    hit@5 : 0.0475    hit@10 : 0.0814    hit@20 : 0.1143    hit@50 : 0.1919    precision@5 : 0.0095    precision@10 : 0.0085    precision@20 : 0.0066    precision@50 : 0.0049

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 : 0.0288    recall@10 : 0.0496    recall@20 : 0.0744    recall@50 : 0.1203    mrr@5 : (0.0236+0j)    mrr@10 : (0.0284+0j)    mrr@20 : (0.031+0j)    mrr@50 : (0.0329+0j)    ndcg@5 : (0.0202+0j)    ndcg@10 : (0.0272+0j)    ndcg@20 : (0.0342+0j)    ndcg@50 : (0.0446+0j)    hit@5 : 0.0455    hit@10 : 0.0824    hit@20 : 0.1182    hit@50 : 0.1812    precision@5 : 0.0101    precision@10 : 0.0091    precision@20 : 0.0072    precision@50 : 0.0049
Test result:
recall@5 : 0.0314    recall@10 : 0.0541    recall@20 : 0.0845    recall@50 : 0.1444    mrr@5 : (0.0251+0j)    mrr@10 : (0.0297+0j)    mrr@20 : (0.0326+0j)    mrr@50 : (0.0349+0j)    ndcg@5 : (0.0223+0j)    ndcg@10 : (0.0295+0j)    ndcg@20 : (0.0377+0j)    ndcg@50 : (0.0506+0j)    hit@5 : 0.0494    hit@10 : 0.0853    hit@20 : 0.126    hit@50 : 0.2016    precision@5 : 0.0103    precision@10 : 0.009    precision@20 : 0.0072    precision@50 : 0.005

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 : 0.0302    recall@10 : 0.0503    recall@20 : 0.0735    recall@50 : 0.1209    mrr@5 : (0.0229+0j)    mrr@10 : (0.0276+0j)    mrr@20 : (0.0299+0j)    mrr@50 : (0.032+0j)    ndcg@5 : (0.0204+0j)    ndcg@10 : (0.0271+0j)    ndcg@20 : (0.0336+0j)    ndcg@50 : (0.0445+0j)    hit@5 : 0.0484    hit@10 : 0.0833    hit@20 : 0.1163    hit@50 : 0.1822    precision@5 : 0.0107    precision@10 : 0.0091    precision@20 : 0.0069    precision@50 : 0.005
Test result:
recall@5 : 0.0312    recall@10 : 0.0559    recall@20 : 0.0866    recall@50 : 0.1471    mrr@5 : (0.025+0j)    mrr@10 : (0.0304+0j)    mrr@20 : (0.033+0j)    mrr@50 : (0.0352+0j)    ndcg@5 : (0.0224+0j)    ndcg@10 : (0.0307+0j)    ndcg@20 : (0.0386+0j)    ndcg@50 : (0.0516+0j)    hit@5 : 0.0475    hit@10 : 0.0891    hit@20 : 0.1279    hit@50 : 0.2035    precision@5 : 0.0099    precision@10 : 0.0095    precision@20 : 0.0071    precision@50 : 0.005

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 : 0.0347    recall@10 : 0.0515    recall@20 : 0.087    recall@50 : 0.159    mrr@5 : (0.0243+0j)    mrr@10 : (0.0283+0j)    mrr@20 : (0.0313+0j)    mrr@50 : (0.034+0j)    ndcg@5 : (0.024+0j)    ndcg@10 : (0.0295+0j)    ndcg@20 : (0.0389+0j)    ndcg@50 : (0.0547+0j)    hit@5 : 0.0543    hit@10 : 0.0872    hit@20 : 0.1298    hit@50 : 0.218    precision@5 : 0.0112    precision@10 : 0.0091    precision@20 : 0.0072    precision@50 : 0.0057
Test result:
recall@5 : 0.0377    recall@10 : 0.056    recall@20 : 0.0917    recall@50 : 0.1711    mrr@5 : (0.0234+0j)    mrr@10 : (0.0281+0j)    mrr@20 : (0.0314+0j)    mrr@50 : (0.0346+0j)    ndcg@5 : (0.0242+0j)    ndcg@10 : (0.0307+0j)    ndcg@20 : (0.0402+0j)    ndcg@50 : (0.0574+0j)    hit@5 : 0.0533    hit@10 : 0.0872    hit@20 : 0.1347    hit@50 : 0.2355    precision@5 : 0.0112    precision@10 : 0.0093    precision@20 : 0.0075    precision@50 : 0.0058

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 : 0.0237    recall@10 : 0.0431    recall@20 : 0.061    recall@50 : 0.1139    mrr@5 : (0.0193+0j)    mrr@10 : (0.0229+0j)    mrr@20 : (0.0249+0j)    mrr@50 : (0.0271+0j)    ndcg@5 : (0.0171+0j)    ndcg@10 : (0.0235+0j)    ndcg@20 : (0.0288+0j)    ndcg@50 : (0.0402+0j)    hit@5 : 0.0388    hit@10 : 0.0669    hit@20 : 0.095    hit@50 : 0.1638    precision@5 : 0.0081    precision@10 : 0.0075    precision@20 : 0.0057    precision@50 : 0.0041
Test result:
recall@5 : 0.0247    recall@10 : 0.042    recall@20 : 0.067    recall@50 : 0.1135    mrr@5 : (0.024+0j)    mrr@10 : (0.0268+0j)    mrr@20 : (0.0292+0j)    mrr@50 : (0.0312+0j)    ndcg@5 : (0.0195+0j)    ndcg@10 : (0.0246+0j)    ndcg@20 : (0.0308+0j)    ndcg@50 : (0.0409+0j)    hit@5 : 0.0436    hit@10 : 0.0659    hit@20 : 0.0998    hit@50 : 0.1628    precision@5 : 0.0093    precision@10 : 0.0076    precision@20 : 0.0055    precision@50 : 0.0038

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 : 0.0295    recall@10 : 0.0528    recall@20 : 0.0832    recall@50 : 0.1357    mrr@5 : (0.021+0j)    mrr@10 : (0.0258+0j)    mrr@20 : (0.0285+0j)    mrr@50 : (0.0306+0j)    ndcg@5 : (0.0202+0j)    ndcg@10 : (0.0279+0j)    ndcg@20 : (0.036+0j)    ndcg@50 : (0.0477+0j)    hit@5 : 0.0455    hit@10 : 0.0833    hit@20 : 0.1231    hit@50 : 0.1919    precision@5 : 0.0093    precision@10 : 0.0088    precision@20 : 0.007    precision@50 : 0.0051
Test result:
recall@5 : 0.0325    recall@10 : 0.0509    recall@20 : 0.0809    recall@50 : 0.1501    mrr@5 : (0.0262+0j)    mrr@10 : (0.0299+0j)    mrr@20 : (0.0326+0j)    mrr@50 : (0.0352+0j)    ndcg@5 : (0.0234+0j)    ndcg@10 : (0.0292+0j)    ndcg@20 : (0.0373+0j)    ndcg@50 : (0.0519+0j)    hit@5 : 0.0562    hit@10 : 0.0833    hit@20 : 0.125    hit@50 : 0.2064    precision@5 : 0.0112    precision@10 : 0.0088    precision@20 : 0.007    precision@50 : 0.005

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 : 0.0302    recall@10 : 0.0503    recall@20 : 0.0745    recall@50 : 0.1209    mrr@5 : (0.0229+0j)    mrr@10 : (0.0276+0j)    mrr@20 : (0.03+0j)    mrr@50 : (0.032+0j)    ndcg@5 : (0.0204+0j)    ndcg@10 : (0.0271+0j)    ndcg@20 : (0.0338+0j)    ndcg@50 : (0.0445+0j)    hit@5 : 0.0484    hit@10 : 0.0833    hit@20 : 0.1172    hit@50 : 0.1822    precision@5 : 0.0107    precision@10 : 0.0091    precision@20 : 0.007    precision@50 : 0.005
Test result:
recall@5 : 0.0312    recall@10 : 0.0559    recall@20 : 0.0866    recall@50 : 0.1471    mrr@5 : (0.025+0j)    mrr@10 : (0.0304+0j)    mrr@20 : (0.033+0j)    mrr@50 : (0.0352+0j)    ndcg@5 : (0.0224+0j)    ndcg@10 : (0.0307+0j)    ndcg@20 : (0.0386+0j)    ndcg@50 : (0.0516+0j)    hit@5 : 0.0475    hit@10 : 0.0891    hit@20 : 0.1279    hit@50 : 0.2035    precision@5 : 0.0099    precision@10 : 0.0095    precision@20 : 0.0071    precision@50 : 0.005

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 : 0.0259    recall@10 : 0.0541    recall@20 : 0.0755    recall@50 : 0.127    mrr@5 : (0.015+0j)    mrr@10 : (0.0211+0j)    mrr@20 : (0.0232+0j)    mrr@50 : (0.0256+0j)    ndcg@5 : (0.0153+0j)    ndcg@10 : (0.0252+0j)    ndcg@20 : (0.031+0j)    ndcg@50 : (0.043+0j)    hit@5 : 0.0388    hit@10 : 0.0853    hit@20 : 0.1163    hit@50 : 0.189    precision@5 : 0.0079    precision@10 : 0.009    precision@20 : 0.0066    precision@50 : 0.0049
Test result:
recall@5 : 0.0267    recall@10 : 0.0491    recall@20 : 0.0787    recall@50 : 0.1411    mrr@5 : (0.018+0j)    mrr@10 : (0.0218+0j)    mrr@20 : (0.0246+0j)    mrr@50 : (0.0272+0j)    ndcg@5 : (0.0175+0j)    ndcg@10 : (0.0245+0j)    ndcg@20 : (0.0326+0j)    ndcg@50 : (0.0464+0j)    hit@5 : 0.0446    hit@10 : 0.0746    hit@20 : 0.1163    hit@50 : 0.1977    precision@5 : 0.0091    precision@10 : 0.0079    precision@20 : 0.0067    precision@50 : 0.0051

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 : 0.029    recall@10 : 0.0516    recall@20 : 0.0658    recall@50 : 0.1147    mrr@5 : (0.0229+0j)    mrr@10 : (0.0272+0j)    mrr@20 : (0.029+0j)    mrr@50 : (0.0309+0j)    ndcg@5 : (0.021+0j)    ndcg@10 : (0.0286+0j)    ndcg@20 : (0.0328+0j)    ndcg@50 : (0.0432+0j)    hit@5 : 0.0426    hit@10 : 0.0746    hit@20 : 0.1008    hit@50 : 0.1647    precision@5 : 0.0085    precision@10 : 0.0078    precision@20 : 0.0056    precision@50 : 0.0041
Test result:
recall@5 : 0.0233    recall@10 : 0.034    recall@20 : 0.0601    recall@50 : 0.1068    mrr@5 : (0.023+0j)    mrr@10 : (0.0254+0j)    mrr@20 : (0.0277+0j)    mrr@50 : (0.0294+0j)    ndcg@5 : (0.0193+0j)    ndcg@10 : (0.0221+0j)    ndcg@20 : (0.0289+0j)    ndcg@50 : (0.0388+0j)    hit@5 : 0.0436    hit@10 : 0.061    hit@20 : 0.0959    hit@50 : 0.1521    precision@5 : 0.0091    precision@10 : 0.0063    precision@20 : 0.0053    precision@50 : 0.0038

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 : 0.0249    recall@10 : 0.0506    recall@20 : 0.0738    recall@50 : 0.1161    mrr@5 : (0.0214+0j)    mrr@10 : (0.026+0j)    mrr@20 : (0.0281+0j)    mrr@50 : (0.0299+0j)    ndcg@5 : (0.0196+0j)    ndcg@10 : (0.028+0j)    ndcg@20 : (0.0342+0j)    ndcg@50 : (0.0435+0j)    hit@5 : 0.0388    hit@10 : 0.0746    hit@20 : 0.1066    hit@50 : 0.1647    precision@5 : 0.0079    precision@10 : 0.008    precision@20 : 0.006    precision@50 : 0.004
Test result:
recall@5 : 0.0254    recall@10 : 0.0404    recall@20 : 0.0641    recall@50 : 0.1257    mrr@5 : (0.023+0j)    mrr@10 : (0.0261+0j)    mrr@20 : (0.0283+0j)    mrr@50 : (0.0307+0j)    ndcg@5 : (0.0187+0j)    ndcg@10 : (0.0233+0j)    ndcg@20 : (0.0293+0j)    ndcg@50 : (0.0423+0j)    hit@5 : 0.0407    hit@10 : 0.064    hit@20 : 0.0969    hit@50 : 0.1725    precision@5 : 0.0083    precision@10 : 0.0067    precision@20 : 0.0053    precision@50 : 0.004

