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 : 0.0369    recall@10 : 0.0542    recall@20 : 0.0738    recall@50 : 0.109    mrr@5 : (0.0223+0j)    mrr@10 : (0.0248+0j)    mrr@20 : (0.0263+0j)    mrr@50 : (0.0275+0j)    ndcg@5 : (0.0254+0j)    ndcg@10 : (0.0311+0j)    ndcg@20 : (0.0361+0j)    ndcg@50 : (0.0433+0j)    hit@5 : 0.039    hit@10 : 0.0579    hit@20 : 0.0791    hit@50 : 0.1176    precision@5 : 0.0079    precision@10 : 0.0059    precision@20 : 0.004    precision@50 : 0.0024
Test result:
recall@5 : 0.036    recall@10 : 0.052    recall@20 : 0.0716    recall@50 : 0.1062    mrr@5 : (0.0236+0j)    mrr@10 : (0.0259+0j)    mrr@20 : (0.0273+0j)    mrr@50 : (0.0285+0j)    ndcg@5 : (0.026+0j)    ndcg@10 : (0.0312+0j)    ndcg@20 : (0.0362+0j)    ndcg@50 : (0.0432+0j)    hit@5 : 0.0387    hit@10 : 0.0562    hit@20 : 0.0775    hit@50 : 0.1154    precision@5 : 0.0078    precision@10 : 0.0057    precision@20 : 0.004    precision@50 : 0.0024

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 : 0.0302    recall@10 : 0.0437    recall@20 : 0.0599    recall@50 : 0.0938    mrr@5 : (0.0178+0j)    mrr@10 : (0.0197+0j)    mrr@20 : (0.0209+0j)    mrr@50 : (0.0221+0j)    ndcg@5 : (0.0203+0j)    ndcg@10 : (0.0247+0j)    ndcg@20 : (0.0288+0j)    ndcg@50 : (0.0357+0j)    hit@5 : 0.0327    hit@10 : 0.0473    hit@20 : 0.065    hit@50 : 0.1017    precision@5 : 0.0066    precision@10 : 0.0048    precision@20 : 0.0033    precision@50 : 0.0021
Test result:
recall@5 : 0.0301    recall@10 : 0.044    recall@20 : 0.0607    recall@50 : 0.0923    mrr@5 : (0.019+0j)    mrr@10 : (0.021+0j)    mrr@20 : (0.0223+0j)    mrr@50 : (0.0233+0j)    ndcg@5 : (0.0211+0j)    ndcg@10 : (0.0257+0j)    ndcg@20 : (0.03+0j)    ndcg@50 : (0.0364+0j)    hit@5 : 0.0321    hit@10 : 0.047    hit@20 : 0.0653    hit@50 : 0.0996    precision@5 : 0.0065    precision@10 : 0.0048    precision@20 : 0.0033    precision@50 : 0.0021

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 : 0.0374    recall@10 : 0.058    recall@20 : 0.0785    recall@50 : 0.1158    mrr@5 : (0.0223+0j)    mrr@10 : (0.0252+0j)    mrr@20 : (0.0267+0j)    mrr@50 : (0.028+0j)    ndcg@5 : (0.0255+0j)    ndcg@10 : (0.0322+0j)    ndcg@20 : (0.0375+0j)    ndcg@50 : (0.045+0j)    hit@5 : 0.0397    hit@10 : 0.0613    hit@20 : 0.084    hit@50 : 0.1238    precision@5 : 0.0081    precision@10 : 0.0063    precision@20 : 0.0043    precision@50 : 0.0026
Test result:
recall@5 : 0.0389    recall@10 : 0.0568    recall@20 : 0.0771    recall@50 : 0.1122    mrr@5 : (0.0244+0j)    mrr@10 : (0.0269+0j)    mrr@20 : (0.0284+0j)    mrr@50 : (0.0296+0j)    ndcg@5 : (0.0272+0j)    ndcg@10 : (0.033+0j)    ndcg@20 : (0.0383+0j)    ndcg@50 : (0.0454+0j)    hit@5 : 0.0417    hit@10 : 0.0609    hit@20 : 0.083    hit@50 : 0.1206    precision@5 : 0.0084    precision@10 : 0.0062    precision@20 : 0.0043    precision@50 : 0.0025

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 : 0.0325    recall@10 : 0.0481    recall@20 : 0.0657    recall@50 : 0.103    mrr@5 : (0.0191+0j)    mrr@10 : (0.0213+0j)    mrr@20 : (0.0226+0j)    mrr@50 : (0.0238+0j)    ndcg@5 : (0.0219+0j)    ndcg@10 : (0.027+0j)    ndcg@20 : (0.0316+0j)    ndcg@50 : (0.0391+0j)    hit@5 : 0.0344    hit@10 : 0.051    hit@20 : 0.0697    hit@50 : 0.1103    precision@5 : 0.0069    precision@10 : 0.0052    precision@20 : 0.0036    precision@50 : 0.0023
Test result:
recall@5 : 0.0317    recall@10 : 0.0466    recall@20 : 0.0668    recall@50 : 0.1021    mrr@5 : (0.0202+0j)    mrr@10 : (0.0224+0j)    mrr@20 : (0.0238+0j)    mrr@50 : (0.025+0j)    ndcg@5 : (0.0224+0j)    ndcg@10 : (0.0273+0j)    ndcg@20 : (0.0325+0j)    ndcg@50 : (0.0396+0j)    hit@5 : 0.0337    hit@10 : 0.0501    hit@20 : 0.0718    hit@50 : 0.1101    precision@5 : 0.0067    precision@10 : 0.005    precision@20 : 0.0037    precision@50 : 0.0023

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 : 0.0292    recall@10 : 0.044    recall@20 : 0.061    recall@50 : 0.0946    mrr@5 : (0.0174+0j)    mrr@10 : (0.0195+0j)    mrr@20 : (0.0208+0j)    mrr@50 : (0.0219+0j)    ndcg@5 : (0.0198+0j)    ndcg@10 : (0.0247+0j)    ndcg@20 : (0.029+0j)    ndcg@50 : (0.0358+0j)    hit@5 : 0.0312    hit@10 : 0.0475    hit@20 : 0.0658    hit@50 : 0.1026    precision@5 : 0.0063    precision@10 : 0.0048    precision@20 : 0.0034    precision@50 : 0.0021
Test result:
recall@5 : 0.0305    recall@10 : 0.0441    recall@20 : 0.0602    recall@50 : 0.0945    mrr@5 : (0.0194+0j)    mrr@10 : (0.0214+0j)    mrr@20 : (0.0226+0j)    mrr@50 : (0.0237+0j)    ndcg@5 : (0.0216+0j)    ndcg@10 : (0.026+0j)    ndcg@20 : (0.0302+0j)    ndcg@50 : (0.0371+0j)    hit@5 : 0.0325    hit@10 : 0.0471    hit@20 : 0.0654    hit@50 : 0.1026    precision@5 : 0.0066    precision@10 : 0.0048    precision@20 : 0.0033    precision@50 : 0.0021

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 : 0.0371    recall@10 : 0.0562    recall@20 : 0.0761    recall@50 : 0.111    mrr@5 : (0.0222+0j)    mrr@10 : (0.0249+0j)    mrr@20 : (0.0263+0j)    mrr@50 : (0.0275+0j)    ndcg@5 : (0.0253+0j)    ndcg@10 : (0.0316+0j)    ndcg@20 : (0.0367+0j)    ndcg@50 : (0.0438+0j)    hit@5 : 0.0391    hit@10 : 0.0594    hit@20 : 0.0807    hit@50 : 0.1194    precision@5 : 0.0079    precision@10 : 0.006    precision@20 : 0.0041    precision@50 : 0.0025
Test result:
recall@5 : 0.0366    recall@10 : 0.0498    recall@20 : 0.0693    recall@50 : 0.1065    mrr@5 : (0.0235+0j)    mrr@10 : (0.0255+0j)    mrr@20 : (0.027+0j)    mrr@50 : (0.0282+0j)    ndcg@5 : (0.026+0j)    ndcg@10 : (0.0304+0j)    ndcg@20 : (0.0355+0j)    ndcg@50 : (0.043+0j)    hit@5 : 0.0394    hit@10 : 0.054    hit@20 : 0.0757    hit@50 : 0.1157    precision@5 : 0.0079    precision@10 : 0.0055    precision@20 : 0.0039    precision@50 : 0.0024

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 : 0.0296    recall@10 : 0.0431    recall@20 : 0.0612    recall@50 : 0.0956    mrr@5 : (0.0177+0j)    mrr@10 : (0.0197+0j)    mrr@20 : (0.0211+0j)    mrr@50 : (0.0222+0j)    ndcg@5 : (0.0201+0j)    ndcg@10 : (0.0245+0j)    ndcg@20 : (0.0291+0j)    ndcg@50 : (0.0361+0j)    hit@5 : 0.0321    hit@10 : 0.0471    hit@20 : 0.0672    hit@50 : 0.1039    precision@5 : 0.0065    precision@10 : 0.0048    precision@20 : 0.0034    precision@50 : 0.0022
Test result:
recall@5 : 0.0314    recall@10 : 0.0457    recall@20 : 0.0611    recall@50 : 0.0962    mrr@5 : (0.0201+0j)    mrr@10 : (0.0222+0j)    mrr@20 : (0.0233+0j)    mrr@50 : (0.0245+0j)    ndcg@5 : (0.0224+0j)    ndcg@10 : (0.0271+0j)    ndcg@20 : (0.0311+0j)    ndcg@50 : (0.0382+0j)    hit@5 : 0.0332    hit@10 : 0.0492    hit@20 : 0.0658    hit@50 : 0.1036    precision@5 : 0.0067    precision@10 : 0.005    precision@20 : 0.0034    precision@50 : 0.0021

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 : 0.0321    recall@10 : 0.047    recall@20 : 0.0668    recall@50 : 0.1029    mrr@5 : (0.0186+0j)    mrr@10 : (0.0207+0j)    mrr@20 : (0.0222+0j)    mrr@50 : (0.0234+0j)    ndcg@5 : (0.0214+0j)    ndcg@10 : (0.0263+0j)    ndcg@20 : (0.0314+0j)    ndcg@50 : (0.0387+0j)    hit@5 : 0.0341    hit@10 : 0.0502    hit@20 : 0.0715    hit@50 : 0.11    precision@5 : 0.0069    precision@10 : 0.0051    precision@20 : 0.0036    precision@50 : 0.0023
Test result:
recall@5 : 0.0315    recall@10 : 0.0451    recall@20 : 0.0648    recall@50 : 0.0984    mrr@5 : (0.0196+0j)    mrr@10 : (0.0216+0j)    mrr@20 : (0.023+0j)    mrr@50 : (0.0242+0j)    ndcg@5 : (0.0219+0j)    ndcg@10 : (0.0264+0j)    ndcg@20 : (0.0314+0j)    ndcg@50 : (0.0382+0j)    hit@5 : 0.0337    hit@10 : 0.0485    hit@20 : 0.07    hit@50 : 0.1066    precision@5 : 0.0068    precision@10 : 0.0049    precision@20 : 0.0036    precision@50 : 0.0022

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 : 0.0309    recall@10 : 0.0476    recall@20 : 0.0681    recall@50 : 0.105    mrr@5 : (0.0179+0j)    mrr@10 : (0.0202+0j)    mrr@20 : (0.0217+0j)    mrr@50 : (0.0229+0j)    ndcg@5 : (0.0205+0j)    ndcg@10 : (0.026+0j)    ndcg@20 : (0.0312+0j)    ndcg@50 : (0.0387+0j)    hit@5 : 0.033    hit@10 : 0.0508    hit@20 : 0.0731    hit@50 : 0.1124    precision@5 : 0.0067    precision@10 : 0.0052    precision@20 : 0.0037    precision@50 : 0.0023
Test result:
recall@5 : 0.0318    recall@10 : 0.0457    recall@20 : 0.0668    recall@50 : 0.1045    mrr@5 : (0.02+0j)    mrr@10 : (0.022+0j)    mrr@20 : (0.0236+0j)    mrr@50 : (0.0248+0j)    ndcg@5 : (0.0223+0j)    ndcg@10 : (0.0269+0j)    ndcg@20 : (0.0323+0j)    ndcg@50 : (0.0399+0j)    hit@5 : 0.0339    hit@10 : 0.0488    hit@20 : 0.0721    hit@50 : 0.1122    precision@5 : 0.0068    precision@10 : 0.005    precision@20 : 0.0037    precision@50 : 0.0023

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 : 0.0394    recall@10 : 0.0597    recall@20 : 0.081    recall@50 : 0.1229    mrr@5 : (0.0232+0j)    mrr@10 : (0.0261+0j)    mrr@20 : (0.0276+0j)    mrr@50 : (0.0291+0j)    ndcg@5 : (0.0266+0j)    ndcg@10 : (0.0332+0j)    ndcg@20 : (0.0387+0j)    ndcg@50 : (0.0472+0j)    hit@5 : 0.0419    hit@10 : 0.0638    hit@20 : 0.0866    hit@50 : 0.1323    precision@5 : 0.0085    precision@10 : 0.0065    precision@20 : 0.0045    precision@50 : 0.0027
Test result:
recall@5 : 0.0372    recall@10 : 0.0545    recall@20 : 0.0784    recall@50 : 0.1204    mrr@5 : (0.0239+0j)    mrr@10 : (0.0263+0j)    mrr@20 : (0.0281+0j)    mrr@50 : (0.0295+0j)    ndcg@5 : (0.0264+0j)    ndcg@10 : (0.032+0j)    ndcg@20 : (0.0382+0j)    ndcg@50 : (0.0467+0j)    hit@5 : 0.0404    hit@10 : 0.0591    hit@20 : 0.0847    hit@50 : 0.1296    precision@5 : 0.0081    precision@10 : 0.006    precision@20 : 0.0044    precision@50 : 0.0027

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 : 0.0383    recall@10 : 0.0586    recall@20 : 0.0815    recall@50 : 0.1194    mrr@5 : (0.0217+0j)    mrr@10 : (0.0245+0j)    mrr@20 : (0.0262+0j)    mrr@50 : (0.0275+0j)    ndcg@5 : (0.0253+0j)    ndcg@10 : (0.0319+0j)    ndcg@20 : (0.0378+0j)    ndcg@50 : (0.0455+0j)    hit@5 : 0.0406    hit@10 : 0.0621    hit@20 : 0.0872    hit@50 : 0.1282    precision@5 : 0.0082    precision@10 : 0.0063    precision@20 : 0.0045    precision@50 : 0.0026
Test result:
recall@5 : 0.0387    recall@10 : 0.0571    recall@20 : 0.08    recall@50 : 0.1185    mrr@5 : (0.0237+0j)    mrr@10 : (0.0262+0j)    mrr@20 : (0.028+0j)    mrr@50 : (0.0293+0j)    ndcg@5 : (0.0265+0j)    ndcg@10 : (0.0325+0j)    ndcg@20 : (0.0384+0j)    ndcg@50 : (0.0463+0j)    hit@5 : 0.0416    hit@10 : 0.0613    hit@20 : 0.0863    hit@50 : 0.1278    precision@5 : 0.0084    precision@10 : 0.0062    precision@20 : 0.0044    precision@50 : 0.0027

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 : 0.0301    recall@10 : 0.0449    recall@20 : 0.0606    recall@50 : 0.0931    mrr@5 : (0.0179+0j)    mrr@10 : (0.02+0j)    mrr@20 : (0.0212+0j)    mrr@50 : (0.0222+0j)    ndcg@5 : (0.0205+0j)    ndcg@10 : (0.0253+0j)    ndcg@20 : (0.0293+0j)    ndcg@50 : (0.0358+0j)    hit@5 : 0.032    hit@10 : 0.0476    hit@20 : 0.065    hit@50 : 0.1001    precision@5 : 0.0065    precision@10 : 0.0049    precision@20 : 0.0033    precision@50 : 0.0021
Test result:
recall@5 : 0.0305    recall@10 : 0.0435    recall@20 : 0.0595    recall@50 : 0.0923    mrr@5 : (0.0181+0j)    mrr@10 : (0.02+0j)    mrr@20 : (0.0212+0j)    mrr@50 : (0.0224+0j)    ndcg@5 : (0.0205+0j)    ndcg@10 : (0.0248+0j)    ndcg@20 : (0.029+0j)    ndcg@50 : (0.0357+0j)    hit@5 : 0.0329    hit@10 : 0.047    hit@20 : 0.0647    hit@50 : 0.1005    precision@5 : 0.0066    precision@10 : 0.0048    precision@20 : 0.0033    precision@50 : 0.0021

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 : 0.0339    recall@10 : 0.05    recall@20 : 0.0675    recall@50 : 0.1041    mrr@5 : (0.02+0j)    mrr@10 : (0.0223+0j)    mrr@20 : (0.0236+0j)    mrr@50 : (0.0248+0j)    ndcg@5 : (0.023+0j)    ndcg@10 : (0.0282+0j)    ndcg@20 : (0.0328+0j)    ndcg@50 : (0.0402+0j)    hit@5 : 0.0355    hit@10 : 0.0529    hit@20 : 0.0716    hit@50 : 0.111    precision@5 : 0.0072    precision@10 : 0.0054    precision@20 : 0.0037    precision@50 : 0.0023
Test result:
recall@5 : 0.0296    recall@10 : 0.045    recall@20 : 0.0638    recall@50 : 0.1001    mrr@5 : (0.0191+0j)    mrr@10 : (0.0213+0j)    mrr@20 : (0.0227+0j)    mrr@50 : (0.0239+0j)    ndcg@5 : (0.0211+0j)    ndcg@10 : (0.0261+0j)    ndcg@20 : (0.0309+0j)    ndcg@50 : (0.0383+0j)    hit@5 : 0.0321    hit@10 : 0.0486    hit@20 : 0.069    hit@50 : 0.1083    precision@5 : 0.0064    precision@10 : 0.0049    precision@20 : 0.0035    precision@50 : 0.0022

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 : 0.0402    recall@10 : 0.059    recall@20 : 0.0799    recall@50 : 0.1176    mrr@5 : (0.0237+0j)    mrr@10 : (0.0263+0j)    mrr@20 : (0.0278+0j)    mrr@50 : (0.0291+0j)    ndcg@5 : (0.0271+0j)    ndcg@10 : (0.0332+0j)    ndcg@20 : (0.0386+0j)    ndcg@50 : (0.0463+0j)    hit@5 : 0.0429    hit@10 : 0.0628    hit@20 : 0.0851    hit@50 : 0.1255    precision@5 : 0.0086    precision@10 : 0.0064    precision@20 : 0.0044    precision@50 : 0.0026
Test result:
recall@5 : 0.0397    recall@10 : 0.0575    recall@20 : 0.0792    recall@50 : 0.1184    mrr@5 : (0.0234+0j)    mrr@10 : (0.0259+0j)    mrr@20 : (0.0275+0j)    mrr@50 : (0.0289+0j)    ndcg@5 : (0.0268+0j)    ndcg@10 : (0.0326+0j)    ndcg@20 : (0.0382+0j)    ndcg@50 : (0.0462+0j)    hit@5 : 0.0422    hit@10 : 0.061    hit@20 : 0.0848    hit@50 : 0.1276    precision@5 : 0.0086    precision@10 : 0.0062    precision@20 : 0.0043    precision@50 : 0.0026

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 : 0.038    recall@10 : 0.0531    recall@20 : 0.0724    recall@50 : 0.1064    mrr@5 : (0.0224+0j)    mrr@10 : (0.0246+0j)    mrr@20 : (0.0261+0j)    mrr@50 : (0.0272+0j)    ndcg@5 : (0.0257+0j)    ndcg@10 : (0.0306+0j)    ndcg@20 : (0.0356+0j)    ndcg@50 : (0.0425+0j)    hit@5 : 0.0402    hit@10 : 0.0567    hit@20 : 0.0782    hit@50 : 0.1144    precision@5 : 0.0081    precision@10 : 0.0058    precision@20 : 0.004    precision@50 : 0.0024
Test result:
recall@5 : 0.0346    recall@10 : 0.0493    recall@20 : 0.0696    recall@50 : 0.1059    mrr@5 : (0.0226+0j)    mrr@10 : (0.0246+0j)    mrr@20 : (0.0261+0j)    mrr@50 : (0.0274+0j)    ndcg@5 : (0.0247+0j)    ndcg@10 : (0.0295+0j)    ndcg@20 : (0.0347+0j)    ndcg@50 : (0.0421+0j)    hit@5 : 0.0377    hit@10 : 0.0535    hit@20 : 0.0755    hit@50 : 0.1151    precision@5 : 0.0076    precision@10 : 0.0055    precision@20 : 0.0039    precision@50 : 0.0024

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 : 0.0378    recall@10 : 0.0571    recall@20 : 0.0791    recall@50 : 0.1163    mrr@5 : (0.0226+0j)    mrr@10 : (0.0253+0j)    mrr@20 : (0.027+0j)    mrr@50 : (0.0282+0j)    ndcg@5 : (0.0259+0j)    ndcg@10 : (0.0321+0j)    ndcg@20 : (0.0378+0j)    ndcg@50 : (0.0454+0j)    hit@5 : 0.0401    hit@10 : 0.0606    hit@20 : 0.0845    hit@50 : 0.1244    precision@5 : 0.0082    precision@10 : 0.0062    precision@20 : 0.0043    precision@50 : 0.0026
Test result:
recall@5 : 0.0405    recall@10 : 0.0546    recall@20 : 0.0764    recall@50 : 0.1137    mrr@5 : (0.0258+0j)    mrr@10 : (0.0278+0j)    mrr@20 : (0.0294+0j)    mrr@50 : (0.0307+0j)    ndcg@5 : (0.0285+0j)    ndcg@10 : (0.0332+0j)    ndcg@20 : (0.0387+0j)    ndcg@50 : (0.0463+0j)    hit@5 : 0.0437    hit@10 : 0.0589    hit@20 : 0.0822    hit@50 : 0.1226    precision@5 : 0.0088    precision@10 : 0.006    precision@20 : 0.0042    precision@50 : 0.0026

