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 : 0.024    recall@10 : 0.0388    recall@20 : 0.0552    recall@50 : 0.0916    mrr@5 : (0.016+0j)    mrr@10 : (0.0184+0j)    mrr@20 : (0.0198+0j)    mrr@50 : (0.0211+0j)    ndcg@5 : (0.017+0j)    ndcg@10 : (0.0219+0j)    ndcg@20 : (0.0263+0j)    ndcg@50 : (0.0338+0j)    hit@5 : 0.0284    hit@10 : 0.0467    hit@20 : 0.0669    hit@50 : 0.1105    precision@5 : 0.0057    precision@10 : 0.0047    precision@20 : 0.0035    precision@50 : 0.0023
Test result:
recall@5 : 0.0229    recall@10 : 0.0373    recall@20 : 0.0593    recall@50 : 0.0957    mrr@5 : (0.0157+0j)    mrr@10 : (0.0179+0j)    mrr@20 : (0.0197+0j)    mrr@50 : (0.0211+0j)    ndcg@5 : (0.0161+0j)    ndcg@10 : (0.0208+0j)    ndcg@20 : (0.0266+0j)    ndcg@50 : (0.0343+0j)    hit@5 : 0.0281    hit@10 : 0.0453    hit@20 : 0.0713    hit@50 : 0.1152    precision@5 : 0.0057    precision@10 : 0.0046    precision@20 : 0.0036    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:0.001, 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 : 0.0292    recall@10 : 0.0448    recall@20 : 0.0622    recall@50 : 0.105    mrr@5 : (0.0189+0j)    mrr@10 : (0.0213+0j)    mrr@20 : (0.0228+0j)    mrr@50 : (0.0243+0j)    ndcg@5 : (0.0202+0j)    ndcg@10 : (0.0254+0j)    ndcg@20 : (0.0301+0j)    ndcg@50 : (0.0389+0j)    hit@5 : 0.0333    hit@10 : 0.0521    hit@20 : 0.0734    hit@50 : 0.1248    precision@5 : 0.007    precision@10 : 0.0054    precision@20 : 0.0039    precision@50 : 0.0027
Test result:
recall@5 : 0.0291    recall@10 : 0.045    recall@20 : 0.0646    recall@50 : 0.103    mrr@5 : (0.0202+0j)    mrr@10 : (0.0227+0j)    mrr@20 : (0.0245+0j)    mrr@50 : (0.0258+0j)    ndcg@5 : (0.0209+0j)    ndcg@10 : (0.0262+0j)    ndcg@20 : (0.0315+0j)    ndcg@50 : (0.0395+0j)    hit@5 : 0.0345    hit@10 : 0.0532    hit@20 : 0.0779    hit@50 : 0.1229    precision@5 : 0.007    precision@10 : 0.0054    precision@20 : 0.0041    precision@50 : 0.0026

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 : 0.0241    recall@10 : 0.0355    recall@20 : 0.0491    recall@50 : 0.0863    mrr@5 : (0.0149+0j)    mrr@10 : (0.0167+0j)    mrr@20 : (0.0179+0j)    mrr@50 : (0.0193+0j)    ndcg@5 : (0.0163+0j)    ndcg@10 : (0.0202+0j)    ndcg@20 : (0.0237+0j)    ndcg@50 : (0.0315+0j)    hit@5 : 0.0281    hit@10 : 0.0427    hit@20 : 0.0591    hit@50 : 0.1049    precision@5 : 0.0058    precision@10 : 0.0044    precision@20 : 0.0031    precision@50 : 0.0022
Test result:
recall@5 : 0.0181    recall@10 : 0.0307    recall@20 : 0.0503    recall@50 : 0.086    mrr@5 : (0.0134+0j)    mrr@10 : (0.0155+0j)    mrr@20 : (0.0171+0j)    mrr@50 : (0.0184+0j)    ndcg@5 : (0.0133+0j)    ndcg@10 : (0.0174+0j)    ndcg@20 : (0.0226+0j)    ndcg@50 : (0.03+0j)    hit@5 : 0.0225    hit@10 : 0.0385    hit@20 : 0.0617    hit@50 : 0.1046    precision@5 : 0.0046    precision@10 : 0.0039    precision@20 : 0.0032    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:0.001, 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 : 0.0272    recall@10 : 0.0437    recall@20 : 0.0595    recall@50 : 0.1051    mrr@5 : (0.0165+0j)    mrr@10 : (0.0193+0j)    mrr@20 : (0.0206+0j)    mrr@50 : (0.0223+0j)    ndcg@5 : (0.0185+0j)    ndcg@10 : (0.024+0j)    ndcg@20 : (0.0283+0j)    ndcg@50 : (0.0377+0j)    hit@5 : 0.0307    hit@10 : 0.0521    hit@20 : 0.072    hit@50 : 0.1243    precision@5 : 0.0063    precision@10 : 0.0053    precision@20 : 0.0038    precision@50 : 0.0026
Test result:
recall@5 : 0.0256    recall@10 : 0.0386    recall@20 : 0.0602    recall@50 : 0.1015    mrr@5 : (0.0168+0j)    mrr@10 : (0.0191+0j)    mrr@20 : (0.0207+0j)    mrr@50 : (0.0223+0j)    ndcg@5 : (0.0177+0j)    ndcg@10 : (0.0221+0j)    ndcg@20 : (0.0277+0j)    ndcg@50 : (0.0364+0j)    hit@5 : 0.0296    hit@10 : 0.0462    hit@20 : 0.0708    hit@50 : 0.1201    precision@5 : 0.006    precision@10 : 0.0047    precision@20 : 0.0036    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:0.0005, 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 : 0.0252    recall@10 : 0.0385    recall@20 : 0.0518    recall@50 : 0.0874    mrr@5 : (0.0166+0j)    mrr@10 : (0.0188+0j)    mrr@20 : (0.02+0j)    mrr@50 : (0.0213+0j)    ndcg@5 : (0.0179+0j)    ndcg@10 : (0.0224+0j)    ndcg@20 : (0.0259+0j)    ndcg@50 : (0.0333+0j)    hit@5 : 0.0284    hit@10 : 0.045    hit@20 : 0.0617    hit@50 : 0.106    precision@5 : 0.0058    precision@10 : 0.0046    precision@20 : 0.0032    precision@50 : 0.0022
Test result:
recall@5 : 0.0221    recall@10 : 0.0355    recall@20 : 0.0556    recall@50 : 0.0926    mrr@5 : (0.0146+0j)    mrr@10 : (0.0168+0j)    mrr@20 : (0.0183+0j)    mrr@50 : (0.0197+0j)    ndcg@5 : (0.0154+0j)    ndcg@10 : (0.0198+0j)    ndcg@20 : (0.0251+0j)    ndcg@50 : (0.0328+0j)    hit@5 : 0.0265    hit@10 : 0.0432    hit@20 : 0.0666    hit@50 : 0.111    precision@5 : 0.0054    precision@10 : 0.0044    precision@20 : 0.0035    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:0.001, 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 : 0.0226    recall@10 : 0.0378    recall@20 : 0.052    recall@50 : 0.0872    mrr@5 : (0.0158+0j)    mrr@10 : (0.0181+0j)    mrr@20 : (0.0193+0j)    mrr@50 : (0.0205+0j)    ndcg@5 : (0.0159+0j)    ndcg@10 : (0.0209+0j)    ndcg@20 : (0.0247+0j)    ndcg@50 : (0.032+0j)    hit@5 : 0.0279    hit@10 : 0.0453    hit@20 : 0.0626    hit@50 : 0.1049    precision@5 : 0.0056    precision@10 : 0.0046    precision@20 : 0.0033    precision@50 : 0.0022
Test result:
recall@5 : 0.0212    recall@10 : 0.035    recall@20 : 0.0542    recall@50 : 0.0902    mrr@5 : (0.0137+0j)    mrr@10 : (0.016+0j)    mrr@20 : (0.0176+0j)    mrr@50 : (0.019+0j)    ndcg@5 : (0.0146+0j)    ndcg@10 : (0.0192+0j)    ndcg@20 : (0.0243+0j)    ndcg@50 : (0.0319+0j)    hit@5 : 0.0251    hit@10 : 0.0418    hit@20 : 0.0659    hit@50 : 0.1086    precision@5 : 0.0051    precision@10 : 0.0043    precision@20 : 0.0034    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:0.001, 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 : 0.0233    recall@10 : 0.0369    recall@20 : 0.0553    recall@50 : 0.0915    mrr@5 : (0.0151+0j)    mrr@10 : (0.0173+0j)    mrr@20 : (0.0187+0j)    mrr@50 : (0.0201+0j)    ndcg@5 : (0.0162+0j)    ndcg@10 : (0.0207+0j)    ndcg@20 : (0.0256+0j)    ndcg@50 : (0.0331+0j)    hit@5 : 0.0272    hit@10 : 0.0436    hit@20 : 0.0647    hit@50 : 0.1074    precision@5 : 0.0056    precision@10 : 0.0045    precision@20 : 0.0033    precision@50 : 0.0023
Test result:
recall@5 : 0.0247    recall@10 : 0.0382    recall@20 : 0.0542    recall@50 : 0.0929    mrr@5 : (0.0161+0j)    mrr@10 : (0.0183+0j)    mrr@20 : (0.0196+0j)    mrr@50 : (0.021+0j)    ndcg@5 : (0.0172+0j)    ndcg@10 : (0.0217+0j)    ndcg@20 : (0.0258+0j)    ndcg@50 : (0.0339+0j)    hit@5 : 0.0281    hit@10 : 0.0446    hit@20 : 0.0645    hit@50 : 0.1114    precision@5 : 0.0057    precision@10 : 0.0045    precision@20 : 0.0033    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: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 : 0.0206    recall@10 : 0.0346    recall@20 : 0.0538    recall@50 : 0.0898    mrr@5 : (0.0146+0j)    mrr@10 : (0.0167+0j)    mrr@20 : (0.0183+0j)    mrr@50 : (0.0196+0j)    ndcg@5 : (0.0151+0j)    ndcg@10 : (0.0197+0j)    ndcg@20 : (0.0248+0j)    ndcg@50 : (0.0322+0j)    hit@5 : 0.0249    hit@10 : 0.0413    hit@20 : 0.0652    hit@50 : 0.1084    precision@5 : 0.0052    precision@10 : 0.0043    precision@20 : 0.0034    precision@50 : 0.0023
Test result:
recall@5 : 0.0251    recall@10 : 0.036    recall@20 : 0.0566    recall@50 : 0.0919    mrr@5 : (0.0167+0j)    mrr@10 : (0.0185+0j)    mrr@20 : (0.0202+0j)    mrr@50 : (0.0215+0j)    ndcg@5 : (0.0174+0j)    ndcg@10 : (0.0211+0j)    ndcg@20 : (0.0264+0j)    ndcg@50 : (0.0339+0j)    hit@5 : 0.0303    hit@10 : 0.0436    hit@20 : 0.0676    hit@50 : 0.1107    precision@5 : 0.0061    precision@10 : 0.0045    precision@20 : 0.0035    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: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 : 0.0286    recall@10 : 0.0433    recall@20 : 0.0613    recall@50 : 0.1011    mrr@5 : (0.0193+0j)    mrr@10 : (0.0218+0j)    mrr@20 : (0.0233+0j)    mrr@50 : (0.0247+0j)    ndcg@5 : (0.0204+0j)    ndcg@10 : (0.0253+0j)    ndcg@20 : (0.0301+0j)    ndcg@50 : (0.0384+0j)    hit@5 : 0.0328    hit@10 : 0.0525    hit@20 : 0.0741    hit@50 : 0.1199    precision@5 : 0.0069    precision@10 : 0.0055    precision@20 : 0.0039    precision@50 : 0.0026
Test result:
recall@5 : 0.0302    recall@10 : 0.043    recall@20 : 0.0615    recall@50 : 0.1018    mrr@5 : (0.0215+0j)    mrr@10 : (0.0236+0j)    mrr@20 : (0.0251+0j)    mrr@50 : (0.0266+0j)    ndcg@5 : (0.0217+0j)    ndcg@10 : (0.0259+0j)    ndcg@20 : (0.0308+0j)    ndcg@50 : (0.0392+0j)    hit@5 : 0.0364    hit@10 : 0.0528    hit@20 : 0.0746    hit@50 : 0.1234    precision@5 : 0.0075    precision@10 : 0.0054    precision@20 : 0.0039    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:0.0005, 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 : 0.0285    recall@10 : 0.0422    recall@20 : 0.0601    recall@50 : 0.0971    mrr@5 : (0.0176+0j)    mrr@10 : (0.02+0j)    mrr@20 : (0.0215+0j)    mrr@50 : (0.0229+0j)    ndcg@5 : (0.0192+0j)    ndcg@10 : (0.0239+0j)    ndcg@20 : (0.0287+0j)    ndcg@50 : (0.0363+0j)    hit@5 : 0.0326    hit@10 : 0.0507    hit@20 : 0.073    hit@50 : 0.118    precision@5 : 0.0067    precision@10 : 0.0053    precision@20 : 0.0038    precision@50 : 0.0025
Test result:
recall@5 : 0.0286    recall@10 : 0.0406    recall@20 : 0.0613    recall@50 : 0.1108    mrr@5 : (0.0196+0j)    mrr@10 : (0.0216+0j)    mrr@20 : (0.0232+0j)    mrr@50 : (0.025+0j)    ndcg@5 : (0.0204+0j)    ndcg@10 : (0.0244+0j)    ndcg@20 : (0.0299+0j)    ndcg@50 : (0.0402+0j)    hit@5 : 0.035    hit@10 : 0.05    hit@20 : 0.0741    hit@50 : 0.1316    precision@5 : 0.007    precision@10 : 0.0051    precision@20 : 0.0039    precision@50 : 0.0028

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 : 0.0461    recall@20 : 0.0632    recall@50 : 0.1036    mrr@5 : (0.0213+0j)    mrr@10 : (0.0234+0j)    mrr@20 : (0.0248+0j)    mrr@50 : (0.0263+0j)    ndcg@5 : (0.0228+0j)    ndcg@10 : (0.0273+0j)    ndcg@20 : (0.0318+0j)    ndcg@50 : (0.0401+0j)    hit@5 : 0.0378    hit@10 : 0.0542    hit@20 : 0.0755    hit@50 : 0.1222    precision@5 : 0.0078    precision@10 : 0.0057    precision@20 : 0.004    precision@50 : 0.0026
Test result:
recall@5 : 0.031    recall@10 : 0.0411    recall@20 : 0.0599    recall@50 : 0.0996    mrr@5 : (0.0216+0j)    mrr@10 : (0.0234+0j)    mrr@20 : (0.0251+0j)    mrr@50 : (0.0265+0j)    ndcg@5 : (0.0224+0j)    ndcg@10 : (0.0258+0j)    ndcg@20 : (0.0309+0j)    ndcg@50 : (0.0392+0j)    hit@5 : 0.0368    hit@10 : 0.0502    hit@20 : 0.0737    hit@50 : 0.1208    precision@5 : 0.0075    precision@10 : 0.0051    precision@20 : 0.0038    precision@50 : 0.0026

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 : 0.0256    recall@10 : 0.0408    recall@20 : 0.0561    recall@50 : 0.0928    mrr@5 : (0.0141+0j)    mrr@10 : (0.0165+0j)    mrr@20 : (0.0176+0j)    mrr@50 : (0.019+0j)    ndcg@5 : (0.0161+0j)    ndcg@10 : (0.0212+0j)    ndcg@20 : (0.0252+0j)    ndcg@50 : (0.0328+0j)    hit@5 : 0.0296    hit@10 : 0.0481    hit@20 : 0.0659    hit@50 : 0.1093    precision@5 : 0.0061    precision@10 : 0.005    precision@20 : 0.0035    precision@50 : 0.0023
Test result:
recall@5 : 0.0232    recall@10 : 0.0348    recall@20 : 0.0563    recall@50 : 0.0925    mrr@5 : (0.016+0j)    mrr@10 : (0.0179+0j)    mrr@20 : (0.0197+0j)    mrr@50 : (0.0209+0j)    ndcg@5 : (0.0161+0j)    ndcg@10 : (0.02+0j)    ndcg@20 : (0.0256+0j)    ndcg@50 : (0.0331+0j)    hit@5 : 0.0281    hit@10 : 0.0427    hit@20 : 0.069    hit@50 : 0.1107    precision@5 : 0.0057    precision@10 : 0.0044    precision@20 : 0.0036    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:0.0005, 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 : 0.0418    recall@20 : 0.059    recall@50 : 0.0949    mrr@5 : (0.0198+0j)    mrr@10 : (0.022+0j)    mrr@20 : (0.0234+0j)    mrr@50 : (0.0248+0j)    ndcg@5 : (0.0205+0j)    ndcg@10 : (0.0251+0j)    ndcg@20 : (0.0297+0j)    ndcg@50 : (0.0372+0j)    hit@5 : 0.0326    hit@10 : 0.0497    hit@20 : 0.0699    hit@50 : 0.1142    precision@5 : 0.0067    precision@10 : 0.0051    precision@20 : 0.0037    precision@50 : 0.0024
Test result:
recall@5 : 0.0286    recall@10 : 0.0397    recall@20 : 0.057    recall@50 : 0.0935    mrr@5 : (0.02+0j)    mrr@10 : (0.022+0j)    mrr@20 : (0.0234+0j)    mrr@50 : (0.0248+0j)    ndcg@5 : (0.0207+0j)    ndcg@10 : (0.0245+0j)    ndcg@20 : (0.0291+0j)    ndcg@50 : (0.0368+0j)    hit@5 : 0.0338    hit@10 : 0.0488    hit@20 : 0.0694    hit@50 : 0.1128    precision@5 : 0.0069    precision@10 : 0.005    precision@20 : 0.0036    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: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 : 0.0275    recall@10 : 0.0429    recall@20 : 0.0591    recall@50 : 0.0928    mrr@5 : (0.0181+0j)    mrr@10 : (0.0205+0j)    mrr@20 : (0.0218+0j)    mrr@50 : (0.0231+0j)    ndcg@5 : (0.0191+0j)    ndcg@10 : (0.0242+0j)    ndcg@20 : (0.0285+0j)    ndcg@50 : (0.0355+0j)    hit@5 : 0.0331    hit@10 : 0.0516    hit@20 : 0.0711    hit@50 : 0.1112    precision@5 : 0.0068    precision@10 : 0.0054    precision@20 : 0.0037    precision@50 : 0.0024
Test result:
recall@5 : 0.0311    recall@10 : 0.0441    recall@20 : 0.0611    recall@50 : 0.0958    mrr@5 : (0.0221+0j)    mrr@10 : (0.0243+0j)    mrr@20 : (0.0257+0j)    mrr@50 : (0.0271+0j)    ndcg@5 : (0.0224+0j)    ndcg@10 : (0.0268+0j)    ndcg@20 : (0.0314+0j)    ndcg@50 : (0.0388+0j)    hit@5 : 0.0375    hit@10 : 0.054    hit@20 : 0.0751    hit@50 : 0.1161    precision@5 : 0.0076    precision@10 : 0.0056    precision@20 : 0.0039    precision@50 : 0.0025

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 : 0.0282    recall@10 : 0.0445    recall@20 : 0.0577    recall@50 : 0.0974    mrr@5 : (0.0186+0j)    mrr@10 : (0.0212+0j)    mrr@20 : (0.0222+0j)    mrr@50 : (0.0237+0j)    ndcg@5 : (0.0196+0j)    ndcg@10 : (0.0251+0j)    ndcg@20 : (0.0286+0j)    ndcg@50 : (0.0369+0j)    hit@5 : 0.0338    hit@10 : 0.0532    hit@20 : 0.0692    hit@50 : 0.1185    precision@5 : 0.007    precision@10 : 0.0056    precision@20 : 0.0037    precision@50 : 0.0025
Test result:
recall@5 : 0.0322    recall@10 : 0.0417    recall@20 : 0.0603    recall@50 : 0.0987    mrr@5 : (0.0232+0j)    mrr@10 : (0.0246+0j)    mrr@20 : (0.0261+0j)    mrr@50 : (0.0275+0j)    ndcg@5 : (0.0238+0j)    ndcg@10 : (0.0269+0j)    ndcg@20 : (0.0318+0j)    ndcg@50 : (0.0398+0j)    hit@5 : 0.0392    hit@10 : 0.05    hit@20 : 0.0725    hit@50 : 0.1185    precision@5 : 0.0079    precision@10 : 0.0052    precision@20 : 0.0038    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:0.0005, 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 : 0.0236    recall@10 : 0.0384    recall@20 : 0.0537    recall@50 : 0.09    mrr@5 : (0.0147+0j)    mrr@10 : (0.0169+0j)    mrr@20 : (0.0182+0j)    mrr@50 : (0.0196+0j)    ndcg@5 : (0.0158+0j)    ndcg@10 : (0.0208+0j)    ndcg@20 : (0.0248+0j)    ndcg@50 : (0.0324+0j)    hit@5 : 0.0284    hit@10 : 0.0448    hit@20 : 0.0636    hit@50 : 0.1077    precision@5 : 0.0057    precision@10 : 0.0046    precision@20 : 0.0033    precision@50 : 0.0023
Test result:
recall@5 : 0.0221    recall@10 : 0.0318    recall@20 : 0.049    recall@50 : 0.0855    mrr@5 : (0.0146+0j)    mrr@10 : (0.0162+0j)    mrr@20 : (0.0177+0j)    mrr@50 : (0.019+0j)    ndcg@5 : (0.0152+0j)    ndcg@10 : (0.0184+0j)    ndcg@20 : (0.0231+0j)    ndcg@50 : (0.0305+0j)    hit@5 : 0.0277    hit@10 : 0.0399    hit@20 : 0.0615    hit@50 : 0.1027    precision@5 : 0.0056    precision@10 : 0.004    precision@20 : 0.0032    precision@50 : 0.0021

