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 : 0.0206    recall@10 : 0.0315    recall@20 : 0.0478    recall@50 : 0.0787    mrr@5 : (0.0211+0j)    mrr@10 : (0.0244+0j)    mrr@20 : (0.0263+0j)    mrr@50 : (0.0279+0j)    ndcg@5 : (0.017+0j)    ndcg@10 : (0.0202+0j)    ndcg@20 : (0.0245+0j)    ndcg@50 : (0.0315+0j)    hit@5 : 0.0406    hit@10 : 0.0651    hit@20 : 0.0943    hit@50 : 0.1453    precision@5 : 0.009    precision@10 : 0.0073    precision@20 : 0.006    precision@50 : 0.0042
Test result:
recall@5 : 0.022    recall@10 : 0.0342    recall@20 : 0.0506    recall@50 : 0.0871    mrr@5 : (0.0253+0j)    mrr@10 : (0.0285+0j)    mrr@20 : (0.0305+0j)    mrr@50 : (0.0323+0j)    ndcg@5 : (0.0198+0j)    ndcg@10 : (0.0234+0j)    ndcg@20 : (0.0277+0j)    ndcg@50 : (0.036+0j)    hit@5 : 0.0438    hit@10 : 0.0686    hit@20 : 0.0976    hit@50 : 0.1558    precision@5 : 0.0096    precision@10 : 0.008    precision@20 : 0.0062    precision@50 : 0.0045

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 : 0.0197    recall@10 : 0.0325    recall@20 : 0.0467    recall@50 : 0.0759    mrr@5 : (0.0205+0j)    mrr@10 : (0.0238+0j)    mrr@20 : (0.0256+0j)    mrr@50 : (0.0273+0j)    ndcg@5 : (0.016+0j)    ndcg@10 : (0.0199+0j)    ndcg@20 : (0.0238+0j)    ndcg@50 : (0.0307+0j)    hit@5 : 0.0398    hit@10 : 0.0647    hit@20 : 0.0913    hit@50 : 0.1436    precision@5 : 0.0086    precision@10 : 0.0072    precision@20 : 0.0055    precision@50 : 0.004
Test result:
recall@5 : 0.0202    recall@10 : 0.0314    recall@20 : 0.0478    recall@50 : 0.0782    mrr@5 : (0.021+0j)    mrr@10 : (0.0238+0j)    mrr@20 : (0.026+0j)    mrr@50 : (0.0277+0j)    ndcg@5 : (0.0168+0j)    ndcg@10 : (0.0203+0j)    ndcg@20 : (0.0246+0j)    ndcg@50 : (0.0319+0j)    hit@5 : 0.0402    hit@10 : 0.0608    hit@20 : 0.0924    hit@50 : 0.1474    precision@5 : 0.0086    precision@10 : 0.007    precision@20 : 0.0056    precision@50 : 0.0042

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 : 0.02    recall@10 : 0.0338    recall@20 : 0.0485    recall@50 : 0.0793    mrr@5 : (0.019+0j)    mrr@10 : (0.0223+0j)    mrr@20 : (0.0242+0j)    mrr@50 : (0.0259+0j)    ndcg@5 : (0.0159+0j)    ndcg@10 : (0.0204+0j)    ndcg@20 : (0.0244+0j)    ndcg@50 : (0.0316+0j)    hit@5 : 0.0378    hit@10 : 0.0632    hit@20 : 0.0905    hit@50 : 0.1453    precision@5 : 0.008    precision@10 : 0.0073    precision@20 : 0.0057    precision@50 : 0.0042
Test result:
recall@5 : 0.0185    recall@10 : 0.0334    recall@20 : 0.0492    recall@50 : 0.0815    mrr@5 : (0.0198+0j)    mrr@10 : (0.0234+0j)    mrr@20 : (0.0254+0j)    mrr@50 : (0.0271+0j)    ndcg@5 : (0.0158+0j)    ndcg@10 : (0.0204+0j)    ndcg@20 : (0.0248+0j)    ndcg@50 : (0.0323+0j)    hit@5 : 0.0383    hit@10 : 0.0649    hit@20 : 0.0931    hit@50 : 0.1494    precision@5 : 0.0084    precision@10 : 0.0074    precision@20 : 0.0058    precision@50 : 0.0043

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 : 0.0162    recall@10 : 0.0261    recall@20 : 0.0402    recall@50 : 0.0682    mrr@5 : (0.0186+0j)    mrr@10 : (0.0213+0j)    mrr@20 : (0.0231+0j)    mrr@50 : (0.0245+0j)    ndcg@5 : (0.0141+0j)    ndcg@10 : (0.0171+0j)    ndcg@20 : (0.0209+0j)    ndcg@50 : (0.0272+0j)    hit@5 : 0.0344    hit@10 : 0.0552    hit@20 : 0.0815    hit@50 : 0.1281    precision@5 : 0.0073    precision@10 : 0.006    precision@20 : 0.0048    precision@50 : 0.0035
Test result:
recall@5 : 0.0163    recall@10 : 0.023    recall@20 : 0.0361    recall@50 : 0.0672    mrr@5 : (0.0163+0j)    mrr@10 : (0.0186+0j)    mrr@20 : (0.0204+0j)    mrr@50 : (0.0221+0j)    ndcg@5 : (0.0132+0j)    ndcg@10 : (0.0154+0j)    ndcg@20 : (0.0189+0j)    ndcg@50 : (0.026+0j)    hit@5 : 0.0316    hit@10 : 0.0496    hit@20 : 0.0757    hit@50 : 0.1289    precision@5 : 0.0066    precision@10 : 0.0055    precision@20 : 0.0044    precision@50 : 0.0034

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 : 0.0164    recall@10 : 0.0257    recall@20 : 0.0391    recall@50 : 0.0668    mrr@5 : (0.0181+0j)    mrr@10 : (0.0208+0j)    mrr@20 : (0.0225+0j)    mrr@50 : (0.0241+0j)    ndcg@5 : (0.0139+0j)    ndcg@10 : (0.0168+0j)    ndcg@20 : (0.0204+0j)    ndcg@50 : (0.0268+0j)    hit@5 : 0.0355    hit@10 : 0.0559    hit@20 : 0.0812    hit@50 : 0.1294    precision@5 : 0.0075    precision@10 : 0.006    precision@20 : 0.0048    precision@50 : 0.0034
Test result:
recall@5 : 0.0168    recall@10 : 0.0278    recall@20 : 0.0472    recall@50 : 0.0794    mrr@5 : (0.0187+0j)    mrr@10 : (0.0214+0j)    mrr@20 : (0.0236+0j)    mrr@50 : (0.0252+0j)    ndcg@5 : (0.0139+0j)    ndcg@10 : (0.0172+0j)    ndcg@20 : (0.0223+0j)    ndcg@50 : (0.0295+0j)    hit@5 : 0.0346    hit@10 : 0.0552    hit@20 : 0.0879    hit@50 : 0.1412    precision@5 : 0.0072    precision@10 : 0.0061    precision@20 : 0.0053    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:0.001, 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 : 0.0217    recall@10 : 0.0339    recall@20 : 0.051    recall@50 : 0.0792    mrr@5 : (0.0222+0j)    mrr@10 : (0.0254+0j)    mrr@20 : (0.0275+0j)    mrr@50 : (0.029+0j)    ndcg@5 : (0.0179+0j)    ndcg@10 : (0.0216+0j)    ndcg@20 : (0.0261+0j)    ndcg@50 : (0.0326+0j)    hit@5 : 0.0432    hit@10 : 0.0671    hit@20 : 0.0991    hit@50 : 0.1464    precision@5 : 0.0096    precision@10 : 0.0078    precision@20 : 0.0063    precision@50 : 0.0043
Test result:
recall@5 : 0.0174    recall@10 : 0.0292    recall@20 : 0.0459    recall@50 : 0.0775    mrr@5 : (0.0221+0j)    mrr@10 : (0.0256+0j)    mrr@20 : (0.0277+0j)    mrr@50 : (0.0293+0j)    ndcg@5 : (0.0159+0j)    ndcg@10 : (0.0195+0j)    ndcg@20 : (0.024+0j)    ndcg@50 : (0.0313+0j)    hit@5 : 0.0389    hit@10 : 0.0647    hit@20 : 0.0961    hit@50 : 0.1472    precision@5 : 0.0086    precision@10 : 0.0074    precision@20 : 0.0061    precision@50 : 0.0043

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 : 0.0222    recall@10 : 0.0334    recall@20 : 0.0502    recall@50 : 0.0786    mrr@5 : (0.0208+0j)    mrr@10 : (0.0239+0j)    mrr@20 : (0.026+0j)    mrr@50 : (0.0276+0j)    ndcg@5 : (0.0173+0j)    ndcg@10 : (0.0208+0j)    ndcg@20 : (0.0254+0j)    ndcg@50 : (0.0321+0j)    hit@5 : 0.0408    hit@10 : 0.0643    hit@20 : 0.0956    hit@50 : 0.1464    precision@5 : 0.0088    precision@10 : 0.0072    precision@20 : 0.006    precision@50 : 0.0043
Test result:
recall@5 : 0.0192    recall@10 : 0.0321    recall@20 : 0.0516    recall@50 : 0.0849    mrr@5 : (0.0213+0j)    mrr@10 : (0.0245+0j)    mrr@20 : (0.0267+0j)    mrr@50 : (0.0284+0j)    ndcg@5 : (0.0168+0j)    ndcg@10 : (0.0208+0j)    ndcg@20 : (0.0259+0j)    ndcg@50 : (0.0337+0j)    hit@5 : 0.0385    hit@10 : 0.0634    hit@20 : 0.0954    hit@50 : 0.1522    precision@5 : 0.0083    precision@10 : 0.0072    precision@20 : 0.0059    precision@50 : 0.0043

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 : 0.0158    recall@10 : 0.0269    recall@20 : 0.0416    recall@50 : 0.0693    mrr@5 : (0.0175+0j)    mrr@10 : (0.0204+0j)    mrr@20 : (0.0222+0j)    mrr@50 : (0.0236+0j)    ndcg@5 : (0.0134+0j)    ndcg@10 : (0.0169+0j)    ndcg@20 : (0.0207+0j)    ndcg@50 : (0.027+0j)    hit@5 : 0.0329    hit@10 : 0.0548    hit@20 : 0.0815    hit@50 : 0.1281    precision@5 : 0.0068    precision@10 : 0.006    precision@20 : 0.0047    precision@50 : 0.0034
Test result:
recall@5 : 0.0124    recall@10 : 0.0234    recall@20 : 0.041    recall@50 : 0.0735    mrr@5 : (0.0128+0j)    mrr@10 : (0.0154+0j)    mrr@20 : (0.0175+0j)    mrr@50 : (0.0192+0j)    ndcg@5 : (0.0101+0j)    ndcg@10 : (0.0137+0j)    ndcg@20 : (0.0185+0j)    ndcg@50 : (0.0258+0j)    hit@5 : 0.0251    hit@10 : 0.0453    hit@20 : 0.0772    hit@50 : 0.1296    precision@5 : 0.0054    precision@10 : 0.0052    precision@20 : 0.0047    precision@50 : 0.0036

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 : 0.0185    recall@10 : 0.0304    recall@20 : 0.0476    recall@50 : 0.0755    mrr@5 : (0.0208+0j)    mrr@10 : (0.0241+0j)    mrr@20 : (0.0261+0j)    mrr@50 : (0.0277+0j)    ndcg@5 : (0.0159+0j)    ndcg@10 : (0.0198+0j)    ndcg@20 : (0.0244+0j)    ndcg@50 : (0.0309+0j)    hit@5 : 0.0391    hit@10 : 0.064    hit@20 : 0.0941    hit@50 : 0.1429    precision@5 : 0.0084    precision@10 : 0.0073    precision@20 : 0.006    precision@50 : 0.0042
Test result:
recall@5 : 0.0213    recall@10 : 0.0321    recall@20 : 0.0458    recall@50 : 0.078    mrr@5 : (0.0234+0j)    mrr@10 : (0.0264+0j)    mrr@20 : (0.0281+0j)    mrr@50 : (0.0298+0j)    ndcg@5 : (0.0184+0j)    ndcg@10 : (0.0217+0j)    ndcg@20 : (0.0252+0j)    ndcg@50 : (0.0326+0j)    hit@5 : 0.043    hit@10 : 0.0655    hit@20 : 0.0909    hit@50 : 0.1455    precision@5 : 0.0095    precision@10 : 0.0077    precision@20 : 0.0059    precision@50 : 0.0043

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 : 0.0176    recall@10 : 0.0291    recall@20 : 0.0426    recall@50 : 0.07    mrr@5 : (0.019+0j)    mrr@10 : (0.0217+0j)    mrr@20 : (0.0234+0j)    mrr@50 : (0.0249+0j)    ndcg@5 : (0.0148+0j)    ndcg@10 : (0.0183+0j)    ndcg@20 : (0.0217+0j)    ndcg@50 : (0.0279+0j)    hit@5 : 0.0355    hit@10 : 0.0559    hit@20 : 0.0806    hit@50 : 0.1296    precision@5 : 0.0075    precision@10 : 0.0063    precision@20 : 0.0048    precision@50 : 0.0035
Test result:
recall@5 : 0.015    recall@10 : 0.0256    recall@20 : 0.0417    recall@50 : 0.0764    mrr@5 : (0.0153+0j)    mrr@10 : (0.018+0j)    mrr@20 : (0.0198+0j)    mrr@50 : (0.0217+0j)    ndcg@5 : (0.012+0j)    ndcg@10 : (0.0156+0j)    ndcg@20 : (0.0198+0j)    ndcg@50 : (0.0276+0j)    hit@5 : 0.0292    hit@10 : 0.0496    hit@20 : 0.0759    hit@50 : 0.1337    precision@5 : 0.0062    precision@10 : 0.0057    precision@20 : 0.0048    precision@50 : 0.0036

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 : 0.0192    recall@10 : 0.0284    recall@20 : 0.0414    recall@50 : 0.0696    mrr@5 : (0.0184+0j)    mrr@10 : (0.0207+0j)    mrr@20 : (0.0224+0j)    mrr@50 : (0.024+0j)    ndcg@5 : (0.0153+0j)    ndcg@10 : (0.0183+0j)    ndcg@20 : (0.0217+0j)    ndcg@50 : (0.0282+0j)    hit@5 : 0.0359    hit@10 : 0.0548    hit@20 : 0.0797    hit@50 : 0.1285    precision@5 : 0.0074    precision@10 : 0.006    precision@20 : 0.0046    precision@50 : 0.0034
Test result:
recall@5 : 0.0171    recall@10 : 0.027    recall@20 : 0.0415    recall@50 : 0.0734    mrr@5 : (0.0179+0j)    mrr@10 : (0.0206+0j)    mrr@20 : (0.0224+0j)    mrr@50 : (0.024+0j)    ndcg@5 : (0.0143+0j)    ndcg@10 : (0.0175+0j)    ndcg@20 : (0.0213+0j)    ndcg@50 : (0.0285+0j)    hit@5 : 0.0329    hit@10 : 0.0539    hit@20 : 0.0802    hit@50 : 0.1322    precision@5 : 0.0069    precision@10 : 0.0059    precision@20 : 0.0047    precision@50 : 0.0035

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 : 0.0215    recall@10 : 0.0332    recall@20 : 0.0482    recall@50 : 0.0727    mrr@5 : (0.0233+0j)    mrr@10 : (0.0262+0j)    mrr@20 : (0.0282+0j)    mrr@50 : (0.0297+0j)    ndcg@5 : (0.0183+0j)    ndcg@10 : (0.0221+0j)    ndcg@20 : (0.0262+0j)    ndcg@50 : (0.0321+0j)    hit@5 : 0.0438    hit@10 : 0.066    hit@20 : 0.0952    hit@50 : 0.1423    precision@5 : 0.0094    precision@10 : 0.0079    precision@20 : 0.0063    precision@50 : 0.0043
Test result:
recall@5 : 0.0172    recall@10 : 0.0262    recall@20 : 0.044    recall@50 : 0.0799    mrr@5 : (0.0223+0j)    mrr@10 : (0.025+0j)    mrr@20 : (0.0272+0j)    mrr@50 : (0.0289+0j)    ndcg@5 : (0.0159+0j)    ndcg@10 : (0.0183+0j)    ndcg@20 : (0.0231+0j)    ndcg@50 : (0.0313+0j)    hit@5 : 0.0413    hit@10 : 0.0615    hit@20 : 0.0946    hit@50 : 0.1489    precision@5 : 0.009    precision@10 : 0.007    precision@20 : 0.0059    precision@50 : 0.0045

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 : 0.0171    recall@10 : 0.0279    recall@20 : 0.0431    recall@50 : 0.0701    mrr@5 : (0.0177+0j)    mrr@10 : (0.0206+0j)    mrr@20 : (0.0226+0j)    mrr@50 : (0.0241+0j)    ndcg@5 : (0.0141+0j)    ndcg@10 : (0.0176+0j)    ndcg@20 : (0.0217+0j)    ndcg@50 : (0.0278+0j)    hit@5 : 0.0331    hit@10 : 0.0546    hit@20 : 0.0838    hit@50 : 0.1313    precision@5 : 0.007    precision@10 : 0.0061    precision@20 : 0.005    precision@50 : 0.0035
Test result:
recall@5 : 0.017    recall@10 : 0.0264    recall@20 : 0.0404    recall@50 : 0.0704    mrr@5 : (0.0173+0j)    mrr@10 : (0.0197+0j)    mrr@20 : (0.0216+0j)    mrr@50 : (0.0233+0j)    ndcg@5 : (0.0142+0j)    ndcg@10 : (0.017+0j)    ndcg@20 : (0.0207+0j)    ndcg@50 : (0.0276+0j)    hit@5 : 0.0331    hit@10 : 0.0516    hit@20 : 0.0799    hit@50 : 0.1324    precision@5 : 0.0072    precision@10 : 0.0058    precision@20 : 0.0048    precision@50 : 0.0037

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 : 0.019    recall@10 : 0.0305    recall@20 : 0.0457    recall@50 : 0.0719    mrr@5 : (0.0218+0j)    mrr@10 : (0.0248+0j)    mrr@20 : (0.0267+0j)    mrr@50 : (0.0282+0j)    ndcg@5 : (0.0166+0j)    ndcg@10 : (0.0202+0j)    ndcg@20 : (0.0242+0j)    ndcg@50 : (0.0304+0j)    hit@5 : 0.04    hit@10 : 0.0628    hit@20 : 0.0909    hit@50 : 0.1388    precision@5 : 0.0085    precision@10 : 0.0073    precision@20 : 0.0057    precision@50 : 0.0042
Test result:
recall@5 : 0.0205    recall@10 : 0.0301    recall@20 : 0.0447    recall@50 : 0.0762    mrr@5 : (0.0214+0j)    mrr@10 : (0.0239+0j)    mrr@20 : (0.0259+0j)    mrr@50 : (0.0276+0j)    ndcg@5 : (0.0177+0j)    ndcg@10 : (0.0204+0j)    ndcg@20 : (0.0244+0j)    ndcg@50 : (0.0318+0j)    hit@5 : 0.0391    hit@10 : 0.0593    hit@20 : 0.0885    hit@50 : 0.1421    precision@5 : 0.0087    precision@10 : 0.0069    precision@20 : 0.0057    precision@50 : 0.0041

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 : 0.0172    recall@10 : 0.0258    recall@20 : 0.0378    recall@50 : 0.0646    mrr@5 : (0.018+0j)    mrr@10 : (0.0208+0j)    mrr@20 : (0.0223+0j)    mrr@50 : (0.0237+0j)    ndcg@5 : (0.0145+0j)    ndcg@10 : (0.0173+0j)    ndcg@20 : (0.0204+0j)    ndcg@50 : (0.0266+0j)    hit@5 : 0.034    hit@10 : 0.0552    hit@20 : 0.0784    hit@50 : 0.1251    precision@5 : 0.007    precision@10 : 0.006    precision@20 : 0.0044    precision@50 : 0.0033
Test result:
recall@5 : 0.0143    recall@10 : 0.0236    recall@20 : 0.0371    recall@50 : 0.0679    mrr@5 : (0.0159+0j)    mrr@10 : (0.0183+0j)    mrr@20 : (0.0201+0j)    mrr@50 : (0.0218+0j)    ndcg@5 : (0.0123+0j)    ndcg@10 : (0.0151+0j)    ndcg@20 : (0.0188+0j)    ndcg@50 : (0.0259+0j)    hit@5 : 0.0292    hit@10 : 0.0477    hit@20 : 0.0744    hit@50 : 0.1298    precision@5 : 0.0063    precision@10 : 0.0052    precision@20 : 0.0043    precision@50 : 0.0034

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 : 0.0159    recall@10 : 0.0274    recall@20 : 0.041    recall@50 : 0.0707    mrr@5 : (0.0161+0j)    mrr@10 : (0.019+0j)    mrr@20 : (0.0207+0j)    mrr@50 : (0.0223+0j)    ndcg@5 : (0.0129+0j)    ndcg@10 : (0.0166+0j)    ndcg@20 : (0.0201+0j)    ndcg@50 : (0.0269+0j)    hit@5 : 0.0307    hit@10 : 0.0533    hit@20 : 0.0782    hit@50 : 0.1281    precision@5 : 0.0064    precision@10 : 0.0058    precision@20 : 0.0045    precision@50 : 0.0034
Test result:
recall@5 : 0.0146    recall@10 : 0.0267    recall@20 : 0.0444    recall@50 : 0.0759    mrr@5 : (0.0156+0j)    mrr@10 : (0.0186+0j)    mrr@20 : (0.0205+0j)    mrr@50 : (0.0221+0j)    ndcg@5 : (0.0126+0j)    ndcg@10 : (0.0164+0j)    ndcg@20 : (0.0209+0j)    ndcg@50 : (0.028+0j)    hit@5 : 0.0275    hit@10 : 0.0494    hit@20 : 0.0772    hit@50 : 0.1307    precision@5 : 0.0061    precision@10 : 0.0057    precision@20 : 0.0047    precision@50 : 0.0035

