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 : 0.02    recall@10 : 0.0271    recall@20 : 0.0395    recall@50 : 0.0746    mrr@5 : (0.03+0j)    mrr@10 : (0.0356+0j)    mrr@20 : (0.0389+0j)    mrr@50 : (0.0417+0j)    ndcg@5 : (0.019+0j)    ndcg@10 : (0.0214+0j)    ndcg@20 : (0.025+0j)    ndcg@50 : (0.0344+0j)    hit@5 : 0.0633    hit@10 : 0.1054    hit@20 : 0.1529    hit@50 : 0.2434    precision@5 : 0.0134    precision@10 : 0.0118    precision@20 : 0.0094    precision@50 : 0.0072
Test result:
recall@5 : 0.0136    recall@10 : 0.0226    recall@20 : 0.0364    recall@50 : 0.0711    mrr@5 : (0.0239+0j)    mrr@10 : (0.0289+0j)    mrr@20 : (0.0322+0j)    mrr@50 : (0.0355+0j)    ndcg@5 : (0.0153+0j)    ndcg@10 : (0.0181+0j)    ndcg@20 : (0.0223+0j)    ndcg@50 : (0.0322+0j)    hit@5 : 0.0475    hit@10 : 0.0879    hit@20 : 0.138    hit@50 : 0.2399    precision@5 : 0.0105    precision@10 : 0.0098    precision@20 : 0.0085    precision@50 : 0.0073

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 : 0.0232    recall@10 : 0.0324    recall@20 : 0.045    recall@50 : 0.0832    mrr@5 : (0.029+0j)    mrr@10 : (0.0338+0j)    mrr@20 : (0.037+0j)    mrr@50 : (0.0398+0j)    ndcg@5 : (0.0205+0j)    ndcg@10 : (0.0227+0j)    ndcg@20 : (0.026+0j)    ndcg@50 : (0.0363+0j)    hit@5 : 0.0668    hit@10 : 0.1028    hit@20 : 0.1494    hit@50 : 0.2417    precision@5 : 0.0144    precision@10 : 0.0112    precision@20 : 0.0087    precision@50 : 0.0071
Test result:
recall@5 : 0.0177    recall@10 : 0.0247    recall@20 : 0.0359    recall@50 : 0.0761    mrr@5 : (0.0262+0j)    mrr@10 : (0.0313+0j)    mrr@20 : (0.0348+0j)    mrr@50 : (0.0379+0j)    ndcg@5 : (0.0167+0j)    ndcg@10 : (0.0192+0j)    ndcg@20 : (0.0227+0j)    ndcg@50 : (0.0333+0j)    hit@5 : 0.0518    hit@10 : 0.0905    hit@20 : 0.1406    hit@50 : 0.2434    precision@5 : 0.0107    precision@10 : 0.0099    precision@20 : 0.0084    precision@50 : 0.0069

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 : 0.0199    recall@10 : 0.0301    recall@20 : 0.0483    recall@50 : 0.0829    mrr@5 : (0.0423+0j)    mrr@10 : (0.0488+0j)    mrr@20 : (0.0529+0j)    mrr@50 : (0.0555+0j)    ndcg@5 : (0.0252+0j)    ndcg@10 : (0.0278+0j)    ndcg@20 : (0.0333+0j)    ndcg@50 : (0.043+0j)    hit@5 : 0.0791    hit@10 : 0.1283    hit@20 : 0.1898    hit@50 : 0.2698    precision@5 : 0.0174    precision@10 : 0.0149    precision@20 : 0.0126    precision@50 : 0.0092
Test result:
recall@5 : 0.0176    recall@10 : 0.0267    recall@20 : 0.0398    recall@50 : 0.0699    mrr@5 : (0.039+0j)    mrr@10 : (0.0438+0j)    mrr@20 : (0.0477+0j)    mrr@50 : (0.0503+0j)    ndcg@5 : (0.023+0j)    ndcg@10 : (0.0242+0j)    ndcg@20 : (0.0282+0j)    ndcg@50 : (0.0369+0j)    hit@5 : 0.0668    hit@10 : 0.1046    hit@20 : 0.1599    hit@50 : 0.2443    precision@5 : 0.0163    precision@10 : 0.013    precision@20 : 0.0115    precision@50 : 0.0086

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 : 0.0202    recall@10 : 0.0311    recall@20 : 0.0436    recall@50 : 0.0756    mrr@5 : (0.0341+0j)    mrr@10 : (0.0385+0j)    mrr@20 : (0.0413+0j)    mrr@50 : (0.0443+0j)    ndcg@5 : (0.0202+0j)    ndcg@10 : (0.0225+0j)    ndcg@20 : (0.0258+0j)    ndcg@50 : (0.0347+0j)    hit@5 : 0.0668    hit@10 : 0.1011    hit@20 : 0.1441    hit@50 : 0.2381    precision@5 : 0.0142    precision@10 : 0.0115    precision@20 : 0.0091    precision@50 : 0.0072
Test result:
recall@5 : 0.0159    recall@10 : 0.0237    recall@20 : 0.0416    recall@50 : 0.076    mrr@5 : (0.0275+0j)    mrr@10 : (0.0322+0j)    mrr@20 : (0.0365+0j)    mrr@50 : (0.0396+0j)    ndcg@5 : (0.0173+0j)    ndcg@10 : (0.0197+0j)    ndcg@20 : (0.0256+0j)    ndcg@50 : (0.0353+0j)    hit@5 : 0.0536    hit@10 : 0.0905    hit@20 : 0.1538    hit@50 : 0.2496    precision@5 : 0.0116    precision@10 : 0.0099    precision@20 : 0.0095    precision@50 : 0.0075

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 : 0.0207    recall@10 : 0.0308    recall@20 : 0.0478    recall@50 : 0.0769    mrr@5 : (0.0358+0j)    mrr@10 : (0.0418+0j)    mrr@20 : (0.045+0j)    mrr@50 : (0.0478+0j)    ndcg@5 : (0.0224+0j)    ndcg@10 : (0.025+0j)    ndcg@20 : (0.0294+0j)    ndcg@50 : (0.0378+0j)    hit@5 : 0.0756    hit@10 : 0.1204    hit@20 : 0.1678    hit@50 : 0.2583    precision@5 : 0.0167    precision@10 : 0.0141    precision@20 : 0.0113    precision@50 : 0.0085
Test result:
recall@5 : 0.0173    recall@10 : 0.0267    recall@20 : 0.0402    recall@50 : 0.0677    mrr@5 : (0.0344+0j)    mrr@10 : (0.0395+0j)    mrr@20 : (0.0431+0j)    mrr@50 : (0.0453+0j)    ndcg@5 : (0.0208+0j)    ndcg@10 : (0.0231+0j)    ndcg@20 : (0.027+0j)    ndcg@50 : (0.0345+0j)    hit@5 : 0.0641    hit@10 : 0.1028    hit@20 : 0.1555    hit@50 : 0.2241    precision@5 : 0.0144    precision@10 : 0.0122    precision@20 : 0.0105    precision@50 : 0.0075

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 : 0.0206    recall@10 : 0.0298    recall@20 : 0.0415    recall@50 : 0.0731    mrr@5 : (0.0364+0j)    mrr@10 : (0.0405+0j)    mrr@20 : (0.0429+0j)    mrr@50 : (0.0459+0j)    ndcg@5 : (0.0222+0j)    ndcg@10 : (0.0242+0j)    ndcg@20 : (0.0268+0j)    ndcg@50 : (0.0352+0j)    hit@5 : 0.065    hit@10 : 0.0984    hit@20 : 0.1353    hit@50 : 0.2302    precision@5 : 0.0137    precision@10 : 0.0115    precision@20 : 0.0085    precision@50 : 0.0067
Test result:
recall@5 : 0.0171    recall@10 : 0.0262    recall@20 : 0.0418    recall@50 : 0.0725    mrr@5 : (0.0275+0j)    mrr@10 : (0.0328+0j)    mrr@20 : (0.0361+0j)    mrr@50 : (0.0389+0j)    ndcg@5 : (0.0174+0j)    ndcg@10 : (0.0205+0j)    ndcg@20 : (0.0249+0j)    ndcg@50 : (0.0332+0j)    hit@5 : 0.0589    hit@10 : 0.0975    hit@20 : 0.1467    hit@50 : 0.2355    precision@5 : 0.0123    precision@10 : 0.011    precision@20 : 0.0091    precision@50 : 0.0071

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 : 0.0243    recall@10 : 0.0401    recall@20 : 0.0505    recall@50 : 0.0891    mrr@5 : (0.0483+0j)    mrr@10 : (0.0553+0j)    mrr@20 : (0.0576+0j)    mrr@50 : (0.061+0j)    ndcg@5 : (0.0281+0j)    ndcg@10 : (0.0318+0j)    ndcg@20 : (0.0339+0j)    ndcg@50 : (0.0443+0j)    hit@5 : 0.0923    hit@10 : 0.1432    hit@20 : 0.1766    hit@50 : 0.2803    precision@5 : 0.0204    precision@10 : 0.017    precision@20 : 0.0121    precision@50 : 0.0088
Test result:
recall@5 : 0.0208    recall@10 : 0.0298    recall@20 : 0.0433    recall@50 : 0.0757    mrr@5 : (0.0398+0j)    mrr@10 : (0.0459+0j)    mrr@20 : (0.0492+0j)    mrr@50 : (0.0518+0j)    ndcg@5 : (0.0252+0j)    ndcg@10 : (0.0279+0j)    ndcg@20 : (0.0317+0j)    ndcg@50 : (0.0405+0j)    hit@5 : 0.0782    hit@10 : 0.1257    hit@20 : 0.1722    hit@50 : 0.2531    precision@5 : 0.017    precision@10 : 0.0149    precision@20 : 0.0116    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 : 0.0243    recall@10 : 0.0396    recall@20 : 0.0552    recall@50 : 0.0874    mrr@5 : (0.0536+0j)    mrr@10 : (0.0594+0j)    mrr@20 : (0.0633+0j)    mrr@50 : (0.0656+0j)    ndcg@5 : (0.0299+0j)    ndcg@10 : (0.0331+0j)    ndcg@20 : (0.0368+0j)    ndcg@50 : (0.0457+0j)    hit@5 : 0.0914    hit@10 : 0.1388    hit@20 : 0.1924    hit@50 : 0.268    precision@5 : 0.0204    precision@10 : 0.0168    precision@20 : 0.0126    precision@50 : 0.0089
Test result:
recall@5 : 0.0182    recall@10 : 0.0294    recall@20 : 0.0452    recall@50 : 0.0805    mrr@5 : (0.0438+0j)    mrr@10 : (0.0497+0j)    mrr@20 : (0.0529+0j)    mrr@50 : (0.0559+0j)    ndcg@5 : (0.0247+0j)    ndcg@10 : (0.0277+0j)    ndcg@20 : (0.0317+0j)    ndcg@50 : (0.0418+0j)    hit@5 : 0.0782    hit@10 : 0.1213    hit@20 : 0.1696    hit@50 : 0.2654    precision@5 : 0.017    precision@10 : 0.015    precision@20 : 0.0121    precision@50 : 0.0093

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 : 0.0141    recall@10 : 0.0228    recall@20 : 0.0378    recall@50 : 0.0695    mrr@5 : (0.0288+0j)    mrr@10 : (0.0333+0j)    mrr@20 : (0.0363+0j)    mrr@50 : (0.0391+0j)    ndcg@5 : (0.0164+0j)    ndcg@10 : (0.0184+0j)    ndcg@20 : (0.0225+0j)    ndcg@50 : (0.0305+0j)    hit@5 : 0.0562    hit@10 : 0.0896    hit@20 : 0.1353    hit@50 : 0.2232    precision@5 : 0.0125    precision@10 : 0.0105    precision@20 : 0.0089    precision@50 : 0.0065
Test result:
recall@5 : 0.0173    recall@10 : 0.0235    recall@20 : 0.037    recall@50 : 0.0735    mrr@5 : (0.0365+0j)    mrr@10 : (0.0402+0j)    mrr@20 : (0.0432+0j)    mrr@50 : (0.0462+0j)    ndcg@5 : (0.0216+0j)    ndcg@10 : (0.0217+0j)    ndcg@20 : (0.0249+0j)    ndcg@50 : (0.0347+0j)    hit@5 : 0.065    hit@10 : 0.0931    hit@20 : 0.138    hit@50 : 0.2337    precision@5 : 0.0149    precision@10 : 0.0111    precision@20 : 0.0085    precision@50 : 0.0071

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 : 0.0211    recall@10 : 0.0287    recall@20 : 0.0426    recall@50 : 0.0737    mrr@5 : (0.0389+0j)    mrr@10 : (0.0438+0j)    mrr@20 : (0.047+0j)    mrr@50 : (0.0498+0j)    ndcg@5 : (0.0228+0j)    ndcg@10 : (0.0245+0j)    ndcg@20 : (0.0283+0j)    ndcg@50 : (0.0369+0j)    hit@5 : 0.08    hit@10 : 0.1186    hit@20 : 0.1652    hit@50 : 0.2557    precision@5 : 0.0169    precision@10 : 0.0139    precision@20 : 0.0113    precision@50 : 0.0083
Test result:
recall@5 : 0.018    recall@10 : 0.0244    recall@20 : 0.0432    recall@50 : 0.0716    mrr@5 : (0.0374+0j)    mrr@10 : (0.0408+0j)    mrr@20 : (0.045+0j)    mrr@50 : (0.0479+0j)    ndcg@5 : (0.0226+0j)    ndcg@10 : (0.0229+0j)    ndcg@20 : (0.0284+0j)    ndcg@50 : (0.037+0j)    hit@5 : 0.0685    hit@10 : 0.0949    hit@20 : 0.1573    hit@50 : 0.246    precision@5 : 0.016    precision@10 : 0.012    precision@20 : 0.0108    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:0.0005, 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 : 0.0164    recall@10 : 0.0271    recall@20 : 0.0371    recall@50 : 0.0721    mrr@5 : (0.0292+0j)    mrr@10 : (0.0346+0j)    mrr@20 : (0.0372+0j)    mrr@50 : (0.0401+0j)    ndcg@5 : (0.0177+0j)    ndcg@10 : (0.0209+0j)    ndcg@20 : (0.0237+0j)    ndcg@50 : (0.0326+0j)    hit@5 : 0.0554    hit@10 : 0.0958    hit@20 : 0.1336    hit@50 : 0.2214    precision@5 : 0.0123    precision@10 : 0.0111    precision@20 : 0.0086    precision@50 : 0.0066
Test result:
recall@5 : 0.0143    recall@10 : 0.0241    recall@20 : 0.0365    recall@50 : 0.0713    mrr@5 : (0.0307+0j)    mrr@10 : (0.0356+0j)    mrr@20 : (0.0385+0j)    mrr@50 : (0.0412+0j)    ndcg@5 : (0.0174+0j)    ndcg@10 : (0.0198+0j)    ndcg@20 : (0.0232+0j)    ndcg@50 : (0.032+0j)    hit@5 : 0.0615    hit@10 : 0.0993    hit@20 : 0.1415    hit@50 : 0.225    precision@5 : 0.0128    precision@10 : 0.0112    precision@20 : 0.0091    precision@50 : 0.0067

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 : 0.0177    recall@10 : 0.0297    recall@20 : 0.0446    recall@50 : 0.0721    mrr@5 : (0.0388+0j)    mrr@10 : (0.0452+0j)    mrr@20 : (0.0487+0j)    mrr@50 : (0.0514+0j)    ndcg@5 : (0.0222+0j)    ndcg@10 : (0.0255+0j)    ndcg@20 : (0.0294+0j)    ndcg@50 : (0.0374+0j)    hit@5 : 0.0729    hit@10 : 0.1221    hit@20 : 0.174    hit@50 : 0.2557    precision@5 : 0.0162    precision@10 : 0.0147    precision@20 : 0.0116    precision@50 : 0.0085
Test result:
recall@5 : 0.0171    recall@10 : 0.0273    recall@20 : 0.0415    recall@50 : 0.0703    mrr@5 : (0.0354+0j)    mrr@10 : (0.0402+0j)    mrr@20 : (0.0439+0j)    mrr@50 : (0.0465+0j)    ndcg@5 : (0.0208+0j)    ndcg@10 : (0.0234+0j)    ndcg@20 : (0.0279+0j)    ndcg@50 : (0.0361+0j)    hit@5 : 0.0756    hit@10 : 0.1134    hit@20 : 0.1687    hit@50 : 0.2487    precision@5 : 0.0162    precision@10 : 0.0137    precision@20 : 0.0117    precision@50 : 0.0085

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 : 0.0205    recall@10 : 0.0331    recall@20 : 0.0494    recall@50 : 0.0858    mrr@5 : (0.0429+0j)    mrr@10 : (0.0499+0j)    mrr@20 : (0.0532+0j)    mrr@50 : (0.0562+0j)    ndcg@5 : (0.0256+0j)    ndcg@10 : (0.0291+0j)    ndcg@20 : (0.0333+0j)    ndcg@50 : (0.043+0j)    hit@5 : 0.0782    hit@10 : 0.1318    hit@20 : 0.1801    hit@50 : 0.2715    precision@5 : 0.0179    precision@10 : 0.0161    precision@20 : 0.0125    precision@50 : 0.0091
Test result:
recall@5 : 0.0209    recall@10 : 0.0322    recall@20 : 0.0462    recall@50 : 0.0778    mrr@5 : (0.0375+0j)    mrr@10 : (0.0436+0j)    mrr@20 : (0.0471+0j)    mrr@50 : (0.0498+0j)    ndcg@5 : (0.0225+0j)    ndcg@10 : (0.026+0j)    ndcg@20 : (0.0304+0j)    ndcg@50 : (0.0396+0j)    hit@5 : 0.0712    hit@10 : 0.116    hit@20 : 0.1687    hit@50 : 0.2513    precision@5 : 0.0148    precision@10 : 0.0134    precision@20 : 0.0115    precision@50 : 0.0086

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 : 0.0211    recall@10 : 0.033    recall@20 : 0.0488    recall@50 : 0.0821    mrr@5 : (0.0389+0j)    mrr@10 : (0.0449+0j)    mrr@20 : (0.0487+0j)    mrr@50 : (0.0514+0j)    ndcg@5 : (0.0232+0j)    ndcg@10 : (0.0263+0j)    ndcg@20 : (0.0309+0j)    ndcg@50 : (0.0399+0j)    hit@5 : 0.0729    hit@10 : 0.1204    hit@20 : 0.1757    hit@50 : 0.261    precision@5 : 0.0158    precision@10 : 0.0137    precision@20 : 0.0114    precision@50 : 0.0085
Test result:
recall@5 : 0.019    recall@10 : 0.0288    recall@20 : 0.0433    recall@50 : 0.0751    mrr@5 : (0.0373+0j)    mrr@10 : (0.0435+0j)    mrr@20 : (0.0466+0j)    mrr@50 : (0.0496+0j)    ndcg@5 : (0.0226+0j)    ndcg@10 : (0.0254+0j)    ndcg@20 : (0.0294+0j)    ndcg@50 : (0.0388+0j)    hit@5 : 0.0694    hit@10 : 0.1151    hit@20 : 0.1617    hit@50 : 0.2566    precision@5 : 0.0151    precision@10 : 0.0133    precision@20 : 0.0107    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:0.0005, 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 : 0.015    recall@10 : 0.0285    recall@20 : 0.0444    recall@50 : 0.0804    mrr@5 : (0.0262+0j)    mrr@10 : (0.0319+0j)    mrr@20 : (0.0354+0j)    mrr@50 : (0.0383+0j)    ndcg@5 : (0.0167+0j)    ndcg@10 : (0.0205+0j)    ndcg@20 : (0.0249+0j)    ndcg@50 : (0.0344+0j)    hit@5 : 0.0518    hit@10 : 0.0958    hit@20 : 0.145    hit@50 : 0.2373    precision@5 : 0.0121    precision@10 : 0.0111    precision@20 : 0.0091    precision@50 : 0.0074
Test result:
recall@5 : 0.0157    recall@10 : 0.0261    recall@20 : 0.0375    recall@50 : 0.0634    mrr@5 : (0.0359+0j)    mrr@10 : (0.0417+0j)    mrr@20 : (0.0444+0j)    mrr@50 : (0.0467+0j)    ndcg@5 : (0.0199+0j)    ndcg@10 : (0.0225+0j)    ndcg@20 : (0.0253+0j)    ndcg@50 : (0.0324+0j)    hit@5 : 0.0668    hit@10 : 0.1098    hit@20 : 0.1511    hit@50 : 0.2241    precision@5 : 0.0142    precision@10 : 0.0123    precision@20 : 0.0095    precision@50 : 0.0069

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 : 0.0147    recall@10 : 0.0279    recall@20 : 0.0419    recall@50 : 0.0806    mrr@5 : (0.0291+0j)    mrr@10 : (0.0343+0j)    mrr@20 : (0.0371+0j)    mrr@50 : (0.0401+0j)    ndcg@5 : (0.0178+0j)    ndcg@10 : (0.0209+0j)    ndcg@20 : (0.0244+0j)    ndcg@50 : (0.0343+0j)    hit@5 : 0.0545    hit@10 : 0.094    hit@20 : 0.1344    hit@50 : 0.2329    precision@5 : 0.0127    precision@10 : 0.011    precision@20 : 0.0086    precision@50 : 0.007
Test result:
recall@5 : 0.0165    recall@10 : 0.0236    recall@20 : 0.0386    recall@50 : 0.0718    mrr@5 : (0.0339+0j)    mrr@10 : (0.038+0j)    mrr@20 : (0.0415+0j)    mrr@50 : (0.0443+0j)    ndcg@5 : (0.0197+0j)    ndcg@10 : (0.021+0j)    ndcg@20 : (0.0249+0j)    ndcg@50 : (0.0341+0j)    hit@5 : 0.0659    hit@10 : 0.0949    hit@20 : 0.145    hit@50 : 0.2373    precision@5 : 0.0137    precision@10 : 0.0107    precision@20 : 0.0087    precision@50 : 0.0071

