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 : 0.0167    recall@10 : 0.031    recall@20 : 0.0548    recall@50 : 0.0883    mrr@5 : (0.0388+0j)    mrr@10 : (0.0471+0j)    mrr@20 : (0.052+0j)    mrr@50 : (0.055+0j)    ndcg@5 : (0.0217+0j)    ndcg@10 : (0.0267+0j)    ndcg@20 : (0.0336+0j)    ndcg@50 : (0.0437+0j)    hit@5 : 0.0721    hit@10 : 0.1344    hit@20 : 0.2056    hit@50 : 0.2996    precision@5 : 0.0156    precision@10 : 0.0158    precision@20 : 0.0134    precision@50 : 0.0102
Test result:
recall@5 : 0.0181    recall@10 : 0.0291    recall@20 : 0.0447    recall@50 : 0.0759    mrr@5 : (0.0367+0j)    mrr@10 : (0.042+0j)    mrr@20 : (0.0462+0j)    mrr@50 : (0.0489+0j)    ndcg@5 : (0.0216+0j)    ndcg@10 : (0.0245+0j)    ndcg@20 : (0.0293+0j)    ndcg@50 : (0.0381+0j)    hit@5 : 0.0694    hit@10 : 0.1107    hit@20 : 0.1714    hit@50 : 0.2513    precision@5 : 0.0155    precision@10 : 0.0141    precision@20 : 0.0124    precision@50 : 0.0091

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 : 0.0274    recall@10 : 0.0399    recall@20 : 0.0567    recall@50 : 0.0898    mrr@5 : (0.0446+0j)    mrr@10 : (0.0507+0j)    mrr@20 : (0.0547+0j)    mrr@50 : (0.0572+0j)    ndcg@5 : (0.0278+0j)    ndcg@10 : (0.0309+0j)    ndcg@20 : (0.0355+0j)    ndcg@50 : (0.0447+0j)    hit@5 : 0.0914    hit@10 : 0.1371    hit@20 : 0.1951    hit@50 : 0.2715    precision@5 : 0.0199    precision@10 : 0.0158    precision@20 : 0.0125    precision@50 : 0.0088
Test result:
recall@5 : 0.021    recall@10 : 0.0336    recall@20 : 0.0511    recall@50 : 0.0861    mrr@5 : (0.0434+0j)    mrr@10 : (0.0487+0j)    mrr@20 : (0.0527+0j)    mrr@50 : (0.0556+0j)    ndcg@5 : (0.0254+0j)    ndcg@10 : (0.0282+0j)    ndcg@20 : (0.0333+0j)    ndcg@50 : (0.043+0j)    hit@5 : 0.0721    hit@10 : 0.1125    hit@20 : 0.1731    hit@50 : 0.2645    precision@5 : 0.0162    precision@10 : 0.0135    precision@20 : 0.0117    precision@50 : 0.0089

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 : 0.0151    recall@10 : 0.0262    recall@20 : 0.0456    recall@50 : 0.0744    mrr@5 : (0.0325+0j)    mrr@10 : (0.0379+0j)    mrr@20 : (0.0414+0j)    mrr@50 : (0.0438+0j)    ndcg@5 : (0.0186+0j)    ndcg@10 : (0.0209+0j)    ndcg@20 : (0.0256+0j)    ndcg@50 : (0.0333+0j)    hit@5 : 0.058    hit@10 : 0.0993    hit@20 : 0.1503    hit@50 : 0.2293    precision@5 : 0.0132    precision@10 : 0.0113    precision@20 : 0.0091    precision@50 : 0.0069
Test result:
recall@5 : 0.0161    recall@10 : 0.0246    recall@20 : 0.0391    recall@50 : 0.0667    mrr@5 : (0.0333+0j)    mrr@10 : (0.0383+0j)    mrr@20 : (0.0416+0j)    mrr@50 : (0.0442+0j)    ndcg@5 : (0.0196+0j)    ndcg@10 : (0.0213+0j)    ndcg@20 : (0.0248+0j)    ndcg@50 : (0.0324+0j)    hit@5 : 0.0624    hit@10 : 0.0993    hit@20 : 0.1485    hit@50 : 0.2285    precision@5 : 0.0144    precision@10 : 0.0116    precision@20 : 0.0091    precision@50 : 0.0068

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 : 0.016    recall@10 : 0.0261    recall@20 : 0.0375    recall@50 : 0.0705    mrr@5 : (0.0291+0j)    mrr@10 : (0.0347+0j)    mrr@20 : (0.0376+0j)    mrr@50 : (0.0405+0j)    ndcg@5 : (0.0181+0j)    ndcg@10 : (0.0211+0j)    ndcg@20 : (0.0243+0j)    ndcg@50 : (0.0328+0j)    hit@5 : 0.0589    hit@10 : 0.1002    hit@20 : 0.1432    hit@50 : 0.2293    precision@5 : 0.0123    precision@10 : 0.0109    precision@20 : 0.0086    precision@50 : 0.0063
Test result:
recall@5 : 0.0173    recall@10 : 0.0237    recall@20 : 0.0404    recall@50 : 0.0715    mrr@5 : (0.0301+0j)    mrr@10 : (0.0344+0j)    mrr@20 : (0.0383+0j)    mrr@50 : (0.0409+0j)    ndcg@5 : (0.0185+0j)    ndcg@10 : (0.0201+0j)    ndcg@20 : (0.0251+0j)    ndcg@50 : (0.0338+0j)    hit@5 : 0.0589    hit@10 : 0.0905    hit@20 : 0.1467    hit@50 : 0.2311    precision@5 : 0.0123    precision@10 : 0.0098    precision@20 : 0.0089    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:0.0005, 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 : 0.015    recall@10 : 0.0285    recall@20 : 0.0434    recall@50 : 0.0792    mrr@5 : (0.038+0j)    mrr@10 : (0.0453+0j)    mrr@20 : (0.0487+0j)    mrr@50 : (0.0515+0j)    ndcg@5 : (0.0209+0j)    ndcg@10 : (0.025+0j)    ndcg@20 : (0.0286+0j)    ndcg@50 : (0.0382+0j)    hit@5 : 0.0615    hit@10 : 0.1186    hit@20 : 0.1714    hit@50 : 0.2619    precision@5 : 0.0139    precision@10 : 0.0141    precision@20 : 0.0113    precision@50 : 0.0085
Test result:
recall@5 : 0.0158    recall@10 : 0.0267    recall@20 : 0.0425    recall@50 : 0.0695    mrr@5 : (0.035+0j)    mrr@10 : (0.0409+0j)    mrr@20 : (0.0447+0j)    mrr@50 : (0.0474+0j)    ndcg@5 : (0.0207+0j)    ndcg@10 : (0.024+0j)    ndcg@20 : (0.0291+0j)    ndcg@50 : (0.0368+0j)    hit@5 : 0.0624    hit@10 : 0.1063    hit@20 : 0.1626    hit@50 : 0.2417    precision@5 : 0.0137    precision@10 : 0.0128    precision@20 : 0.0118    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: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 : 0.019    recall@10 : 0.0317    recall@20 : 0.0516    recall@50 : 0.0836    mrr@5 : (0.046+0j)    mrr@10 : (0.052+0j)    mrr@20 : (0.0563+0j)    mrr@50 : (0.0593+0j)    ndcg@5 : (0.0259+0j)    ndcg@10 : (0.029+0j)    ndcg@20 : (0.0347+0j)    ndcg@50 : (0.044+0j)    hit@5 : 0.0808    hit@10 : 0.1257    hit@20 : 0.1872    hit@50 : 0.2786    precision@5 : 0.0174    precision@10 : 0.0151    precision@20 : 0.0128    precision@50 : 0.0093
Test result:
recall@5 : 0.0173    recall@10 : 0.0285    recall@20 : 0.0384    recall@50 : 0.0679    mrr@5 : (0.0389+0j)    mrr@10 : (0.0447+0j)    mrr@20 : (0.048+0j)    mrr@50 : (0.0505+0j)    ndcg@5 : (0.0224+0j)    ndcg@10 : (0.0251+0j)    ndcg@20 : (0.0278+0j)    ndcg@50 : (0.0362+0j)    hit@5 : 0.0677    hit@10 : 0.1125    hit@20 : 0.1591    hit@50 : 0.239    precision@5 : 0.0158    precision@10 : 0.0141    precision@20 : 0.0112    precision@50 : 0.0083

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 : 0.0193    recall@10 : 0.0338    recall@20 : 0.0506    recall@50 : 0.079    mrr@5 : (0.0345+0j)    mrr@10 : (0.041+0j)    mrr@20 : (0.045+0j)    mrr@50 : (0.0476+0j)    ndcg@5 : (0.0206+0j)    ndcg@10 : (0.025+0j)    ndcg@20 : (0.0298+0j)    ndcg@50 : (0.0381+0j)    hit@5 : 0.0703    hit@10 : 0.1213    hit@20 : 0.181    hit@50 : 0.268    precision@5 : 0.0146    precision@10 : 0.0138    precision@20 : 0.0114    precision@50 : 0.0084
Test result:
recall@5 : 0.0208    recall@10 : 0.0294    recall@20 : 0.0435    recall@50 : 0.0713    mrr@5 : (0.0402+0j)    mrr@10 : (0.0441+0j)    mrr@20 : (0.0478+0j)    mrr@50 : (0.0503+0j)    ndcg@5 : (0.0242+0j)    ndcg@10 : (0.0259+0j)    ndcg@20 : (0.0301+0j)    ndcg@50 : (0.038+0j)    hit@5 : 0.0791    hit@10 : 0.1081    hit@20 : 0.1626    hit@50 : 0.2443    precision@5 : 0.0167    precision@10 : 0.0131    precision@20 : 0.0109    precision@50 : 0.0079

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 : 0.0189    recall@10 : 0.0278    recall@20 : 0.0391    recall@50 : 0.0671    mrr@5 : (0.0299+0j)    mrr@10 : (0.0347+0j)    mrr@20 : (0.0374+0j)    mrr@50 : (0.0399+0j)    ndcg@5 : (0.0193+0j)    ndcg@10 : (0.0213+0j)    ndcg@20 : (0.0242+0j)    ndcg@50 : (0.0321+0j)    hit@5 : 0.0624    hit@10 : 0.0993    hit@20 : 0.1397    hit@50 : 0.2241    precision@5 : 0.0135    precision@10 : 0.0112    precision@20 : 0.0087    precision@50 : 0.0068
Test result:
recall@5 : 0.0157    recall@10 : 0.0211    recall@20 : 0.0361    recall@50 : 0.0661    mrr@5 : (0.0265+0j)    mrr@10 : (0.0313+0j)    mrr@20 : (0.035+0j)    mrr@50 : (0.0379+0j)    ndcg@5 : (0.017+0j)    ndcg@10 : (0.019+0j)    ndcg@20 : (0.0238+0j)    ndcg@50 : (0.0325+0j)    hit@5 : 0.0518    hit@10 : 0.0879    hit@20 : 0.1424    hit@50 : 0.2329    precision@5 : 0.0109    precision@10 : 0.0096    precision@20 : 0.0088    precision@50 : 0.0072

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 : 0.014    recall@10 : 0.025    recall@20 : 0.0403    recall@50 : 0.0742    mrr@5 : (0.0259+0j)    mrr@10 : (0.0312+0j)    mrr@20 : (0.035+0j)    mrr@50 : (0.0379+0j)    ndcg@5 : (0.0155+0j)    ndcg@10 : (0.0187+0j)    ndcg@20 : (0.0231+0j)    ndcg@50 : (0.032+0j)    hit@5 : 0.0483    hit@10 : 0.0888    hit@20 : 0.1432    hit@50 : 0.2364    precision@5 : 0.0109    precision@10 : 0.0102    precision@20 : 0.0091    precision@50 : 0.0068
Test result:
recall@5 : 0.0164    recall@10 : 0.0256    recall@20 : 0.0405    recall@50 : 0.07    mrr@5 : (0.0332+0j)    mrr@10 : (0.0386+0j)    mrr@20 : (0.0415+0j)    mrr@50 : (0.0443+0j)    ndcg@5 : (0.0192+0j)    ndcg@10 : (0.0212+0j)    ndcg@20 : (0.025+0j)    ndcg@50 : (0.0333+0j)    hit@5 : 0.0668    hit@10 : 0.1054    hit@20 : 0.1476    hit@50 : 0.2285    precision@5 : 0.0137    precision@10 : 0.0114    precision@20 : 0.0091    precision@50 : 0.0071

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 : 0.0182    recall@10 : 0.0294    recall@20 : 0.0405    recall@50 : 0.076    mrr@5 : (0.0265+0j)    mrr@10 : (0.032+0j)    mrr@20 : (0.0345+0j)    mrr@50 : (0.0375+0j)    ndcg@5 : (0.0165+0j)    ndcg@10 : (0.0198+0j)    ndcg@20 : (0.0225+0j)    ndcg@50 : (0.0316+0j)    hit@5 : 0.0562    hit@10 : 0.0967    hit@20 : 0.1327    hit@50 : 0.2267    precision@5 : 0.012    precision@10 : 0.0106    precision@20 : 0.0079    precision@50 : 0.0062
Test result:
recall@5 : 0.0173    recall@10 : 0.0249    recall@20 : 0.0377    recall@50 : 0.0707    mrr@5 : (0.031+0j)    mrr@10 : (0.0361+0j)    mrr@20 : (0.0394+0j)    mrr@50 : (0.0422+0j)    ndcg@5 : (0.0185+0j)    ndcg@10 : (0.0213+0j)    ndcg@20 : (0.0254+0j)    ndcg@50 : (0.0343+0j)    hit@5 : 0.0606    hit@10 : 0.0993    hit@20 : 0.1485    hit@50 : 0.2346    precision@5 : 0.0123    precision@10 : 0.0111    precision@20 : 0.0094    precision@50 : 0.007

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 : 0.0228    recall@10 : 0.0351    recall@20 : 0.0519    recall@50 : 0.0848    mrr@5 : (0.0448+0j)    mrr@10 : (0.0508+0j)    mrr@20 : (0.0546+0j)    mrr@50 : (0.0575+0j)    ndcg@5 : (0.0263+0j)    ndcg@10 : (0.029+0j)    ndcg@20 : (0.0335+0j)    ndcg@50 : (0.0427+0j)    hit@5 : 0.0879    hit@10 : 0.1336    hit@20 : 0.1907    hit@50 : 0.283    precision@5 : 0.019    precision@10 : 0.0156    precision@20 : 0.0125    precision@50 : 0.0091
Test result:
recall@5 : 0.0161    recall@10 : 0.029    recall@20 : 0.0462    recall@50 : 0.0801    mrr@5 : (0.0381+0j)    mrr@10 : (0.0452+0j)    mrr@20 : (0.0489+0j)    mrr@50 : (0.0517+0j)    ndcg@5 : (0.021+0j)    ndcg@10 : (0.0254+0j)    ndcg@20 : (0.0304+0j)    ndcg@50 : (0.0401+0j)    hit@5 : 0.0633    hit@10 : 0.1169    hit@20 : 0.1714    hit@50 : 0.2619    precision@5 : 0.0132    precision@10 : 0.0137    precision@20 : 0.0118    precision@50 : 0.009

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 : 0.0174    recall@10 : 0.0318    recall@20 : 0.0448    recall@50 : 0.0794    mrr@5 : (0.0276+0j)    mrr@10 : (0.0331+0j)    mrr@20 : (0.0356+0j)    mrr@50 : (0.0383+0j)    ndcg@5 : (0.018+0j)    ndcg@10 : (0.0223+0j)    ndcg@20 : (0.0255+0j)    ndcg@50 : (0.0344+0j)    hit@5 : 0.0606    hit@10 : 0.1028    hit@20 : 0.1406    hit@50 : 0.2276    precision@5 : 0.0127    precision@10 : 0.0118    precision@20 : 0.0089    precision@50 : 0.0067
Test result:
recall@5 : 0.0144    recall@10 : 0.0205    recall@20 : 0.0348    recall@50 : 0.0674    mrr@5 : (0.0277+0j)    mrr@10 : (0.0325+0j)    mrr@20 : (0.0362+0j)    mrr@50 : (0.039+0j)    ndcg@5 : (0.0159+0j)    ndcg@10 : (0.0177+0j)    ndcg@20 : (0.0218+0j)    ndcg@50 : (0.0309+0j)    hit@5 : 0.0562    hit@10 : 0.0923    hit@20 : 0.1441    hit@50 : 0.2337    precision@5 : 0.0118    precision@10 : 0.0105    precision@20 : 0.0088    precision@50 : 0.0072

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 : 0.0133    recall@10 : 0.023    recall@20 : 0.037    recall@50 : 0.0674    mrr@5 : (0.025+0j)    mrr@10 : (0.0303+0j)    mrr@20 : (0.0335+0j)    mrr@50 : (0.0363+0j)    ndcg@5 : (0.0152+0j)    ndcg@10 : (0.0185+0j)    ndcg@20 : (0.0225+0j)    ndcg@50 : (0.0304+0j)    hit@5 : 0.0492    hit@10 : 0.0896    hit@20 : 0.1397    hit@50 : 0.2276    precision@5 : 0.0107    precision@10 : 0.0105    precision@20 : 0.0088    precision@50 : 0.0065
Test result:
recall@5 : 0.0154    recall@10 : 0.0236    recall@20 : 0.0401    recall@50 : 0.0697    mrr@5 : (0.0298+0j)    mrr@10 : (0.0343+0j)    mrr@20 : (0.0377+0j)    mrr@50 : (0.0403+0j)    ndcg@5 : (0.0181+0j)    ndcg@10 : (0.0198+0j)    ndcg@20 : (0.0247+0j)    ndcg@50 : (0.0328+0j)    hit@5 : 0.058    hit@10 : 0.094    hit@20 : 0.1432    hit@50 : 0.2276    precision@5 : 0.0125    precision@10 : 0.0103    precision@20 : 0.0093    precision@50 : 0.007

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 : 0.0159    recall@10 : 0.0253    recall@20 : 0.0365    recall@50 : 0.0562    mrr@5 : (0.0388+0j)    mrr@10 : (0.0443+0j)    mrr@20 : (0.0473+0j)    mrr@50 : (0.0494+0j)    ndcg@5 : (0.0221+0j)    ndcg@10 : (0.0234+0j)    ndcg@20 : (0.0258+0j)    ndcg@50 : (0.0317+0j)    hit@5 : 0.0729    hit@10 : 0.1142    hit@20 : 0.1591    hit@50 : 0.2285    precision@5 : 0.0165    precision@10 : 0.014    precision@20 : 0.0104    precision@50 : 0.0074
Test result:
recall@5 : 0.0149    recall@10 : 0.0228    recall@20 : 0.032    recall@50 : 0.0512    mrr@5 : (0.0331+0j)    mrr@10 : (0.0379+0j)    mrr@20 : (0.0409+0j)    mrr@50 : (0.0429+0j)    ndcg@5 : (0.0195+0j)    ndcg@10 : (0.021+0j)    ndcg@20 : (0.0234+0j)    ndcg@50 : (0.0292+0j)    hit@5 : 0.0606    hit@10 : 0.0967    hit@20 : 0.1415    hit@50 : 0.2074    precision@5 : 0.0139    precision@10 : 0.012    precision@20 : 0.01    precision@50 : 0.0074

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 : 0.0165    recall@10 : 0.0249    recall@20 : 0.0367    recall@50 : 0.0563    mrr@5 : (0.0399+0j)    mrr@10 : (0.0446+0j)    mrr@20 : (0.0478+0j)    mrr@50 : (0.05+0j)    ndcg@5 : (0.0231+0j)    ndcg@10 : (0.0233+0j)    ndcg@20 : (0.0259+0j)    ndcg@50 : (0.0321+0j)    hit@5 : 0.0756    hit@10 : 0.1116    hit@20 : 0.1582    hit@50 : 0.2311    precision@5 : 0.0178    precision@10 : 0.0136    precision@20 : 0.0102    precision@50 : 0.0076
Test result:
recall@5 : 0.0151    recall@10 : 0.023    recall@20 : 0.0315    recall@50 : 0.0528    mrr@5 : (0.0346+0j)    mrr@10 : (0.0395+0j)    mrr@20 : (0.0419+0j)    mrr@50 : (0.0442+0j)    ndcg@5 : (0.0201+0j)    ndcg@10 : (0.0213+0j)    ndcg@20 : (0.0234+0j)    ndcg@50 : (0.0298+0j)    hit@5 : 0.0624    hit@10 : 0.0993    hit@20 : 0.1371    hit@50 : 0.2083    precision@5 : 0.0144    precision@10 : 0.0121    precision@20 : 0.0099    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:0.0005, 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 : 0.0145    recall@10 : 0.0243    recall@20 : 0.0356    recall@50 : 0.0668    mrr@5 : (0.029+0j)    mrr@10 : (0.0348+0j)    mrr@20 : (0.0375+0j)    mrr@50 : (0.04+0j)    ndcg@5 : (0.017+0j)    ndcg@10 : (0.0202+0j)    ndcg@20 : (0.0229+0j)    ndcg@50 : (0.031+0j)    hit@5 : 0.0501    hit@10 : 0.0949    hit@20 : 0.1344    hit@50 : 0.2197    precision@5 : 0.0107    precision@10 : 0.0105    precision@20 : 0.0081    precision@50 : 0.0064
Test result:
recall@5 : 0.0151    recall@10 : 0.0249    recall@20 : 0.037    recall@50 : 0.066    mrr@5 : (0.0309+0j)    mrr@10 : (0.0363+0j)    mrr@20 : (0.0392+0j)    mrr@50 : (0.0419+0j)    ndcg@5 : (0.0189+0j)    ndcg@10 : (0.0217+0j)    ndcg@20 : (0.025+0j)    ndcg@50 : (0.0332+0j)    hit@5 : 0.058    hit@10 : 0.0993    hit@20 : 0.1388    hit@50 : 0.2267    precision@5 : 0.0128    precision@10 : 0.0115    precision@20 : 0.009    precision@50 : 0.0071

