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 : 0.0188    recall@10 : 0.0296    recall@20 : 0.0429    recall@50 : 0.0719    mrr@5 : (0.0106+0j)    mrr@10 : (0.0121+0j)    mrr@20 : (0.0131+0j)    mrr@50 : (0.014+0j)    ndcg@5 : (0.0122+0j)    ndcg@10 : (0.0158+0j)    ndcg@20 : (0.0192+0j)    ndcg@50 : (0.025+0j)    hit@5 : 0.02    hit@10 : 0.0317    hit@20 : 0.046    hit@50 : 0.0765    precision@5 : 0.004    precision@10 : 0.0032    precision@20 : 0.0023    precision@50 : 0.0016
Test result:
recall@5 : 0.02    recall@10 : 0.0306    recall@20 : 0.0446    recall@50 : 0.0723    mrr@5 : (0.0114+0j)    mrr@10 : (0.0129+0j)    mrr@20 : (0.0139+0j)    mrr@50 : (0.0149+0j)    ndcg@5 : (0.0132+0j)    ndcg@10 : (0.0166+0j)    ndcg@20 : (0.0203+0j)    ndcg@50 : (0.0258+0j)    hit@5 : 0.0212    hit@10 : 0.0328    hit@20 : 0.0479    hit@50 : 0.0773    precision@5 : 0.0043    precision@10 : 0.0033    precision@20 : 0.0024    precision@50 : 0.0016

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 : 0.0174    recall@10 : 0.028    recall@20 : 0.0406    recall@50 : 0.0643    mrr@5 : (0.0103+0j)    mrr@10 : (0.0118+0j)    mrr@20 : (0.0127+0j)    mrr@50 : (0.0135+0j)    ndcg@5 : (0.0117+0j)    ndcg@10 : (0.0151+0j)    ndcg@20 : (0.0184+0j)    ndcg@50 : (0.0231+0j)    hit@5 : 0.0191    hit@10 : 0.0304    hit@20 : 0.0437    hit@50 : 0.0691    precision@5 : 0.0038    precision@10 : 0.0031    precision@20 : 0.0022    precision@50 : 0.0014
Test result:
recall@5 : 0.0174    recall@10 : 0.0264    recall@20 : 0.04    recall@50 : 0.0657    mrr@5 : (0.0099+0j)    mrr@10 : (0.0112+0j)    mrr@20 : (0.0121+0j)    mrr@50 : (0.013+0j)    ndcg@5 : (0.0114+0j)    ndcg@10 : (0.0144+0j)    ndcg@20 : (0.0178+0j)    ndcg@50 : (0.023+0j)    hit@5 : 0.0187    hit@10 : 0.0285    hit@20 : 0.0432    hit@50 : 0.0708    precision@5 : 0.0038    precision@10 : 0.0029    precision@20 : 0.0022    precision@50 : 0.0015

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 : 0.0197    recall@10 : 0.0305    recall@20 : 0.0446    recall@50 : 0.0734    mrr@5 : (0.0114+0j)    mrr@10 : (0.013+0j)    mrr@20 : (0.014+0j)    mrr@50 : (0.015+0j)    ndcg@5 : (0.013+0j)    ndcg@10 : (0.0166+0j)    ndcg@20 : (0.0202+0j)    ndcg@50 : (0.026+0j)    hit@5 : 0.0212    hit@10 : 0.033    hit@20 : 0.0483    hit@50 : 0.0785    precision@5 : 0.0043    precision@10 : 0.0033    precision@20 : 0.0024    precision@50 : 0.0016
Test result:
recall@5 : 0.018    recall@10 : 0.0282    recall@20 : 0.0435    recall@50 : 0.0718    mrr@5 : (0.0103+0j)    mrr@10 : (0.0117+0j)    mrr@20 : (0.0128+0j)    mrr@50 : (0.0138+0j)    ndcg@5 : (0.0119+0j)    ndcg@10 : (0.0151+0j)    ndcg@20 : (0.0191+0j)    ndcg@50 : (0.0248+0j)    hit@5 : 0.0193    hit@10 : 0.0302    hit@20 : 0.0466    hit@50 : 0.0764    precision@5 : 0.0039    precision@10 : 0.003    precision@20 : 0.0024    precision@50 : 0.0016

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 : 0.0175    recall@10 : 0.0289    recall@20 : 0.0446    recall@50 : 0.0715    mrr@5 : (0.0106+0j)    mrr@10 : (0.0122+0j)    mrr@20 : (0.0133+0j)    mrr@50 : (0.0142+0j)    ndcg@5 : (0.0119+0j)    ndcg@10 : (0.0156+0j)    ndcg@20 : (0.0196+0j)    ndcg@50 : (0.025+0j)    hit@5 : 0.0189    hit@10 : 0.0309    hit@20 : 0.0472    hit@50 : 0.0758    precision@5 : 0.0038    precision@10 : 0.0031    precision@20 : 0.0024    precision@50 : 0.0015
Test result:
recall@5 : 0.018    recall@10 : 0.0274    recall@20 : 0.0404    recall@50 : 0.0691    mrr@5 : (0.0106+0j)    mrr@10 : (0.0119+0j)    mrr@20 : (0.0129+0j)    mrr@50 : (0.0139+0j)    ndcg@5 : (0.0122+0j)    ndcg@10 : (0.0153+0j)    ndcg@20 : (0.0186+0j)    ndcg@50 : (0.0243+0j)    hit@5 : 0.019    hit@10 : 0.029    hit@20 : 0.0431    hit@50 : 0.0737    precision@5 : 0.0038    precision@10 : 0.0029    precision@20 : 0.0022    precision@50 : 0.0015

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 : 0.017    recall@10 : 0.0281    recall@20 : 0.0423    recall@50 : 0.0683    mrr@5 : (0.0099+0j)    mrr@10 : (0.0115+0j)    mrr@20 : (0.0125+0j)    mrr@50 : (0.0134+0j)    ndcg@5 : (0.0114+0j)    ndcg@10 : (0.015+0j)    ndcg@20 : (0.0186+0j)    ndcg@50 : (0.0239+0j)    hit@5 : 0.018    hit@10 : 0.0299    hit@20 : 0.0452    hit@50 : 0.0728    precision@5 : 0.0036    precision@10 : 0.003    precision@20 : 0.0023    precision@50 : 0.0015
Test result:
recall@5 : 0.018    recall@10 : 0.0276    recall@20 : 0.0424    recall@50 : 0.0698    mrr@5 : (0.0106+0j)    mrr@10 : (0.0119+0j)    mrr@20 : (0.013+0j)    mrr@50 : (0.0139+0j)    ndcg@5 : (0.0121+0j)    ndcg@10 : (0.0152+0j)    ndcg@20 : (0.0189+0j)    ndcg@50 : (0.0244+0j)    hit@5 : 0.0194    hit@10 : 0.0296    hit@20 : 0.0451    hit@50 : 0.0741    precision@5 : 0.0039    precision@10 : 0.003    precision@20 : 0.0023    precision@50 : 0.0015

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 : 0.0187    recall@10 : 0.0296    recall@20 : 0.0441    recall@50 : 0.0708    mrr@5 : (0.0106+0j)    mrr@10 : (0.0121+0j)    mrr@20 : (0.0132+0j)    mrr@50 : (0.0141+0j)    ndcg@5 : (0.0122+0j)    ndcg@10 : (0.0158+0j)    ndcg@20 : (0.0195+0j)    ndcg@50 : (0.0249+0j)    hit@5 : 0.02    hit@10 : 0.0318    hit@20 : 0.0473    hit@50 : 0.076    precision@5 : 0.004    precision@10 : 0.0032    precision@20 : 0.0024    precision@50 : 0.0016
Test result:
recall@5 : 0.0173    recall@10 : 0.0269    recall@20 : 0.0406    recall@50 : 0.0682    mrr@5 : (0.0097+0j)    mrr@10 : (0.0111+0j)    mrr@20 : (0.0121+0j)    mrr@50 : (0.013+0j)    ndcg@5 : (0.0113+0j)    ndcg@10 : (0.0144+0j)    ndcg@20 : (0.018+0j)    ndcg@50 : (0.0235+0j)    hit@5 : 0.0185    hit@10 : 0.0289    hit@20 : 0.0436    hit@50 : 0.0728    precision@5 : 0.0037    precision@10 : 0.0029    precision@20 : 0.0022    precision@50 : 0.0015

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 : 0.0292    recall@20 : 0.0441    recall@50 : 0.0749    mrr@5 : (0.011+0j)    mrr@10 : (0.0125+0j)    mrr@20 : (0.0136+0j)    mrr@50 : (0.0146+0j)    ndcg@5 : (0.0128+0j)    ndcg@10 : (0.0161+0j)    ndcg@20 : (0.0199+0j)    ndcg@50 : (0.0261+0j)    hit@5 : 0.0197    hit@10 : 0.0307    hit@20 : 0.0467    hit@50 : 0.0795    precision@5 : 0.0039    precision@10 : 0.0031    precision@20 : 0.0023    precision@50 : 0.0016
Test result:
recall@5 : 0.019    recall@10 : 0.0295    recall@20 : 0.0443    recall@50 : 0.0764    mrr@5 : (0.011+0j)    mrr@10 : (0.0124+0j)    mrr@20 : (0.0135+0j)    mrr@50 : (0.0146+0j)    ndcg@5 : (0.0126+0j)    ndcg@10 : (0.016+0j)    ndcg@20 : (0.0198+0j)    ndcg@50 : (0.0262+0j)    hit@5 : 0.0202    hit@10 : 0.0314    hit@20 : 0.0472    hit@50 : 0.0809    precision@5 : 0.0041    precision@10 : 0.0032    precision@20 : 0.0024    precision@50 : 0.0016

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 : 0.0193    recall@10 : 0.0282    recall@20 : 0.0406    recall@50 : 0.0661    mrr@5 : (0.011+0j)    mrr@10 : (0.0123+0j)    mrr@20 : (0.0132+0j)    mrr@50 : (0.0141+0j)    ndcg@5 : (0.0127+0j)    ndcg@10 : (0.0156+0j)    ndcg@20 : (0.0188+0j)    ndcg@50 : (0.0239+0j)    hit@5 : 0.0209    hit@10 : 0.0306    hit@20 : 0.0443    hit@50 : 0.0714    precision@5 : 0.0042    precision@10 : 0.0031    precision@20 : 0.0023    precision@50 : 0.0015
Test result:
recall@5 : 0.017    recall@10 : 0.027    recall@20 : 0.0412    recall@50 : 0.067    mrr@5 : (0.0097+0j)    mrr@10 : (0.0111+0j)    mrr@20 : (0.0121+0j)    mrr@50 : (0.013+0j)    ndcg@5 : (0.0111+0j)    ndcg@10 : (0.0144+0j)    ndcg@20 : (0.018+0j)    ndcg@50 : (0.0232+0j)    hit@5 : 0.0185    hit@10 : 0.0293    hit@20 : 0.0442    hit@50 : 0.0719    precision@5 : 0.0037    precision@10 : 0.003    precision@20 : 0.0022    precision@50 : 0.0015

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 : 0.0166    recall@10 : 0.0275    recall@20 : 0.0426    recall@50 : 0.0737    mrr@5 : (0.0088+0j)    mrr@10 : (0.0104+0j)    mrr@20 : (0.0115+0j)    mrr@50 : (0.0125+0j)    ndcg@5 : (0.0105+0j)    ndcg@10 : (0.0141+0j)    ndcg@20 : (0.0179+0j)    ndcg@50 : (0.0241+0j)    hit@5 : 0.0177    hit@10 : 0.0295    hit@20 : 0.0454    hit@50 : 0.078    precision@5 : 0.0036    precision@10 : 0.003    precision@20 : 0.0023    precision@50 : 0.0016
Test result:
recall@5 : 0.0157    recall@10 : 0.026    recall@20 : 0.0413    recall@50 : 0.0731    mrr@5 : (0.009+0j)    mrr@10 : (0.0104+0j)    mrr@20 : (0.0115+0j)    mrr@50 : (0.0126+0j)    ndcg@5 : (0.0104+0j)    ndcg@10 : (0.0137+0j)    ndcg@20 : (0.0177+0j)    ndcg@50 : (0.0241+0j)    hit@5 : 0.0169    hit@10 : 0.0278    hit@20 : 0.0439    hit@50 : 0.0775    precision@5 : 0.0034    precision@10 : 0.0028    precision@20 : 0.0022    precision@50 : 0.0016

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 : 0.0177    recall@10 : 0.0277    recall@20 : 0.0401    recall@50 : 0.066    mrr@5 : (0.0108+0j)    mrr@10 : (0.0122+0j)    mrr@20 : (0.0131+0j)    mrr@50 : (0.014+0j)    ndcg@5 : (0.0121+0j)    ndcg@10 : (0.0154+0j)    ndcg@20 : (0.0185+0j)    ndcg@50 : (0.0238+0j)    hit@5 : 0.0192    hit@10 : 0.0301    hit@20 : 0.0432    hit@50 : 0.0707    precision@5 : 0.0038    precision@10 : 0.003    precision@20 : 0.0022    precision@50 : 0.0014
Test result:
recall@5 : 0.017    recall@10 : 0.0261    recall@20 : 0.0392    recall@50 : 0.0647    mrr@5 : (0.0098+0j)    mrr@10 : (0.0111+0j)    mrr@20 : (0.0121+0j)    mrr@50 : (0.0129+0j)    ndcg@5 : (0.0113+0j)    ndcg@10 : (0.0143+0j)    ndcg@20 : (0.0177+0j)    ndcg@50 : (0.0228+0j)    hit@5 : 0.018    hit@10 : 0.0279    hit@20 : 0.0419    hit@50 : 0.0693    precision@5 : 0.0036    precision@10 : 0.0028    precision@20 : 0.0021    precision@50 : 0.0014

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 : 0.0198    recall@10 : 0.0312    recall@20 : 0.0465    recall@50 : 0.0784    mrr@5 : (0.0108+0j)    mrr@10 : (0.0124+0j)    mrr@20 : (0.0135+0j)    mrr@50 : (0.0145+0j)    ndcg@5 : (0.0127+0j)    ndcg@10 : (0.0164+0j)    ndcg@20 : (0.0203+0j)    ndcg@50 : (0.0267+0j)    hit@5 : 0.0208    hit@10 : 0.033    hit@20 : 0.0494    hit@50 : 0.0827    precision@5 : 0.0042    precision@10 : 0.0033    precision@20 : 0.0025    precision@50 : 0.0017
Test result:
recall@5 : 0.0195    recall@10 : 0.0301    recall@20 : 0.0445    recall@50 : 0.0763    mrr@5 : (0.0112+0j)    mrr@10 : (0.0127+0j)    mrr@20 : (0.0138+0j)    mrr@50 : (0.0148+0j)    ndcg@5 : (0.0129+0j)    ndcg@10 : (0.0164+0j)    ndcg@20 : (0.0201+0j)    ndcg@50 : (0.0265+0j)    hit@5 : 0.0207    hit@10 : 0.0319    hit@20 : 0.0471    hit@50 : 0.0806    precision@5 : 0.0041    precision@10 : 0.0032    precision@20 : 0.0024    precision@50 : 0.0016

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 : 0.0187    recall@10 : 0.0295    recall@20 : 0.0452    recall@50 : 0.0758    mrr@5 : (0.0105+0j)    mrr@10 : (0.012+0j)    mrr@20 : (0.0132+0j)    mrr@50 : (0.0142+0j)    ndcg@5 : (0.0122+0j)    ndcg@10 : (0.0157+0j)    ndcg@20 : (0.0197+0j)    ndcg@50 : (0.0259+0j)    hit@5 : 0.0199    hit@10 : 0.0316    hit@20 : 0.0483    hit@50 : 0.0806    precision@5 : 0.004    precision@10 : 0.0032    precision@20 : 0.0024    precision@50 : 0.0016
Test result:
recall@5 : 0.0169    recall@10 : 0.0283    recall@20 : 0.0436    recall@50 : 0.0724    mrr@5 : (0.01+0j)    mrr@10 : (0.0116+0j)    mrr@20 : (0.0127+0j)    mrr@50 : (0.0137+0j)    ndcg@5 : (0.0113+0j)    ndcg@10 : (0.015+0j)    ndcg@20 : (0.0189+0j)    ndcg@50 : (0.0247+0j)    hit@5 : 0.0182    hit@10 : 0.0304    hit@20 : 0.0466    hit@50 : 0.077    precision@5 : 0.0036    precision@10 : 0.0031    precision@20 : 0.0024    precision@50 : 0.0016

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 : 0.0111    recall@10 : 0.0217    recall@20 : 0.0356    recall@50 : 0.0638    mrr@5 : (0.0063+0j)    mrr@10 : (0.0078+0j)    mrr@20 : (0.0088+0j)    mrr@50 : (0.0098+0j)    ndcg@5 : (0.0071+0j)    ndcg@10 : (0.0105+0j)    ndcg@20 : (0.0141+0j)    ndcg@50 : (0.0198+0j)    hit@5 : 0.0124    hit@10 : 0.0236    hit@20 : 0.0388    hit@50 : 0.0688    precision@5 : 0.0025    precision@10 : 0.0024    precision@20 : 0.002    precision@50 : 0.0014
Test result:
recall@5 : 0.01    recall@10 : 0.0211    recall@20 : 0.0355    recall@50 : 0.063    mrr@5 : (0.0057+0j)    mrr@10 : (0.0073+0j)    mrr@20 : (0.0083+0j)    mrr@50 : (0.0092+0j)    ndcg@5 : (0.0066+0j)    ndcg@10 : (0.0102+0j)    ndcg@20 : (0.0138+0j)    ndcg@50 : (0.0194+0j)    hit@5 : 0.0109    hit@10 : 0.0226    hit@20 : 0.0379    hit@50 : 0.0675    precision@5 : 0.0022    precision@10 : 0.0023    precision@20 : 0.0019    precision@50 : 0.0014

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 : 0.0185    recall@10 : 0.029    recall@20 : 0.0427    recall@50 : 0.0684    mrr@5 : (0.0106+0j)    mrr@10 : (0.012+0j)    mrr@20 : (0.013+0j)    mrr@50 : (0.0139+0j)    ndcg@5 : (0.0122+0j)    ndcg@10 : (0.0156+0j)    ndcg@20 : (0.0191+0j)    ndcg@50 : (0.0243+0j)    hit@5 : 0.0196    hit@10 : 0.0307    hit@20 : 0.0454    hit@50 : 0.0727    precision@5 : 0.0039    precision@10 : 0.0031    precision@20 : 0.0023    precision@50 : 0.0015
Test result:
recall@5 : 0.0162    recall@10 : 0.026    recall@20 : 0.0396    recall@50 : 0.0672    mrr@5 : (0.0093+0j)    mrr@10 : (0.0107+0j)    mrr@20 : (0.0117+0j)    mrr@50 : (0.0126+0j)    ndcg@5 : (0.0107+0j)    ndcg@10 : (0.0139+0j)    ndcg@20 : (0.0174+0j)    ndcg@50 : (0.0229+0j)    hit@5 : 0.0173    hit@10 : 0.0279    hit@20 : 0.0423    hit@50 : 0.0717    precision@5 : 0.0035    precision@10 : 0.0028    precision@20 : 0.0021    precision@50 : 0.0015

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 : 0.0169    recall@10 : 0.0285    recall@20 : 0.0435    recall@50 : 0.0717    mrr@5 : (0.0096+0j)    mrr@10 : (0.0112+0j)    mrr@20 : (0.0123+0j)    mrr@50 : (0.0132+0j)    ndcg@5 : (0.0111+0j)    ndcg@10 : (0.0149+0j)    ndcg@20 : (0.0187+0j)    ndcg@50 : (0.0244+0j)    hit@5 : 0.0181    hit@10 : 0.0304    hit@20 : 0.0464    hit@50 : 0.0761    precision@5 : 0.0037    precision@10 : 0.0031    precision@20 : 0.0023    precision@50 : 0.0015
Test result:
recall@5 : 0.0181    recall@10 : 0.0287    recall@20 : 0.0424    recall@50 : 0.0708    mrr@5 : (0.0103+0j)    mrr@10 : (0.0117+0j)    mrr@20 : (0.0127+0j)    mrr@50 : (0.0137+0j)    ndcg@5 : (0.012+0j)    ndcg@10 : (0.0154+0j)    ndcg@20 : (0.0189+0j)    ndcg@50 : (0.0246+0j)    hit@5 : 0.0192    hit@10 : 0.0305    hit@20 : 0.0452    hit@50 : 0.0755    precision@5 : 0.0038    precision@10 : 0.0031    precision@20 : 0.0023    precision@50 : 0.0015

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 : 0.0076    recall@10 : 0.0202    recall@20 : 0.0354    recall@50 : 0.0617    mrr@5 : (0.0039+0j)    mrr@10 : (0.0057+0j)    mrr@20 : (0.0068+0j)    mrr@50 : (0.0077+0j)    ndcg@5 : (0.0045+0j)    ndcg@10 : (0.0086+0j)    ndcg@20 : (0.0125+0j)    ndcg@50 : (0.0178+0j)    hit@5 : 0.0087    hit@10 : 0.0221    hit@20 : 0.0385    hit@50 : 0.0666    precision@5 : 0.0017    precision@10 : 0.0022    precision@20 : 0.002    precision@50 : 0.0014
Test result:
recall@5 : 0.008    recall@10 : 0.0202    recall@20 : 0.0349    recall@50 : 0.063    mrr@5 : (0.0041+0j)    mrr@10 : (0.0058+0j)    mrr@20 : (0.0069+0j)    mrr@50 : (0.0079+0j)    ndcg@5 : (0.0049+0j)    ndcg@10 : (0.0088+0j)    ndcg@20 : (0.0126+0j)    ndcg@50 : (0.0183+0j)    hit@5 : 0.0087    hit@10 : 0.0217    hit@20 : 0.0377    hit@50 : 0.0677    precision@5 : 0.0018    precision@10 : 0.0022    precision@20 : 0.0019    precision@50 : 0.0014

