cts_lamda:0.001, 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, model:HCTS, num_neg_samples:5, s_t_transfer:True, t_s_transfer:True, train_batch_size:4096, u_i_cts:True, u_u_cts:True
Valid result:
recall@5 : 0.0333    recall@10 : 0.0524    recall@20 : 0.08    recall@50 : 0.1356    mrr@5 : (0.0247+0j)    mrr@10 : (0.0295+0j)    mrr@20 : (0.0323+0j)    mrr@50 : (0.0344+0j)    ndcg@5 : (0.024+0j)    ndcg@10 : (0.0307+0j)    ndcg@20 : (0.0382+0j)    ndcg@50 : (0.0504+0j)    hit@5 : 0.0514    hit@10 : 0.0891    hit@20 : 0.1279    hit@50 : 0.1967    precision@5 : 0.0109    precision@10 : 0.0098    precision@20 : 0.0074    precision@50 : 0.005
Test result:
recall@5 : 0.0303    recall@10 : 0.06    recall@20 : 0.0886    recall@50 : 0.1605    mrr@5 : (0.0221+0j)    mrr@10 : (0.0275+0j)    mrr@20 : (0.0302+0j)    mrr@50 : (0.0328+0j)    ndcg@5 : (0.0203+0j)    ndcg@10 : (0.03+0j)    ndcg@20 : (0.0376+0j)    ndcg@50 : (0.0526+0j)    hit@5 : 0.0523    hit@10 : 0.094    hit@20 : 0.1347    hit@50 : 0.219    precision@5 : 0.0107    precision@10 : 0.0101    precision@20 : 0.0078    precision@50 : 0.0054

cts_lamda:0.01, 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, model:HCTS, num_neg_samples:3, s_t_transfer:True, t_s_transfer:True, train_batch_size:4096, u_i_cts:True, u_u_cts:True
Valid result:
recall@5 : 0.0375    recall@10 : 0.0559    recall@20 : 0.0806    recall@50 : 0.1473    mrr@5 : (0.0268+0j)    mrr@10 : (0.0308+0j)    mrr@20 : (0.0332+0j)    mrr@50 : (0.0357+0j)    ndcg@5 : (0.0258+0j)    ndcg@10 : (0.0317+0j)    ndcg@20 : (0.0384+0j)    ndcg@50 : (0.053+0j)    hit@5 : 0.0581    hit@10 : 0.0901    hit@20 : 0.125    hit@50 : 0.2074    precision@5 : 0.0124    precision@10 : 0.0099    precision@20 : 0.0075    precision@50 : 0.0055
Test result:
recall@5 : 0.0374    recall@10 : 0.0615    recall@20 : 0.0959    recall@50 : 0.1644    mrr@5 : (0.0284+0j)    mrr@10 : (0.0331+0j)    mrr@20 : (0.0365+0j)    mrr@50 : (0.0393+0j)    ndcg@5 : (0.027+0j)    ndcg@10 : (0.0349+0j)    ndcg@20 : (0.0445+0j)    ndcg@50 : (0.0595+0j)    hit@5 : 0.0552    hit@10 : 0.0921    hit@20 : 0.1395    hit@50 : 0.2277    precision@5 : 0.0112    precision@10 : 0.0095    precision@20 : 0.0078    precision@50 : 0.0054

cts_lamda:0.001, 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, model:HCTS, num_neg_samples:3, s_t_transfer:True, t_s_transfer:True, train_batch_size:4096, u_i_cts:True, u_u_cts:True
Valid result:
recall@5 : 0.0267    recall@10 : 0.0481    recall@20 : 0.0783    recall@50 : 0.1352    mrr@5 : (0.0239+0j)    mrr@10 : (0.0286+0j)    mrr@20 : (0.0314+0j)    mrr@50 : (0.0336+0j)    ndcg@5 : (0.0212+0j)    ndcg@10 : (0.0284+0j)    ndcg@20 : (0.0368+0j)    ndcg@50 : (0.0492+0j)    hit@5 : 0.0484    hit@10 : 0.0843    hit@20 : 0.125    hit@50 : 0.1977    precision@5 : 0.0099    precision@10 : 0.0089    precision@20 : 0.0075    precision@50 : 0.0052
Test result:
recall@5 : 0.0298    recall@10 : 0.0544    recall@20 : 0.0807    recall@50 : 0.1486    mrr@5 : (0.0232+0j)    mrr@10 : (0.028+0j)    mrr@20 : (0.0307+0j)    mrr@50 : (0.0335+0j)    ndcg@5 : (0.0205+0j)    ndcg@10 : (0.0287+0j)    ndcg@20 : (0.0361+0j)    ndcg@50 : (0.0509+0j)    hit@5 : 0.0465    hit@10 : 0.0824    hit@20 : 0.1221    hit@50 : 0.2083    precision@5 : 0.0093    precision@10 : 0.0085    precision@20 : 0.0069    precision@50 : 0.0052

cts_lamda:0.001, 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, model:HCTS, num_neg_samples:5, s_t_transfer:True, t_s_transfer:True, train_batch_size:4096, u_i_cts:True, u_u_cts:True
Valid result:
recall@5 : 0.0309    recall@10 : 0.0572    recall@20 : 0.0828    recall@50 : 0.1381    mrr@5 : (0.0242+0j)    mrr@10 : (0.029+0j)    mrr@20 : (0.0313+0j)    mrr@50 : (0.0333+0j)    ndcg@5 : (0.0231+0j)    ndcg@10 : (0.0319+0j)    ndcg@20 : (0.0388+0j)    ndcg@50 : (0.0508+0j)    hit@5 : 0.0523    hit@10 : 0.0901    hit@20 : 0.126    hit@50 : 0.1928    precision@5 : 0.0107    precision@10 : 0.01    precision@20 : 0.0076    precision@50 : 0.0053
Test result:
recall@5 : 0.033    recall@10 : 0.0645    recall@20 : 0.0997    recall@50 : 0.1492    mrr@5 : (0.0255+0j)    mrr@10 : (0.0314+0j)    mrr@20 : (0.0346+0j)    mrr@50 : (0.0366+0j)    ndcg@5 : (0.0235+0j)    ndcg@10 : (0.0341+0j)    ndcg@20 : (0.0435+0j)    ndcg@50 : (0.0545+0j)    hit@5 : 0.0514    hit@10 : 0.095    hit@20 : 0.1434    hit@50 : 0.2064    precision@5 : 0.0107    precision@10 : 0.0101    precision@20 : 0.008    precision@50 : 0.0052

cts_lamda:0.01, 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, model:HCTS, num_neg_samples:5, s_t_transfer:True, t_s_transfer:True, train_batch_size:4096, u_i_cts:True, u_u_cts:True
Valid result:
recall@5 : 0.0299    recall@10 : 0.0497    recall@20 : 0.0849    recall@50 : 0.1325    mrr@5 : (0.0212+0j)    mrr@10 : (0.0258+0j)    mrr@20 : (0.0289+0j)    mrr@50 : (0.0309+0j)    ndcg@5 : (0.0206+0j)    ndcg@10 : (0.0272+0j)    ndcg@20 : (0.0368+0j)    ndcg@50 : (0.0475+0j)    hit@5 : 0.0494    hit@10 : 0.0843    hit@20 : 0.1308    hit@50 : 0.1938    precision@5 : 0.0103    precision@10 : 0.0091    precision@20 : 0.0078    precision@50 : 0.0052
Test result:
recall@5 : 0.0287    recall@10 : 0.0498    recall@20 : 0.0883    recall@50 : 0.1557    mrr@5 : (0.0228+0j)    mrr@10 : (0.0267+0j)    mrr@20 : (0.0306+0j)    mrr@50 : (0.033+0j)    ndcg@5 : (0.02+0j)    ndcg@10 : (0.0268+0j)    ndcg@20 : (0.0374+0j)    ndcg@50 : (0.0517+0j)    hit@5 : 0.0475    hit@10 : 0.0746    hit@20 : 0.1328    hit@50 : 0.2112    precision@5 : 0.0099    precision@10 : 0.0078    precision@20 : 0.0075    precision@50 : 0.0052

cts_lamda:0.001, 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, model:HCTS, num_neg_samples:3, s_t_transfer:True, t_s_transfer:True, train_batch_size:4096, u_i_cts:True, u_u_cts:True
Valid result:
recall@5 : 0.0371    recall@10 : 0.0643    recall@20 : 0.0934    recall@50 : 0.1429    mrr@5 : (0.0263+0j)    mrr@10 : (0.0316+0j)    mrr@20 : (0.0343+0j)    mrr@50 : (0.0364+0j)    ndcg@5 : (0.0259+0j)    ndcg@10 : (0.0354+0j)    ndcg@20 : (0.0432+0j)    ndcg@50 : (0.0543+0j)    hit@5 : 0.0523    hit@10 : 0.095    hit@20 : 0.1337    hit@50 : 0.2025    precision@5 : 0.0107    precision@10 : 0.0108    precision@20 : 0.008    precision@50 : 0.0053
Test result:
recall@5 : 0.0367    recall@10 : 0.0613    recall@20 : 0.0862    recall@50 : 0.1475    mrr@5 : (0.0286+0j)    mrr@10 : (0.0334+0j)    mrr@20 : (0.036+0j)    mrr@50 : (0.0384+0j)    ndcg@5 : (0.0266+0j)    ndcg@10 : (0.0348+0j)    ndcg@20 : (0.0418+0j)    ndcg@50 : (0.055+0j)    hit@5 : 0.0601    hit@10 : 0.0959    hit@20 : 0.1328    hit@50 : 0.2093    precision@5 : 0.012    precision@10 : 0.01    precision@20 : 0.0075    precision@50 : 0.0052

cts_lamda:0.01, 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, model:HCTS, num_neg_samples:5, s_t_transfer:True, t_s_transfer:True, train_batch_size:4096, u_i_cts:True, u_u_cts:True
Valid result:
recall@5 : 0.0332    recall@10 : 0.0632    recall@20 : 0.0923    recall@50 : 0.144    mrr@5 : (0.0242+0j)    mrr@10 : (0.0298+0j)    mrr@20 : (0.0326+0j)    mrr@50 : (0.0348+0j)    ndcg@5 : (0.023+0j)    ndcg@10 : (0.0326+0j)    ndcg@20 : (0.0406+0j)    ndcg@50 : (0.0525+0j)    hit@5 : 0.0514    hit@10 : 0.095    hit@20 : 0.1357    hit@50 : 0.2025    precision@5 : 0.0107    precision@10 : 0.0101    precision@20 : 0.0077    precision@50 : 0.0053
Test result:
recall@5 : 0.0339    recall@10 : 0.0597    recall@20 : 0.0992    recall@50 : 0.1604    mrr@5 : (0.0272+0j)    mrr@10 : (0.0322+0j)    mrr@20 : (0.0357+0j)    mrr@50 : (0.0381+0j)    ndcg@5 : (0.0245+0j)    ndcg@10 : (0.0328+0j)    ndcg@20 : (0.0433+0j)    ndcg@50 : (0.0565+0j)    hit@5 : 0.0572    hit@10 : 0.094    hit@20 : 0.1463    hit@50 : 0.2229    precision@5 : 0.0116    precision@10 : 0.01    precision@20 : 0.0082    precision@50 : 0.0054

cts_lamda:0.01, 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, model:HCTS, num_neg_samples:3, s_t_transfer:True, t_s_transfer:True, train_batch_size:4096, u_i_cts:True, u_u_cts:True
Valid result:
recall@5 : 0.0198    recall@10 : 0.0451    recall@20 : 0.0762    recall@50 : 0.1425    mrr@5 : (0.0154+0j)    mrr@10 : (0.0208+0j)    mrr@20 : (0.0235+0j)    mrr@50 : (0.026+0j)    ndcg@5 : (0.0135+0j)    ndcg@10 : (0.0221+0j)    ndcg@20 : (0.0305+0j)    ndcg@50 : (0.0449+0j)    hit@5 : 0.0388    hit@10 : 0.0795    hit@20 : 0.1182    hit@50 : 0.1996    precision@5 : 0.0079    precision@10 : 0.0084    precision@20 : 0.0069    precision@50 : 0.0053
Test result:
recall@5 : 0.0245    recall@10 : 0.0528    recall@20 : 0.0805    recall@50 : 0.1407    mrr@5 : (0.0187+0j)    mrr@10 : (0.0239+0j)    mrr@20 : (0.0268+0j)    mrr@50 : (0.029+0j)    ndcg@5 : (0.0168+0j)    ndcg@10 : (0.0264+0j)    ndcg@20 : (0.0339+0j)    ndcg@50 : (0.0468+0j)    hit@5 : 0.0436    hit@10 : 0.0833    hit@20 : 0.1279    hit@50 : 0.1996    precision@5 : 0.0089    precision@10 : 0.0092    precision@20 : 0.0072    precision@50 : 0.0051

