消融实验问题 #10

gugulumasiro · 2024-11-26T13:48:58Z

作者你好，我尝试复现你的论文，遇到了和之前的人一样的问题，复现结果均不如论文中的效果。另外，我还尝试了消融实验，根据论文中所述将lambda置为0，去除粗粒度意图学习的部分，其他条件不变，得到的结果竟然比原来的还要好，我很疑惑，希望作者能解答一下。我使用的gpu是4090ti，以Toys数据集为例，下面我将给出运行日志和环境

gugulumasiro · 2024-11-26T13:49:42Z

以下是将lambda置为0时的运行日志
Namespace(data_dir='../data/', output_dir='Ablation_output', data_name='Toys_and_Games', encoder='SAS', do_eval=False, model_idx=0, gpu_id='0', noise_ratio=0.0, temperature=1.0, intent_num=1024, sim='dot', model_name='ICSRec', hidden_size=64, num_hidden_layers=2, num_attention_heads=2, hidden_act='gelu', attention_probs_dropout_prob=0.5, hidden_dropout_prob=0.5, initializer_range=0.02, max_seq_length=50, lr=0.001, batch_size=256, epochs=300, no_cuda=False, log_freq=1, seed=2022, rec_weight=1.0, lambda_0=0.0, beta_0=0.1, cl_mode='cf', f_neg=True, weight_decay=0.0, cuda_condition=True, data_file='../data/Toys_and_Games.txt', train_data_file='../data/Toys_and_Games_1.txt', item_size=11926, mask_id=11925, log_file='Ablation_output/ICSRec-SAS-Toys_and_Games-0.txt')
{'epoch': 0, 'rec_avg_loss': '9.3246', 'icl_avg_loss': '1.8507', 'joint_avg_loss': '11.1752'}
{'Epoch': 0, 'HIT@5': '0.0110', 'NDCG@5': '0.0084', 'HIT@10': '0.0136', 'NDCG@10': '0.0093', 'HIT@20': '0.0191', 'NDCG@20': '0.0106'}
{'epoch': 1, 'rec_avg_loss': '9.2337', 'icl_avg_loss': '1.1239', 'joint_avg_loss': '10.3576'}
{'Epoch': 1, 'HIT@5': '0.0194', 'NDCG@5': '0.0144', 'HIT@10': '0.0243', 'NDCG@10': '0.0159', 'HIT@20': '0.0320', 'NDCG@20': '0.0179'}
{'epoch': 2, 'rec_avg_loss': '9.1317', 'icl_avg_loss': '1.0816', 'joint_avg_loss': '10.2133'}
{'Epoch': 2, 'HIT@5': '0.0279', 'NDCG@5': '0.0208', 'HIT@10': '0.0370', 'NDCG@10': '0.0237', 'HIT@20': '0.0491', 'NDCG@20': '0.0268'}
{'epoch': 3, 'rec_avg_loss': '8.9692', 'icl_avg_loss': '1.0691', 'joint_avg_loss': '10.0383'}
{'Epoch': 3, 'HIT@5': '0.0350', 'NDCG@5': '0.0257', 'HIT@10': '0.0464', 'NDCG@10': '0.0293', 'HIT@20': '0.0641', 'NDCG@20': '0.0338'}
{'epoch': 4, 'rec_avg_loss': '8.7548', 'icl_avg_loss': '1.0802', 'joint_avg_loss': '9.8350'}
{'Epoch': 4, 'HIT@5': '0.0392', 'NDCG@5': '0.0281', 'HIT@10': '0.0531', 'NDCG@10': '0.0325', 'HIT@20': '0.0761', 'NDCG@20': '0.0383'}
{'epoch': 5, 'rec_avg_loss': '8.5142', 'icl_avg_loss': '1.0986', 'joint_avg_loss': '9.6127'}
{'Epoch': 5, 'HIT@5': '0.0441', 'NDCG@5': '0.0312', 'HIT@10': '0.0616', 'NDCG@10': '0.0368', 'HIT@20': '0.0852', 'NDCG@20': '0.0427'}
{'epoch': 6, 'rec_avg_loss': '8.2815', 'icl_avg_loss': '1.1110', 'joint_avg_loss': '9.3924'}
{'Epoch': 6, 'HIT@5': '0.0472', 'NDCG@5': '0.0335', 'HIT@10': '0.0668', 'NDCG@10': '0.0398', 'HIT@20': '0.0945', 'NDCG@20': '0.0467'}
{'epoch': 7, 'rec_avg_loss': '8.0782', 'icl_avg_loss': '1.1172', 'joint_avg_loss': '9.1954'}
{'Epoch': 7, 'HIT@5': '0.0519', 'NDCG@5': '0.0366', 'HIT@10': '0.0737', 'NDCG@10': '0.0436', 'HIT@20': '0.1044', 'NDCG@20': '0.0513'}
{'epoch': 8, 'rec_avg_loss': '7.8993', 'icl_avg_loss': '1.1182', 'joint_avg_loss': '9.0175'}
{'Epoch': 8, 'HIT@5': '0.0568', 'NDCG@5': '0.0403', 'HIT@10': '0.0801', 'NDCG@10': '0.0477', 'HIT@20': '0.1107', 'NDCG@20': '0.0555'}
{'epoch': 9, 'rec_avg_loss': '7.7465', 'icl_avg_loss': '1.1146', 'joint_avg_loss': '8.8611'}
{'Epoch': 9, 'HIT@5': '0.0591', 'NDCG@5': '0.0420', 'HIT@10': '0.0850', 'NDCG@10': '0.0503', 'HIT@20': '0.1181', 'NDCG@20': '0.0586'}
{'epoch': 10, 'rec_avg_loss': '7.6103', 'icl_avg_loss': '1.1123', 'joint_avg_loss': '8.7226'}
{'Epoch': 10, 'HIT@5': '0.0624', 'NDCG@5': '0.0439', 'HIT@10': '0.0895', 'NDCG@10': '0.0527', 'HIT@20': '0.1243', 'NDCG@20': '0.0615'}
{'epoch': 11, 'rec_avg_loss': '7.4945', 'icl_avg_loss': '1.1078', 'joint_avg_loss': '8.6023'}
{'Epoch': 11, 'HIT@5': '0.0653', 'NDCG@5': '0.0462', 'HIT@10': '0.0952', 'NDCG@10': '0.0557', 'HIT@20': '0.1275', 'NDCG@20': '0.0639'}
{'epoch': 12, 'rec_avg_loss': '7.3904', 'icl_avg_loss': '1.1052', 'joint_avg_loss': '8.4956'}
{'Epoch': 12, 'HIT@5': '0.0665', 'NDCG@5': '0.0474', 'HIT@10': '0.0963', 'NDCG@10': '0.0570', 'HIT@20': '0.1327', 'NDCG@20': '0.0662'}
{'epoch': 13, 'rec_avg_loss': '7.2971', 'icl_avg_loss': '1.1011', 'joint_avg_loss': '8.3982'}
{'Epoch': 13, 'HIT@5': '0.0706', 'NDCG@5': '0.0499', 'HIT@10': '0.0989', 'NDCG@10': '0.0590', 'HIT@20': '0.1356', 'NDCG@20': '0.0682'}
{'epoch': 14, 'rec_avg_loss': '7.2170', 'icl_avg_loss': '1.0973', 'joint_avg_loss': '8.3143'}
{'Epoch': 14, 'HIT@5': '0.0728', 'NDCG@5': '0.0514', 'HIT@10': '0.1022', 'NDCG@10': '0.0609', 'HIT@20': '0.1377', 'NDCG@20': '0.0699'}
{'epoch': 15, 'rec_avg_loss': '7.1442', 'icl_avg_loss': '1.0934', 'joint_avg_loss': '8.2375'}
{'Epoch': 15, 'HIT@5': '0.0751', 'NDCG@5': '0.0531', 'HIT@10': '0.1048', 'NDCG@10': '0.0627', 'HIT@20': '0.1404', 'NDCG@20': '0.0717'}
{'epoch': 16, 'rec_avg_loss': '7.0833', 'icl_avg_loss': '1.0887', 'joint_avg_loss': '8.1720'}
{'Epoch': 16, 'HIT@5': '0.0763', 'NDCG@5': '0.0544', 'HIT@10': '0.1067', 'NDCG@10': '0.0643', 'HIT@20': '0.1417', 'NDCG@20': '0.0731'}
{'epoch': 17, 'rec_avg_loss': '7.0220', 'icl_avg_loss': '1.0859', 'joint_avg_loss': '8.1079'}
{'Epoch': 17, 'HIT@5': '0.0789', 'NDCG@5': '0.0564', 'HIT@10': '0.1089', 'NDCG@10': '0.0661', 'HIT@20': '0.1432', 'NDCG@20': '0.0747'}
{'epoch': 18, 'rec_avg_loss': '6.9681', 'icl_avg_loss': '1.0824', 'joint_avg_loss': '8.0505'}
{'Epoch': 18, 'HIT@5': '0.0794', 'NDCG@5': '0.0576', 'HIT@10': '0.1110', 'NDCG@10': '0.0678', 'HIT@20': '0.1459', 'NDCG@20': '0.0766'}
{'epoch': 19, 'rec_avg_loss': '6.9187', 'icl_avg_loss': '1.0795', 'joint_avg_loss': '7.9982'}
{'Epoch': 19, 'HIT@5': '0.0811', 'NDCG@5': '0.0583', 'HIT@10': '0.1125', 'NDCG@10': '0.0684', 'HIT@20': '0.1475', 'NDCG@20': '0.0772'}
{'epoch': 20, 'rec_avg_loss': '6.8735', 'icl_avg_loss': '1.0754', 'joint_avg_loss': '7.9489'}
{'Epoch': 20, 'HIT@5': '0.0822', 'NDCG@5': '0.0592', 'HIT@10': '0.1128', 'NDCG@10': '0.0691', 'HIT@20': '0.1483', 'NDCG@20': '0.0781'}
{'epoch': 21, 'rec_avg_loss': '6.8307', 'icl_avg_loss': '1.0736', 'joint_avg_loss': '7.9044'}
{'Epoch': 21, 'HIT@5': '0.0835', 'NDCG@5': '0.0602', 'HIT@10': '0.1140', 'NDCG@10': '0.0701', 'HIT@20': '0.1499', 'NDCG@20': '0.0791'}
{'epoch': 22, 'rec_avg_loss': '6.7929', 'icl_avg_loss': '1.0705', 'joint_avg_loss': '7.8634'}
{'Epoch': 22, 'HIT@5': '0.0849', 'NDCG@5': '0.0613', 'HIT@10': '0.1157', 'NDCG@10': '0.0712', 'HIT@20': '0.1515', 'NDCG@20': '0.0802'}
{'epoch': 23, 'rec_avg_loss': '6.7571', 'icl_avg_loss': '1.0672', 'joint_avg_loss': '7.8243'}
{'Epoch': 23, 'HIT@5': '0.0852', 'NDCG@5': '0.0615', 'HIT@10': '0.1166', 'NDCG@10': '0.0715', 'HIT@20': '0.1517', 'NDCG@20': '0.0803'}
{'epoch': 24, 'rec_avg_loss': '6.7196', 'icl_avg_loss': '1.0667', 'joint_avg_loss': '7.7863'}
{'Epoch': 24, 'HIT@5': '0.0857', 'NDCG@5': '0.0621', 'HIT@10': '0.1161', 'NDCG@10': '0.0719', 'HIT@20': '0.1519', 'NDCG@20': '0.0809'}
{'epoch': 25, 'rec_avg_loss': '6.6951', 'icl_avg_loss': '1.0632', 'joint_avg_loss': '7.7583'}
{'Epoch': 25, 'HIT@5': '0.0868', 'NDCG@5': '0.0626', 'HIT@10': '0.1163', 'NDCG@10': '0.0721', 'HIT@20': '0.1537', 'NDCG@20': '0.0815'}
{'epoch': 26, 'rec_avg_loss': '6.6632', 'icl_avg_loss': '1.0601', 'joint_avg_loss': '7.7233'}
{'Epoch': 26, 'HIT@5': '0.0874', 'NDCG@5': '0.0632', 'HIT@10': '0.1168', 'NDCG@10': '0.0727', 'HIT@20': '0.1530', 'NDCG@20': '0.0818'}
{'epoch': 27, 'rec_avg_loss': '6.6373', 'icl_avg_loss': '1.0583', 'joint_avg_loss': '7.6956'}
{'Epoch': 27, 'HIT@5': '0.0882', 'NDCG@5': '0.0638', 'HIT@10': '0.1179', 'NDCG@10': '0.0734', 'HIT@20': '0.1545', 'NDCG@20': '0.0826'}
{'epoch': 28, 'rec_avg_loss': '6.6109', 'icl_avg_loss': '1.0552', 'joint_avg_loss': '7.6661'}
{'Epoch': 28, 'HIT@5': '0.0880', 'NDCG@5': '0.0636', 'HIT@10': '0.1181', 'NDCG@10': '0.0733', 'HIT@20': '0.1542', 'NDCG@20': '0.0824'}
{'epoch': 29, 'rec_avg_loss': '6.5906', 'icl_avg_loss': '1.0522', 'joint_avg_loss': '7.6429'}
{'Epoch': 29, 'HIT@5': '0.0881', 'NDCG@5': '0.0640', 'HIT@10': '0.1179', 'NDCG@10': '0.0736', 'HIT@20': '0.1552', 'NDCG@20': '0.0830'}
{'epoch': 30, 'rec_avg_loss': '6.5656', 'icl_avg_loss': '1.0501', 'joint_avg_loss': '7.6157'}
{'Epoch': 30, 'HIT@5': '0.0893', 'NDCG@5': '0.0647', 'HIT@10': '0.1199', 'NDCG@10': '0.0745', 'HIT@20': '0.1562', 'NDCG@20': '0.0836'}
{'epoch': 31, 'rec_avg_loss': '6.5441', 'icl_avg_loss': '1.0481', 'joint_avg_loss': '7.5921'}
{'Epoch': 31, 'HIT@5': '0.0894', 'NDCG@5': '0.0647', 'HIT@10': '0.1205', 'NDCG@10': '0.0748', 'HIT@20': '0.1553', 'NDCG@20': '0.0835'}
{'epoch': 32, 'rec_avg_loss': '6.5293', 'icl_avg_loss': '1.0454', 'joint_avg_loss': '7.5748'}
{'Epoch': 32, 'HIT@5': '0.0893', 'NDCG@5': '0.0648', 'HIT@10': '0.1198', 'NDCG@10': '0.0747', 'HIT@20': '0.1564', 'NDCG@20': '0.0839'}
{'epoch': 33, 'rec_avg_loss': '6.5045', 'icl_avg_loss': '1.0438', 'joint_avg_loss': '7.5484'}
{'Epoch': 33, 'HIT@5': '0.0892', 'NDCG@5': '0.0650', 'HIT@10': '0.1206', 'NDCG@10': '0.0752', 'HIT@20': '0.1552', 'NDCG@20': '0.0839'}
{'epoch': 34, 'rec_avg_loss': '6.4893', 'icl_avg_loss': '1.0415', 'joint_avg_loss': '7.5308'}
{'Epoch': 34, 'HIT@5': '0.0881', 'NDCG@5': '0.0645', 'HIT@10': '0.1199', 'NDCG@10': '0.0748', 'HIT@20': '0.1563', 'NDCG@20': '0.0840'}
{'epoch': 35, 'rec_avg_loss': '6.4725', 'icl_avg_loss': '1.0389', 'joint_avg_loss': '7.5114'}
{'Epoch': 35, 'HIT@5': '0.0901', 'NDCG@5': '0.0654', 'HIT@10': '0.1208', 'NDCG@10': '0.0753', 'HIT@20': '0.1574', 'NDCG@20': '0.0845'}
{'epoch': 36, 'rec_avg_loss': '6.4537', 'icl_avg_loss': '1.0382', 'joint_avg_loss': '7.4919'}
{'Epoch': 36, 'HIT@5': '0.0916', 'NDCG@5': '0.0660', 'HIT@10': '0.1206', 'NDCG@10': '0.0753', 'HIT@20': '0.1589', 'NDCG@20': '0.0849'}
{'epoch': 37, 'rec_avg_loss': '6.4398', 'icl_avg_loss': '1.0346', 'joint_avg_loss': '7.4744'}
{'Epoch': 37, 'HIT@5': '0.0910', 'NDCG@5': '0.0658', 'HIT@10': '0.1209', 'NDCG@10': '0.0754', 'HIT@20': '0.1574', 'NDCG@20': '0.0846'}
{'epoch': 38, 'rec_avg_loss': '6.4262', 'icl_avg_loss': '1.0337', 'joint_avg_loss': '7.4599'}
{'Epoch': 38, 'HIT@5': '0.0893', 'NDCG@5': '0.0648', 'HIT@10': '0.1208', 'NDCG@10': '0.0750', 'HIT@20': '0.1575', 'NDCG@20': '0.0842'}
{'epoch': 39, 'rec_avg_loss': '6.4151', 'icl_avg_loss': '1.0316', 'joint_avg_loss': '7.4467'}
{'Epoch': 39, 'HIT@5': '0.0896', 'NDCG@5': '0.0649', 'HIT@10': '0.1203', 'NDCG@10': '0.0748', 'HIT@20': '0.1575', 'NDCG@20': '0.0841'}
{'epoch': 40, 'rec_avg_loss': '6.4012', 'icl_avg_loss': '1.0301', 'joint_avg_loss': '7.4312'}
{'Epoch': 40, 'HIT@5': '0.0899', 'NDCG@5': '0.0653', 'HIT@10': '0.1210', 'NDCG@10': '0.0753', 'HIT@20': '0.1575', 'NDCG@20': '0.0845'}
{'epoch': 41, 'rec_avg_loss': '6.3883', 'icl_avg_loss': '1.0270', 'joint_avg_loss': '7.4153'}
{'Epoch': 41, 'HIT@5': '0.0909', 'NDCG@5': '0.0660', 'HIT@10': '0.1217', 'NDCG@10': '0.0760', 'HIT@20': '0.1586', 'NDCG@20': '0.0853'}
{'epoch': 42, 'rec_avg_loss': '6.3764', 'icl_avg_loss': '1.0248', 'joint_avg_loss': '7.4012'}
{'Epoch': 42, 'HIT@5': '0.0912', 'NDCG@5': '0.0664', 'HIT@10': '0.1211', 'NDCG@10': '0.0761', 'HIT@20': '0.1589', 'NDCG@20': '0.0856'}
{'epoch': 43, 'rec_avg_loss': '6.3634', 'icl_avg_loss': '1.0240', 'joint_avg_loss': '7.3874'}
{'Epoch': 43, 'HIT@5': '0.0915', 'NDCG@5': '0.0663', 'HIT@10': '0.1210', 'NDCG@10': '0.0757', 'HIT@20': '0.1597', 'NDCG@20': '0.0855'}
{'epoch': 44, 'rec_avg_loss': '6.3584', 'icl_avg_loss': '1.0221', 'joint_avg_loss': '7.3806'}
{'Epoch': 44, 'HIT@5': '0.0907', 'NDCG@5': '0.0660', 'HIT@10': '0.1219', 'NDCG@10': '0.0761', 'HIT@20': '0.1577', 'NDCG@20': '0.0851'}
{'epoch': 45, 'rec_avg_loss': '6.3445', 'icl_avg_loss': '1.0211', 'joint_avg_loss': '7.3656'}
{'Epoch': 45, 'HIT@5': '0.0913', 'NDCG@5': '0.0662', 'HIT@10': '0.1214', 'NDCG@10': '0.0758', 'HIT@20': '0.1592', 'NDCG@20': '0.0854'}
{'epoch': 46, 'rec_avg_loss': '6.3349', 'icl_avg_loss': '1.0194', 'joint_avg_loss': '7.3543'}
{'Epoch': 46, 'HIT@5': '0.0920', 'NDCG@5': '0.0665', 'HIT@10': '0.1223', 'NDCG@10': '0.0762', 'HIT@20': '0.1601', 'NDCG@20': '0.0857'}
{'epoch': 47, 'rec_avg_loss': '6.3210', 'icl_avg_loss': '1.0184', 'joint_avg_loss': '7.3393'}
{'Epoch': 47, 'HIT@5': '0.0912', 'NDCG@5': '0.0662', 'HIT@10': '0.1218', 'NDCG@10': '0.0761', 'HIT@20': '0.1594', 'NDCG@20': '0.0855'}
{'epoch': 48, 'rec_avg_loss': '6.3210', 'icl_avg_loss': '1.0157', 'joint_avg_loss': '7.3367'}
{'Epoch': 48, 'HIT@5': '0.0913', 'NDCG@5': '0.0667', 'HIT@10': '0.1214', 'NDCG@10': '0.0764', 'HIT@20': '0.1590', 'NDCG@20': '0.0859'}
{'epoch': 49, 'rec_avg_loss': '6.3096', 'icl_avg_loss': '1.0148', 'joint_avg_loss': '7.3244'}
{'Epoch': 49, 'HIT@5': '0.0916', 'NDCG@5': '0.0668', 'HIT@10': '0.1217', 'NDCG@10': '0.0765', 'HIT@20': '0.1594', 'NDCG@20': '0.0861'}
{'epoch': 50, 'rec_avg_loss': '6.2992', 'icl_avg_loss': '1.0132', 'joint_avg_loss': '7.3124'}
{'Epoch': 50, 'HIT@5': '0.0911', 'NDCG@5': '0.0665', 'HIT@10': '0.1223', 'NDCG@10': '0.0766', 'HIT@20': '0.1595', 'NDCG@20': '0.0860'}
{'epoch': 51, 'rec_avg_loss': '6.2908', 'icl_avg_loss': '1.0117', 'joint_avg_loss': '7.3025'}
{'Epoch': 51, 'HIT@5': '0.0927', 'NDCG@5': '0.0672', 'HIT@10': '0.1220', 'NDCG@10': '0.0767', 'HIT@20': '0.1596', 'NDCG@20': '0.0862'}
{'epoch': 52, 'rec_avg_loss': '6.2856', 'icl_avg_loss': '1.0104', 'joint_avg_loss': '7.2960'}
{'Epoch': 52, 'HIT@5': '0.0921', 'NDCG@5': '0.0670', 'HIT@10': '0.1217', 'NDCG@10': '0.0766', 'HIT@20': '0.1585', 'NDCG@20': '0.0858'}
{'epoch': 53, 'rec_avg_loss': '6.2747', 'icl_avg_loss': '1.0089', 'joint_avg_loss': '7.2837'}
{'Epoch': 53, 'HIT@5': '0.0923', 'NDCG@5': '0.0670', 'HIT@10': '0.1221', 'NDCG@10': '0.0766', 'HIT@20': '0.1595', 'NDCG@20': '0.0861'}
{'epoch': 54, 'rec_avg_loss': '6.2706', 'icl_avg_loss': '1.0083', 'joint_avg_loss': '7.2789'}
{'Epoch': 54, 'HIT@5': '0.0930', 'NDCG@5': '0.0676', 'HIT@10': '0.1214', 'NDCG@10': '0.0767', 'HIT@20': '0.1598', 'NDCG@20': '0.0864'}
{'epoch': 55, 'rec_avg_loss': '6.2668', 'icl_avg_loss': '1.0065', 'joint_avg_loss': '7.2733'}
{'Epoch': 55, 'HIT@5': '0.0932', 'NDCG@5': '0.0676', 'HIT@10': '0.1234', 'NDCG@10': '0.0773', 'HIT@20': '0.1603', 'NDCG@20': '0.0867'}
{'epoch': 56, 'rec_avg_loss': '6.2547', 'icl_avg_loss': '1.0056', 'joint_avg_loss': '7.2603'}
{'Epoch': 56, 'HIT@5': '0.0928', 'NDCG@5': '0.0673', 'HIT@10': '0.1233', 'NDCG@10': '0.0771', 'HIT@20': '0.1598', 'NDCG@20': '0.0863'}
{'epoch': 57, 'rec_avg_loss': '6.2481', 'icl_avg_loss': '1.0047', 'joint_avg_loss': '7.2529'}
{'Epoch': 57, 'HIT@5': '0.0926', 'NDCG@5': '0.0671', 'HIT@10': '0.1227', 'NDCG@10': '0.0768', 'HIT@20': '0.1606', 'NDCG@20': '0.0864'}
{'epoch': 58, 'rec_avg_loss': '6.2464', 'icl_avg_loss': '1.0038', 'joint_avg_loss': '7.2501'}
{'Epoch': 58, 'HIT@5': '0.0932', 'NDCG@5': '0.0673', 'HIT@10': '0.1234', 'NDCG@10': '0.0770', 'HIT@20': '0.1611', 'NDCG@20': '0.0866'}
{'epoch': 59, 'rec_avg_loss': '6.2388', 'icl_avg_loss': '1.0019', 'joint_avg_loss': '7.2407'}
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{'Epoch': 121, 'HIT@5': '0.0931', 'NDCG@5': '0.0666', 'HIT@10': '0.1228', 'NDCG@10': '0.0761', 'HIT@20': '0.1610', 'NDCG@20': '0.0857'}
{'epoch': 122, 'rec_avg_loss': '6.0325', 'icl_avg_loss': '0.9681', 'joint_avg_loss': '7.0006'}
{'Epoch': 122, 'HIT@5': '0.0917', 'NDCG@5': '0.0659', 'HIT@10': '0.1225', 'NDCG@10': '0.0758', 'HIT@20': '0.1606', 'NDCG@20': '0.0854'}
{'epoch': 123, 'rec_avg_loss': '6.0319', 'icl_avg_loss': '0.9679', 'joint_avg_loss': '6.9998'}
{'Epoch': 123, 'HIT@5': '0.0917', 'NDCG@5': '0.0661', 'HIT@10': '0.1220', 'NDCG@10': '0.0759', 'HIT@20': '0.1608', 'NDCG@20': '0.0857'}
{'epoch': 124, 'rec_avg_loss': '6.0317', 'icl_avg_loss': '0.9678', 'joint_avg_loss': '6.9995'}
{'Epoch': 124, 'HIT@5': '0.0927', 'NDCG@5': '0.0668', 'HIT@10': '0.1227', 'NDCG@10': '0.0764', 'HIT@20': '0.1620', 'NDCG@20': '0.0863'}
{'epoch': 125, 'rec_avg_loss': '6.0304', 'icl_avg_loss': '0.9676', 'joint_avg_loss': '6.9980'}
{'Epoch': 125, 'HIT@5': '0.0924', 'NDCG@5': '0.0667', 'HIT@10': '0.1230', 'NDCG@10': '0.0765', 'HIT@20': '0.1612', 'NDCG@20': '0.0862'}
{'epoch': 126, 'rec_avg_loss': '6.0298', 'icl_avg_loss': '0.9677', 'joint_avg_loss': '6.9975'}
{'Epoch': 126, 'HIT@5': '0.0908', 'NDCG@5': '0.0657', 'HIT@10': '0.1228', 'NDCG@10': '0.0760', 'HIT@20': '0.1612', 'NDCG@20': '0.0857'}
{'epoch': 127, 'rec_avg_loss': '6.0304', 'icl_avg_loss': '0.9666', 'joint_avg_loss': '6.9969'}
{'Epoch': 127, 'HIT@5': '0.0915', 'NDCG@5': '0.0662', 'HIT@10': '0.1227', 'NDCG@10': '0.0763', 'HIT@20': '0.1607', 'NDCG@20': '0.0859'}
{'epoch': 128, 'rec_avg_loss': '6.0304', 'icl_avg_loss': '0.9669', 'joint_avg_loss': '6.9973'}
{'Epoch': 128, 'HIT@5': '0.0923', 'NDCG@5': '0.0667', 'HIT@10': '0.1227', 'NDCG@10': '0.0765', 'HIT@20': '0.1615', 'NDCG@20': '0.0863'}
{'epoch': 129, 'rec_avg_loss': '6.0235', 'icl_avg_loss': '0.9666', 'joint_avg_loss': '6.9901'}
{'Epoch': 129, 'HIT@5': '0.0925', 'NDCG@5': '0.0664', 'HIT@10': '0.1228', 'NDCG@10': '0.0762', 'HIT@20': '0.1628', 'NDCG@20': '0.0863'}
{'Epoch': 0, 'HIT@5': '0.0778', 'NDCG@5': '0.0568', 'HIT@10': '0.1044', 'NDCG@10': '0.0654', 'HIT@20': '0.1391', 'NDCG@20': '0.0741'}
ICSRec-SAS-Toys_and_Games-0
{'Epoch': 0, 'HIT@5': '0.0778', 'NDCG@5': '0.0568', 'HIT@10': '0.1044', 'NDCG@10': '0.0654', 'HIT@20': '0.1391', 'NDCG@20': '0.0741'}

gugulumasiro · 2024-11-26T13:51:33Z

以下是不改参数复现时的运行日志
Namespace(data_dir='../data/', output_dir='my_output', data_name='Toys_and_Games', encoder='SAS', do_eval=False, model_idx=0, gpu_id='3', noise_ratio=0.0, temperature=1.0, intent_num=1024, sim='dot', model_name='ICSRec', hidden_size=64, num_hidden_layers=2, num_attention_heads=2, hidden_act='gelu', attention_probs_dropout_prob=0.5, hidden_dropout_prob=0.5, initializer_range=0.02, max_seq_length=50, lr=0.001, batch_size=256, epochs=300, no_cuda=False, log_freq=1, seed=2022, rec_weight=1.0, lambda_0=0.2, beta_0=0.1, cl_mode='cf', f_neg=True, weight_decay=0.0, cuda_condition=True, data_file='../data/Toys_and_Games.txt', train_data_file='../data/Toys_and_Games_1.txt', item_size=11926, mask_id=11925, log_file='my_output/ICSRec-SAS-Toys_and_Games-0.txt')
{'epoch': 0, 'rec_avg_loss': '9.2090', 'icl_avg_loss': '4.2073', 'joint_avg_loss': '13.4163'}
{'Epoch': 0, 'HIT@5': '0.0066', 'NDCG@5': '0.0045', 'HIT@10': '0.0100', 'NDCG@10': '0.0056', 'HIT@20': '0.0164', 'NDCG@20': '0.0071'}
{'epoch': 1, 'rec_avg_loss': '9.1809', 'icl_avg_loss': '2.4890', 'joint_avg_loss': '11.6699'}
{'Epoch': 1, 'HIT@5': '0.0074', 'NDCG@5': '0.0052', 'HIT@10': '0.0118', 'NDCG@10': '0.0066', 'HIT@20': '0.0216', 'NDCG@20': '0.0090'}
{'epoch': 2, 'rec_avg_loss': '9.0812', 'icl_avg_loss': '2.3987', 'joint_avg_loss': '11.4800'}
{'Epoch': 2, 'HIT@5': '0.0115', 'NDCG@5': '0.0082', 'HIT@10': '0.0173', 'NDCG@10': '0.0100', 'HIT@20': '0.0288', 'NDCG@20': '0.0129'}
{'epoch': 3, 'rec_avg_loss': '8.9310', 'icl_avg_loss': '2.3359', 'joint_avg_loss': '11.2669'}
{'Epoch': 3, 'HIT@5': '0.0169', 'NDCG@5': '0.0114', 'HIT@10': '0.0279', 'NDCG@10': '0.0149', 'HIT@20': '0.0412', 'NDCG@20': '0.0183'}
{'epoch': 4, 'rec_avg_loss': '8.7489', 'icl_avg_loss': '2.2816', 'joint_avg_loss': '11.0305'}
{'Epoch': 4, 'HIT@5': '0.0229', 'NDCG@5': '0.0156', 'HIT@10': '0.0376', 'NDCG@10': '0.0203', 'HIT@20': '0.0565', 'NDCG@20': '0.0250'}
{'epoch': 5, 'rec_avg_loss': '8.5625', 'icl_avg_loss': '2.2434', 'joint_avg_loss': '10.8060'}
{'Epoch': 5, 'HIT@5': '0.0271', 'NDCG@5': '0.0188', 'HIT@10': '0.0437', 'NDCG@10': '0.0241', 'HIT@20': '0.0662', 'NDCG@20': '0.0297'}
{'epoch': 6, 'rec_avg_loss': '8.3866', 'icl_avg_loss': '2.2133', 'joint_avg_loss': '10.5999'}
{'Epoch': 6, 'HIT@5': '0.0308', 'NDCG@5': '0.0209', 'HIT@10': '0.0479', 'NDCG@10': '0.0264', 'HIT@20': '0.0735', 'NDCG@20': '0.0328'}
{'epoch': 7, 'rec_avg_loss': '8.2255', 'icl_avg_loss': '2.1898', 'joint_avg_loss': '10.4153'}
{'Epoch': 7, 'HIT@5': '0.0349', 'NDCG@5': '0.0237', 'HIT@10': '0.0533', 'NDCG@10': '0.0296', 'HIT@20': '0.0804', 'NDCG@20': '0.0364'}
{'epoch': 8, 'rec_avg_loss': '8.0814', 'icl_avg_loss': '2.1684', 'joint_avg_loss': '10.2498'}
{'Epoch': 8, 'HIT@5': '0.0388', 'NDCG@5': '0.0263', 'HIT@10': '0.0585', 'NDCG@10': '0.0327', 'HIT@20': '0.0872', 'NDCG@20': '0.0399'}
{'epoch': 9, 'rec_avg_loss': '7.9547', 'icl_avg_loss': '2.1500', 'joint_avg_loss': '10.1047'}
{'Epoch': 9, 'HIT@5': '0.0424', 'NDCG@5': '0.0293', 'HIT@10': '0.0650', 'NDCG@10': '0.0366', 'HIT@20': '0.0946', 'NDCG@20': '0.0440'}
{'epoch': 10, 'rec_avg_loss': '7.8393', 'icl_avg_loss': '2.1359', 'joint_avg_loss': '9.9752'}
{'Epoch': 10, 'HIT@5': '0.0464', 'NDCG@5': '0.0326', 'HIT@10': '0.0700', 'NDCG@10': '0.0402', 'HIT@20': '0.0994', 'NDCG@20': '0.0475'}
{'epoch': 11, 'rec_avg_loss': '7.7371', 'icl_avg_loss': '2.1227', 'joint_avg_loss': '9.8597'}
{'Epoch': 11, 'HIT@5': '0.0492', 'NDCG@5': '0.0345', 'HIT@10': '0.0724', 'NDCG@10': '0.0420', 'HIT@20': '0.1057', 'NDCG@20': '0.0503'}
{'epoch': 12, 'rec_avg_loss': '7.6445', 'icl_avg_loss': '2.1138', 'joint_avg_loss': '9.7583'}
{'Epoch': 12, 'HIT@5': '0.0530', 'NDCG@5': '0.0370', 'HIT@10': '0.0772', 'NDCG@10': '0.0448', 'HIT@20': '0.1102', 'NDCG@20': '0.0531'}
{'epoch': 13, 'rec_avg_loss': '7.5620', 'icl_avg_loss': '2.1042', 'joint_avg_loss': '9.6661'}
{'Epoch': 13, 'HIT@5': '0.0568', 'NDCG@5': '0.0398', 'HIT@10': '0.0815', 'NDCG@10': '0.0477', 'HIT@20': '0.1160', 'NDCG@20': '0.0564'}
{'epoch': 14, 'rec_avg_loss': '7.4862', 'icl_avg_loss': '2.0968', 'joint_avg_loss': '9.5829'}
{'Epoch': 14, 'HIT@5': '0.0600', 'NDCG@5': '0.0421', 'HIT@10': '0.0845', 'NDCG@10': '0.0500', 'HIT@20': '0.1213', 'NDCG@20': '0.0592'}
{'epoch': 15, 'rec_avg_loss': '7.4144', 'icl_avg_loss': '2.0911', 'joint_avg_loss': '9.5055'}
{'Epoch': 15, 'HIT@5': '0.0616', 'NDCG@5': '0.0432', 'HIT@10': '0.0880', 'NDCG@10': '0.0517', 'HIT@20': '0.1237', 'NDCG@20': '0.0607'}
{'epoch': 16, 'rec_avg_loss': '7.3477', 'icl_avg_loss': '2.0853', 'joint_avg_loss': '9.4330'}
{'Epoch': 16, 'HIT@5': '0.0629', 'NDCG@5': '0.0446', 'HIT@10': '0.0907', 'NDCG@10': '0.0535', 'HIT@20': '0.1265', 'NDCG@20': '0.0625'}
{'epoch': 17, 'rec_avg_loss': '7.2900', 'icl_avg_loss': '2.0791', 'joint_avg_loss': '9.3691'}
{'Epoch': 17, 'HIT@5': '0.0655', 'NDCG@5': '0.0461', 'HIT@10': '0.0932', 'NDCG@10': '0.0551', 'HIT@20': '0.1286', 'NDCG@20': '0.0640'}
{'epoch': 18, 'rec_avg_loss': '7.2288', 'icl_avg_loss': '2.0757', 'joint_avg_loss': '9.3046'}
{'Epoch': 18, 'HIT@5': '0.0676', 'NDCG@5': '0.0477', 'HIT@10': '0.0959', 'NDCG@10': '0.0569', 'HIT@20': '0.1318', 'NDCG@20': '0.0659'}
{'epoch': 19, 'rec_avg_loss': '7.1784', 'icl_avg_loss': '2.0730', 'joint_avg_loss': '9.2513'}
{'Epoch': 19, 'HIT@5': '0.0692', 'NDCG@5': '0.0487', 'HIT@10': '0.0985', 'NDCG@10': '0.0582', 'HIT@20': '0.1326', 'NDCG@20': '0.0667'}
{'epoch': 20, 'rec_avg_loss': '7.1308', 'icl_avg_loss': '2.0687', 'joint_avg_loss': '9.1995'}
{'Epoch': 20, 'HIT@5': '0.0713', 'NDCG@5': '0.0499', 'HIT@10': '0.1000', 'NDCG@10': '0.0591', 'HIT@20': '0.1347', 'NDCG@20': '0.0678'}
{'epoch': 21, 'rec_avg_loss': '7.0825', 'icl_avg_loss': '2.0661', 'joint_avg_loss': '9.1487'}
{'Epoch': 21, 'HIT@5': '0.0724', 'NDCG@5': '0.0509', 'HIT@10': '0.1021', 'NDCG@10': '0.0604', 'HIT@20': '0.1367', 'NDCG@20': '0.0691'}
{'epoch': 22, 'rec_avg_loss': '7.0419', 'icl_avg_loss': '2.0632', 'joint_avg_loss': '9.1051'}
{'Epoch': 22, 'HIT@5': '0.0736', 'NDCG@5': '0.0522', 'HIT@10': '0.1036', 'NDCG@10': '0.0619', 'HIT@20': '0.1388', 'NDCG@20': '0.0708'}
{'epoch': 23, 'rec_avg_loss': '7.0006', 'icl_avg_loss': '2.0614', 'joint_avg_loss': '9.0620'}
{'Epoch': 23, 'HIT@5': '0.0753', 'NDCG@5': '0.0535', 'HIT@10': '0.1052', 'NDCG@10': '0.0631', 'HIT@20': '0.1397', 'NDCG@20': '0.0718'}
{'epoch': 24, 'rec_avg_loss': '6.9592', 'icl_avg_loss': '2.0581', 'joint_avg_loss': '9.0173'}
{'Epoch': 24, 'HIT@5': '0.0766', 'NDCG@5': '0.0544', 'HIT@10': '0.1067', 'NDCG@10': '0.0641', 'HIT@20': '0.1411', 'NDCG@20': '0.0728'}
{'epoch': 25, 'rec_avg_loss': '6.9241', 'icl_avg_loss': '2.0576', 'joint_avg_loss': '8.9817'}
{'Epoch': 25, 'HIT@5': '0.0764', 'NDCG@5': '0.0543', 'HIT@10': '0.1063', 'NDCG@10': '0.0640', 'HIT@20': '0.1428', 'NDCG@20': '0.0732'}
{'epoch': 26, 'rec_avg_loss': '6.8881', 'icl_avg_loss': '2.0554', 'joint_avg_loss': '8.9435'}
{'Epoch': 26, 'HIT@5': '0.0774', 'NDCG@5': '0.0555', 'HIT@10': '0.1081', 'NDCG@10': '0.0654', 'HIT@20': '0.1430', 'NDCG@20': '0.0742'}
{'epoch': 27, 'rec_avg_loss': '6.8555', 'icl_avg_loss': '2.0533', 'joint_avg_loss': '8.9087'}
{'Epoch': 27, 'HIT@5': '0.0781', 'NDCG@5': '0.0559', 'HIT@10': '0.1095', 'NDCG@10': '0.0660', 'HIT@20': '0.1445', 'NDCG@20': '0.0748'}
{'epoch': 28, 'rec_avg_loss': '6.8286', 'icl_avg_loss': '2.0494', 'joint_avg_loss': '8.8780'}
{'Epoch': 28, 'HIT@5': '0.0804', 'NDCG@5': '0.0571', 'HIT@10': '0.1098', 'NDCG@10': '0.0666', 'HIT@20': '0.1447', 'NDCG@20': '0.0754'}
{'epoch': 29, 'rec_avg_loss': '6.8004', 'icl_avg_loss': '2.0482', 'joint_avg_loss': '8.8486'}
{'Epoch': 29, 'HIT@5': '0.0812', 'NDCG@5': '0.0574', 'HIT@10': '0.1110', 'NDCG@10': '0.0670', 'HIT@20': '0.1447', 'NDCG@20': '0.0755'}
{'epoch': 30, 'rec_avg_loss': '6.7730', 'icl_avg_loss': '2.0477', 'joint_avg_loss': '8.8207'}
{'Epoch': 30, 'HIT@5': '0.0831', 'NDCG@5': '0.0586', 'HIT@10': '0.1111', 'NDCG@10': '0.0677', 'HIT@20': '0.1471', 'NDCG@20': '0.0768'}
{'epoch': 31, 'rec_avg_loss': '6.7458', 'icl_avg_loss': '2.0478', 'joint_avg_loss': '8.7936'}
{'Epoch': 31, 'HIT@5': '0.0837', 'NDCG@5': '0.0593', 'HIT@10': '0.1125', 'NDCG@10': '0.0686', 'HIT@20': '0.1475', 'NDCG@20': '0.0774'}
{'epoch': 32, 'rec_avg_loss': '6.7180', 'icl_avg_loss': '2.0455', 'joint_avg_loss': '8.7635'}
{'Epoch': 32, 'HIT@5': '0.0829', 'NDCG@5': '0.0588', 'HIT@10': '0.1124', 'NDCG@10': '0.0683', 'HIT@20': '0.1484', 'NDCG@20': '0.0774'}
{'epoch': 33, 'rec_avg_loss': '6.6936', 'icl_avg_loss': '2.0439', 'joint_avg_loss': '8.7375'}
{'Epoch': 33, 'HIT@5': '0.0848', 'NDCG@5': '0.0601', 'HIT@10': '0.1117', 'NDCG@10': '0.0688', 'HIT@20': '0.1502', 'NDCG@20': '0.0785'}
{'epoch': 34, 'rec_avg_loss': '6.6699', 'icl_avg_loss': '2.0421', 'joint_avg_loss': '8.7120'}
{'Epoch': 34, 'HIT@5': '0.0843', 'NDCG@5': '0.0600', 'HIT@10': '0.1135', 'NDCG@10': '0.0694', 'HIT@20': '0.1508', 'NDCG@20': '0.0788'}
{'epoch': 35, 'rec_avg_loss': '6.6510', 'icl_avg_loss': '2.0426', 'joint_avg_loss': '8.6936'}
{'Epoch': 35, 'HIT@5': '0.0848', 'NDCG@5': '0.0607', 'HIT@10': '0.1131', 'NDCG@10': '0.0699', 'HIT@20': '0.1511', 'NDCG@20': '0.0795'}
{'epoch': 36, 'rec_avg_loss': '6.6247', 'icl_avg_loss': '2.0403', 'joint_avg_loss': '8.6650'}
{'Epoch': 36, 'HIT@5': '0.0861', 'NDCG@5': '0.0615', 'HIT@10': '0.1152', 'NDCG@10': '0.0709', 'HIT@20': '0.1526', 'NDCG@20': '0.0803'}
{'epoch': 37, 'rec_avg_loss': '6.6071', 'icl_avg_loss': '2.0390', 'joint_avg_loss': '8.6461'}
{'Epoch': 37, 'HIT@5': '0.0860', 'NDCG@5': '0.0612', 'HIT@10': '0.1159', 'NDCG@10': '0.0708', 'HIT@20': '0.1535', 'NDCG@20': '0.0802'}
{'epoch': 38, 'rec_avg_loss': '6.5863', 'icl_avg_loss': '2.0382', 'joint_avg_loss': '8.6245'}
{'Epoch': 38, 'HIT@5': '0.0857', 'NDCG@5': '0.0616', 'HIT@10': '0.1163', 'NDCG@10': '0.0715', 'HIT@20': '0.1530', 'NDCG@20': '0.0808'}
{'epoch': 39, 'rec_avg_loss': '6.5745', 'icl_avg_loss': '2.0369', 'joint_avg_loss': '8.6113'}
{'Epoch': 39, 'HIT@5': '0.0859', 'NDCG@5': '0.0614', 'HIT@10': '0.1150', 'NDCG@10': '0.0708', 'HIT@20': '0.1534', 'NDCG@20': '0.0805'}
{'epoch': 40, 'rec_avg_loss': '6.5545', 'icl_avg_loss': '2.0360', 'joint_avg_loss': '8.5906'}
{'Epoch': 40, 'HIT@5': '0.0870', 'NDCG@5': '0.0620', 'HIT@10': '0.1175', 'NDCG@10': '0.0719', 'HIT@20': '0.1535', 'NDCG@20': '0.0809'}
{'epoch': 41, 'rec_avg_loss': '6.5417', 'icl_avg_loss': '2.0362', 'joint_avg_loss': '8.5779'}
{'Epoch': 41, 'HIT@5': '0.0872', 'NDCG@5': '0.0629', 'HIT@10': '0.1187', 'NDCG@10': '0.0731', 'HIT@20': '0.1528', 'NDCG@20': '0.0817'}
{'epoch': 42, 'rec_avg_loss': '6.5179', 'icl_avg_loss': '2.0337', 'joint_avg_loss': '8.5516'}
{'Epoch': 42, 'HIT@5': '0.0873', 'NDCG@5': '0.0623', 'HIT@10': '0.1186', 'NDCG@10': '0.0724', 'HIT@20': '0.1539', 'NDCG@20': '0.0813'}
{'epoch': 43, 'rec_avg_loss': '6.5075', 'icl_avg_loss': '2.0335', 'joint_avg_loss': '8.5410'}
{'Epoch': 43, 'HIT@5': '0.0866', 'NDCG@5': '0.0622', 'HIT@10': '0.1180', 'NDCG@10': '0.0723', 'HIT@20': '0.1538', 'NDCG@20': '0.0813'}
{'epoch': 44, 'rec_avg_loss': '6.4916', 'icl_avg_loss': '2.0326', 'joint_avg_loss': '8.5242'}
{'Epoch': 44, 'HIT@5': '0.0869', 'NDCG@5': '0.0621', 'HIT@10': '0.1174', 'NDCG@10': '0.0720', 'HIT@20': '0.1538', 'NDCG@20': '0.0812'}
{'epoch': 45, 'rec_avg_loss': '6.4776', 'icl_avg_loss': '2.0309', 'joint_avg_loss': '8.5085'}
{'Epoch': 45, 'HIT@5': '0.0882', 'NDCG@5': '0.0631', 'HIT@10': '0.1194', 'NDCG@10': '0.0732', 'HIT@20': '0.1541', 'NDCG@20': '0.0819'}
{'epoch': 46, 'rec_avg_loss': '6.4589', 'icl_avg_loss': '2.0296', 'joint_avg_loss': '8.4884'}
{'Epoch': 46, 'HIT@5': '0.0885', 'NDCG@5': '0.0636', 'HIT@10': '0.1187', 'NDCG@10': '0.0734', 'HIT@20': '0.1536', 'NDCG@20': '0.0822'}
{'epoch': 47, 'rec_avg_loss': '6.4496', 'icl_avg_loss': '2.0313', 'joint_avg_loss': '8.4809'}
{'Epoch': 47, 'HIT@5': '0.0889', 'NDCG@5': '0.0634', 'HIT@10': '0.1193', 'NDCG@10': '0.0732', 'HIT@20': '0.1542', 'NDCG@20': '0.0820'}
{'epoch': 48, 'rec_avg_loss': '6.4378', 'icl_avg_loss': '2.0298', 'joint_avg_loss': '8.4675'}
{'Epoch': 48, 'HIT@5': '0.0885', 'NDCG@5': '0.0638', 'HIT@10': '0.1198', 'NDCG@10': '0.0739', 'HIT@20': '0.1542', 'NDCG@20': '0.0826'}
{'epoch': 49, 'rec_avg_loss': '6.4240', 'icl_avg_loss': '2.0282', 'joint_avg_loss': '8.4522'}
{'Epoch': 49, 'HIT@5': '0.0895', 'NDCG@5': '0.0639', 'HIT@10': '0.1199', 'NDCG@10': '0.0738', 'HIT@20': '0.1553', 'NDCG@20': '0.0827'}
{'epoch': 50, 'rec_avg_loss': '6.4120', 'icl_avg_loss': '2.0276', 'joint_avg_loss': '8.4396'}
{'Epoch': 50, 'HIT@5': '0.0888', 'NDCG@5': '0.0634', 'HIT@10': '0.1192', 'NDCG@10': '0.0733', 'HIT@20': '0.1558', 'NDCG@20': '0.0825'}
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{'epoch': 113, 'rec_avg_loss': '6.0863', 'icl_avg_loss': '2.0052', 'joint_avg_loss': '8.0915'}
{'Epoch': 113, 'HIT@5': '0.0923', 'NDCG@5': '0.0669', 'HIT@10': '0.1232', 'NDCG@10': '0.0768', 'HIT@20': '0.1602', 'NDCG@20': '0.0861'}
{'epoch': 114, 'rec_avg_loss': '6.0811', 'icl_avg_loss': '2.0043', 'joint_avg_loss': '8.0854'}
{'Epoch': 114, 'HIT@5': '0.0929', 'NDCG@5': '0.0671', 'HIT@10': '0.1234', 'NDCG@10': '0.0768', 'HIT@20': '0.1598', 'NDCG@20': '0.0860'}
{'epoch': 115, 'rec_avg_loss': '6.0829', 'icl_avg_loss': '2.0046', 'joint_avg_loss': '8.0875'}
{'Epoch': 115, 'HIT@5': '0.0939', 'NDCG@5': '0.0672', 'HIT@10': '0.1231', 'NDCG@10': '0.0766', 'HIT@20': '0.1611', 'NDCG@20': '0.0861'}
{'epoch': 116, 'rec_avg_loss': '6.0794', 'icl_avg_loss': '2.0034', 'joint_avg_loss': '8.0828'}
{'Epoch': 116, 'HIT@5': '0.0930', 'NDCG@5': '0.0670', 'HIT@10': '0.1231', 'NDCG@10': '0.0767', 'HIT@20': '0.1614', 'NDCG@20': '0.0864'}
{'epoch': 117, 'rec_avg_loss': '6.0808', 'icl_avg_loss': '2.0053', 'joint_avg_loss': '8.0860'}
{'Epoch': 117, 'HIT@5': '0.0939', 'NDCG@5': '0.0674', 'HIT@10': '0.1218', 'NDCG@10': '0.0765', 'HIT@20': '0.1603', 'NDCG@20': '0.0862'}
{'epoch': 118, 'rec_avg_loss': '6.0779', 'icl_avg_loss': '2.0048', 'joint_avg_loss': '8.0827'}
{'Epoch': 118, 'HIT@5': '0.0932', 'NDCG@5': '0.0673', 'HIT@10': '0.1234', 'NDCG@10': '0.0771', 'HIT@20': '0.1589', 'NDCG@20': '0.0860'}
{'epoch': 119, 'rec_avg_loss': '6.0784', 'icl_avg_loss': '2.0040', 'joint_avg_loss': '8.0823'}
{'Epoch': 119, 'HIT@5': '0.0934', 'NDCG@5': '0.0671', 'HIT@10': '0.1232', 'NDCG@10': '0.0767', 'HIT@20': '0.1595', 'NDCG@20': '0.0858'}
{'epoch': 120, 'rec_avg_loss': '6.0688', 'icl_avg_loss': '2.0049', 'joint_avg_loss': '8.0737'}
{'Epoch': 120, 'HIT@5': '0.0943', 'NDCG@5': '0.0681', 'HIT@10': '0.1242', 'NDCG@10': '0.0776', 'HIT@20': '0.1610', 'NDCG@20': '0.0869'}
{'epoch': 121, 'rec_avg_loss': '6.0626', 'icl_avg_loss': '2.0047', 'joint_avg_loss': '8.0673'}
{'Epoch': 121, 'HIT@5': '0.0929', 'NDCG@5': '0.0668', 'HIT@10': '0.1228', 'NDCG@10': '0.0764', 'HIT@20': '0.1594', 'NDCG@20': '0.0857'}
{'epoch': 122, 'rec_avg_loss': '6.0604', 'icl_avg_loss': '2.0050', 'joint_avg_loss': '8.0653'}
{'Epoch': 122, 'HIT@5': '0.0933', 'NDCG@5': '0.0667', 'HIT@10': '0.1242', 'NDCG@10': '0.0766', 'HIT@20': '0.1590', 'NDCG@20': '0.0854'}
{'epoch': 123, 'rec_avg_loss': '6.0598', 'icl_avg_loss': '2.0055', 'joint_avg_loss': '8.0653'}
{'Epoch': 123, 'HIT@5': '0.0934', 'NDCG@5': '0.0671', 'HIT@10': '0.1235', 'NDCG@10': '0.0767', 'HIT@20': '0.1599', 'NDCG@20': '0.0859'}
{'epoch': 124, 'rec_avg_loss': '6.0620', 'icl_avg_loss': '2.0049', 'joint_avg_loss': '8.0669'}
{'Epoch': 124, 'HIT@5': '0.0933', 'NDCG@5': '0.0672', 'HIT@10': '0.1238', 'NDCG@10': '0.0770', 'HIT@20': '0.1602', 'NDCG@20': '0.0862'}
{'epoch': 125, 'rec_avg_loss': '6.0640', 'icl_avg_loss': '2.0039', 'joint_avg_loss': '8.0679'}
{'Epoch': 125, 'HIT@5': '0.0937', 'NDCG@5': '0.0673', 'HIT@10': '0.1238', 'NDCG@10': '0.0770', 'HIT@20': '0.1604', 'NDCG@20': '0.0862'}
{'epoch': 126, 'rec_avg_loss': '6.0568', 'icl_avg_loss': '2.0041', 'joint_avg_loss': '8.0609'}
{'Epoch': 126, 'HIT@5': '0.0928', 'NDCG@5': '0.0661', 'HIT@10': '0.1222', 'NDCG@10': '0.0756', 'HIT@20': '0.1593', 'NDCG@20': '0.0850'}
{'epoch': 127, 'rec_avg_loss': '6.0529', 'icl_avg_loss': '2.0045', 'joint_avg_loss': '8.0575'}
{'Epoch': 127, 'HIT@5': '0.0940', 'NDCG@5': '0.0674', 'HIT@10': '0.1243', 'NDCG@10': '0.0772', 'HIT@20': '0.1597', 'NDCG@20': '0.0860'}
{'epoch': 128, 'rec_avg_loss': '6.0461', 'icl_avg_loss': '2.0045', 'joint_avg_loss': '8.0506'}
{'Epoch': 128, 'HIT@5': '0.0926', 'NDCG@5': '0.0670', 'HIT@10': '0.1240', 'NDCG@10': '0.0771', 'HIT@20': '0.1595', 'NDCG@20': '0.0861'}
{'epoch': 129, 'rec_avg_loss': '6.0485', 'icl_avg_loss': '2.0017', 'joint_avg_loss': '8.0502'}
{'Epoch': 129, 'HIT@5': '0.0931', 'NDCG@5': '0.0673', 'HIT@10': '0.1245', 'NDCG@10': '0.0774', 'HIT@20': '0.1596', 'NDCG@20': '0.0862'}
{'epoch': 130, 'rec_avg_loss': '6.0481', 'icl_avg_loss': '2.0032', 'joint_avg_loss': '8.0513'}
{'Epoch': 130, 'HIT@5': '0.0932', 'NDCG@5': '0.0671', 'HIT@10': '0.1244', 'NDCG@10': '0.0772', 'HIT@20': '0.1614', 'NDCG@20': '0.0865'}
{'epoch': 131, 'rec_avg_loss': '6.0501', 'icl_avg_loss': '2.0044', 'joint_avg_loss': '8.0545'}
{'Epoch': 131, 'HIT@5': '0.0932', 'NDCG@5': '0.0674', 'HIT@10': '0.1234', 'NDCG@10': '0.0771', 'HIT@20': '0.1606', 'NDCG@20': '0.0865'}
{'epoch': 132, 'rec_avg_loss': '6.0368', 'icl_avg_loss': '2.0053', 'joint_avg_loss': '8.0421'}
{'Epoch': 132, 'HIT@5': '0.0946', 'NDCG@5': '0.0677', 'HIT@10': '0.1233', 'NDCG@10': '0.0769', 'HIT@20': '0.1595', 'NDCG@20': '0.0861'}
{'epoch': 133, 'rec_avg_loss': '6.0424', 'icl_avg_loss': '2.0037', 'joint_avg_loss': '8.0461'}
{'Epoch': 133, 'HIT@5': '0.0934', 'NDCG@5': '0.0669', 'HIT@10': '0.1226', 'NDCG@10': '0.0763', 'HIT@20': '0.1600', 'NDCG@20': '0.0857'}
{'epoch': 134, 'rec_avg_loss': '6.0472', 'icl_avg_loss': '2.0046', 'joint_avg_loss': '8.0517'}
{'Epoch': 134, 'HIT@5': '0.0946', 'NDCG@5': '0.0678', 'HIT@10': '0.1233', 'NDCG@10': '0.0771', 'HIT@20': '0.1601', 'NDCG@20': '0.0864'}
{'epoch': 135, 'rec_avg_loss': '6.0438', 'icl_avg_loss': '2.0030', 'joint_avg_loss': '8.0468'}
{'Epoch': 135, 'HIT@5': '0.0936', 'NDCG@5': '0.0675', 'HIT@10': '0.1225', 'NDCG@10': '0.0768', 'HIT@20': '0.1600', 'NDCG@20': '0.0863'}
{'epoch': 136, 'rec_avg_loss': '6.0401', 'icl_avg_loss': '2.0028', 'joint_avg_loss': '8.0430'}
{'Epoch': 136, 'HIT@5': '0.0934', 'NDCG@5': '0.0674', 'HIT@10': '0.1232', 'NDCG@10': '0.0770', 'HIT@20': '0.1613', 'NDCG@20': '0.0866'}
{'epoch': 137, 'rec_avg_loss': '6.0391', 'icl_avg_loss': '2.0038', 'joint_avg_loss': '8.0429'}
{'Epoch': 137, 'HIT@5': '0.0923', 'NDCG@5': '0.0665', 'HIT@10': '0.1240', 'NDCG@10': '0.0767', 'HIT@20': '0.1598', 'NDCG@20': '0.0857'}
{'epoch': 138, 'rec_avg_loss': '6.0327', 'icl_avg_loss': '2.0035', 'joint_avg_loss': '8.0362'}
{'Epoch': 138, 'HIT@5': '0.0922', 'NDCG@5': '0.0666', 'HIT@10': '0.1230', 'NDCG@10': '0.0765', 'HIT@20': '0.1589', 'NDCG@20': '0.0855'}
{'epoch': 139, 'rec_avg_loss': '6.0351', 'icl_avg_loss': '2.0027', 'joint_avg_loss': '8.0378'}
{'Epoch': 139, 'HIT@5': '0.0920', 'NDCG@5': '0.0666', 'HIT@10': '0.1224', 'NDCG@10': '0.0764', 'HIT@20': '0.1592', 'NDCG@20': '0.0857'}
{'epoch': 140, 'rec_avg_loss': '6.0289', 'icl_avg_loss': '2.0038', 'joint_avg_loss': '8.0327'}
{'Epoch': 140, 'HIT@5': '0.0930', 'NDCG@5': '0.0672', 'HIT@10': '0.1234', 'NDCG@10': '0.0770', 'HIT@20': '0.1598', 'NDCG@20': '0.0862'}
{'epoch': 141, 'rec_avg_loss': '6.0286', 'icl_avg_loss': '2.0019', 'joint_avg_loss': '8.0305'}
{'Epoch': 141, 'HIT@5': '0.0926', 'NDCG@5': '0.0673', 'HIT@10': '0.1228', 'NDCG@10': '0.0770', 'HIT@20': '0.1605', 'NDCG@20': '0.0865'}
{'epoch': 142, 'rec_avg_loss': '6.0227', 'icl_avg_loss': '2.0027', 'joint_avg_loss': '8.0254'}
{'Epoch': 142, 'HIT@5': '0.0922', 'NDCG@5': '0.0666', 'HIT@10': '0.1221', 'NDCG@10': '0.0763', 'HIT@20': '0.1601', 'NDCG@20': '0.0858'}
{'epoch': 143, 'rec_avg_loss': '6.0285', 'icl_avg_loss': '2.0016', 'joint_avg_loss': '8.0301'}
{'Epoch': 143, 'HIT@5': '0.0932', 'NDCG@5': '0.0669', 'HIT@10': '0.1237', 'NDCG@10': '0.0767', 'HIT@20': '0.1598', 'NDCG@20': '0.0858'}
{'epoch': 144, 'rec_avg_loss': '6.0281', 'icl_avg_loss': '2.0030', 'joint_avg_loss': '8.0311'}
{'Epoch': 144, 'HIT@5': '0.0930', 'NDCG@5': '0.0673', 'HIT@10': '0.1225', 'NDCG@10': '0.0769', 'HIT@20': '0.1612', 'NDCG@20': '0.0866'}
{'epoch': 145, 'rec_avg_loss': '6.0158', 'icl_avg_loss': '2.0020', 'joint_avg_loss': '8.0178'}
{'Epoch': 145, 'HIT@5': '0.0925', 'NDCG@5': '0.0671', 'HIT@10': '0.1236', 'NDCG@10': '0.0772', 'HIT@20': '0.1608', 'NDCG@20': '0.0865'}
{'epoch': 146, 'rec_avg_loss': '6.0205', 'icl_avg_loss': '2.0018', 'joint_avg_loss': '8.0223'}
{'Epoch': 146, 'HIT@5': '0.0926', 'NDCG@5': '0.0672', 'HIT@10': '0.1229', 'NDCG@10': '0.0770', 'HIT@20': '0.1596', 'NDCG@20': '0.0862'}
{'epoch': 147, 'rec_avg_loss': '6.0205', 'icl_avg_loss': '2.0030', 'joint_avg_loss': '8.0236'}
{'Epoch': 147, 'HIT@5': '0.0931', 'NDCG@5': '0.0669', 'HIT@10': '0.1221', 'NDCG@10': '0.0763', 'HIT@20': '0.1592', 'NDCG@20': '0.0856'}
{'epoch': 148, 'rec_avg_loss': '6.0185', 'icl_avg_loss': '2.0035', 'joint_avg_loss': '8.0221'}
{'Epoch': 148, 'HIT@5': '0.0926', 'NDCG@5': '0.0667', 'HIT@10': '0.1218', 'NDCG@10': '0.0761', 'HIT@20': '0.1593', 'NDCG@20': '0.0855'}
{'epoch': 149, 'rec_avg_loss': '6.0159', 'icl_avg_loss': '2.0040', 'joint_avg_loss': '8.0199'}
{'Epoch': 149, 'HIT@5': '0.0928', 'NDCG@5': '0.0670', 'HIT@10': '0.1226', 'NDCG@10': '0.0766', 'HIT@20': '0.1590', 'NDCG@20': '0.0858'}
{'epoch': 150, 'rec_avg_loss': '6.0135', 'icl_avg_loss': '2.0020', 'joint_avg_loss': '8.0155'}
{'Epoch': 150, 'HIT@5': '0.0930', 'NDCG@5': '0.0672', 'HIT@10': '0.1230', 'NDCG@10': '0.0768', 'HIT@20': '0.1619', 'NDCG@20': '0.0865'}
{'epoch': 151, 'rec_avg_loss': '6.0105', 'icl_avg_loss': '2.0022', 'joint_avg_loss': '8.0126'}
{'Epoch': 151, 'HIT@5': '0.0936', 'NDCG@5': '0.0672', 'HIT@10': '0.1222', 'NDCG@10': '0.0764', 'HIT@20': '0.1600', 'NDCG@20': '0.0859'}
{'epoch': 152, 'rec_avg_loss': '6.0177', 'icl_avg_loss': '2.0007', 'joint_avg_loss': '8.0184'}
{'Epoch': 152, 'HIT@5': '0.0929', 'NDCG@5': '0.0674', 'HIT@10': '0.1219', 'NDCG@10': '0.0768', 'HIT@20': '0.1591', 'NDCG@20': '0.0862'}
{'epoch': 153, 'rec_avg_loss': '6.0100', 'icl_avg_loss': '2.0025', 'joint_avg_loss': '8.0125'}
{'Epoch': 153, 'HIT@5': '0.0936', 'NDCG@5': '0.0672', 'HIT@10': '0.1226', 'NDCG@10': '0.0765', 'HIT@20': '0.1611', 'NDCG@20': '0.0862'}
{'epoch': 154, 'rec_avg_loss': '6.0135', 'icl_avg_loss': '2.0012', 'joint_avg_loss': '8.0147'}
{'Epoch': 154, 'HIT@5': '0.0933', 'NDCG@5': '0.0674', 'HIT@10': '0.1222', 'NDCG@10': '0.0767', 'HIT@20': '0.1597', 'NDCG@20': '0.0862'}
{'epoch': 155, 'rec_avg_loss': '6.0107', 'icl_avg_loss': '2.0014', 'joint_avg_loss': '8.0121'}
{'Epoch': 155, 'HIT@5': '0.0909', 'NDCG@5': '0.0659', 'HIT@10': '0.1223', 'NDCG@10': '0.0760', 'HIT@20': '0.1611', 'NDCG@20': '0.0858'}
{'epoch': 156, 'rec_avg_loss': '6.0101', 'icl_avg_loss': '2.0025', 'joint_avg_loss': '8.0126'}
{'Epoch': 156, 'HIT@5': '0.0914', 'NDCG@5': '0.0667', 'HIT@10': '0.1235', 'NDCG@10': '0.0771', 'HIT@20': '0.1600', 'NDCG@20': '0.0862'}
{'epoch': 157, 'rec_avg_loss': '6.0043', 'icl_avg_loss': '2.0020', 'joint_avg_loss': '8.0062'}
{'Epoch': 157, 'HIT@5': '0.0940', 'NDCG@5': '0.0675', 'HIT@10': '0.1235', 'NDCG@10': '0.0770', 'HIT@20': '0.1612', 'NDCG@20': '0.0865'}
{'epoch': 158, 'rec_avg_loss': '6.0033', 'icl_avg_loss': '2.0014', 'joint_avg_loss': '8.0047'}
{'Epoch': 158, 'HIT@5': '0.0927', 'NDCG@5': '0.0663', 'HIT@10': '0.1230', 'NDCG@10': '0.0761', 'HIT@20': '0.1599', 'NDCG@20': '0.0854'}
{'epoch': 159, 'rec_avg_loss': '6.0046', 'icl_avg_loss': '2.0022', 'joint_avg_loss': '8.0069'}
{'Epoch': 159, 'HIT@5': '0.0928', 'NDCG@5': '0.0669', 'HIT@10': '0.1234', 'NDCG@10': '0.0768', 'HIT@20': '0.1615', 'NDCG@20': '0.0863'}
{'epoch': 160, 'rec_avg_loss': '6.0054', 'icl_avg_loss': '2.0019', 'joint_avg_loss': '8.0073'}
{'Epoch': 160, 'HIT@5': '0.0936', 'NDCG@5': '0.0672', 'HIT@10': '0.1235', 'NDCG@10': '0.0768', 'HIT@20': '0.1598', 'NDCG@20': '0.0859'}
{'Epoch': 0, 'HIT@5': '0.0778', 'NDCG@5': '0.0560', 'HIT@10': '0.1030', 'NDCG@10': '0.0641', 'HIT@20': '0.1348', 'NDCG@20': '0.0721'}
ICSRec-SAS-Toys_and_Games-0
{'Epoch': 0, 'HIT@5': '0.0778', 'NDCG@5': '0.0560', 'HIT@10': '0.1030', 'NDCG@10': '0.0641', 'HIT@20': '0.1348', 'NDCG@20': '0.0721'}

gugulumasiro · 2024-11-26T13:54:21Z

以下是运行的环境
_libgcc_mutex              0.1                 conda_forge    https://mirrors.tuna.tsinghua.edu.cn/anaconda/cloud/conda-forge
_openmp_mutex             4.5                  2_kmp_llvm    https://mirrors.tuna.tsinghua.edu.cn/anaconda/cloud/conda-forge
blas                      1.0                         mkl    https://mirrors.tuna.tsinghua.edu.cn/anaconda/pkgs/free
ca-certificates           2024.9.24            h06a4308_0    https://mirrors.tuna.tsinghua.edu.cn/anaconda/pkgs/main
cudatoolkit               11.8.0               h6a678d5_0    https://mirrors.tuna.tsinghua.edu.cn/anaconda/pkgs/main
faiss                     1.7.3           py39cuda112h460e57a_0_cuda    https://mirrors.tuna.tsinghua.edu.cn/anaconda/cloud/conda-forge
faiss-gpu                 1.7.3                h5b0ac8e_0    https://mirrors.tuna.tsinghua.edu.cn/anaconda/cloud/conda-forge
filelock                  3.13.1                   pypi_0    pypi
fsspec                    2024.2.0                 pypi_0    pypi
gensim                    4.3.3                    pypi_0    pypi
intel-openmp              2023.1.0         hdb19cb5_46306    https://mirrors.tuna.tsinghua.edu.cn/anaconda/pkgs/main
jinja2                    3.1.3                    pypi_0    pypi
ld_impl_linux-64          2.40                 h12ee557_0    https://mirrors.tuna.tsinghua.edu.cn/anaconda/pkgs/main
libblas                   3.9.0           1_h86c2bf4_netlib    https://mirrors.tuna.tsinghua.edu.cn/anaconda/cloud/conda-forge
libfaiss                  1.7.3           cuda112hb18a002_0_cuda    https://mirrors.tuna.tsinghua.edu.cn/anaconda/cloud/conda-forge
libfaiss-avx2             1.7.3           cuda112h1234567_0_cuda    https://mirrors.tuna.tsinghua.edu.cn/anaconda/cloud/conda-forge
libffi                    3.4.4                h6a678d5_1    https://mirrors.tuna.tsinghua.edu.cn/anaconda/pkgs/main
libgcc                    14.2.0               h77fa898_1    https://mirrors.tuna.tsinghua.edu.cn/anaconda/cloud/conda-forge
libgcc-ng                 14.2.0               h69a702a_1    https://mirrors.tuna.tsinghua.edu.cn/anaconda/cloud/conda-forge
libgfortran-ng            11.2.0               h00389a5_1    https://mirrors.tuna.tsinghua.edu.cn/anaconda/pkgs/main
libgfortran5              11.2.0               h1234567_1    https://mirrors.tuna.tsinghua.edu.cn/anaconda/pkgs/main
liblapack                 3.9.0           5_h92ddd45_netlib    https://mirrors.tuna.tsinghua.edu.cn/anaconda/cloud/conda-forge
libstdcxx                 14.2.0               hc0a3c3a_1    https://mirrors.tuna.tsinghua.edu.cn/anaconda/cloud/conda-forge
libstdcxx-ng              14.2.0               h4852527_1    https://mirrors.tuna.tsinghua.edu.cn/anaconda/cloud/conda-forge
llvm-openmp               14.0.6               h9e868ea_0    https://mirrors.tuna.tsinghua.edu.cn/anaconda/pkgs/main
markupsafe                2.1.5                    pypi_0    pypi
mkl                       2023.1.0         h213fc3f_46344    https://mirrors.tuna.tsinghua.edu.cn/anaconda/pkgs/main
mkl-service               2.4.0            py39h5eee18b_1    https://mirrors.tuna.tsinghua.edu.cn/anaconda/pkgs/main
mkl_fft                   1.3.11           py39h5eee18b_0    https://mirrors.tuna.tsinghua.edu.cn/anaconda/pkgs/main
mkl_random                1.2.8            py39h1128e8f_0    https://mirrors.tuna.tsinghua.edu.cn/anaconda/pkgs/main
mpmath                    1.3.0                    pypi_0    pypi
ncurses                   6.4                  h6a678d5_0    https://mirrors.tuna.tsinghua.edu.cn/anaconda/pkgs/main
networkx                  3.2.1                    pypi_0    pypi
numpy                     1.26.4           py39h5f9d8c6_0    https://mirrors.tuna.tsinghua.edu.cn/anaconda/pkgs/main
numpy-base                1.26.4           py39hb5e798b_0    https://mirrors.tuna.tsinghua.edu.cn/anaconda/pkgs/main
nvidia-cublas-cu12        12.1.3.1                 pypi_0    pypi
nvidia-cuda-cupti-cu12    12.1.105                 pypi_0    pypi
nvidia-cuda-nvrtc-cu12    12.1.105                 pypi_0    pypi
nvidia-cuda-runtime-cu12  12.1.105                 pypi_0    pypi
nvidia-cudnn-cu12         9.1.0.70                 pypi_0    pypi
nvidia-cufft-cu12         11.0.2.54                pypi_0    pypi
nvidia-curand-cu12        10.3.2.106               pypi_0    pypi
nvidia-cusolver-cu12      11.4.5.107               pypi_0    pypi
nvidia-cusparse-cu12      12.1.0.106               pypi_0    pypi
nvidia-nccl-cu12          2.21.5                   pypi_0    pypi
nvidia-nvjitlink-cu12     12.1.105                 pypi_0    pypi
nvidia-nvtx-cu12          12.1.105                 pypi_0    pypi
openssl                   3.0.15               h5eee18b_0    https://mirrors.tuna.tsinghua.edu.cn/anaconda/pkgs/main
packaging                 24.1             py39h06a4308_0    https://mirrors.tuna.tsinghua.edu.cn/anaconda/pkgs/main
pip                       22.1.2             pyhd8ed1ab_0    https://mirrors.tuna.tsinghua.edu.cn/anaconda/cloud/conda-forge
python                    3.9.20               he870216_1    https://mirrors.tuna.tsinghua.edu.cn/anaconda/pkgs/main
python_abi                3.9                      2_cp39    https://mirrors.tuna.tsinghua.edu.cn/anaconda/cloud/conda-forge
readline                  8.2                  h5eee18b_0    https://mirrors.tuna.tsinghua.edu.cn/anaconda/pkgs/main
scipy                     1.13.1                   pypi_0    pypi
setuptools                65.6.3             pyhd8ed1ab_0    https://mirrors.tuna.tsinghua.edu.cn/anaconda/cloud/conda-forge
smart-open                7.0.5                    pypi_0    pypi
sqlite                    3.45.3               h5eee18b_0    https://mirrors.tuna.tsinghua.edu.cn/anaconda/pkgs/main
sympy                     1.13.1                   pypi_0    pypi
tbb                       2021.8.0             hdb19cb5_0    https://mirrors.tuna.tsinghua.edu.cn/anaconda/pkgs/main
tk                        8.6.14               h39e8969_0    https://mirrors.tuna.tsinghua.edu.cn/anaconda/pkgs/main
torch                     2.5.1+cu121              pypi_0    pypi
tqdm                      4.67.0                   pypi_0    pypi
triton                    3.1.0                    pypi_0    pypi
typing-extensions         4.9.0                    pypi_0    pypi
tzdata                    2024b                h04d1e81_0    https://mirrors.tuna.tsinghua.edu.cn/anaconda/pkgs/main
wheel                     0.37.1             pyhd3eb1b0_0    https://mirrors.tuna.tsinghua.edu.cn/anaconda/pkgs/main
wrapt                     1.16.0                   pypi_0    pypi
xz                        5.4.6                h5eee18b_1    https://mirrors.tuna.tsinghua.edu.cn/anaconda/pkgs/main
zlib                      1.2.13               h5eee18b_1    https://mirrors.tuna.tsinghua.edu.cn/anaconda/pkgs/main

QinHsiu · 2024-11-26T14:02:10Z

你好，非常感谢你的提问，
第一个问题：就是跑出来的结果与论文中报告结果浮动在3个点左右是正常的，详情参看：#3
第二个问题：因为引入了用户意图建模，是可以显著提升模型的效果的，加上训练配置的原因，可能会出现你所说的这种情况。我后续有时间会针对你发现的这个现象进行进一步的探究。
最后，非常感谢你对该工作的关注。

gugulumasiro · 2024-11-26T15:13:49Z

感谢作者的及时回答，如果有进行进一步的探究的话，希望能分享一下，最后感谢你在序列推荐领域做出的杰出贡献

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消融实验问题 #10

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消融实验问题 #10

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