QinHsiu
消融实验问题
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
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': 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'icl_avg_loss': '0.9725', 'joint_avg_loss': '7.0496'} {'Epoch': 105, 'HIT@5': '0.0930', 'NDCG@5': '0.0675', 'HIT@10': '0.1228', 'NDCG@10': '0.0771', 'HIT@20': '0.1638', 'NDCG@20': '0.0874'} {'epoch': 106, 'rec_avg_loss': '6.0703', 'icl_avg_loss': '0.9719', 'joint_avg_loss': '7.0422'} {'Epoch': 106, 'HIT@5': '0.0930', 'NDCG@5': '0.0671', 'HIT@10': '0.1233', 'NDCG@10': '0.0769', 'HIT@20': '0.1618', 'NDCG@20': '0.0866'} {'epoch': 107, 'rec_avg_loss': '6.0648', 'icl_avg_loss': '0.9726', 'joint_avg_loss': '7.0374'} {'Epoch': 107, 'HIT@5': '0.0922', 'NDCG@5': '0.0665', 'HIT@10': '0.1228', 'NDCG@10': '0.0763', 'HIT@20': '0.1630', 'NDCG@20': '0.0865'} {'epoch': 108, 'rec_avg_loss': '6.0678', 'icl_avg_loss': '0.9726', 'joint_avg_loss': '7.0404'} {'Epoch': 108, 'HIT@5': '0.0923', 'NDCG@5': '0.0665', 'HIT@10': '0.1241', 'NDCG@10': '0.0768', 'HIT@20': '0.1617', 'NDCG@20': '0.0863'} {'epoch': 109, 'rec_avg_loss': '6.0643', 'icl_avg_loss': '0.9726', 'joint_avg_loss': '7.0369'} {'Epoch': 109, 'HIT@5': '0.0932', 'NDCG@5': '0.0672', 'HIT@10': '0.1249', 'NDCG@10': '0.0774', 'HIT@20': '0.1628', 'NDCG@20': '0.0869'} {'epoch': 110, 'rec_avg_loss': '6.0617', 'icl_avg_loss': '0.9718', 'joint_avg_loss': '7.0336'} {'Epoch': 110, 'HIT@5': '0.0925', 'NDCG@5': '0.0667', 'HIT@10': '0.1220', 'NDCG@10': '0.0763', 'HIT@20': '0.1620', 'NDCG@20': '0.0863'} {'epoch': 111, 'rec_avg_loss': '6.0617', 'icl_avg_loss': '0.9708', 'joint_avg_loss': '7.0326'} {'Epoch': 111, 'HIT@5': '0.0911', 'NDCG@5': '0.0659', 'HIT@10': '0.1241', 'NDCG@10': '0.0766', 'HIT@20': '0.1626', 'NDCG@20': '0.0863'} {'epoch': 112, 'rec_avg_loss': '6.0527', 'icl_avg_loss': '0.9714', 'joint_avg_loss': '7.0241'} {'Epoch': 112, 'HIT@5': '0.0923', 'NDCG@5': '0.0665', 'HIT@10': '0.1236', 'NDCG@10': '0.0766', 'HIT@20': '0.1610', 'NDCG@20': '0.0860'} {'epoch': 113, 'rec_avg_loss': '6.0563', 'icl_avg_loss': '0.9708', 'joint_avg_loss': '7.0271'} {'Epoch': 113, 'HIT@5': '0.0919', 'NDCG@5': '0.0665', 'HIT@10': '0.1228', 'NDCG@10': '0.0765', 'HIT@20': '0.1623', 'NDCG@20': '0.0864'} {'epoch': 114, 'rec_avg_loss': '6.0548', 'icl_avg_loss': '0.9703', 'joint_avg_loss': '7.0251'} {'Epoch': 114, 'HIT@5': '0.0922', 'NDCG@5': '0.0665', 'HIT@10': '0.1227', 'NDCG@10': '0.0764', 'HIT@20': '0.1609', 'NDCG@20': '0.0860'} {'epoch': 115, 'rec_avg_loss': '6.0521', 'icl_avg_loss': '0.9694', 'joint_avg_loss': '7.0215'} {'Epoch': 115, 'HIT@5': '0.0928', 'NDCG@5': '0.0670', 'HIT@10': '0.1232', 'NDCG@10': '0.0768', 'HIT@20': '0.1620', 'NDCG@20': '0.0866'} {'epoch': 116, 'rec_avg_loss': '6.0442', 'icl_avg_loss': '0.9700', 'joint_avg_loss': '7.0142'} {'Epoch': 116, 'HIT@5': '0.0926', 'NDCG@5': '0.0666', 'HIT@10': '0.1238', 'NDCG@10': '0.0767', 'HIT@20': '0.1627', 'NDCG@20': '0.0865'} {'epoch': 117, 'rec_avg_loss': '6.0513', 'icl_avg_loss': '0.9694', 'joint_avg_loss': '7.0206'} {'Epoch': 117, 'HIT@5': '0.0923', 'NDCG@5': '0.0664', 'HIT@10': '0.1244', 'NDCG@10': '0.0767', 'HIT@20': '0.1625', 'NDCG@20': '0.0863'} {'epoch': 118, 'rec_avg_loss': '6.0482', 'icl_avg_loss': '0.9694', 'joint_avg_loss': '7.0175'} {'Epoch': 118, 'HIT@5': '0.0922', 'NDCG@5': '0.0664', 'HIT@10': '0.1238', 'NDCG@10': '0.0766', 'HIT@20': '0.1621', 'NDCG@20': '0.0862'} {'epoch': 119, 'rec_avg_loss': '6.0432', 'icl_avg_loss': '0.9690', 'joint_avg_loss': '7.0122'} {'Epoch': 119, 'HIT@5': '0.0924', 'NDCG@5': '0.0666', 'HIT@10': '0.1218', 'NDCG@10': '0.0761', 'HIT@20': '0.1614', 'NDCG@20': '0.0861'} {'epoch': 120, 'rec_avg_loss': '6.0410', 'icl_avg_loss': '0.9683', 'joint_avg_loss': '7.0093'} {'Epoch': 120, 'HIT@5': '0.0928', 'NDCG@5': '0.0671', 'HIT@10': '0.1232', 'NDCG@10': '0.0768', 'HIT@20': '0.1628', 'NDCG@20': '0.0868'} {'epoch': 121, 'rec_avg_loss': '6.0417', 'icl_avg_loss': '0.9684', 'joint_avg_loss': '7.0100'} {'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'}
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': 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'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'}
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
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：https://github.com/QinHsiu/ICSRec/issues/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。
