2025-04-25 23:31:41,150-The parameters are as below:
2025-04-25 23:31:41,151-model_name: fcrllm_sasrec
2025-04-25 23:31:41,151-dataset: beauty
2025-04-25 23:31:41,151-inter_file: inter
2025-04-25 23:31:41,151-demo: False
2025-04-25 23:31:41,151-pretrain_dir: ./saved/beauty/sasrec_seq
2025-04-25 23:31:41,151-output_dir: ./saved/beauty/fcrllm_sasrec/
2025-04-25 23:31:41,151-check_path: 
2025-04-25 23:31:41,151-do_test: False
2025-04-25 23:31:41,151-do_emb: False
2025-04-25 23:31:41,151-do_group: False
2025-04-25 23:31:41,151-keepon: False
2025-04-25 23:31:41,151-keepon_path: ./saved/beauty/fcrllm_sasrec/normal
2025-04-25 23:31:41,151-clip_path: 
2025-04-25 23:31:41,151-ts_user: 9
2025-04-25 23:31:41,151-ts_item: 4
2025-04-25 23:31:41,151-hidden_size: 64
2025-04-25 23:31:41,151-trm_num: 2
2025-04-25 23:31:41,151-num_heads: 1
2025-04-25 23:31:41,151-num_layers: 1
2025-04-25 23:31:41,151-cl_scale: 0.1
2025-04-25 23:31:41,151-mask_crop_ratio: 0.3
2025-04-25 23:31:41,151-tau: 1
2025-04-25 23:31:41,151-sse_ratio: 0.4
2025-04-25 23:31:41,151-dropout_rate: 0.5
2025-04-25 23:31:41,152-max_len: 200
2025-04-25 23:31:41,152-mask_prob: 0.4
2025-04-25 23:31:41,152-aug: False
2025-04-25 23:31:41,152-aug_seq: False
2025-04-25 23:31:41,152-aug_seq_len: 0
2025-04-25 23:31:41,152-aug_file: inter
2025-04-25 23:31:41,152-train_neg: 1
2025-04-25 23:31:41,152-test_neg: 100
2025-04-25 23:31:41,152-suffix_num: 5
2025-04-25 23:31:41,152-prompt_num: 2
2025-04-25 23:31:41,152-freeze: True
2025-04-25 23:31:41,152-pg: length
2025-04-25 23:31:41,152-num_hopblock: 1
2025-04-25 23:31:41,152-gamma_fc: 1.0
2025-04-25 23:31:41,152-item_reg: False
2025-04-25 23:31:41,152-beta: 0.1
2025-04-25 23:31:41,152-sim_user_num: 10
2025-04-25 23:31:41,152-split_backbone: False
2025-04-25 23:31:41,152-co_view: False
2025-04-25 23:31:41,152-se_view: False
2025-04-25 23:31:41,152-beta_hopfield: 0.3
2025-04-25 23:31:41,152-alpha_hopfield: 0.5
2025-04-25 23:31:41,152-gamma_update: 0.7
2025-04-25 23:31:41,152-hyb_alpha: 0.5
2025-04-25 23:31:41,152-train_batch_size: 128
2025-04-25 23:31:41,152-lr: 0.001
2025-04-25 23:31:41,152-l2: 0
2025-04-25 23:31:41,152-num_train_epochs: 200.0
2025-04-25 23:31:41,152-lr_dc_step: 1000
2025-04-25 23:31:41,152-lr_dc: 0
2025-04-25 23:31:41,152-patience: 20
2025-04-25 23:31:41,152-watch_metric: NDCG@10
2025-04-25 23:31:41,152-seed: 42
2025-04-25 23:31:41,152-no_cuda: False
2025-04-25 23:31:41,152-gpu_id: 0
2025-04-25 23:31:41,152-num_workers: 8
2025-04-25 23:31:41,153-log: True
2025-04-25 23:31:41,529-Loading dataset ... 
2025-04-25 23:31:42,150-Dataset is loaded: consume 0.621 s
2025-04-25 23:31:42,151-Loading Model: fcrllm_sasrec
2025-04-25 23:31:47,568-
----------------------------------------------------------------
2025-04-25 23:31:47,568-********** Running training **********
2025-04-25 23:31:47,568-  Batch size = 128
2025-04-25 23:37:03,684-
----------------------------------
2025-04-25 23:37:03,684-********** Epoch: 0 eval **********
2025-04-25 23:37:11,212-
2025-04-25 23:37:11,732-Overall Performance:
2025-04-25 23:37:11,733-	 NDCG@10: 0.37462
2025-04-25 23:37:11,733-	 HR@10: 0.56865
2025-04-25 23:42:35,710-
----------------------------------
2025-04-25 23:42:35,710-********** Epoch: 1 eval **********
2025-04-25 23:42:42,983-
2025-04-25 23:42:43,518-Overall Performance:
2025-04-25 23:42:43,519-	 NDCG@10: 0.39911
2025-04-25 23:42:43,520-	 HR@10: 0.59472
2025-04-25 23:48:07,956-
----------------------------------
2025-04-25 23:48:07,957-********** Epoch: 2 eval **********
2025-04-25 23:48:15,323-
2025-04-25 23:48:15,858-Overall Performance:
2025-04-25 23:48:15,859-	 NDCG@10: 0.41579
2025-04-25 23:48:15,859-	 HR@10: 0.61150
2025-04-25 23:53:40,637-
----------------------------------
2025-04-25 23:53:40,637-********** Epoch: 3 eval **********
2025-04-25 23:53:47,846-
2025-04-25 23:53:48,384-Overall Performance:
2025-04-25 23:53:48,384-	 NDCG@10: 0.42481
2025-04-25 23:53:48,385-	 HR@10: 0.61896
2025-04-25 23:59:18,713-
----------------------------------
2025-04-25 23:59:18,713-********** Epoch: 4 eval **********
2025-04-25 23:59:26,072-
2025-04-25 23:59:26,611-Overall Performance:
2025-04-25 23:59:26,612-	 NDCG@10: 0.42871
2025-04-25 23:59:26,612-	 HR@10: 0.61811
2025-04-26 00:04:57,381-
----------------------------------
2025-04-26 00:04:57,382-********** Epoch: 5 eval **********
2025-04-26 00:05:04,960-
2025-04-26 00:05:05,502-Overall Performance:
2025-04-26 00:05:05,503-	 NDCG@10: 0.43505
2025-04-26 00:05:05,503-	 HR@10: 0.62256
2025-04-26 00:10:34,906-
----------------------------------
2025-04-26 00:10:34,907-********** Epoch: 6 eval **********
2025-04-26 00:10:42,447-
2025-04-26 00:10:42,986-Overall Performance:
2025-04-26 00:10:42,987-	 NDCG@10: 0.42986
2025-04-26 00:10:42,987-	 HR@10: 0.61082
2025-04-26 00:15:51,418-
----------------------------------
2025-04-26 00:15:51,419-********** Epoch: 7 eval **********
2025-04-26 00:15:58,661-
2025-04-26 00:15:59,200-Overall Performance:
2025-04-26 00:15:59,200-	 NDCG@10: 0.42928
2025-04-26 00:15:59,201-	 HR@10: 0.60984
2025-04-26 00:21:14,934-
----------------------------------
2025-04-26 00:21:14,934-********** Epoch: 8 eval **********
2025-04-26 00:21:22,378-
2025-04-26 00:21:22,914-Overall Performance:
2025-04-26 00:21:22,914-	 NDCG@10: 0.42472
2025-04-26 00:21:22,915-	 HR@10: 0.60392
2025-04-26 00:26:31,061-
----------------------------------
2025-04-26 00:26:31,061-********** Epoch: 9 eval **********
2025-04-26 00:26:38,282-
2025-04-26 00:26:38,815-Overall Performance:
2025-04-26 00:26:38,816-	 NDCG@10: 0.42465
2025-04-26 00:26:38,816-	 HR@10: 0.60137
2025-04-26 00:31:55,754-
----------------------------------
2025-04-26 00:31:55,755-********** Epoch: 10 eval **********
2025-04-26 00:32:02,965-
2025-04-26 00:32:03,496-Overall Performance:
2025-04-26 00:32:03,497-	 NDCG@10: 0.42379
2025-04-26 00:32:03,497-	 HR@10: 0.60057
2025-04-26 00:37:12,592-
----------------------------------
2025-04-26 00:37:12,593-********** Epoch: 11 eval **********
2025-04-26 00:37:19,876-
2025-04-26 00:37:20,410-Overall Performance:
2025-04-26 00:37:20,410-	 NDCG@10: 0.42318
2025-04-26 00:37:20,411-	 HR@10: 0.59850
2025-04-26 00:42:50,013-
----------------------------------
2025-04-26 00:42:50,014-********** Epoch: 12 eval **********
2025-04-26 00:42:57,568-
2025-04-26 00:42:58,098-Overall Performance:
2025-04-26 00:42:58,098-	 NDCG@10: 0.42228
2025-04-26 00:42:58,098-	 HR@10: 0.59674
2025-04-26 00:48:21,772-
----------------------------------
2025-04-26 00:48:21,772-********** Epoch: 13 eval **********
2025-04-26 00:48:28,736-
2025-04-26 00:48:29,265-Overall Performance:
2025-04-26 00:48:29,266-	 NDCG@10: 0.42234
2025-04-26 00:48:29,266-	 HR@10: 0.59547
2025-04-26 00:53:43,699-
----------------------------------
2025-04-26 00:53:43,699-********** Epoch: 14 eval **********
2025-04-26 00:53:51,154-
2025-04-26 00:53:51,680-Overall Performance:
2025-04-26 00:53:51,680-	 NDCG@10: 0.41853
2025-04-26 00:53:51,681-	 HR@10: 0.59105
2025-04-26 00:58:53,403-
----------------------------------
2025-04-26 00:58:53,404-********** Epoch: 15 eval **********
2025-04-26 00:59:00,378-
2025-04-26 00:59:00,902-Overall Performance:
2025-04-26 00:59:00,902-	 NDCG@10: 0.41464
2025-04-26 00:59:00,903-	 HR@10: 0.58618
2025-04-26 01:04:22,915-
----------------------------------
2025-04-26 01:04:22,916-********** Epoch: 16 eval **********
2025-04-26 01:04:30,129-
2025-04-26 01:04:30,655-Overall Performance:
2025-04-26 01:04:30,655-	 NDCG@10: 0.41763
2025-04-26 01:04:30,656-	 HR@10: 0.58875
2025-04-26 01:09:43,066-
----------------------------------
2025-04-26 01:09:43,066-********** Epoch: 17 eval **********
2025-04-26 01:09:50,519-
2025-04-26 01:09:51,041-Overall Performance:
2025-04-26 01:09:51,041-	 NDCG@10: 0.41473
2025-04-26 01:09:51,042-	 HR@10: 0.58386
2025-04-26 01:14:56,772-
----------------------------------
2025-04-26 01:14:56,773-********** Epoch: 18 eval **********
2025-04-26 01:15:04,161-
2025-04-26 01:15:04,682-Overall Performance:
2025-04-26 01:15:04,682-	 NDCG@10: 0.41040
2025-04-26 01:15:04,683-	 HR@10: 0.57978
2025-04-26 01:20:27,113-
----------------------------------
2025-04-26 01:20:27,113-********** Epoch: 19 eval **********
2025-04-26 01:20:34,534-
2025-04-26 01:20:35,063-Overall Performance:
2025-04-26 01:20:35,064-	 NDCG@10: 0.41405
2025-04-26 01:20:35,064-	 HR@10: 0.58254
2025-04-26 01:25:49,185-
----------------------------------
2025-04-26 01:25:49,185-********** Epoch: 20 eval **********
2025-04-26 01:25:57,759-
2025-04-26 01:25:58,283-Overall Performance:
2025-04-26 01:25:58,283-	 NDCG@10: 0.41631
2025-04-26 01:25:58,284-	 HR@10: 0.58662
2025-04-26 01:31:01,117-
----------------------------------
2025-04-26 01:31:01,117-********** Epoch: 21 eval **********
2025-04-26 01:31:09,673-
2025-04-26 01:31:10,195-Overall Performance:
2025-04-26 01:31:10,196-	 NDCG@10: 0.41215
2025-04-26 01:31:10,196-	 HR@10: 0.58026
2025-04-26 01:36:30,403-
----------------------------------
2025-04-26 01:36:30,403-********** Epoch: 22 eval **********
2025-04-26 01:36:39,868-
2025-04-26 01:36:40,389-Overall Performance:
2025-04-26 01:36:40,390-	 NDCG@10: 0.41233
2025-04-26 01:36:40,390-	 HR@10: 0.58030
2025-04-26 01:41:19,112-
----------------------------------
2025-04-26 01:41:19,113-********** Epoch: 23 eval **********
2025-04-26 01:41:26,977-
2025-04-26 01:41:27,497-Overall Performance:
2025-04-26 01:41:27,498-	 NDCG@10: 0.41090
2025-04-26 01:41:27,498-	 HR@10: 0.57860
2025-04-26 01:46:27,161-
----------------------------------
2025-04-26 01:46:27,161-********** Epoch: 24 eval **********
2025-04-26 01:46:34,532-
2025-04-26 01:46:35,050-Overall Performance:
2025-04-26 01:46:35,051-	 NDCG@10: 0.41111
2025-04-26 01:46:35,051-	 HR@10: 0.57701
2025-04-26 01:52:04,100-
----------------------------------
2025-04-26 01:52:04,101-********** Epoch: 25 eval **********
2025-04-26 01:52:11,693-
2025-04-26 01:52:12,212-Overall Performance:
2025-04-26 01:52:12,213-	 NDCG@10: 0.40858
2025-04-26 01:52:12,213-	 HR@10: 0.57484
2025-04-26 01:52:12,214-
2025-04-26 01:52:12,214-The best epoch is 5
2025-04-26 01:52:12,214-The best results are NDCG@10: 0.43505, HR@10: 0.62256
2025-04-26 01:52:12,214-
----------------------------------------------------------------
2025-04-26 01:52:12,214-********** Running test **********
2025-04-26 01:52:21,052-
2025-04-26 01:52:21,585-Overall Performance:
2025-04-26 01:52:21,585-	 NDCG@10: 0.40980
2025-04-26 01:52:21,586-	 HR@10: 0.59969
2025-04-26 01:52:21,586-User Group Performance:
2025-04-26 01:52:21,586-	 Short NDCG@10: 0.40227
2025-04-26 01:52:21,586-	 Short HR@10: 0.58849
2025-04-26 01:52:21,586-	 Long NDCG@10: 0.44417
2025-04-26 01:52:21,586-	 Long HR@10: 0.65082
2025-04-26 01:52:21,586-Item Group Performance:
2025-04-26 01:52:21,586-	 Tail NDCG@10: 0.13499
2025-04-26 01:52:21,586-	 Tail HR@10: 0.24674
2025-04-26 01:52:21,586-	 Popular NDCG@10: 0.47533
2025-04-26 01:52:21,586-	 Popular HR@10: 0.68384
