2025-04-24 12:44:58,429-The parameters are as below:
2025-04-24 12:44:58,429-model_name: fcrllm_sasrec
2025-04-24 12:44:58,429-dataset: yelp
2025-04-24 12:44:58,429-inter_file: inter
2025-04-24 12:44:58,429-demo: False
2025-04-24 12:44:58,429-pretrain_dir: ./saved/yelp/sasrec_seq
2025-04-24 12:44:58,429-output_dir: ./saved/yelp/fcrllm_sasrec/
2025-04-24 12:44:58,429-check_path: 
2025-04-24 12:44:58,429-do_test: False
2025-04-24 12:44:58,429-do_emb: False
2025-04-24 12:44:58,429-do_group: False
2025-04-24 12:44:58,429-keepon: False
2025-04-24 12:44:58,429-keepon_path: ./saved/yelp/fcrllm_sasrec/normal
2025-04-24 12:44:58,429-clip_path: 
2025-04-24 12:44:58,430-ts_user: 12
2025-04-24 12:44:58,430-ts_item: 13
2025-04-24 12:44:58,430-hidden_size: 64
2025-04-24 12:44:58,430-trm_num: 2
2025-04-24 12:44:58,430-num_heads: 1
2025-04-24 12:44:58,430-num_layers: 1
2025-04-24 12:44:58,430-cl_scale: 0.1
2025-04-24 12:44:58,430-mask_crop_ratio: 0.3
2025-04-24 12:44:58,430-tau: 1
2025-04-24 12:44:58,430-sse_ratio: 0.4
2025-04-24 12:44:58,430-dropout_rate: 0.5
2025-04-24 12:44:58,430-max_len: 200
2025-04-24 12:44:58,430-mask_prob: 0.4
2025-04-24 12:44:58,430-aug: False
2025-04-24 12:44:58,430-aug_seq: False
2025-04-24 12:44:58,430-aug_seq_len: 0
2025-04-24 12:44:58,430-aug_file: inter
2025-04-24 12:44:58,430-train_neg: 1
2025-04-24 12:44:58,430-test_neg: 100
2025-04-24 12:44:58,430-suffix_num: 5
2025-04-24 12:44:58,430-prompt_num: 2
2025-04-24 12:44:58,430-freeze: True
2025-04-24 12:44:58,430-pg: length
2025-04-24 12:44:58,430-num_hopblock: 1
2025-04-24 12:44:58,430-gamma_fc: 0.1
2025-04-24 12:44:58,430-item_reg: False
2025-04-24 12:44:58,430-beta: 0.1
2025-04-24 12:44:58,430-sim_user_num: 10
2025-04-24 12:44:58,430-split_backbone: False
2025-04-24 12:44:58,430-co_view: False
2025-04-24 12:44:58,430-se_view: False
2025-04-24 12:44:58,430-beta_hopfield: 0.5
2025-04-24 12:44:58,430-alpha_hopfield: 0.3
2025-04-24 12:44:58,430-gamma_update: 0.7
2025-04-24 12:44:58,430-hyb_alpha: 0.5
2025-04-24 12:44:58,430-train_batch_size: 128
2025-04-24 12:44:58,430-lr: 0.001
2025-04-24 12:44:58,430-l2: 0
2025-04-24 12:44:58,431-num_train_epochs: 200.0
2025-04-24 12:44:58,431-lr_dc_step: 1000
2025-04-24 12:44:58,431-lr_dc: 0
2025-04-24 12:44:58,431-patience: 20
2025-04-24 12:44:58,431-watch_metric: NDCG@10
2025-04-24 12:44:58,431-seed: 42
2025-04-24 12:44:58,431-no_cuda: False
2025-04-24 12:44:58,431-gpu_id: 0
2025-04-24 12:44:58,431-num_workers: 8
2025-04-24 12:44:58,431-log: True
2025-04-24 12:44:58,518-Loading dataset ... 
2025-04-24 12:44:58,728-Dataset is loaded: consume 0.209 s
2025-04-24 12:44:58,728-Loading Model: fcrllm_sasrec
2025-04-24 12:45:00,279-
----------------------------------------------------------------
2025-04-24 12:45:00,279-********** Running training **********
2025-04-24 12:45:00,279-  Batch size = 128
2025-04-24 12:45:42,762-
----------------------------------
2025-04-24 12:45:42,762-********** Epoch: 0 eval **********
2025-04-24 12:45:44,857-
2025-04-24 12:45:45,015-Overall Performance:
2025-04-24 12:45:45,016-	 NDCG@10: 0.34631
2025-04-24 12:45:45,016-	 HR@10: 0.58899
2025-04-24 12:46:27,098-
----------------------------------
2025-04-24 12:46:27,098-********** Epoch: 1 eval **********
2025-04-24 12:46:29,208-
2025-04-24 12:46:29,370-Overall Performance:
2025-04-24 12:46:29,370-	 NDCG@10: 0.37240
2025-04-24 12:46:29,371-	 HR@10: 0.61972
2025-04-24 12:47:11,358-
----------------------------------
2025-04-24 12:47:11,358-********** Epoch: 2 eval **********
2025-04-24 12:47:13,475-
2025-04-24 12:47:13,639-Overall Performance:
2025-04-24 12:47:13,639-	 NDCG@10: 0.38450
2025-04-24 12:47:13,640-	 HR@10: 0.63111
2025-04-24 12:47:55,564-
----------------------------------
2025-04-24 12:47:55,564-********** Epoch: 3 eval **********
2025-04-24 12:47:57,682-
2025-04-24 12:47:57,849-Overall Performance:
2025-04-24 12:47:57,850-	 NDCG@10: 0.39924
2025-04-24 12:47:57,850-	 HR@10: 0.65064
2025-04-24 12:48:39,998-
----------------------------------
2025-04-24 12:48:39,998-********** Epoch: 4 eval **********
2025-04-24 12:48:42,222-
2025-04-24 12:48:42,390-Overall Performance:
2025-04-24 12:48:42,391-	 NDCG@10: 0.40824
2025-04-24 12:48:42,391-	 HR@10: 0.66170
2025-04-24 12:49:24,561-
----------------------------------
2025-04-24 12:49:24,561-********** Epoch: 5 eval **********
2025-04-24 12:49:26,678-
2025-04-24 12:49:26,847-Overall Performance:
2025-04-24 12:49:26,848-	 NDCG@10: 0.41702
2025-04-24 12:49:26,848-	 HR@10: 0.67271
2025-04-24 12:50:08,922-
----------------------------------
2025-04-24 12:50:08,922-********** Epoch: 6 eval **********
2025-04-24 12:50:10,975-
2025-04-24 12:50:11,145-Overall Performance:
2025-04-24 12:50:11,146-	 NDCG@10: 0.41947
2025-04-24 12:50:11,146-	 HR@10: 0.67316
2025-04-24 12:50:53,293-
----------------------------------
2025-04-24 12:50:53,293-********** Epoch: 7 eval **********
2025-04-24 12:50:55,384-
2025-04-24 12:50:55,553-Overall Performance:
2025-04-24 12:50:55,554-	 NDCG@10: 0.42149
2025-04-24 12:50:55,554-	 HR@10: 0.67417
2025-04-24 12:51:37,545-
----------------------------------
2025-04-24 12:51:37,545-********** Epoch: 8 eval **********
2025-04-24 12:51:39,626-
2025-04-24 12:51:39,795-Overall Performance:
2025-04-24 12:51:39,795-	 NDCG@10: 0.42747
2025-04-24 12:51:39,796-	 HR@10: 0.67863
2025-04-24 12:52:21,531-
----------------------------------
2025-04-24 12:52:21,531-********** Epoch: 9 eval **********
2025-04-24 12:52:23,650-
2025-04-24 12:52:23,820-Overall Performance:
2025-04-24 12:52:23,821-	 NDCG@10: 0.42968
2025-04-24 12:52:23,821-	 HR@10: 0.68244
2025-04-24 12:53:05,823-
----------------------------------
2025-04-24 12:53:05,824-********** Epoch: 10 eval **********
2025-04-24 12:53:07,941-
2025-04-24 12:53:08,113-Overall Performance:
2025-04-24 12:53:08,114-	 NDCG@10: 0.42959
2025-04-24 12:53:08,114-	 HR@10: 0.67996
2025-04-24 12:53:49,885-
----------------------------------
2025-04-24 12:53:49,886-********** Epoch: 11 eval **********
2025-04-24 12:53:52,021-
2025-04-24 12:53:52,192-Overall Performance:
2025-04-24 12:53:52,193-	 NDCG@10: 0.43280
2025-04-24 12:53:52,193-	 HR@10: 0.68480
2025-04-24 12:54:34,182-
----------------------------------
2025-04-24 12:54:34,183-********** Epoch: 12 eval **********
2025-04-24 12:54:36,223-
2025-04-24 12:54:36,393-Overall Performance:
2025-04-24 12:54:36,394-	 NDCG@10: 0.43485
2025-04-24 12:54:36,394-	 HR@10: 0.68969
2025-04-24 12:55:18,328-
----------------------------------
2025-04-24 12:55:18,328-********** Epoch: 13 eval **********
2025-04-24 12:55:20,424-
2025-04-24 12:55:20,595-Overall Performance:
2025-04-24 12:55:20,595-	 NDCG@10: 0.43532
2025-04-24 12:55:20,596-	 HR@10: 0.68410
2025-04-24 12:56:02,693-
----------------------------------
2025-04-24 12:56:02,693-********** Epoch: 14 eval **********
2025-04-24 12:56:04,742-
2025-04-24 12:56:04,913-Overall Performance:
2025-04-24 12:56:04,913-	 NDCG@10: 0.43295
2025-04-24 12:56:04,913-	 HR@10: 0.68372
2025-04-24 12:56:46,675-
----------------------------------
2025-04-24 12:56:46,676-********** Epoch: 15 eval **********
2025-04-24 12:56:48,776-
2025-04-24 12:56:48,948-Overall Performance:
2025-04-24 12:56:48,949-	 NDCG@10: 0.43707
2025-04-24 12:56:48,949-	 HR@10: 0.68613
2025-04-24 12:57:30,920-
----------------------------------
2025-04-24 12:57:30,921-********** Epoch: 16 eval **********
2025-04-24 12:57:33,007-
2025-04-24 12:57:33,178-Overall Performance:
2025-04-24 12:57:33,178-	 NDCG@10: 0.43534
2025-04-24 12:57:33,179-	 HR@10: 0.68728
2025-04-24 12:58:14,932-
----------------------------------
2025-04-24 12:58:14,933-********** Epoch: 17 eval **********
2025-04-24 12:58:17,004-
2025-04-24 12:58:17,177-Overall Performance:
2025-04-24 12:58:17,178-	 NDCG@10: 0.43951
2025-04-24 12:58:17,178-	 HR@10: 0.68766
2025-04-24 12:58:59,308-
----------------------------------
2025-04-24 12:58:59,309-********** Epoch: 18 eval **********
2025-04-24 12:59:01,407-
2025-04-24 12:59:01,578-Overall Performance:
2025-04-24 12:59:01,578-	 NDCG@10: 0.43154
2025-04-24 12:59:01,579-	 HR@10: 0.68028
2025-04-24 12:59:43,276-
----------------------------------
2025-04-24 12:59:43,276-********** Epoch: 19 eval **********
2025-04-24 12:59:45,393-
2025-04-24 12:59:45,563-Overall Performance:
2025-04-24 12:59:45,564-	 NDCG@10: 0.43300
2025-04-24 12:59:45,564-	 HR@10: 0.68518
2025-04-24 13:00:27,557-
----------------------------------
2025-04-24 13:00:27,557-********** Epoch: 20 eval **********
2025-04-24 13:00:29,701-
2025-04-24 13:00:29,872-Overall Performance:
2025-04-24 13:00:29,872-	 NDCG@10: 0.43508
2025-04-24 13:00:29,873-	 HR@10: 0.68531
2025-04-24 13:01:11,744-
----------------------------------
2025-04-24 13:01:11,744-********** Epoch: 21 eval **********
2025-04-24 13:01:13,853-
2025-04-24 13:01:14,027-Overall Performance:
2025-04-24 13:01:14,028-	 NDCG@10: 0.43549
2025-04-24 13:01:14,028-	 HR@10: 0.68391
2025-04-24 13:01:55,972-
----------------------------------
2025-04-24 13:01:55,972-********** Epoch: 22 eval **********
2025-04-24 13:01:58,118-
2025-04-24 13:01:58,288-Overall Performance:
2025-04-24 13:01:58,289-	 NDCG@10: 0.43706
2025-04-24 13:01:58,289-	 HR@10: 0.68613
2025-04-24 13:02:40,014-
----------------------------------
2025-04-24 13:02:40,014-********** Epoch: 23 eval **********
2025-04-24 13:02:42,105-
2025-04-24 13:02:42,275-Overall Performance:
2025-04-24 13:02:42,276-	 NDCG@10: 0.43274
2025-04-24 13:02:42,276-	 HR@10: 0.68270
2025-04-24 13:03:23,958-
----------------------------------
2025-04-24 13:03:23,959-********** Epoch: 24 eval **********
2025-04-24 13:03:26,049-
2025-04-24 13:03:26,220-Overall Performance:
2025-04-24 13:03:26,220-	 NDCG@10: 0.43428
2025-04-24 13:03:26,220-	 HR@10: 0.68174
2025-04-24 13:04:08,183-
----------------------------------
2025-04-24 13:04:08,183-********** Epoch: 25 eval **********
2025-04-24 13:04:10,269-
2025-04-24 13:04:10,439-Overall Performance:
2025-04-24 13:04:10,440-	 NDCG@10: 0.43456
2025-04-24 13:04:10,440-	 HR@10: 0.68282
2025-04-24 13:04:52,219-
----------------------------------
2025-04-24 13:04:52,220-********** Epoch: 26 eval **********
2025-04-24 13:04:54,388-
2025-04-24 13:04:54,559-Overall Performance:
2025-04-24 13:04:54,559-	 NDCG@10: 0.43279
2025-04-24 13:04:54,560-	 HR@10: 0.68098
2025-04-24 13:05:36,376-
----------------------------------
2025-04-24 13:05:36,376-********** Epoch: 27 eval **********
2025-04-24 13:05:38,460-
2025-04-24 13:05:38,631-Overall Performance:
2025-04-24 13:05:38,631-	 NDCG@10: 0.43445
2025-04-24 13:05:38,631-	 HR@10: 0.68200
2025-04-24 13:06:20,301-
----------------------------------
2025-04-24 13:06:20,301-********** Epoch: 28 eval **********
2025-04-24 13:06:22,450-
2025-04-24 13:06:22,619-Overall Performance:
2025-04-24 13:06:22,620-	 NDCG@10: 0.43266
2025-04-24 13:06:22,620-	 HR@10: 0.67882
2025-04-24 13:07:04,396-
----------------------------------
2025-04-24 13:07:04,397-********** Epoch: 29 eval **********
2025-04-24 13:07:06,526-
2025-04-24 13:07:06,695-Overall Performance:
2025-04-24 13:07:06,695-	 NDCG@10: 0.43076
2025-04-24 13:07:06,696-	 HR@10: 0.67805
2025-04-24 13:07:48,488-
----------------------------------
2025-04-24 13:07:48,488-********** Epoch: 30 eval **********
2025-04-24 13:07:50,593-
2025-04-24 13:07:50,763-Overall Performance:
2025-04-24 13:07:50,764-	 NDCG@10: 0.43043
2025-04-24 13:07:50,764-	 HR@10: 0.67723
2025-04-24 13:08:32,769-
----------------------------------
2025-04-24 13:08:32,770-********** Epoch: 31 eval **********
2025-04-24 13:08:34,909-
2025-04-24 13:08:35,079-Overall Performance:
2025-04-24 13:08:35,079-	 NDCG@10: 0.42947
2025-04-24 13:08:35,080-	 HR@10: 0.67767
2025-04-24 13:09:16,788-
----------------------------------
2025-04-24 13:09:16,789-********** Epoch: 32 eval **********
2025-04-24 13:09:18,913-
2025-04-24 13:09:19,083-Overall Performance:
2025-04-24 13:09:19,084-	 NDCG@10: 0.42729
2025-04-24 13:09:19,084-	 HR@10: 0.67424
2025-04-24 13:10:00,689-
----------------------------------
2025-04-24 13:10:00,690-********** Epoch: 33 eval **********
2025-04-24 13:10:02,800-
2025-04-24 13:10:02,970-Overall Performance:
2025-04-24 13:10:02,970-	 NDCG@10: 0.42806
2025-04-24 13:10:02,971-	 HR@10: 0.67373
2025-04-24 13:10:44,591-
----------------------------------
2025-04-24 13:10:44,591-********** Epoch: 34 eval **********
2025-04-24 13:10:46,672-
2025-04-24 13:10:46,841-Overall Performance:
2025-04-24 13:10:46,841-	 NDCG@10: 0.42292
2025-04-24 13:10:46,842-	 HR@10: 0.67048
2025-04-24 13:11:28,407-
----------------------------------
2025-04-24 13:11:28,407-********** Epoch: 35 eval **********
2025-04-24 13:11:30,528-
2025-04-24 13:11:30,697-Overall Performance:
2025-04-24 13:11:30,698-	 NDCG@10: 0.42708
2025-04-24 13:11:30,698-	 HR@10: 0.67258
2025-04-24 13:12:12,660-
----------------------------------
2025-04-24 13:12:12,660-********** Epoch: 36 eval **********
2025-04-24 13:12:14,773-
2025-04-24 13:12:14,942-Overall Performance:
2025-04-24 13:12:14,942-	 NDCG@10: 0.42698
2025-04-24 13:12:14,943-	 HR@10: 0.67118
2025-04-24 13:12:57,020-
----------------------------------
2025-04-24 13:12:57,021-********** Epoch: 37 eval **********
2025-04-24 13:12:59,111-
2025-04-24 13:12:59,280-Overall Performance:
2025-04-24 13:12:59,281-	 NDCG@10: 0.42680
2025-04-24 13:12:59,281-	 HR@10: 0.67341
2025-04-24 13:12:59,282-
2025-04-24 13:12:59,282-The best epoch is 17
2025-04-24 13:12:59,282-The best results are NDCG@10: 0.43951, HR@10: 0.68766
2025-04-24 13:12:59,282-
----------------------------------------------------------------
2025-04-24 13:12:59,282-********** Running test **********
2025-04-24 13:13:01,548-
2025-04-24 13:13:01,721-Overall Performance:
2025-04-24 13:13:01,721-	 NDCG@10: 0.42619
2025-04-24 13:13:01,721-	 HR@10: 0.67481
2025-04-24 13:13:01,721-User Group Performance:
2025-04-24 13:13:01,721-	 Short NDCG@10: 0.42682
2025-04-24 13:13:01,721-	 Short HR@10: 0.67362
2025-04-24 13:13:01,721-	 Long NDCG@10: 0.42375
2025-04-24 13:13:01,721-	 Long HR@10: 0.67935
2025-04-24 13:13:01,721-Item Group Performance:
2025-04-24 13:13:01,721-	 Tail NDCG@10: 0.09772
2025-04-24 13:13:01,722-	 Tail HR@10: 0.21365
2025-04-24 13:13:01,722-	 Popular NDCG@10: 0.52288
2025-04-24 13:13:01,722-	 Popular HR@10: 0.81052
