2025-05-01 12:30:11,975-The parameters are as below:
2025-05-01 12:30:11,975-model_name: fcrllm_gru4rec
2025-05-01 12:30:11,975-dataset: beauty
2025-05-01 12:30:11,975-inter_file: inter
2025-05-01 12:30:11,975-demo: False
2025-05-01 12:30:11,975-pretrain_dir: ./saved/beauty/sasrec_seq
2025-05-01 12:30:11,975-output_dir: ./saved/beauty/fcrllm_gru4rec/
2025-05-01 12:30:11,975-check_path: 
2025-05-01 12:30:11,975-do_test: False
2025-05-01 12:30:11,975-do_emb: False
2025-05-01 12:30:11,975-do_group: False
2025-05-01 12:30:11,975-keepon: False
2025-05-01 12:30:11,975-keepon_path: ./saved/beauty/fcrllm_gru4rec/normal
2025-05-01 12:30:11,975-clip_path: 
2025-05-01 12:30:11,975-ts_user: 9
2025-05-01 12:30:11,975-ts_item: 4
2025-05-01 12:30:11,975-hidden_size: 64
2025-05-01 12:30:11,976-trm_num: 2
2025-05-01 12:30:11,976-num_heads: 1
2025-05-01 12:30:11,976-num_layers: 1
2025-05-01 12:30:11,976-cl_scale: 0.1
2025-05-01 12:30:11,976-mask_crop_ratio: 0.3
2025-05-01 12:30:11,976-tau: 1
2025-05-01 12:30:11,976-sse_ratio: 0.4
2025-05-01 12:30:11,976-dropout_rate: 0.5
2025-05-01 12:30:11,976-max_len: 200
2025-05-01 12:30:11,976-mask_prob: 0.4
2025-05-01 12:30:11,976-aug: False
2025-05-01 12:30:11,976-aug_seq: False
2025-05-01 12:30:11,976-aug_seq_len: 0
2025-05-01 12:30:11,976-aug_file: inter
2025-05-01 12:30:11,976-train_neg: 1
2025-05-01 12:30:11,976-test_neg: 100
2025-05-01 12:30:11,976-suffix_num: 5
2025-05-01 12:30:11,976-prompt_num: 2
2025-05-01 12:30:11,976-freeze: True
2025-05-01 12:30:11,976-pg: length
2025-05-01 12:30:11,976-num_hopblock: 1
2025-05-01 12:30:11,976-gamma_fc: 0.5
2025-05-01 12:30:11,976-item_reg: False
2025-05-01 12:30:11,976-beta: 0.1
2025-05-01 12:30:11,976-sim_user_num: 10
2025-05-01 12:30:11,976-split_backbone: False
2025-05-01 12:30:11,976-co_view: False
2025-05-01 12:30:11,976-se_view: False
2025-05-01 12:30:11,976-beta_hopfield: 0.3
2025-05-01 12:30:11,976-alpha_hopfield: 0.3
2025-05-01 12:30:11,976-gamma_update: 0.3
2025-05-01 12:30:11,976-hyb_alpha: 0.5
2025-05-01 12:30:11,976-train_batch_size: 128
2025-05-01 12:30:11,976-lr: 0.001
2025-05-01 12:30:11,976-l2: 0
2025-05-01 12:30:11,976-num_train_epochs: 200.0
2025-05-01 12:30:11,977-lr_dc_step: 1000
2025-05-01 12:30:11,977-lr_dc: 0
2025-05-01 12:30:11,977-patience: 10
2025-05-01 12:30:11,977-watch_metric: NDCG@10
2025-05-01 12:30:11,977-seed: 42
2025-05-01 12:30:11,977-no_cuda: False
2025-05-01 12:30:11,977-gpu_id: 0
2025-05-01 12:30:11,977-num_workers: 8
2025-05-01 12:30:11,977-log: True
2025-05-01 12:30:12,017-Loading dataset ... 
2025-05-01 12:30:12,639-Dataset is loaded: consume 0.622 s
2025-05-01 12:30:12,639-Loading Model: fcrllm_gru4rec
2025-05-01 12:30:19,994-
----------------------------------------------------------------
2025-05-01 12:30:19,994-********** Running training **********
2025-05-01 12:30:19,994-  Batch size = 128
2025-05-01 12:34:23,960-
----------------------------------
2025-05-01 12:34:23,961-********** Epoch: 0 eval **********
2025-05-01 12:34:31,578-
2025-05-01 12:34:32,038-Overall Performance:
2025-05-01 12:34:32,039-	 NDCG@10: 0.26877
2025-05-01 12:34:32,040-	 HR@10: 0.45592
2025-05-01 12:37:56,549-
----------------------------------
2025-05-01 12:37:56,549-********** Epoch: 1 eval **********
2025-05-01 12:38:04,464-
2025-05-01 12:38:04,960-Overall Performance:
2025-05-01 12:38:04,960-	 NDCG@10: 0.34408
2025-05-01 12:38:04,961-	 HR@10: 0.53948
2025-05-01 12:42:03,819-
----------------------------------
2025-05-01 12:42:03,819-********** Epoch: 2 eval **********
2025-05-01 12:42:11,776-
2025-05-01 12:42:12,270-Overall Performance:
2025-05-01 12:42:12,270-	 NDCG@10: 0.34365
2025-05-01 12:42:12,271-	 HR@10: 0.53450
2025-05-01 12:46:09,443-
----------------------------------
2025-05-01 12:46:09,444-********** Epoch: 3 eval **********
2025-05-01 12:46:17,807-
2025-05-01 12:46:18,303-Overall Performance:
2025-05-01 12:46:18,303-	 NDCG@10: 0.35104
2025-05-01 12:46:18,304-	 HR@10: 0.54002
2025-05-01 12:50:17,404-
----------------------------------
2025-05-01 12:50:17,404-********** Epoch: 4 eval **********
2025-05-01 12:50:25,580-
2025-05-01 12:50:26,082-Overall Performance:
2025-05-01 12:50:26,083-	 NDCG@10: 0.35867
2025-05-01 12:50:26,083-	 HR@10: 0.54802
2025-05-01 12:54:20,792-
----------------------------------
2025-05-01 12:54:20,792-********** Epoch: 5 eval **********
2025-05-01 12:54:28,759-
2025-05-01 12:54:29,258-Overall Performance:
2025-05-01 12:54:29,259-	 NDCG@10: 0.36123
2025-05-01 12:54:29,259-	 HR@10: 0.54559
2025-05-01 12:58:24,517-
----------------------------------
2025-05-01 12:58:24,517-********** Epoch: 6 eval **********
2025-05-01 12:58:31,164-
2025-05-01 12:58:31,673-Overall Performance:
2025-05-01 12:58:31,673-	 NDCG@10: 0.36544
2025-05-01 12:58:31,674-	 HR@10: 0.54800
2025-05-01 13:02:30,872-
----------------------------------
2025-05-01 13:02:30,872-********** Epoch: 7 eval **********
2025-05-01 13:02:39,076-
2025-05-01 13:02:39,575-Overall Performance:
2025-05-01 13:02:39,576-	 NDCG@10: 0.36696
2025-05-01 13:02:39,576-	 HR@10: 0.55061
2025-05-01 13:06:33,234-
----------------------------------
2025-05-01 13:06:33,234-********** Epoch: 8 eval **********
2025-05-01 13:06:41,678-
2025-05-01 13:06:42,178-Overall Performance:
2025-05-01 13:06:42,178-	 NDCG@10: 0.36245
2025-05-01 13:06:42,179-	 HR@10: 0.54258
2025-05-01 13:10:39,482-
----------------------------------
2025-05-01 13:10:39,483-********** Epoch: 9 eval **********
2025-05-01 13:10:47,381-
2025-05-01 13:10:47,876-Overall Performance:
2025-05-01 13:10:47,877-	 NDCG@10: 0.36372
2025-05-01 13:10:47,877-	 HR@10: 0.54032
2025-05-01 13:14:46,710-
----------------------------------
2025-05-01 13:14:46,711-********** Epoch: 10 eval **********
2025-05-01 13:14:53,975-
2025-05-01 13:14:54,480-Overall Performance:
2025-05-01 13:14:54,482-	 NDCG@10: 0.36800
2025-05-01 13:14:54,483-	 HR@10: 0.54536
2025-05-01 13:18:56,731-
----------------------------------
2025-05-01 13:18:56,732-********** Epoch: 11 eval **********
2025-05-01 13:19:02,424-
2025-05-01 13:19:02,923-Overall Performance:
2025-05-01 13:19:02,924-	 NDCG@10: 0.36464
2025-05-01 13:19:02,924-	 HR@10: 0.54122
2025-05-01 13:23:06,838-
----------------------------------
2025-05-01 13:23:06,839-********** Epoch: 12 eval **********
2025-05-01 13:23:12,084-
2025-05-01 13:23:12,583-Overall Performance:
2025-05-01 13:23:12,584-	 NDCG@10: 0.36442
2025-05-01 13:23:12,584-	 HR@10: 0.54379
2025-05-01 13:27:15,174-
----------------------------------
2025-05-01 13:27:15,174-********** Epoch: 13 eval **********
2025-05-01 13:27:21,508-
2025-05-01 13:27:22,010-Overall Performance:
2025-05-01 13:27:22,011-	 NDCG@10: 0.36601
2025-05-01 13:27:22,012-	 HR@10: 0.53998
2025-05-01 13:31:05,330-
----------------------------------
2025-05-01 13:31:05,330-********** Epoch: 14 eval **********
2025-05-01 13:31:11,583-
2025-05-01 13:31:12,083-Overall Performance:
2025-05-01 13:31:12,084-	 NDCG@10: 0.36899
2025-05-01 13:31:12,084-	 HR@10: 0.54191
2025-05-01 13:34:42,194-
----------------------------------
2025-05-01 13:34:42,194-********** Epoch: 15 eval **********
2025-05-01 13:34:48,246-
2025-05-01 13:34:48,744-Overall Performance:
2025-05-01 13:34:48,746-	 NDCG@10: 0.36851
2025-05-01 13:34:48,746-	 HR@10: 0.53938
2025-05-01 13:38:46,662-
----------------------------------
2025-05-01 13:38:46,662-********** Epoch: 16 eval **********
2025-05-01 13:38:55,210-
2025-05-01 13:38:55,710-Overall Performance:
2025-05-01 13:38:55,711-	 NDCG@10: 0.36958
2025-05-01 13:38:55,712-	 HR@10: 0.54161
2025-05-01 13:42:50,632-
----------------------------------
2025-05-01 13:42:50,632-********** Epoch: 17 eval **********
2025-05-01 13:42:58,154-
2025-05-01 13:42:58,657-Overall Performance:
2025-05-01 13:42:58,658-	 NDCG@10: 0.37340
2025-05-01 13:42:58,658-	 HR@10: 0.54661
2025-05-01 13:46:58,633-
----------------------------------
2025-05-01 13:46:58,634-********** Epoch: 18 eval **********
2025-05-01 13:47:06,834-
2025-05-01 13:47:07,329-Overall Performance:
2025-05-01 13:47:07,330-	 NDCG@10: 0.36769
2025-05-01 13:47:07,330-	 HR@10: 0.53663
2025-05-01 13:51:03,314-
----------------------------------
2025-05-01 13:51:03,314-********** Epoch: 19 eval **********
2025-05-01 13:51:11,463-
2025-05-01 13:51:11,959-Overall Performance:
2025-05-01 13:51:11,959-	 NDCG@10: 0.36489
2025-05-01 13:51:11,959-	 HR@10: 0.53527
2025-05-01 13:55:07,602-
----------------------------------
2025-05-01 13:55:07,603-********** Epoch: 20 eval **********
2025-05-01 13:55:15,656-
2025-05-01 13:55:16,154-Overall Performance:
2025-05-01 13:55:16,154-	 NDCG@10: 0.36733
2025-05-01 13:55:16,155-	 HR@10: 0.53779
2025-05-01 13:59:10,695-
----------------------------------
2025-05-01 13:59:10,695-********** Epoch: 21 eval **********
2025-05-01 13:59:19,115-
2025-05-01 13:59:19,612-Overall Performance:
2025-05-01 13:59:19,613-	 NDCG@10: 0.36895
2025-05-01 13:59:19,614-	 HR@10: 0.53889
2025-05-01 14:03:15,057-
----------------------------------
2025-05-01 14:03:15,057-********** Epoch: 22 eval **********
2025-05-01 14:03:23,012-
2025-05-01 14:03:23,511-Overall Performance:
2025-05-01 14:03:23,511-	 NDCG@10: 0.36486
2025-05-01 14:03:23,512-	 HR@10: 0.53243
2025-05-01 14:07:20,738-
----------------------------------
2025-05-01 14:07:20,738-********** Epoch: 23 eval **********
2025-05-01 14:07:28,918-
2025-05-01 14:07:29,417-Overall Performance:
2025-05-01 14:07:29,418-	 NDCG@10: 0.36813
2025-05-01 14:07:29,418-	 HR@10: 0.53559
2025-05-01 14:11:27,251-
----------------------------------
2025-05-01 14:11:27,251-********** Epoch: 24 eval **********
2025-05-01 14:11:35,280-
2025-05-01 14:11:35,773-Overall Performance:
2025-05-01 14:11:35,774-	 NDCG@10: 0.36511
2025-05-01 14:11:35,774-	 HR@10: 0.53297
2025-05-01 14:15:32,674-
----------------------------------
2025-05-01 14:15:32,674-********** Epoch: 25 eval **********
2025-05-01 14:15:38,346-
2025-05-01 14:15:38,842-Overall Performance:
2025-05-01 14:15:38,843-	 NDCG@10: 0.36323
2025-05-01 14:15:38,843-	 HR@10: 0.53030
2025-05-01 14:19:36,979-
----------------------------------
2025-05-01 14:19:36,980-********** Epoch: 26 eval **********
2025-05-01 14:19:45,155-
2025-05-01 14:19:45,649-Overall Performance:
2025-05-01 14:19:45,650-	 NDCG@10: 0.36653
2025-05-01 14:19:45,650-	 HR@10: 0.53429
2025-05-01 14:23:42,540-
----------------------------------
2025-05-01 14:23:42,540-********** Epoch: 27 eval **********
2025-05-01 14:23:48,701-
2025-05-01 14:23:49,193-Overall Performance:
2025-05-01 14:23:49,194-	 NDCG@10: 0.36618
2025-05-01 14:23:49,194-	 HR@10: 0.53230
2025-05-01 14:23:49,195-
2025-05-01 14:23:49,195-The best epoch is 17
2025-05-01 14:23:49,195-The best results are NDCG@10: 0.37340, HR@10: 0.54661
2025-05-01 14:23:49,195-
----------------------------------------------------------------
2025-05-01 14:23:49,195-********** Running test **********
2025-05-01 14:23:57,787-
2025-05-01 14:23:58,279-Overall Performance:
2025-05-01 14:23:58,280-	 NDCG@10: 0.35088
2025-05-01 14:23:58,280-	 HR@10: 0.52525
2025-05-01 14:23:58,280-User Group Performance:
2025-05-01 14:23:58,280-	 Short NDCG@10: 0.34180
2025-05-01 14:23:58,280-	 Short HR@10: 0.51689
2025-05-01 14:23:58,280-	 Long NDCG@10: 0.39232
2025-05-01 14:23:58,280-	 Long HR@10: 0.56339
2025-05-01 14:23:58,280-Item Group Performance:
2025-05-01 14:23:58,280-	 Tail NDCG@10: 0.09400
2025-05-01 14:23:58,280-	 Tail HR@10: 0.16227
2025-05-01 14:23:58,280-	 Popular NDCG@10: 0.41213
2025-05-01 14:23:58,280-	 Popular HR@10: 0.61180
