2023-09-20 16:01:42,910:	========================================================================
2023-09-20 16:01:42,911:	========================================================================
2023-09-20 16:01:42,911:	========================================================================
2023-09-20 16:01:42,911:	[Benchmark] >>> cudnn.benchmark == False | cudnn.deterministic == True
2023-09-20 16:01:42,911:	[Seed] >>> Set seed: 0
2023-09-20 16:01:42,912:	[PARSER] >>>
[BENCHMARK: False] 
[SEED: 0] 
[EVAL_FREQ: 5] 
[EVAL_VALID: True] 
[EVAL_TEST: False] 
[log2file: True] 
[log2console: True] 
[SAVED_FILENAME: model.pt] 
[BEST_FILENAME: best.pt] 
[CHECKPOINT_FREQ: 1] 
[CHECKPOINT_MODULES: ['model', 'optimizer', 'lr_scheduler']] 
[CHECKPOINT_FILENAME: checkpoint.tar] 
[SUMMARY_FILENAME: SUMMARY.md] 
[MONITOR_FILENAME: monitors.pickle] 
[MONITOR_BEST_FILENAME: best.pickle] 
[description: ML-5] 
[root: ../../data] 
[dataset: MovieLens1M_550_Chron] 
[config: configs/MovieLens1M_550_Chron.yaml] 
[ranking: full] 
[device: 0] 
[optimizer: AdamWSEvo] 
[nesterov: False] 
[momentum: 0.9] 
[beta1: 0.9] 
[beta2: 0.999] 
[weight_decay: 0.1] 
[lr: 0.001] 
[batch_size: 256] 
[epochs: 500] 
[num_workers: 4] 
[pin_memory: False] 
[resume: False] 
[id: 0920160138] 
[maxlen: 200] 
[maxlen4graph: 10] 
[num_heads: 4] 
[num_blocks: 2] 
[hidden_size: 64] 
[dropout_rate: 0.1] 
[mask_prob: 0.2] 
[decay_step: 25] 
[decay_factor: 1.0] 
[aggr: neumann] 
[L: 3] 
[beta3: 0.99] 
[H: 1] 
[DATA_DIR: data] 
[SUMMARY_DIR: summary] 
[CHECKPOINT_PATH: ./infos/ML-5/MovieLens1M_550_Chron/0] 
[LOG_PATH: ./logs/ML-5/MovieLens1M_550_Chron/0-0920160138] 

2023-09-20 16:01:42,912:	[Wall TIME] >>> Parser.compile takes 0.010659 seconds ...
2023-09-20 16:01:42,919:	[MovieLens1M_550_Chron] >>> 
UserID: [dtype: torch.int64, na_value: None, tags: FieldTags.Sparse,FieldTags.ID,FieldTags.User]
ItemID: [dtype: torch.int64, na_value: None, tags: FieldTags.Sparse,FieldTags.ID,FieldTags.Item]
Timestamp: [dtype: torch.float32, na_value: None, tags: FieldTags.Timestamp,FieldTags.Dense]
2023-09-20 16:01:44,018:	+--------+--------+--------------------+---------------+--------+--------+-------+----------------------+
| #Users | #Items |      Avg.Len       | #Interactions | #Train | #Valid | #Test |       Density        |
+--------+--------+--------------------+---------------+--------+--------+-------+----------------------+
|  6040  |  3416  | 165.49850993377484 |     999611    | 987531 |  6040  |  6040 | 0.048448041549699894 |
+--------+--------+--------------------+---------------+--------+--------+-------+----------------------+
2023-09-20 16:01:44,019:	[Wall TIME] >>> RecDataSet.compile takes 1.104584 seconds ...
2023-09-20 16:01:46,227:	[Wall TIME] >>> SeqValidYielder.prepare takes 1.165489 seconds ...
2023-09-20 16:01:47,630:	[Wall TIME] >>> SeqTestYielder.prepare takes 1.401728 seconds ...
2023-09-20 16:01:53,120:	[Coach] >>> Set best meter: NDCG@10 
2023-09-20 16:01:53,121:	[Wall TIME] >>> Coach.compile takes 0.001113 seconds ...
2023-09-20 16:01:56,848:	[Wall TIME] >>> ChiefCoach.valid takes 3.694343 seconds ...
2023-09-20 16:01:56,849:	[Coach] >>> Better ***NDCG@10*** of ***0.0008*** 
2023-09-20 16:01:56,865:	[Coach] >>> TRAIN @Epoch: 0    >>> 
2023-09-20 16:01:56,866:	[Coach] >>> VALID @Epoch: 0    >>>  || HITRATE@1 Avg: 0.0000 || HITRATE@5 Avg: 0.0005 || HITRATE@10 Avg: 0.0025 || NDCG@5 Avg: 0.0002 || NDCG@10 Avg: 0.0008
2023-09-20 16:01:56,866:	[Coach] >>> TEST  @Epoch: 0    >>> 
2023-09-20 16:01:58,770:	[Wall TIME] >>> ChiefCoach.train takes 1.903702 seconds ...
2023-09-20 16:01:58,844:	[Coach] >>> TRAIN @Epoch: 1    >>>  || LOSS Avg: 7.96208
2023-09-20 16:01:58,844:	[Coach] >>> VALID @Epoch: 1    >>> 
2023-09-20 16:01:58,844:	[Coach] >>> TEST  @Epoch: 1    >>> 
2023-09-20 16:02:00,733:	[Wall TIME] >>> ChiefCoach.train takes 1.888260 seconds ...
2023-09-20 16:02:00,811:	[Coach] >>> TRAIN @Epoch: 2    >>>  || LOSS Avg: 7.64294
2023-09-20 16:02:00,812:	[Coach] >>> VALID @Epoch: 2    >>> 
2023-09-20 16:02:00,812:	[Coach] >>> TEST  @Epoch: 2    >>> 
2023-09-20 16:02:02,717:	[Wall TIME] >>> ChiefCoach.train takes 1.905047 seconds ...
2023-09-20 16:02:02,798:	[Coach] >>> TRAIN @Epoch: 3    >>>  || LOSS Avg: 7.51320
2023-09-20 16:02:02,799:	[Coach] >>> VALID @Epoch: 3    >>> 
2023-09-20 16:02:02,799:	[Coach] >>> TEST  @Epoch: 3    >>> 
2023-09-20 16:02:04,648:	[Wall TIME] >>> ChiefCoach.train takes 1.849077 seconds ...
2023-09-20 16:02:04,728:	[Coach] >>> TRAIN @Epoch: 4    >>>  || LOSS Avg: 7.47751
2023-09-20 16:02:04,729:	[Coach] >>> VALID @Epoch: 4    >>> 
2023-09-20 16:02:04,729:	[Coach] >>> TEST  @Epoch: 4    >>> 
2023-09-20 16:02:06,579:	[Wall TIME] >>> ChiefCoach.train takes 1.849833 seconds ...
2023-09-20 16:02:08,780:	[Wall TIME] >>> ChiefCoach.valid takes 2.107906 seconds ...
2023-09-20 16:02:08,781:	[Coach] >>> Better ***NDCG@10*** of ***0.0203*** 
2023-09-20 16:02:08,798:	[Coach] >>> TRAIN @Epoch: 5    >>>  || LOSS Avg: 7.46867
2023-09-20 16:02:08,798:	[Coach] >>> VALID @Epoch: 5    >>>  || HITRATE@1 Avg: 0.0053 || HITRATE@5 Avg: 0.0232 || HITRATE@10 Avg: 0.0419 || NDCG@5 Avg: 0.0143 || NDCG@10 Avg: 0.0203
2023-09-20 16:02:08,798:	[Coach] >>> TEST  @Epoch: 5    >>> 
2023-09-20 16:02:10,685:	[Wall TIME] >>> ChiefCoach.train takes 1.885963 seconds ...
2023-09-20 16:02:10,770:	[Coach] >>> TRAIN @Epoch: 6    >>>  || LOSS Avg: 7.45161
2023-09-20 16:02:10,770:	[Coach] >>> VALID @Epoch: 6    >>> 
2023-09-20 16:02:10,770:	[Coach] >>> TEST  @Epoch: 6    >>> 
2023-09-20 16:02:12,632:	[Wall TIME] >>> ChiefCoach.train takes 1.861365 seconds ...
2023-09-20 16:02:12,714:	[Coach] >>> TRAIN @Epoch: 7    >>>  || LOSS Avg: 7.45564
2023-09-20 16:02:12,715:	[Coach] >>> VALID @Epoch: 7    >>> 
2023-09-20 16:02:12,715:	[Coach] >>> TEST  @Epoch: 7    >>> 
2023-09-20 16:02:14,590:	[Wall TIME] >>> ChiefCoach.train takes 1.875224 seconds ...
2023-09-20 16:02:14,669:	[Coach] >>> TRAIN @Epoch: 8    >>>  || LOSS Avg: 7.40240
2023-09-20 16:02:14,669:	[Coach] >>> VALID @Epoch: 8    >>> 
2023-09-20 16:02:14,669:	[Coach] >>> TEST  @Epoch: 8    >>> 
2023-09-20 16:02:16,525:	[Wall TIME] >>> ChiefCoach.train takes 1.854815 seconds ...
2023-09-20 16:02:16,604:	[Coach] >>> TRAIN @Epoch: 9    >>>  || LOSS Avg: 7.38832
2023-09-20 16:02:16,605:	[Coach] >>> VALID @Epoch: 9    >>> 
2023-09-20 16:02:16,605:	[Coach] >>> TEST  @Epoch: 9    >>> 
2023-09-20 16:02:18,463:	[Wall TIME] >>> ChiefCoach.train takes 1.858231 seconds ...
2023-09-20 16:02:20,695:	[Wall TIME] >>> ChiefCoach.valid takes 2.151107 seconds ...
2023-09-20 16:02:20,695:	[Coach] >>> Better ***NDCG@10*** of ***0.0210*** 
2023-09-20 16:02:20,712:	[Coach] >>> TRAIN @Epoch: 10   >>>  || LOSS Avg: 7.36585
2023-09-20 16:02:20,713:	[Coach] >>> VALID @Epoch: 10   >>>  || HITRATE@1 Avg: 0.0060 || HITRATE@5 Avg: 0.0227 || HITRATE@10 Avg: 0.0429 || NDCG@5 Avg: 0.0145 || NDCG@10 Avg: 0.0210
2023-09-20 16:02:20,713:	[Coach] >>> TEST  @Epoch: 10   >>> 
2023-09-20 16:02:22,590:	[Wall TIME] >>> ChiefCoach.train takes 1.877350 seconds ...
2023-09-20 16:02:22,672:	[Coach] >>> TRAIN @Epoch: 11   >>>  || LOSS Avg: 7.33112
2023-09-20 16:02:22,673:	[Coach] >>> VALID @Epoch: 11   >>> 
2023-09-20 16:02:22,673:	[Coach] >>> TEST  @Epoch: 11   >>> 
2023-09-20 16:02:24,527:	[Wall TIME] >>> ChiefCoach.train takes 1.853698 seconds ...
2023-09-20 16:02:24,604:	[Coach] >>> TRAIN @Epoch: 12   >>>  || LOSS Avg: 7.27409
2023-09-20 16:02:24,605:	[Coach] >>> VALID @Epoch: 12   >>> 
2023-09-20 16:02:24,605:	[Coach] >>> TEST  @Epoch: 12   >>> 
2023-09-20 16:02:26,458:	[Wall TIME] >>> ChiefCoach.train takes 1.852878 seconds ...
2023-09-20 16:02:26,537:	[Coach] >>> TRAIN @Epoch: 13   >>>  || LOSS Avg: 7.18727
2023-09-20 16:02:26,537:	[Coach] >>> VALID @Epoch: 13   >>> 
2023-09-20 16:02:26,537:	[Coach] >>> TEST  @Epoch: 13   >>> 
2023-09-20 16:02:28,398:	[Wall TIME] >>> ChiefCoach.train takes 1.860214 seconds ...
2023-09-20 16:02:28,478:	[Coach] >>> TRAIN @Epoch: 14   >>>  || LOSS Avg: 7.07856
2023-09-20 16:02:28,478:	[Coach] >>> VALID @Epoch: 14   >>> 
2023-09-20 16:02:28,478:	[Coach] >>> TEST  @Epoch: 14   >>> 
2023-09-20 16:02:30,330:	[Wall TIME] >>> ChiefCoach.train takes 1.851104 seconds ...
2023-09-20 16:02:32,481:	[Wall TIME] >>> ChiefCoach.valid takes 2.073905 seconds ...
2023-09-20 16:02:32,482:	[Coach] >>> Better ***NDCG@10*** of ***0.0479*** 
2023-09-20 16:02:32,499:	[Coach] >>> TRAIN @Epoch: 15   >>>  || LOSS Avg: 6.95286
2023-09-20 16:02:32,499:	[Coach] >>> VALID @Epoch: 15   >>>  || HITRATE@1 Avg: 0.0147 || HITRATE@5 Avg: 0.0583 || HITRATE@10 Avg: 0.0937 || NDCG@5 Avg: 0.0365 || NDCG@10 Avg: 0.0479
2023-09-20 16:02:32,499:	[Coach] >>> TEST  @Epoch: 15   >>> 
2023-09-20 16:02:34,369:	[Wall TIME] >>> ChiefCoach.train takes 1.869200 seconds ...
2023-09-20 16:02:34,447:	[Coach] >>> TRAIN @Epoch: 16   >>>  || LOSS Avg: 6.83720
2023-09-20 16:02:34,448:	[Coach] >>> VALID @Epoch: 16   >>> 
2023-09-20 16:02:34,448:	[Coach] >>> TEST  @Epoch: 16   >>> 
2023-09-20 16:02:36,336:	[Wall TIME] >>> ChiefCoach.train takes 1.888283 seconds ...
2023-09-20 16:02:36,415:	[Coach] >>> TRAIN @Epoch: 17   >>>  || LOSS Avg: 6.76391
2023-09-20 16:02:36,416:	[Coach] >>> VALID @Epoch: 17   >>> 
2023-09-20 16:02:36,416:	[Coach] >>> TEST  @Epoch: 17   >>> 
2023-09-20 16:02:38,271:	[Wall TIME] >>> ChiefCoach.train takes 1.854650 seconds ...
2023-09-20 16:02:38,352:	[Coach] >>> TRAIN @Epoch: 18   >>>  || LOSS Avg: 6.68116
2023-09-20 16:02:38,352:	[Coach] >>> VALID @Epoch: 18   >>> 
2023-09-20 16:02:38,352:	[Coach] >>> TEST  @Epoch: 18   >>> 
2023-09-20 16:02:40,219:	[Wall TIME] >>> ChiefCoach.train takes 1.866477 seconds ...
2023-09-20 16:02:40,296:	[Coach] >>> TRAIN @Epoch: 19   >>>  || LOSS Avg: 6.62420
2023-09-20 16:02:40,296:	[Coach] >>> VALID @Epoch: 19   >>> 
2023-09-20 16:02:40,296:	[Coach] >>> TEST  @Epoch: 19   >>> 
2023-09-20 16:02:42,167:	[Wall TIME] >>> ChiefCoach.train takes 1.870309 seconds ...
2023-09-20 16:02:43,424:	[Wall TIME] >>> ChiefCoach.valid takes 1.179303 seconds ...
2023-09-20 16:02:43,424:	[Coach] >>> Better ***NDCG@10*** of ***0.0659*** 
2023-09-20 16:02:43,436:	[Coach] >>> TRAIN @Epoch: 20   >>>  || LOSS Avg: 6.57925
2023-09-20 16:02:43,436:	[Coach] >>> VALID @Epoch: 20   >>>  || HITRATE@1 Avg: 0.0225 || HITRATE@5 Avg: 0.0786 || HITRATE@10 Avg: 0.1263 || NDCG@5 Avg: 0.0505 || NDCG@10 Avg: 0.0659
2023-09-20 16:02:43,436:	[Coach] >>> TEST  @Epoch: 20   >>> 
2023-09-20 16:02:45,042:	[Wall TIME] >>> ChiefCoach.train takes 1.605960 seconds ...
2023-09-20 16:02:45,096:	[Coach] >>> TRAIN @Epoch: 21   >>>  || LOSS Avg: 6.53516
2023-09-20 16:02:45,096:	[Coach] >>> VALID @Epoch: 21   >>> 
2023-09-20 16:02:45,096:	[Coach] >>> TEST  @Epoch: 21   >>> 
2023-09-20 16:02:46,765:	[Wall TIME] >>> ChiefCoach.train takes 1.668749 seconds ...
2023-09-20 16:02:46,824:	[Coach] >>> TRAIN @Epoch: 22   >>>  || LOSS Avg: 6.49888
2023-09-20 16:02:46,824:	[Coach] >>> VALID @Epoch: 22   >>> 
2023-09-20 16:02:46,824:	[Coach] >>> TEST  @Epoch: 22   >>> 
2023-09-20 16:02:48,505:	[Wall TIME] >>> ChiefCoach.train takes 1.680765 seconds ...
2023-09-20 16:02:48,566:	[Coach] >>> TRAIN @Epoch: 23   >>>  || LOSS Avg: 6.47914
2023-09-20 16:02:48,566:	[Coach] >>> VALID @Epoch: 23   >>> 
2023-09-20 16:02:48,566:	[Coach] >>> TEST  @Epoch: 23   >>> 
2023-09-20 16:02:50,268:	[Wall TIME] >>> ChiefCoach.train takes 1.701943 seconds ...
2023-09-20 16:02:50,324:	[Coach] >>> TRAIN @Epoch: 24   >>>  || LOSS Avg: 6.45275
2023-09-20 16:02:50,324:	[Coach] >>> VALID @Epoch: 24   >>> 
2023-09-20 16:02:50,324:	[Coach] >>> TEST  @Epoch: 24   >>> 
2023-09-20 16:02:51,980:	[Wall TIME] >>> ChiefCoach.train takes 1.656565 seconds ...
2023-09-20 16:02:53,359:	[Wall TIME] >>> ChiefCoach.valid takes 1.319233 seconds ...
2023-09-20 16:02:53,359:	[Coach] >>> Better ***NDCG@10*** of ***0.0733*** 
2023-09-20 16:02:53,371:	[Coach] >>> TRAIN @Epoch: 25   >>>  || LOSS Avg: 6.41861
2023-09-20 16:02:53,372:	[Coach] >>> VALID @Epoch: 25   >>>  || HITRATE@1 Avg: 0.0240 || HITRATE@5 Avg: 0.0886 || HITRATE@10 Avg: 0.1404 || NDCG@5 Avg: 0.0566 || NDCG@10 Avg: 0.0733
2023-09-20 16:02:53,372:	[Coach] >>> TEST  @Epoch: 25   >>> 
2023-09-20 16:02:55,026:	[Wall TIME] >>> ChiefCoach.train takes 1.654306 seconds ...
2023-09-20 16:02:55,084:	[Coach] >>> TRAIN @Epoch: 26   >>>  || LOSS Avg: 6.41014
2023-09-20 16:02:55,084:	[Coach] >>> VALID @Epoch: 26   >>> 
2023-09-20 16:02:55,084:	[Coach] >>> TEST  @Epoch: 26   >>> 
2023-09-20 16:02:56,742:	[Wall TIME] >>> ChiefCoach.train takes 1.657870 seconds ...
2023-09-20 16:02:56,802:	[Coach] >>> TRAIN @Epoch: 27   >>>  || LOSS Avg: 6.36459
2023-09-20 16:02:56,802:	[Coach] >>> VALID @Epoch: 27   >>> 
2023-09-20 16:02:56,802:	[Coach] >>> TEST  @Epoch: 27   >>> 
2023-09-20 16:02:58,465:	[Wall TIME] >>> ChiefCoach.train takes 1.662371 seconds ...
2023-09-20 16:02:58,525:	[Coach] >>> TRAIN @Epoch: 28   >>>  || LOSS Avg: 6.34312
2023-09-20 16:02:58,526:	[Coach] >>> VALID @Epoch: 28   >>> 
2023-09-20 16:02:58,526:	[Coach] >>> TEST  @Epoch: 28   >>> 
2023-09-20 16:03:00,193:	[Wall TIME] >>> ChiefCoach.train takes 1.666859 seconds ...
2023-09-20 16:03:00,247:	[Coach] >>> TRAIN @Epoch: 29   >>>  || LOSS Avg: 6.33870
2023-09-20 16:03:00,247:	[Coach] >>> VALID @Epoch: 29   >>> 
2023-09-20 16:03:00,247:	[Coach] >>> TEST  @Epoch: 29   >>> 
2023-09-20 16:03:01,894:	[Wall TIME] >>> ChiefCoach.train takes 1.646939 seconds ...
2023-09-20 16:03:03,494:	[Wall TIME] >>> ChiefCoach.valid takes 1.538743 seconds ...
2023-09-20 16:03:03,494:	[Coach] >>> Better ***NDCG@10*** of ***0.0775*** 
2023-09-20 16:03:03,511:	[Coach] >>> TRAIN @Epoch: 30   >>>  || LOSS Avg: 6.31512
2023-09-20 16:03:03,512:	[Coach] >>> VALID @Epoch: 30   >>>  || HITRATE@1 Avg: 0.0258 || HITRATE@5 Avg: 0.0930 || HITRATE@10 Avg: 0.1490 || NDCG@5 Avg: 0.0595 || NDCG@10 Avg: 0.0775
2023-09-20 16:03:03,512:	[Coach] >>> TEST  @Epoch: 30   >>> 
2023-09-20 16:03:05,380:	[Wall TIME] >>> ChiefCoach.train takes 1.868448 seconds ...
2023-09-20 16:03:05,455:	[Coach] >>> TRAIN @Epoch: 31   >>>  || LOSS Avg: 6.30494
2023-09-20 16:03:05,456:	[Coach] >>> VALID @Epoch: 31   >>> 
2023-09-20 16:03:05,456:	[Coach] >>> TEST  @Epoch: 31   >>> 
2023-09-20 16:03:07,352:	[Wall TIME] >>> ChiefCoach.train takes 1.895539 seconds ...
2023-09-20 16:03:07,427:	[Coach] >>> TRAIN @Epoch: 32   >>>  || LOSS Avg: 6.27998
2023-09-20 16:03:07,427:	[Coach] >>> VALID @Epoch: 32   >>> 
2023-09-20 16:03:07,427:	[Coach] >>> TEST  @Epoch: 32   >>> 
2023-09-20 16:03:09,290:	[Wall TIME] >>> ChiefCoach.train takes 1.862329 seconds ...
2023-09-20 16:03:09,364:	[Coach] >>> TRAIN @Epoch: 33   >>>  || LOSS Avg: 6.28057
2023-09-20 16:03:09,365:	[Coach] >>> VALID @Epoch: 33   >>> 
2023-09-20 16:03:09,365:	[Coach] >>> TEST  @Epoch: 33   >>> 
2023-09-20 16:03:11,239:	[Wall TIME] >>> ChiefCoach.train takes 1.873548 seconds ...
2023-09-20 16:03:11,314:	[Coach] >>> TRAIN @Epoch: 34   >>>  || LOSS Avg: 6.25578
2023-09-20 16:03:11,314:	[Coach] >>> VALID @Epoch: 34   >>> 
2023-09-20 16:03:11,314:	[Coach] >>> TEST  @Epoch: 34   >>> 
2023-09-20 16:03:13,193:	[Wall TIME] >>> ChiefCoach.train takes 1.878141 seconds ...
2023-09-20 16:03:15,362:	[Wall TIME] >>> ChiefCoach.valid takes 2.095462 seconds ...
2023-09-20 16:03:15,363:	[Coach] >>> Better ***NDCG@10*** of ***0.0823*** 
2023-09-20 16:03:15,381:	[Coach] >>> TRAIN @Epoch: 35   >>>  || LOSS Avg: 6.23793
2023-09-20 16:03:15,382:	[Coach] >>> VALID @Epoch: 35   >>>  || HITRATE@1 Avg: 0.0288 || HITRATE@5 Avg: 0.0995 || HITRATE@10 Avg: 0.1566 || NDCG@5 Avg: 0.0639 || NDCG@10 Avg: 0.0823
2023-09-20 16:03:15,382:	[Coach] >>> TEST  @Epoch: 35   >>> 
2023-09-20 16:03:17,263:	[Wall TIME] >>> ChiefCoach.train takes 1.880747 seconds ...
2023-09-20 16:03:17,338:	[Coach] >>> TRAIN @Epoch: 36   >>>  || LOSS Avg: 6.21354
2023-09-20 16:03:17,338:	[Coach] >>> VALID @Epoch: 36   >>> 
2023-09-20 16:03:17,339:	[Coach] >>> TEST  @Epoch: 36   >>> 
2023-09-20 16:03:19,224:	[Wall TIME] >>> ChiefCoach.train takes 1.885009 seconds ...
2023-09-20 16:03:19,305:	[Coach] >>> TRAIN @Epoch: 37   >>>  || LOSS Avg: 6.19675
2023-09-20 16:03:19,305:	[Coach] >>> VALID @Epoch: 37   >>> 
2023-09-20 16:03:19,305:	[Coach] >>> TEST  @Epoch: 37   >>> 
2023-09-20 16:03:21,165:	[Wall TIME] >>> ChiefCoach.train takes 1.860055 seconds ...
2023-09-20 16:03:21,244:	[Coach] >>> TRAIN @Epoch: 38   >>>  || LOSS Avg: 6.16754
2023-09-20 16:03:21,245:	[Coach] >>> VALID @Epoch: 38   >>> 
2023-09-20 16:03:21,245:	[Coach] >>> TEST  @Epoch: 38   >>> 
2023-09-20 16:03:23,121:	[Wall TIME] >>> ChiefCoach.train takes 1.876075 seconds ...
2023-09-20 16:03:23,196:	[Coach] >>> TRAIN @Epoch: 39   >>>  || LOSS Avg: 6.15267
2023-09-20 16:03:23,196:	[Coach] >>> VALID @Epoch: 39   >>> 
2023-09-20 16:03:23,196:	[Coach] >>> TEST  @Epoch: 39   >>> 
2023-09-20 16:03:25,115:	[Wall TIME] >>> ChiefCoach.train takes 1.918401 seconds ...
2023-09-20 16:03:27,325:	[Wall TIME] >>> ChiefCoach.valid takes 2.134626 seconds ...
2023-09-20 16:03:27,325:	[Coach] >>> Better ***NDCG@10*** of ***0.0945*** 
2023-09-20 16:03:27,342:	[Coach] >>> TRAIN @Epoch: 40   >>>  || LOSS Avg: 6.10642
2023-09-20 16:03:27,343:	[Coach] >>> VALID @Epoch: 40   >>>  || HITRATE@1 Avg: 0.0310 || HITRATE@5 Avg: 0.1149 || HITRATE@10 Avg: 0.1801 || NDCG@5 Avg: 0.0734 || NDCG@10 Avg: 0.0945
2023-09-20 16:03:27,343:	[Coach] >>> TEST  @Epoch: 40   >>> 
2023-09-20 16:03:29,203:	[Wall TIME] >>> ChiefCoach.train takes 1.859726 seconds ...
2023-09-20 16:03:29,278:	[Coach] >>> TRAIN @Epoch: 41   >>>  || LOSS Avg: 6.09559
2023-09-20 16:03:29,278:	[Coach] >>> VALID @Epoch: 41   >>> 
2023-09-20 16:03:29,278:	[Coach] >>> TEST  @Epoch: 41   >>> 
2023-09-20 16:03:31,142:	[Wall TIME] >>> ChiefCoach.train takes 1.863206 seconds ...
2023-09-20 16:03:31,216:	[Coach] >>> TRAIN @Epoch: 42   >>>  || LOSS Avg: 6.09691
2023-09-20 16:03:31,216:	[Coach] >>> VALID @Epoch: 42   >>> 
2023-09-20 16:03:31,217:	[Coach] >>> TEST  @Epoch: 42   >>> 
2023-09-20 16:03:33,085:	[Wall TIME] >>> ChiefCoach.train takes 1.868069 seconds ...
2023-09-20 16:03:33,162:	[Coach] >>> TRAIN @Epoch: 43   >>>  || LOSS Avg: 6.06969
2023-09-20 16:03:33,163:	[Coach] >>> VALID @Epoch: 43   >>> 
2023-09-20 16:03:33,163:	[Coach] >>> TEST  @Epoch: 43   >>> 
2023-09-20 16:03:35,064:	[Wall TIME] >>> ChiefCoach.train takes 1.900656 seconds ...
2023-09-20 16:03:35,150:	[Coach] >>> TRAIN @Epoch: 44   >>>  || LOSS Avg: 6.06440
2023-09-20 16:03:35,150:	[Coach] >>> VALID @Epoch: 44   >>> 
2023-09-20 16:03:35,150:	[Coach] >>> TEST  @Epoch: 44   >>> 
2023-09-20 16:03:37,010:	[Wall TIME] >>> ChiefCoach.train takes 1.858967 seconds ...
2023-09-20 16:03:39,299:	[Wall TIME] >>> ChiefCoach.valid takes 2.206525 seconds ...
2023-09-20 16:03:39,300:	[Coach] >>> Better ***NDCG@10*** of ***0.1038*** 
2023-09-20 16:03:39,317:	[Coach] >>> TRAIN @Epoch: 45   >>>  || LOSS Avg: 6.04932
2023-09-20 16:03:39,317:	[Coach] >>> VALID @Epoch: 45   >>>  || HITRATE@1 Avg: 0.0363 || HITRATE@5 Avg: 0.1263 || HITRATE@10 Avg: 0.1957 || NDCG@5 Avg: 0.0815 || NDCG@10 Avg: 0.1038
2023-09-20 16:03:39,318:	[Coach] >>> TEST  @Epoch: 45   >>> 
2023-09-20 16:03:41,207:	[Wall TIME] >>> ChiefCoach.train takes 1.888883 seconds ...
2023-09-20 16:03:41,284:	[Coach] >>> TRAIN @Epoch: 46   >>>  || LOSS Avg: 6.01881
2023-09-20 16:03:41,285:	[Coach] >>> VALID @Epoch: 46   >>> 
2023-09-20 16:03:41,285:	[Coach] >>> TEST  @Epoch: 46   >>> 
2023-09-20 16:03:43,174:	[Wall TIME] >>> ChiefCoach.train takes 1.889257 seconds ...
2023-09-20 16:03:43,253:	[Coach] >>> TRAIN @Epoch: 47   >>>  || LOSS Avg: 6.02928
2023-09-20 16:03:43,253:	[Coach] >>> VALID @Epoch: 47   >>> 
2023-09-20 16:03:43,253:	[Coach] >>> TEST  @Epoch: 47   >>> 
2023-09-20 16:03:45,123:	[Wall TIME] >>> ChiefCoach.train takes 1.869489 seconds ...
2023-09-20 16:03:45,206:	[Coach] >>> TRAIN @Epoch: 48   >>>  || LOSS Avg: 6.00527
2023-09-20 16:03:45,206:	[Coach] >>> VALID @Epoch: 48   >>> 
2023-09-20 16:03:45,206:	[Coach] >>> TEST  @Epoch: 48   >>> 
2023-09-20 16:03:47,081:	[Wall TIME] >>> ChiefCoach.train takes 1.874765 seconds ...
2023-09-20 16:03:47,159:	[Coach] >>> TRAIN @Epoch: 49   >>>  || LOSS Avg: 5.99008
2023-09-20 16:03:47,159:	[Coach] >>> VALID @Epoch: 49   >>> 
2023-09-20 16:03:47,159:	[Coach] >>> TEST  @Epoch: 49   >>> 
2023-09-20 16:03:49,022:	[Wall TIME] >>> ChiefCoach.train takes 1.863096 seconds ...
2023-09-20 16:03:51,271:	[Wall TIME] >>> ChiefCoach.valid takes 2.165285 seconds ...
2023-09-20 16:03:51,272:	[Coach] >>> Better ***NDCG@10*** of ***0.1082*** 
2023-09-20 16:03:51,289:	[Coach] >>> TRAIN @Epoch: 50   >>>  || LOSS Avg: 5.97446
2023-09-20 16:03:51,290:	[Coach] >>> VALID @Epoch: 50   >>>  || HITRATE@1 Avg: 0.0377 || HITRATE@5 Avg: 0.1313 || HITRATE@10 Avg: 0.2051 || NDCG@5 Avg: 0.0845 || NDCG@10 Avg: 0.1082
2023-09-20 16:03:51,290:	[Coach] >>> TEST  @Epoch: 50   >>> 
2023-09-20 16:03:53,197:	[Wall TIME] >>> ChiefCoach.train takes 1.907052 seconds ...
2023-09-20 16:03:53,275:	[Coach] >>> TRAIN @Epoch: 51   >>>  || LOSS Avg: 5.95753
2023-09-20 16:03:53,275:	[Coach] >>> VALID @Epoch: 51   >>> 
2023-09-20 16:03:53,275:	[Coach] >>> TEST  @Epoch: 51   >>> 
2023-09-20 16:03:55,033:	[Wall TIME] >>> ChiefCoach.train takes 1.758087 seconds ...
2023-09-20 16:03:55,088:	[Coach] >>> TRAIN @Epoch: 52   >>>  || LOSS Avg: 5.94665
2023-09-20 16:03:55,089:	[Coach] >>> VALID @Epoch: 52   >>> 
2023-09-20 16:03:55,089:	[Coach] >>> TEST  @Epoch: 52   >>> 
2023-09-20 16:03:56,723:	[Wall TIME] >>> ChiefCoach.train takes 1.634644 seconds ...
2023-09-20 16:03:56,799:	[Coach] >>> TRAIN @Epoch: 53   >>>  || LOSS Avg: 5.94126
2023-09-20 16:03:56,799:	[Coach] >>> VALID @Epoch: 53   >>> 
2023-09-20 16:03:56,799:	[Coach] >>> TEST  @Epoch: 53   >>> 
2023-09-20 16:03:58,478:	[Wall TIME] >>> ChiefCoach.train takes 1.678534 seconds ...
2023-09-20 16:03:58,538:	[Coach] >>> TRAIN @Epoch: 54   >>>  || LOSS Avg: 5.92730
2023-09-20 16:03:58,538:	[Coach] >>> VALID @Epoch: 54   >>> 
2023-09-20 16:03:58,538:	[Coach] >>> TEST  @Epoch: 54   >>> 
2023-09-20 16:04:00,254:	[Wall TIME] >>> ChiefCoach.train takes 1.716099 seconds ...
2023-09-20 16:04:01,542:	[Wall TIME] >>> ChiefCoach.valid takes 1.220592 seconds ...
2023-09-20 16:04:01,543:	[Coach] >>> TRAIN @Epoch: 55   >>>  || LOSS Avg: 5.91810
2023-09-20 16:04:01,543:	[Coach] >>> VALID @Epoch: 55   >>>  || HITRATE@1 Avg: 0.0373 || HITRATE@5 Avg: 0.1291 || HITRATE@10 Avg: 0.2040 || NDCG@5 Avg: 0.0831 || NDCG@10 Avg: 0.1072
2023-09-20 16:04:01,543:	[Coach] >>> TEST  @Epoch: 55   >>> 
2023-09-20 16:04:03,180:	[Wall TIME] >>> ChiefCoach.train takes 1.636866 seconds ...
2023-09-20 16:04:03,245:	[Coach] >>> TRAIN @Epoch: 56   >>>  || LOSS Avg: 5.89207
2023-09-20 16:04:03,245:	[Coach] >>> VALID @Epoch: 56   >>> 
2023-09-20 16:04:03,245:	[Coach] >>> TEST  @Epoch: 56   >>> 
2023-09-20 16:04:04,901:	[Wall TIME] >>> ChiefCoach.train takes 1.655224 seconds ...
2023-09-20 16:04:04,960:	[Coach] >>> TRAIN @Epoch: 57   >>>  || LOSS Avg: 5.89625
2023-09-20 16:04:04,960:	[Coach] >>> VALID @Epoch: 57   >>> 
2023-09-20 16:04:04,960:	[Coach] >>> TEST  @Epoch: 57   >>> 
2023-09-20 16:04:06,643:	[Wall TIME] >>> ChiefCoach.train takes 1.682262 seconds ...
2023-09-20 16:04:06,714:	[Coach] >>> TRAIN @Epoch: 58   >>>  || LOSS Avg: 5.87688
2023-09-20 16:04:06,714:	[Coach] >>> VALID @Epoch: 58   >>> 
2023-09-20 16:04:06,714:	[Coach] >>> TEST  @Epoch: 58   >>> 
2023-09-20 16:04:08,411:	[Wall TIME] >>> ChiefCoach.train takes 1.696986 seconds ...
2023-09-20 16:04:08,468:	[Coach] >>> TRAIN @Epoch: 59   >>>  || LOSS Avg: 5.86242
2023-09-20 16:04:08,469:	[Coach] >>> VALID @Epoch: 59   >>> 
2023-09-20 16:04:08,469:	[Coach] >>> TEST  @Epoch: 59   >>> 
2023-09-20 16:04:10,132:	[Wall TIME] >>> ChiefCoach.train takes 1.663336 seconds ...
2023-09-20 16:04:11,455:	[Wall TIME] >>> ChiefCoach.valid takes 1.261397 seconds ...
2023-09-20 16:04:11,455:	[Coach] >>> Better ***NDCG@10*** of ***0.1127*** 
2023-09-20 16:04:11,468:	[Coach] >>> TRAIN @Epoch: 60   >>>  || LOSS Avg: 5.86682
2023-09-20 16:04:11,468:	[Coach] >>> VALID @Epoch: 60   >>>  || HITRATE@1 Avg: 0.0391 || HITRATE@5 Avg: 0.1368 || HITRATE@10 Avg: 0.2132 || NDCG@5 Avg: 0.0881 || NDCG@10 Avg: 0.1127
2023-09-20 16:04:11,468:	[Coach] >>> TEST  @Epoch: 60   >>> 
2023-09-20 16:04:13,115:	[Wall TIME] >>> ChiefCoach.train takes 1.647338 seconds ...
2023-09-20 16:04:13,172:	[Coach] >>> TRAIN @Epoch: 61   >>>  || LOSS Avg: 5.85023
2023-09-20 16:04:13,172:	[Coach] >>> VALID @Epoch: 61   >>> 
2023-09-20 16:04:13,172:	[Coach] >>> TEST  @Epoch: 61   >>> 
2023-09-20 16:04:14,836:	[Wall TIME] >>> ChiefCoach.train takes 1.663667 seconds ...
2023-09-20 16:04:14,891:	[Coach] >>> TRAIN @Epoch: 62   >>>  || LOSS Avg: 5.85700
2023-09-20 16:04:14,891:	[Coach] >>> VALID @Epoch: 62   >>> 
2023-09-20 16:04:14,891:	[Coach] >>> TEST  @Epoch: 62   >>> 
2023-09-20 16:04:16,627:	[Wall TIME] >>> ChiefCoach.train takes 1.735734 seconds ...
2023-09-20 16:04:16,703:	[Coach] >>> TRAIN @Epoch: 63   >>>  || LOSS Avg: 5.84178
2023-09-20 16:04:16,704:	[Coach] >>> VALID @Epoch: 63   >>> 
2023-09-20 16:04:16,704:	[Coach] >>> TEST  @Epoch: 63   >>> 
2023-09-20 16:04:18,657:	[Wall TIME] >>> ChiefCoach.train takes 1.952860 seconds ...
2023-09-20 16:04:18,737:	[Coach] >>> TRAIN @Epoch: 64   >>>  || LOSS Avg: 5.83741
2023-09-20 16:04:18,738:	[Coach] >>> VALID @Epoch: 64   >>> 
2023-09-20 16:04:18,738:	[Coach] >>> TEST  @Epoch: 64   >>> 
2023-09-20 16:04:20,600:	[Wall TIME] >>> ChiefCoach.train takes 1.862095 seconds ...
2023-09-20 16:04:22,864:	[Wall TIME] >>> ChiefCoach.valid takes 2.188241 seconds ...
2023-09-20 16:04:22,865:	[Coach] >>> Better ***NDCG@10*** of ***0.1167*** 
2023-09-20 16:04:22,883:	[Coach] >>> TRAIN @Epoch: 65   >>>  || LOSS Avg: 5.81252
2023-09-20 16:04:22,883:	[Coach] >>> VALID @Epoch: 65   >>>  || HITRATE@1 Avg: 0.0384 || HITRATE@5 Avg: 0.1483 || HITRATE@10 Avg: 0.2224 || NDCG@5 Avg: 0.0929 || NDCG@10 Avg: 0.1167
2023-09-20 16:04:22,883:	[Coach] >>> TEST  @Epoch: 65   >>> 
2023-09-20 16:04:24,824:	[Wall TIME] >>> ChiefCoach.train takes 1.940567 seconds ...
2023-09-20 16:04:24,903:	[Coach] >>> TRAIN @Epoch: 66   >>>  || LOSS Avg: 5.81669
2023-09-20 16:04:24,904:	[Coach] >>> VALID @Epoch: 66   >>> 
2023-09-20 16:04:24,904:	[Coach] >>> TEST  @Epoch: 66   >>> 
2023-09-20 16:04:26,791:	[Wall TIME] >>> ChiefCoach.train takes 1.886890 seconds ...
2023-09-20 16:04:26,866:	[Coach] >>> TRAIN @Epoch: 67   >>>  || LOSS Avg: 5.81309
2023-09-20 16:04:26,866:	[Coach] >>> VALID @Epoch: 67   >>> 
2023-09-20 16:04:26,866:	[Coach] >>> TEST  @Epoch: 67   >>> 
2023-09-20 16:04:28,736:	[Wall TIME] >>> ChiefCoach.train takes 1.870031 seconds ...
2023-09-20 16:04:28,818:	[Coach] >>> TRAIN @Epoch: 68   >>>  || LOSS Avg: 5.78233
2023-09-20 16:04:28,818:	[Coach] >>> VALID @Epoch: 68   >>> 
2023-09-20 16:04:28,818:	[Coach] >>> TEST  @Epoch: 68   >>> 
2023-09-20 16:04:30,743:	[Wall TIME] >>> ChiefCoach.train takes 1.924611 seconds ...
2023-09-20 16:04:30,825:	[Coach] >>> TRAIN @Epoch: 69   >>>  || LOSS Avg: 5.79634
2023-09-20 16:04:30,825:	[Coach] >>> VALID @Epoch: 69   >>> 
2023-09-20 16:04:30,825:	[Coach] >>> TEST  @Epoch: 69   >>> 
2023-09-20 16:04:32,727:	[Wall TIME] >>> ChiefCoach.train takes 1.901927 seconds ...
2023-09-20 16:04:34,956:	[Wall TIME] >>> ChiefCoach.valid takes 2.154348 seconds ...
2023-09-20 16:04:34,956:	[Coach] >>> Better ***NDCG@10*** of ***0.1213*** 
2023-09-20 16:04:34,973:	[Coach] >>> TRAIN @Epoch: 70   >>>  || LOSS Avg: 5.78503
2023-09-20 16:04:34,974:	[Coach] >>> VALID @Epoch: 70   >>>  || HITRATE@1 Avg: 0.0427 || HITRATE@5 Avg: 0.1482 || HITRATE@10 Avg: 0.2275 || NDCG@5 Avg: 0.0958 || NDCG@10 Avg: 0.1213
2023-09-20 16:04:34,974:	[Coach] >>> TEST  @Epoch: 70   >>> 
2023-09-20 16:04:36,877:	[Wall TIME] >>> ChiefCoach.train takes 1.903316 seconds ...
2023-09-20 16:04:36,958:	[Coach] >>> TRAIN @Epoch: 71   >>>  || LOSS Avg: 5.77736
2023-09-20 16:04:36,959:	[Coach] >>> VALID @Epoch: 71   >>> 
2023-09-20 16:04:36,959:	[Coach] >>> TEST  @Epoch: 71   >>> 
2023-09-20 16:04:38,849:	[Wall TIME] >>> ChiefCoach.train takes 1.889589 seconds ...
2023-09-20 16:04:38,927:	[Coach] >>> TRAIN @Epoch: 72   >>>  || LOSS Avg: 5.78798
2023-09-20 16:04:38,927:	[Coach] >>> VALID @Epoch: 72   >>> 
2023-09-20 16:04:38,927:	[Coach] >>> TEST  @Epoch: 72   >>> 
2023-09-20 16:04:40,827:	[Wall TIME] >>> ChiefCoach.train takes 1.899837 seconds ...
2023-09-20 16:04:40,907:	[Coach] >>> TRAIN @Epoch: 73   >>>  || LOSS Avg: 5.76079
2023-09-20 16:04:40,907:	[Coach] >>> VALID @Epoch: 73   >>> 
2023-09-20 16:04:40,908:	[Coach] >>> TEST  @Epoch: 73   >>> 
2023-09-20 16:04:42,771:	[Wall TIME] >>> ChiefCoach.train takes 1.862820 seconds ...
2023-09-20 16:04:42,852:	[Coach] >>> TRAIN @Epoch: 74   >>>  || LOSS Avg: 5.75174
2023-09-20 16:04:42,852:	[Coach] >>> VALID @Epoch: 74   >>> 
2023-09-20 16:04:42,852:	[Coach] >>> TEST  @Epoch: 74   >>> 
2023-09-20 16:04:44,728:	[Wall TIME] >>> ChiefCoach.train takes 1.876004 seconds ...
2023-09-20 16:04:46,962:	[Wall TIME] >>> ChiefCoach.valid takes 2.154200 seconds ...
2023-09-20 16:04:46,963:	[Coach] >>> Better ***NDCG@10*** of ***0.1252*** 
2023-09-20 16:04:46,980:	[Coach] >>> TRAIN @Epoch: 75   >>>  || LOSS Avg: 5.76296
2023-09-20 16:04:46,980:	[Coach] >>> VALID @Epoch: 75   >>>  || HITRATE@1 Avg: 0.0452 || HITRATE@5 Avg: 0.1522 || HITRATE@10 Avg: 0.2320 || NDCG@5 Avg: 0.0995 || NDCG@10 Avg: 0.1252
2023-09-20 16:04:46,980:	[Coach] >>> TEST  @Epoch: 75   >>> 
2023-09-20 16:04:48,825:	[Wall TIME] >>> ChiefCoach.train takes 1.844671 seconds ...
2023-09-20 16:04:48,904:	[Coach] >>> TRAIN @Epoch: 76   >>>  || LOSS Avg: 5.75828
2023-09-20 16:04:48,904:	[Coach] >>> VALID @Epoch: 76   >>> 
2023-09-20 16:04:48,904:	[Coach] >>> TEST  @Epoch: 76   >>> 
2023-09-20 16:04:50,778:	[Wall TIME] >>> ChiefCoach.train takes 1.873531 seconds ...
2023-09-20 16:04:50,857:	[Coach] >>> TRAIN @Epoch: 77   >>>  || LOSS Avg: 5.74694
2023-09-20 16:04:50,857:	[Coach] >>> VALID @Epoch: 77   >>> 
2023-09-20 16:04:50,857:	[Coach] >>> TEST  @Epoch: 77   >>> 
2023-09-20 16:04:52,728:	[Wall TIME] >>> ChiefCoach.train takes 1.870296 seconds ...
2023-09-20 16:04:52,807:	[Coach] >>> TRAIN @Epoch: 78   >>>  || LOSS Avg: 5.74178
2023-09-20 16:04:52,807:	[Coach] >>> VALID @Epoch: 78   >>> 
2023-09-20 16:04:52,808:	[Coach] >>> TEST  @Epoch: 78   >>> 
2023-09-20 16:04:54,673:	[Wall TIME] >>> ChiefCoach.train takes 1.865777 seconds ...
2023-09-20 16:04:54,756:	[Coach] >>> TRAIN @Epoch: 79   >>>  || LOSS Avg: 5.72686
2023-09-20 16:04:54,756:	[Coach] >>> VALID @Epoch: 79   >>> 
2023-09-20 16:04:54,756:	[Coach] >>> TEST  @Epoch: 79   >>> 
2023-09-20 16:04:56,631:	[Wall TIME] >>> ChiefCoach.train takes 1.874756 seconds ...
2023-09-20 16:04:58,873:	[Wall TIME] >>> ChiefCoach.valid takes 2.158791 seconds ...
2023-09-20 16:04:58,873:	[Coach] >>> Better ***NDCG@10*** of ***0.1252*** 
2023-09-20 16:04:58,891:	[Coach] >>> TRAIN @Epoch: 80   >>>  || LOSS Avg: 5.72839
2023-09-20 16:04:58,891:	[Coach] >>> VALID @Epoch: 80   >>>  || HITRATE@1 Avg: 0.0452 || HITRATE@5 Avg: 0.1518 || HITRATE@10 Avg: 0.2331 || NDCG@5 Avg: 0.0989 || NDCG@10 Avg: 0.1252
2023-09-20 16:04:58,891:	[Coach] >>> TEST  @Epoch: 80   >>> 
2023-09-20 16:05:00,765:	[Wall TIME] >>> ChiefCoach.train takes 1.873488 seconds ...
2023-09-20 16:05:00,843:	[Coach] >>> TRAIN @Epoch: 81   >>>  || LOSS Avg: 5.72972
2023-09-20 16:05:00,843:	[Coach] >>> VALID @Epoch: 81   >>> 
2023-09-20 16:05:00,843:	[Coach] >>> TEST  @Epoch: 81   >>> 
2023-09-20 16:05:02,732:	[Wall TIME] >>> ChiefCoach.train takes 1.888715 seconds ...
2023-09-20 16:05:02,815:	[Coach] >>> TRAIN @Epoch: 82   >>>  || LOSS Avg: 5.73092
2023-09-20 16:05:02,815:	[Coach] >>> VALID @Epoch: 82   >>> 
2023-09-20 16:05:02,815:	[Coach] >>> TEST  @Epoch: 82   >>> 
2023-09-20 16:05:04,699:	[Wall TIME] >>> ChiefCoach.train takes 1.882928 seconds ...
2023-09-20 16:05:04,780:	[Coach] >>> TRAIN @Epoch: 83   >>>  || LOSS Avg: 5.70981
2023-09-20 16:05:04,780:	[Coach] >>> VALID @Epoch: 83   >>> 
2023-09-20 16:05:04,780:	[Coach] >>> TEST  @Epoch: 83   >>> 
2023-09-20 16:05:06,664:	[Wall TIME] >>> ChiefCoach.train takes 1.883423 seconds ...
2023-09-20 16:05:06,742:	[Coach] >>> TRAIN @Epoch: 84   >>>  || LOSS Avg: 5.69506
2023-09-20 16:05:06,742:	[Coach] >>> VALID @Epoch: 84   >>> 
2023-09-20 16:05:06,742:	[Coach] >>> TEST  @Epoch: 84   >>> 
2023-09-20 16:05:08,599:	[Wall TIME] >>> ChiefCoach.train takes 1.856698 seconds ...
2023-09-20 16:05:10,804:	[Wall TIME] >>> ChiefCoach.valid takes 2.126094 seconds ...
2023-09-20 16:05:10,805:	[Coach] >>> Better ***NDCG@10*** of ***0.1290*** 
2023-09-20 16:05:10,822:	[Coach] >>> TRAIN @Epoch: 85   >>>  || LOSS Avg: 5.68620
2023-09-20 16:05:10,822:	[Coach] >>> VALID @Epoch: 85   >>>  || HITRATE@1 Avg: 0.0474 || HITRATE@5 Avg: 0.1555 || HITRATE@10 Avg: 0.2409 || NDCG@5 Avg: 0.1015 || NDCG@10 Avg: 0.1290
2023-09-20 16:05:10,822:	[Coach] >>> TEST  @Epoch: 85   >>> 
2023-09-20 16:05:12,703:	[Wall TIME] >>> ChiefCoach.train takes 1.881124 seconds ...
2023-09-20 16:05:12,782:	[Coach] >>> TRAIN @Epoch: 86   >>>  || LOSS Avg: 5.69196
2023-09-20 16:05:12,783:	[Coach] >>> VALID @Epoch: 86   >>> 
2023-09-20 16:05:12,783:	[Coach] >>> TEST  @Epoch: 86   >>> 
2023-09-20 16:05:14,677:	[Wall TIME] >>> ChiefCoach.train takes 1.894623 seconds ...
2023-09-20 16:05:14,760:	[Coach] >>> TRAIN @Epoch: 87   >>>  || LOSS Avg: 5.68505
2023-09-20 16:05:14,760:	[Coach] >>> VALID @Epoch: 87   >>> 
2023-09-20 16:05:14,760:	[Coach] >>> TEST  @Epoch: 87   >>> 
2023-09-20 16:05:16,670:	[Wall TIME] >>> ChiefCoach.train takes 1.909693 seconds ...
2023-09-20 16:05:16,758:	[Coach] >>> TRAIN @Epoch: 88   >>>  || LOSS Avg: 5.69011
2023-09-20 16:05:16,759:	[Coach] >>> VALID @Epoch: 88   >>> 
2023-09-20 16:05:16,759:	[Coach] >>> TEST  @Epoch: 88   >>> 
2023-09-20 16:05:18,770:	[Wall TIME] >>> ChiefCoach.train takes 2.010777 seconds ...
2023-09-20 16:05:18,847:	[Coach] >>> TRAIN @Epoch: 89   >>>  || LOSS Avg: 5.67201
2023-09-20 16:05:18,847:	[Coach] >>> VALID @Epoch: 89   >>> 
2023-09-20 16:05:18,847:	[Coach] >>> TEST  @Epoch: 89   >>> 
2023-09-20 16:05:20,735:	[Wall TIME] >>> ChiefCoach.train takes 1.887405 seconds ...
2023-09-20 16:05:23,014:	[Wall TIME] >>> ChiefCoach.valid takes 2.197842 seconds ...
2023-09-20 16:05:23,014:	[Coach] >>> Better ***NDCG@10*** of ***0.1336*** 
2023-09-20 16:05:23,032:	[Coach] >>> TRAIN @Epoch: 90   >>>  || LOSS Avg: 5.67738
2023-09-20 16:05:23,032:	[Coach] >>> VALID @Epoch: 90   >>>  || HITRATE@1 Avg: 0.0488 || HITRATE@5 Avg: 0.1626 || HITRATE@10 Avg: 0.2493 || NDCG@5 Avg: 0.1056 || NDCG@10 Avg: 0.1336
2023-09-20 16:05:23,032:	[Coach] >>> TEST  @Epoch: 90   >>> 
2023-09-20 16:05:24,979:	[Wall TIME] >>> ChiefCoach.train takes 1.946714 seconds ...
2023-09-20 16:05:25,065:	[Coach] >>> TRAIN @Epoch: 91   >>>  || LOSS Avg: 5.66544
2023-09-20 16:05:25,065:	[Coach] >>> VALID @Epoch: 91   >>> 
2023-09-20 16:05:25,065:	[Coach] >>> TEST  @Epoch: 91   >>> 
2023-09-20 16:05:26,967:	[Wall TIME] >>> ChiefCoach.train takes 1.901858 seconds ...
2023-09-20 16:05:27,011:	[Coach] >>> TRAIN @Epoch: 92   >>>  || LOSS Avg: 5.67209
2023-09-20 16:05:27,011:	[Coach] >>> VALID @Epoch: 92   >>> 
2023-09-20 16:05:27,011:	[Coach] >>> TEST  @Epoch: 92   >>> 
2023-09-20 16:05:28,656:	[Wall TIME] >>> ChiefCoach.train takes 1.644640 seconds ...
2023-09-20 16:05:28,719:	[Coach] >>> TRAIN @Epoch: 93   >>>  || LOSS Avg: 5.62986
2023-09-20 16:05:28,719:	[Coach] >>> VALID @Epoch: 93   >>> 
2023-09-20 16:05:28,719:	[Coach] >>> TEST  @Epoch: 93   >>> 
2023-09-20 16:05:30,372:	[Wall TIME] >>> ChiefCoach.train takes 1.652551 seconds ...
2023-09-20 16:05:30,435:	[Coach] >>> TRAIN @Epoch: 94   >>>  || LOSS Avg: 5.65885
2023-09-20 16:05:30,435:	[Coach] >>> VALID @Epoch: 94   >>> 
2023-09-20 16:05:30,435:	[Coach] >>> TEST  @Epoch: 94   >>> 
2023-09-20 16:05:32,179:	[Wall TIME] >>> ChiefCoach.train takes 1.743761 seconds ...
2023-09-20 16:05:33,606:	[Wall TIME] >>> ChiefCoach.valid takes 1.360244 seconds ...
2023-09-20 16:05:33,607:	[Coach] >>> TRAIN @Epoch: 95   >>>  || LOSS Avg: 5.63215
2023-09-20 16:05:33,607:	[Coach] >>> VALID @Epoch: 95   >>>  || HITRATE@1 Avg: 0.0487 || HITRATE@5 Avg: 0.1594 || HITRATE@10 Avg: 0.2475 || NDCG@5 Avg: 0.1045 || NDCG@10 Avg: 0.1330
2023-09-20 16:05:33,607:	[Coach] >>> TEST  @Epoch: 95   >>> 
2023-09-20 16:05:35,316:	[Wall TIME] >>> ChiefCoach.train takes 1.708620 seconds ...
2023-09-20 16:05:35,381:	[Coach] >>> TRAIN @Epoch: 96   >>>  || LOSS Avg: 5.66605
2023-09-20 16:05:35,381:	[Coach] >>> VALID @Epoch: 96   >>> 
2023-09-20 16:05:35,381:	[Coach] >>> TEST  @Epoch: 96   >>> 
2023-09-20 16:05:37,050:	[Wall TIME] >>> ChiefCoach.train takes 1.668743 seconds ...
2023-09-20 16:05:37,122:	[Coach] >>> TRAIN @Epoch: 97   >>>  || LOSS Avg: 5.63550
2023-09-20 16:05:37,122:	[Coach] >>> VALID @Epoch: 97   >>> 
2023-09-20 16:05:37,122:	[Coach] >>> TEST  @Epoch: 97   >>> 
2023-09-20 16:05:38,793:	[Wall TIME] >>> ChiefCoach.train takes 1.670624 seconds ...
2023-09-20 16:05:38,859:	[Coach] >>> TRAIN @Epoch: 98   >>>  || LOSS Avg: 5.62904
2023-09-20 16:05:38,859:	[Coach] >>> VALID @Epoch: 98   >>> 
2023-09-20 16:05:38,859:	[Coach] >>> TEST  @Epoch: 98   >>> 
2023-09-20 16:05:40,530:	[Wall TIME] >>> ChiefCoach.train takes 1.670869 seconds ...
2023-09-20 16:05:40,598:	[Coach] >>> TRAIN @Epoch: 99   >>>  || LOSS Avg: 5.62544
2023-09-20 16:05:40,598:	[Coach] >>> VALID @Epoch: 99   >>> 
2023-09-20 16:05:40,598:	[Coach] >>> TEST  @Epoch: 99   >>> 
2023-09-20 16:05:42,302:	[Wall TIME] >>> ChiefCoach.train takes 1.703615 seconds ...
2023-09-20 16:05:43,706:	[Wall TIME] >>> ChiefCoach.valid takes 1.327924 seconds ...
2023-09-20 16:05:43,706:	[Coach] >>> Better ***NDCG@10*** of ***0.1370*** 
2023-09-20 16:05:43,720:	[Coach] >>> TRAIN @Epoch: 100  >>>  || LOSS Avg: 5.62172
2023-09-20 16:05:43,720:	[Coach] >>> VALID @Epoch: 100  >>>  || HITRATE@1 Avg: 0.0510 || HITRATE@5 Avg: 0.1667 || HITRATE@10 Avg: 0.2528 || NDCG@5 Avg: 0.1092 || NDCG@10 Avg: 0.1370
2023-09-20 16:05:43,721:	[Coach] >>> TEST  @Epoch: 100  >>> 
2023-09-20 16:05:45,371:	[Wall TIME] >>> ChiefCoach.train takes 1.650554 seconds ...
2023-09-20 16:05:45,426:	[Coach] >>> TRAIN @Epoch: 101  >>>  || LOSS Avg: 5.62246
2023-09-20 16:05:45,426:	[Coach] >>> VALID @Epoch: 101  >>> 
2023-09-20 16:05:45,426:	[Coach] >>> TEST  @Epoch: 101  >>> 
2023-09-20 16:05:47,071:	[Wall TIME] >>> ChiefCoach.train takes 1.644542 seconds ...
2023-09-20 16:05:47,127:	[Coach] >>> TRAIN @Epoch: 102  >>>  || LOSS Avg: 5.61514
2023-09-20 16:05:47,128:	[Coach] >>> VALID @Epoch: 102  >>> 
2023-09-20 16:05:47,128:	[Coach] >>> TEST  @Epoch: 102  >>> 
2023-09-20 16:05:48,865:	[Wall TIME] >>> ChiefCoach.train takes 1.737242 seconds ...
2023-09-20 16:05:48,944:	[Coach] >>> TRAIN @Epoch: 103  >>>  || LOSS Avg: 5.61600
2023-09-20 16:05:48,945:	[Coach] >>> VALID @Epoch: 103  >>> 
2023-09-20 16:05:48,945:	[Coach] >>> TEST  @Epoch: 103  >>> 
2023-09-20 16:05:50,813:	[Wall TIME] >>> ChiefCoach.train takes 1.868533 seconds ...
2023-09-20 16:05:50,895:	[Coach] >>> TRAIN @Epoch: 104  >>>  || LOSS Avg: 5.60000
2023-09-20 16:05:50,895:	[Coach] >>> VALID @Epoch: 104  >>> 
2023-09-20 16:05:50,895:	[Coach] >>> TEST  @Epoch: 104  >>> 
2023-09-20 16:05:52,781:	[Wall TIME] >>> ChiefCoach.train takes 1.886178 seconds ...
2023-09-20 16:05:55,043:	[Wall TIME] >>> ChiefCoach.valid takes 2.179331 seconds ...
2023-09-20 16:05:55,043:	[Coach] >>> Better ***NDCG@10*** of ***0.1387*** 
2023-09-20 16:05:55,061:	[Coach] >>> TRAIN @Epoch: 105  >>>  || LOSS Avg: 5.59972
2023-09-20 16:05:55,061:	[Coach] >>> VALID @Epoch: 105  >>>  || HITRATE@1 Avg: 0.0502 || HITRATE@5 Avg: 0.1709 || HITRATE@10 Avg: 0.2560 || NDCG@5 Avg: 0.1111 || NDCG@10 Avg: 0.1387
2023-09-20 16:05:55,061:	[Coach] >>> TEST  @Epoch: 105  >>> 
2023-09-20 16:05:56,969:	[Wall TIME] >>> ChiefCoach.train takes 1.907362 seconds ...
2023-09-20 16:05:57,053:	[Coach] >>> TRAIN @Epoch: 106  >>>  || LOSS Avg: 5.61260
2023-09-20 16:05:57,053:	[Coach] >>> VALID @Epoch: 106  >>> 
2023-09-20 16:05:57,053:	[Coach] >>> TEST  @Epoch: 106  >>> 
2023-09-20 16:05:58,937:	[Wall TIME] >>> ChiefCoach.train takes 1.883294 seconds ...
2023-09-20 16:05:59,018:	[Coach] >>> TRAIN @Epoch: 107  >>>  || LOSS Avg: 5.58343
2023-09-20 16:05:59,019:	[Coach] >>> VALID @Epoch: 107  >>> 
2023-09-20 16:05:59,019:	[Coach] >>> TEST  @Epoch: 107  >>> 
2023-09-20 16:06:00,893:	[Wall TIME] >>> ChiefCoach.train takes 1.874269 seconds ...
2023-09-20 16:06:00,974:	[Coach] >>> TRAIN @Epoch: 108  >>>  || LOSS Avg: 5.60689
2023-09-20 16:06:00,975:	[Coach] >>> VALID @Epoch: 108  >>> 
2023-09-20 16:06:00,975:	[Coach] >>> TEST  @Epoch: 108  >>> 
2023-09-20 16:06:02,881:	[Wall TIME] >>> ChiefCoach.train takes 1.905928 seconds ...
2023-09-20 16:06:02,960:	[Coach] >>> TRAIN @Epoch: 109  >>>  || LOSS Avg: 5.57421
2023-09-20 16:06:02,960:	[Coach] >>> VALID @Epoch: 109  >>> 
2023-09-20 16:06:02,961:	[Coach] >>> TEST  @Epoch: 109  >>> 
2023-09-20 16:06:04,850:	[Wall TIME] >>> ChiefCoach.train takes 1.889281 seconds ...
2023-09-20 16:06:07,047:	[Wall TIME] >>> ChiefCoach.valid takes 2.114536 seconds ...
2023-09-20 16:06:07,047:	[Coach] >>> Better ***NDCG@10*** of ***0.1426*** 
2023-09-20 16:06:07,065:	[Coach] >>> TRAIN @Epoch: 110  >>>  || LOSS Avg: 5.56268
2023-09-20 16:06:07,065:	[Coach] >>> VALID @Epoch: 110  >>>  || HITRATE@1 Avg: 0.0535 || HITRATE@5 Avg: 0.1738 || HITRATE@10 Avg: 0.2631 || NDCG@5 Avg: 0.1139 || NDCG@10 Avg: 0.1426
2023-09-20 16:06:07,065:	[Coach] >>> TEST  @Epoch: 110  >>> 
2023-09-20 16:06:08,986:	[Wall TIME] >>> ChiefCoach.train takes 1.920950 seconds ...
2023-09-20 16:06:09,069:	[Coach] >>> TRAIN @Epoch: 111  >>>  || LOSS Avg: 5.56786
2023-09-20 16:06:09,069:	[Coach] >>> VALID @Epoch: 111  >>> 
2023-09-20 16:06:09,069:	[Coach] >>> TEST  @Epoch: 111  >>> 
2023-09-20 16:06:10,957:	[Wall TIME] >>> ChiefCoach.train takes 1.887719 seconds ...
2023-09-20 16:06:11,040:	[Coach] >>> TRAIN @Epoch: 112  >>>  || LOSS Avg: 5.55040
2023-09-20 16:06:11,040:	[Coach] >>> VALID @Epoch: 112  >>> 
2023-09-20 16:06:11,040:	[Coach] >>> TEST  @Epoch: 112  >>> 
2023-09-20 16:06:12,906:	[Wall TIME] >>> ChiefCoach.train takes 1.865553 seconds ...
2023-09-20 16:06:12,988:	[Coach] >>> TRAIN @Epoch: 113  >>>  || LOSS Avg: 5.55632
2023-09-20 16:06:12,988:	[Coach] >>> VALID @Epoch: 113  >>> 
2023-09-20 16:06:12,989:	[Coach] >>> TEST  @Epoch: 113  >>> 
2023-09-20 16:06:14,883:	[Wall TIME] >>> ChiefCoach.train takes 1.893911 seconds ...
2023-09-20 16:06:14,973:	[Coach] >>> TRAIN @Epoch: 114  >>>  || LOSS Avg: 5.56238
2023-09-20 16:06:14,973:	[Coach] >>> VALID @Epoch: 114  >>> 
2023-09-20 16:06:14,973:	[Coach] >>> TEST  @Epoch: 114  >>> 
2023-09-20 16:06:16,946:	[Wall TIME] >>> ChiefCoach.train takes 1.972156 seconds ...
2023-09-20 16:06:19,188:	[Wall TIME] >>> ChiefCoach.valid takes 2.159005 seconds ...
2023-09-20 16:06:19,188:	[Coach] >>> TRAIN @Epoch: 115  >>>  || LOSS Avg: 5.54814
2023-09-20 16:06:19,189:	[Coach] >>> VALID @Epoch: 115  >>>  || HITRATE@1 Avg: 0.0493 || HITRATE@5 Avg: 0.1690 || HITRATE@10 Avg: 0.2591 || NDCG@5 Avg: 0.1106 || NDCG@10 Avg: 0.1399
2023-09-20 16:06:19,189:	[Coach] >>> TEST  @Epoch: 115  >>> 
2023-09-20 16:06:21,081:	[Wall TIME] >>> ChiefCoach.train takes 1.892449 seconds ...
2023-09-20 16:06:21,165:	[Coach] >>> TRAIN @Epoch: 116  >>>  || LOSS Avg: 5.54992
2023-09-20 16:06:21,166:	[Coach] >>> VALID @Epoch: 116  >>> 
2023-09-20 16:06:21,166:	[Coach] >>> TEST  @Epoch: 116  >>> 
2023-09-20 16:06:23,028:	[Wall TIME] >>> ChiefCoach.train takes 1.862038 seconds ...
2023-09-20 16:06:23,111:	[Coach] >>> TRAIN @Epoch: 117  >>>  || LOSS Avg: 5.54397
2023-09-20 16:06:23,112:	[Coach] >>> VALID @Epoch: 117  >>> 
2023-09-20 16:06:23,112:	[Coach] >>> TEST  @Epoch: 117  >>> 
2023-09-20 16:06:24,983:	[Wall TIME] >>> ChiefCoach.train takes 1.870863 seconds ...
2023-09-20 16:06:25,064:	[Coach] >>> TRAIN @Epoch: 118  >>>  || LOSS Avg: 5.53858
2023-09-20 16:06:25,064:	[Coach] >>> VALID @Epoch: 118  >>> 
2023-09-20 16:06:25,064:	[Coach] >>> TEST  @Epoch: 118  >>> 
2023-09-20 16:06:27,022:	[Wall TIME] >>> ChiefCoach.train takes 1.957897 seconds ...
2023-09-20 16:06:27,111:	[Coach] >>> TRAIN @Epoch: 119  >>>  || LOSS Avg: 5.54508
2023-09-20 16:06:27,111:	[Coach] >>> VALID @Epoch: 119  >>> 
2023-09-20 16:06:27,111:	[Coach] >>> TEST  @Epoch: 119  >>> 
2023-09-20 16:06:29,120:	[Wall TIME] >>> ChiefCoach.train takes 2.008368 seconds ...
2023-09-20 16:06:31,532:	[Wall TIME] >>> ChiefCoach.valid takes 2.324949 seconds ...
2023-09-20 16:06:31,532:	[Coach] >>> Better ***NDCG@10*** of ***0.1459*** 
2023-09-20 16:06:31,550:	[Coach] >>> TRAIN @Epoch: 120  >>>  || LOSS Avg: 5.53274
2023-09-20 16:06:31,551:	[Coach] >>> VALID @Epoch: 120  >>>  || HITRATE@1 Avg: 0.0551 || HITRATE@5 Avg: 0.1763 || HITRATE@10 Avg: 0.2666 || NDCG@5 Avg: 0.1170 || NDCG@10 Avg: 0.1459
2023-09-20 16:06:31,551:	[Coach] >>> TEST  @Epoch: 120  >>> 
2023-09-20 16:06:33,464:	[Wall TIME] >>> ChiefCoach.train takes 1.912998 seconds ...
2023-09-20 16:06:33,549:	[Coach] >>> TRAIN @Epoch: 121  >>>  || LOSS Avg: 5.53705
2023-09-20 16:06:33,549:	[Coach] >>> VALID @Epoch: 121  >>> 
2023-09-20 16:06:33,549:	[Coach] >>> TEST  @Epoch: 121  >>> 
2023-09-20 16:06:35,486:	[Wall TIME] >>> ChiefCoach.train takes 1.935826 seconds ...
2023-09-20 16:06:35,563:	[Coach] >>> TRAIN @Epoch: 122  >>>  || LOSS Avg: 5.54607
2023-09-20 16:06:35,563:	[Coach] >>> VALID @Epoch: 122  >>> 
2023-09-20 16:06:35,564:	[Coach] >>> TEST  @Epoch: 122  >>> 
2023-09-20 16:06:37,438:	[Wall TIME] >>> ChiefCoach.train takes 1.874651 seconds ...
2023-09-20 16:06:37,518:	[Coach] >>> TRAIN @Epoch: 123  >>>  || LOSS Avg: 5.52574
2023-09-20 16:06:37,519:	[Coach] >>> VALID @Epoch: 123  >>> 
2023-09-20 16:06:37,519:	[Coach] >>> TEST  @Epoch: 123  >>> 
2023-09-20 16:06:39,435:	[Wall TIME] >>> ChiefCoach.train takes 1.916049 seconds ...
2023-09-20 16:06:39,515:	[Coach] >>> TRAIN @Epoch: 124  >>>  || LOSS Avg: 5.53873
2023-09-20 16:06:39,515:	[Coach] >>> VALID @Epoch: 124  >>> 
2023-09-20 16:06:39,515:	[Coach] >>> TEST  @Epoch: 124  >>> 
2023-09-20 16:06:41,428:	[Wall TIME] >>> ChiefCoach.train takes 1.912799 seconds ...
2023-09-20 16:06:43,637:	[Wall TIME] >>> ChiefCoach.valid takes 2.131020 seconds ...
2023-09-20 16:06:43,638:	[Coach] >>> TRAIN @Epoch: 125  >>>  || LOSS Avg: 5.54249
2023-09-20 16:06:43,639:	[Coach] >>> VALID @Epoch: 125  >>>  || HITRATE@1 Avg: 0.0541 || HITRATE@5 Avg: 0.1790 || HITRATE@10 Avg: 0.2672 || NDCG@5 Avg: 0.1169 || NDCG@10 Avg: 0.1454
2023-09-20 16:06:43,639:	[Coach] >>> TEST  @Epoch: 125  >>> 
2023-09-20 16:06:45,545:	[Wall TIME] >>> ChiefCoach.train takes 1.905150 seconds ...
2023-09-20 16:06:45,623:	[Coach] >>> TRAIN @Epoch: 126  >>>  || LOSS Avg: 5.49464
2023-09-20 16:06:45,624:	[Coach] >>> VALID @Epoch: 126  >>> 
2023-09-20 16:06:45,624:	[Coach] >>> TEST  @Epoch: 126  >>> 
2023-09-20 16:06:47,538:	[Wall TIME] >>> ChiefCoach.train takes 1.913662 seconds ...
2023-09-20 16:06:47,635:	[Coach] >>> TRAIN @Epoch: 127  >>>  || LOSS Avg: 5.51189
2023-09-20 16:06:47,635:	[Coach] >>> VALID @Epoch: 127  >>> 
2023-09-20 16:06:47,635:	[Coach] >>> TEST  @Epoch: 127  >>> 
2023-09-20 16:06:49,573:	[Wall TIME] >>> ChiefCoach.train takes 1.937689 seconds ...
2023-09-20 16:06:49,664:	[Coach] >>> TRAIN @Epoch: 128  >>>  || LOSS Avg: 5.51902
2023-09-20 16:06:49,664:	[Coach] >>> VALID @Epoch: 128  >>> 
2023-09-20 16:06:49,665:	[Coach] >>> TEST  @Epoch: 128  >>> 
2023-09-20 16:06:51,574:	[Wall TIME] >>> ChiefCoach.train takes 1.909667 seconds ...
2023-09-20 16:06:51,661:	[Coach] >>> TRAIN @Epoch: 129  >>>  || LOSS Avg: 5.52256
2023-09-20 16:06:51,662:	[Coach] >>> VALID @Epoch: 129  >>> 
2023-09-20 16:06:51,662:	[Coach] >>> TEST  @Epoch: 129  >>> 
2023-09-20 16:06:53,548:	[Wall TIME] >>> ChiefCoach.train takes 1.886579 seconds ...
2023-09-20 16:06:55,771:	[Wall TIME] >>> ChiefCoach.valid takes 2.139220 seconds ...
2023-09-20 16:06:55,771:	[Coach] >>> Better ***NDCG@10*** of ***0.1481*** 
2023-09-20 16:06:55,789:	[Coach] >>> TRAIN @Epoch: 130  >>>  || LOSS Avg: 5.51387
2023-09-20 16:06:55,789:	[Coach] >>> VALID @Epoch: 130  >>>  || HITRATE@1 Avg: 0.0558 || HITRATE@5 Avg: 0.1813 || HITRATE@10 Avg: 0.2704 || NDCG@5 Avg: 0.1195 || NDCG@10 Avg: 0.1481
2023-09-20 16:06:55,789:	[Coach] >>> TEST  @Epoch: 130  >>> 
2023-09-20 16:06:57,709:	[Wall TIME] >>> ChiefCoach.train takes 1.919626 seconds ...
2023-09-20 16:06:57,792:	[Coach] >>> TRAIN @Epoch: 131  >>>  || LOSS Avg: 5.51122
2023-09-20 16:06:57,792:	[Coach] >>> VALID @Epoch: 131  >>> 
2023-09-20 16:06:57,792:	[Coach] >>> TEST  @Epoch: 131  >>> 
2023-09-20 16:06:59,684:	[Wall TIME] >>> ChiefCoach.train takes 1.891897 seconds ...
2023-09-20 16:06:59,764:	[Coach] >>> TRAIN @Epoch: 132  >>>  || LOSS Avg: 5.51062
2023-09-20 16:06:59,764:	[Coach] >>> VALID @Epoch: 132  >>> 
2023-09-20 16:06:59,764:	[Coach] >>> TEST  @Epoch: 132  >>> 
2023-09-20 16:07:01,639:	[Wall TIME] >>> ChiefCoach.train takes 1.875098 seconds ...
2023-09-20 16:07:01,722:	[Coach] >>> TRAIN @Epoch: 133  >>>  || LOSS Avg: 5.51232
2023-09-20 16:07:01,722:	[Coach] >>> VALID @Epoch: 133  >>> 
2023-09-20 16:07:01,722:	[Coach] >>> TEST  @Epoch: 133  >>> 
2023-09-20 16:07:03,591:	[Wall TIME] >>> ChiefCoach.train takes 1.868745 seconds ...
2023-09-20 16:07:03,672:	[Coach] >>> TRAIN @Epoch: 134  >>>  || LOSS Avg: 5.51660
2023-09-20 16:07:03,672:	[Coach] >>> VALID @Epoch: 134  >>> 
2023-09-20 16:07:03,673:	[Coach] >>> TEST  @Epoch: 134  >>> 
2023-09-20 16:07:05,559:	[Wall TIME] >>> ChiefCoach.train takes 1.886114 seconds ...
2023-09-20 16:07:07,850:	[Wall TIME] >>> ChiefCoach.valid takes 2.202646 seconds ...
2023-09-20 16:07:07,851:	[Coach] >>> TRAIN @Epoch: 135  >>>  || LOSS Avg: 5.49525
2023-09-20 16:07:07,851:	[Coach] >>> VALID @Epoch: 135  >>>  || HITRATE@1 Avg: 0.0502 || HITRATE@5 Avg: 0.1818 || HITRATE@10 Avg: 0.2733 || NDCG@5 Avg: 0.1174 || NDCG@10 Avg: 0.1469
2023-09-20 16:07:07,851:	[Coach] >>> TEST  @Epoch: 135  >>> 
2023-09-20 16:07:09,744:	[Wall TIME] >>> ChiefCoach.train takes 1.892336 seconds ...
2023-09-20 16:07:09,828:	[Coach] >>> TRAIN @Epoch: 136  >>>  || LOSS Avg: 5.50092
2023-09-20 16:07:09,828:	[Coach] >>> VALID @Epoch: 136  >>> 
2023-09-20 16:07:09,828:	[Coach] >>> TEST  @Epoch: 136  >>> 
2023-09-20 16:07:11,697:	[Wall TIME] >>> ChiefCoach.train takes 1.868243 seconds ...
2023-09-20 16:07:11,772:	[Coach] >>> TRAIN @Epoch: 137  >>>  || LOSS Avg: 5.47007
2023-09-20 16:07:11,772:	[Coach] >>> VALID @Epoch: 137  >>> 
2023-09-20 16:07:11,772:	[Coach] >>> TEST  @Epoch: 137  >>> 
2023-09-20 16:07:13,651:	[Wall TIME] >>> ChiefCoach.train takes 1.878574 seconds ...
2023-09-20 16:07:13,730:	[Coach] >>> TRAIN @Epoch: 138  >>>  || LOSS Avg: 5.48838
2023-09-20 16:07:13,731:	[Coach] >>> VALID @Epoch: 138  >>> 
2023-09-20 16:07:13,731:	[Coach] >>> TEST  @Epoch: 138  >>> 
2023-09-20 16:07:15,620:	[Wall TIME] >>> ChiefCoach.train takes 1.889302 seconds ...
2023-09-20 16:07:15,701:	[Coach] >>> TRAIN @Epoch: 139  >>>  || LOSS Avg: 5.50183
2023-09-20 16:07:15,701:	[Coach] >>> VALID @Epoch: 139  >>> 
2023-09-20 16:07:15,701:	[Coach] >>> TEST  @Epoch: 139  >>> 
2023-09-20 16:07:17,615:	[Wall TIME] >>> ChiefCoach.train takes 1.913446 seconds ...
2023-09-20 16:07:19,934:	[Wall TIME] >>> ChiefCoach.valid takes 2.238733 seconds ...
2023-09-20 16:07:19,934:	[Coach] >>> Better ***NDCG@10*** of ***0.1492*** 
2023-09-20 16:07:19,952:	[Coach] >>> TRAIN @Epoch: 140  >>>  || LOSS Avg: 5.45873
2023-09-20 16:07:19,952:	[Coach] >>> VALID @Epoch: 140  >>>  || HITRATE@1 Avg: 0.0568 || HITRATE@5 Avg: 0.1806 || HITRATE@10 Avg: 0.2735 || NDCG@5 Avg: 0.1193 || NDCG@10 Avg: 0.1492
2023-09-20 16:07:19,952:	[Coach] >>> TEST  @Epoch: 140  >>> 
2023-09-20 16:07:21,843:	[Wall TIME] >>> ChiefCoach.train takes 1.890846 seconds ...
2023-09-20 16:07:21,918:	[Coach] >>> TRAIN @Epoch: 141  >>>  || LOSS Avg: 5.47813
2023-09-20 16:07:21,918:	[Coach] >>> VALID @Epoch: 141  >>> 
2023-09-20 16:07:21,918:	[Coach] >>> TEST  @Epoch: 141  >>> 
2023-09-20 16:07:23,781:	[Wall TIME] >>> ChiefCoach.train takes 1.862305 seconds ...
2023-09-20 16:07:23,860:	[Coach] >>> TRAIN @Epoch: 142  >>>  || LOSS Avg: 5.47502
2023-09-20 16:07:23,860:	[Coach] >>> VALID @Epoch: 142  >>> 
2023-09-20 16:07:23,860:	[Coach] >>> TEST  @Epoch: 142  >>> 
2023-09-20 16:07:25,745:	[Wall TIME] >>> ChiefCoach.train takes 1.884378 seconds ...
2023-09-20 16:07:25,824:	[Coach] >>> TRAIN @Epoch: 143  >>>  || LOSS Avg: 5.49256
2023-09-20 16:07:25,824:	[Coach] >>> VALID @Epoch: 143  >>> 
2023-09-20 16:07:25,824:	[Coach] >>> TEST  @Epoch: 143  >>> 
2023-09-20 16:07:27,697:	[Wall TIME] >>> ChiefCoach.train takes 1.872518 seconds ...
2023-09-20 16:07:27,775:	[Coach] >>> TRAIN @Epoch: 144  >>>  || LOSS Avg: 5.46638
2023-09-20 16:07:27,776:	[Coach] >>> VALID @Epoch: 144  >>> 
2023-09-20 16:07:27,776:	[Coach] >>> TEST  @Epoch: 144  >>> 
2023-09-20 16:07:29,658:	[Wall TIME] >>> ChiefCoach.train takes 1.882343 seconds ...
2023-09-20 16:07:31,921:	[Wall TIME] >>> ChiefCoach.valid takes 2.182427 seconds ...
2023-09-20 16:07:31,921:	[Coach] >>> Better ***NDCG@10*** of ***0.1507*** 
2023-09-20 16:07:31,938:	[Coach] >>> TRAIN @Epoch: 145  >>>  || LOSS Avg: 5.46437
2023-09-20 16:07:31,938:	[Coach] >>> VALID @Epoch: 145  >>>  || HITRATE@1 Avg: 0.0546 || HITRATE@5 Avg: 0.1861 || HITRATE@10 Avg: 0.2770 || NDCG@5 Avg: 0.1213 || NDCG@10 Avg: 0.1507
2023-09-20 16:07:31,939:	[Coach] >>> TEST  @Epoch: 145  >>> 
2023-09-20 16:07:33,582:	[Wall TIME] >>> ChiefCoach.train takes 1.643410 seconds ...
2023-09-20 16:07:33,641:	[Coach] >>> TRAIN @Epoch: 146  >>>  || LOSS Avg: 5.48255
2023-09-20 16:07:33,642:	[Coach] >>> VALID @Epoch: 146  >>> 
2023-09-20 16:07:33,642:	[Coach] >>> TEST  @Epoch: 146  >>> 
2023-09-20 16:07:35,308:	[Wall TIME] >>> ChiefCoach.train takes 1.665854 seconds ...
2023-09-20 16:07:35,370:	[Coach] >>> TRAIN @Epoch: 147  >>>  || LOSS Avg: 5.46342
2023-09-20 16:07:35,371:	[Coach] >>> VALID @Epoch: 147  >>> 
2023-09-20 16:07:35,371:	[Coach] >>> TEST  @Epoch: 147  >>> 
2023-09-20 16:07:37,027:	[Wall TIME] >>> ChiefCoach.train takes 1.656300 seconds ...
2023-09-20 16:07:37,088:	[Coach] >>> TRAIN @Epoch: 148  >>>  || LOSS Avg: 5.46849
2023-09-20 16:07:37,088:	[Coach] >>> VALID @Epoch: 148  >>> 
2023-09-20 16:07:37,089:	[Coach] >>> TEST  @Epoch: 148  >>> 
2023-09-20 16:07:38,739:	[Wall TIME] >>> ChiefCoach.train takes 1.649941 seconds ...
2023-09-20 16:07:38,797:	[Coach] >>> TRAIN @Epoch: 149  >>>  || LOSS Avg: 5.46032
2023-09-20 16:07:38,797:	[Coach] >>> VALID @Epoch: 149  >>> 
2023-09-20 16:07:38,797:	[Coach] >>> TEST  @Epoch: 149  >>> 
2023-09-20 16:07:40,452:	[Wall TIME] >>> ChiefCoach.train takes 1.654763 seconds ...
2023-09-20 16:07:41,715:	[Wall TIME] >>> ChiefCoach.valid takes 1.198588 seconds ...
2023-09-20 16:07:41,715:	[Coach] >>> Better ***NDCG@10*** of ***0.1526*** 
2023-09-20 16:07:41,731:	[Coach] >>> TRAIN @Epoch: 150  >>>  || LOSS Avg: 5.46097
2023-09-20 16:07:41,731:	[Coach] >>> VALID @Epoch: 150  >>>  || HITRATE@1 Avg: 0.0589 || HITRATE@5 Avg: 0.1863 || HITRATE@10 Avg: 0.2773 || NDCG@5 Avg: 0.1232 || NDCG@10 Avg: 0.1526
2023-09-20 16:07:41,731:	[Coach] >>> TEST  @Epoch: 150  >>> 
2023-09-20 16:07:43,379:	[Wall TIME] >>> ChiefCoach.train takes 1.647225 seconds ...
2023-09-20 16:07:43,435:	[Coach] >>> TRAIN @Epoch: 151  >>>  || LOSS Avg: 5.43520
2023-09-20 16:07:43,435:	[Coach] >>> VALID @Epoch: 151  >>> 
2023-09-20 16:07:43,435:	[Coach] >>> TEST  @Epoch: 151  >>> 
2023-09-20 16:07:45,116:	[Wall TIME] >>> ChiefCoach.train takes 1.680561 seconds ...
2023-09-20 16:07:45,178:	[Coach] >>> TRAIN @Epoch: 152  >>>  || LOSS Avg: 5.43742
2023-09-20 16:07:45,178:	[Coach] >>> VALID @Epoch: 152  >>> 
2023-09-20 16:07:45,178:	[Coach] >>> TEST  @Epoch: 152  >>> 
2023-09-20 16:07:46,851:	[Wall TIME] >>> ChiefCoach.train takes 1.672827 seconds ...
2023-09-20 16:07:46,905:	[Coach] >>> TRAIN @Epoch: 153  >>>  || LOSS Avg: 5.44534
2023-09-20 16:07:46,905:	[Coach] >>> VALID @Epoch: 153  >>> 
2023-09-20 16:07:46,905:	[Coach] >>> TEST  @Epoch: 153  >>> 
2023-09-20 16:07:48,607:	[Wall TIME] >>> ChiefCoach.train takes 1.701576 seconds ...
2023-09-20 16:07:48,663:	[Coach] >>> TRAIN @Epoch: 154  >>>  || LOSS Avg: 5.43681
2023-09-20 16:07:48,663:	[Coach] >>> VALID @Epoch: 154  >>> 
2023-09-20 16:07:48,663:	[Coach] >>> TEST  @Epoch: 154  >>> 
2023-09-20 16:07:50,342:	[Wall TIME] >>> ChiefCoach.train takes 1.678164 seconds ...
2023-09-20 16:07:51,653:	[Wall TIME] >>> ChiefCoach.valid takes 1.248359 seconds ...
2023-09-20 16:07:51,654:	[Coach] >>> TRAIN @Epoch: 155  >>>  || LOSS Avg: 5.43554
2023-09-20 16:07:51,654:	[Coach] >>> VALID @Epoch: 155  >>>  || HITRATE@1 Avg: 0.0573 || HITRATE@5 Avg: 0.1841 || HITRATE@10 Avg: 0.2758 || NDCG@5 Avg: 0.1212 || NDCG@10 Avg: 0.1506
2023-09-20 16:07:51,654:	[Coach] >>> TEST  @Epoch: 155  >>> 
2023-09-20 16:07:53,335:	[Wall TIME] >>> ChiefCoach.train takes 1.680327 seconds ...
2023-09-20 16:07:53,421:	[Coach] >>> TRAIN @Epoch: 156  >>>  || LOSS Avg: 5.43729
2023-09-20 16:07:53,422:	[Coach] >>> VALID @Epoch: 156  >>> 
2023-09-20 16:07:53,422:	[Coach] >>> TEST  @Epoch: 156  >>> 
2023-09-20 16:07:55,326:	[Wall TIME] >>> ChiefCoach.train takes 1.904016 seconds ...
2023-09-20 16:07:55,403:	[Coach] >>> TRAIN @Epoch: 157  >>>  || LOSS Avg: 5.43469
2023-09-20 16:07:55,403:	[Coach] >>> VALID @Epoch: 157  >>> 
2023-09-20 16:07:55,403:	[Coach] >>> TEST  @Epoch: 157  >>> 
2023-09-20 16:07:57,320:	[Wall TIME] >>> ChiefCoach.train takes 1.916268 seconds ...
2023-09-20 16:07:57,411:	[Coach] >>> TRAIN @Epoch: 158  >>>  || LOSS Avg: 5.44464
2023-09-20 16:07:57,411:	[Coach] >>> VALID @Epoch: 158  >>> 
2023-09-20 16:07:57,411:	[Coach] >>> TEST  @Epoch: 158  >>> 
2023-09-20 16:07:59,353:	[Wall TIME] >>> ChiefCoach.train takes 1.941547 seconds ...
2023-09-20 16:07:59,450:	[Coach] >>> TRAIN @Epoch: 159  >>>  || LOSS Avg: 5.45022
2023-09-20 16:07:59,450:	[Coach] >>> VALID @Epoch: 159  >>> 
2023-09-20 16:07:59,450:	[Coach] >>> TEST  @Epoch: 159  >>> 
2023-09-20 16:08:01,376:	[Wall TIME] >>> ChiefCoach.train takes 1.925592 seconds ...
2023-09-20 16:08:03,610:	[Wall TIME] >>> ChiefCoach.valid takes 2.147566 seconds ...
2023-09-20 16:08:03,610:	[Coach] >>> Better ***NDCG@10*** of ***0.1554*** 
2023-09-20 16:08:03,628:	[Coach] >>> TRAIN @Epoch: 160  >>>  || LOSS Avg: 5.43407
2023-09-20 16:08:03,628:	[Coach] >>> VALID @Epoch: 160  >>>  || HITRATE@1 Avg: 0.0594 || HITRATE@5 Avg: 0.1927 || HITRATE@10 Avg: 0.2831 || NDCG@5 Avg: 0.1263 || NDCG@10 Avg: 0.1554
2023-09-20 16:08:03,628:	[Coach] >>> TEST  @Epoch: 160  >>> 
2023-09-20 16:08:05,554:	[Wall TIME] >>> ChiefCoach.train takes 1.925345 seconds ...
2023-09-20 16:08:05,634:	[Coach] >>> TRAIN @Epoch: 161  >>>  || LOSS Avg: 5.43375
2023-09-20 16:08:05,634:	[Coach] >>> VALID @Epoch: 161  >>> 
2023-09-20 16:08:05,634:	[Coach] >>> TEST  @Epoch: 161  >>> 
2023-09-20 16:08:07,518:	[Wall TIME] >>> ChiefCoach.train takes 1.883379 seconds ...
2023-09-20 16:08:07,594:	[Coach] >>> TRAIN @Epoch: 162  >>>  || LOSS Avg: 5.41795
2023-09-20 16:08:07,594:	[Coach] >>> VALID @Epoch: 162  >>> 
2023-09-20 16:08:07,594:	[Coach] >>> TEST  @Epoch: 162  >>> 
2023-09-20 16:08:09,443:	[Wall TIME] >>> ChiefCoach.train takes 1.848400 seconds ...
2023-09-20 16:08:09,519:	[Coach] >>> TRAIN @Epoch: 163  >>>  || LOSS Avg: 5.43110
2023-09-20 16:08:09,520:	[Coach] >>> VALID @Epoch: 163  >>> 
2023-09-20 16:08:09,520:	[Coach] >>> TEST  @Epoch: 163  >>> 
2023-09-20 16:08:11,397:	[Wall TIME] >>> ChiefCoach.train takes 1.877015 seconds ...
2023-09-20 16:08:11,472:	[Coach] >>> TRAIN @Epoch: 164  >>>  || LOSS Avg: 5.43313
2023-09-20 16:08:11,472:	[Coach] >>> VALID @Epoch: 164  >>> 
2023-09-20 16:08:11,472:	[Coach] >>> TEST  @Epoch: 164  >>> 
2023-09-20 16:08:13,374:	[Wall TIME] >>> ChiefCoach.train takes 1.901562 seconds ...
2023-09-20 16:08:15,674:	[Wall TIME] >>> ChiefCoach.valid takes 2.205644 seconds ...
2023-09-20 16:08:15,675:	[Coach] >>> TRAIN @Epoch: 165  >>>  || LOSS Avg: 5.42206
2023-09-20 16:08:15,675:	[Coach] >>> VALID @Epoch: 165  >>>  || HITRATE@1 Avg: 0.0575 || HITRATE@5 Avg: 0.1873 || HITRATE@10 Avg: 0.2873 || NDCG@5 Avg: 0.1223 || NDCG@10 Avg: 0.1545
2023-09-20 16:08:15,675:	[Coach] >>> TEST  @Epoch: 165  >>> 
2023-09-20 16:08:17,563:	[Wall TIME] >>> ChiefCoach.train takes 1.887379 seconds ...
2023-09-20 16:08:17,645:	[Coach] >>> TRAIN @Epoch: 166  >>>  || LOSS Avg: 5.43330
2023-09-20 16:08:17,645:	[Coach] >>> VALID @Epoch: 166  >>> 
2023-09-20 16:08:17,645:	[Coach] >>> TEST  @Epoch: 166  >>> 
2023-09-20 16:08:19,508:	[Wall TIME] >>> ChiefCoach.train takes 1.863218 seconds ...
2023-09-20 16:08:19,590:	[Coach] >>> TRAIN @Epoch: 167  >>>  || LOSS Avg: 5.41186
2023-09-20 16:08:19,590:	[Coach] >>> VALID @Epoch: 167  >>> 
2023-09-20 16:08:19,590:	[Coach] >>> TEST  @Epoch: 167  >>> 
2023-09-20 16:08:21,491:	[Wall TIME] >>> ChiefCoach.train takes 1.900620 seconds ...
2023-09-20 16:08:21,567:	[Coach] >>> TRAIN @Epoch: 168  >>>  || LOSS Avg: 5.40392
2023-09-20 16:08:21,567:	[Coach] >>> VALID @Epoch: 168  >>> 
2023-09-20 16:08:21,567:	[Coach] >>> TEST  @Epoch: 168  >>> 
2023-09-20 16:08:23,445:	[Wall TIME] >>> ChiefCoach.train takes 1.877217 seconds ...
2023-09-20 16:08:23,525:	[Coach] >>> TRAIN @Epoch: 169  >>>  || LOSS Avg: 5.42269
2023-09-20 16:08:23,525:	[Coach] >>> VALID @Epoch: 169  >>> 
2023-09-20 16:08:23,525:	[Coach] >>> TEST  @Epoch: 169  >>> 
2023-09-20 16:08:25,417:	[Wall TIME] >>> ChiefCoach.train takes 1.891779 seconds ...
2023-09-20 16:08:27,613:	[Wall TIME] >>> ChiefCoach.valid takes 2.113419 seconds ...
2023-09-20 16:08:27,613:	[Coach] >>> TRAIN @Epoch: 170  >>>  || LOSS Avg: 5.41201
2023-09-20 16:08:27,613:	[Coach] >>> VALID @Epoch: 170  >>>  || HITRATE@1 Avg: 0.0563 || HITRATE@5 Avg: 0.1884 || HITRATE@10 Avg: 0.2843 || NDCG@5 Avg: 0.1239 || NDCG@10 Avg: 0.1547
2023-09-20 16:08:27,613:	[Coach] >>> TEST  @Epoch: 170  >>> 
2023-09-20 16:08:29,503:	[Wall TIME] >>> ChiefCoach.train takes 1.889278 seconds ...
2023-09-20 16:08:29,585:	[Coach] >>> TRAIN @Epoch: 171  >>>  || LOSS Avg: 5.39268
2023-09-20 16:08:29,585:	[Coach] >>> VALID @Epoch: 171  >>> 
2023-09-20 16:08:29,585:	[Coach] >>> TEST  @Epoch: 171  >>> 
2023-09-20 16:08:31,485:	[Wall TIME] >>> ChiefCoach.train takes 1.899499 seconds ...
2023-09-20 16:08:31,571:	[Coach] >>> TRAIN @Epoch: 172  >>>  || LOSS Avg: 5.42399
2023-09-20 16:08:31,571:	[Coach] >>> VALID @Epoch: 172  >>> 
2023-09-20 16:08:31,571:	[Coach] >>> TEST  @Epoch: 172  >>> 
2023-09-20 16:08:33,522:	[Wall TIME] >>> ChiefCoach.train takes 1.950284 seconds ...
2023-09-20 16:08:33,611:	[Coach] >>> TRAIN @Epoch: 173  >>>  || LOSS Avg: 5.40340
2023-09-20 16:08:33,612:	[Coach] >>> VALID @Epoch: 173  >>> 
2023-09-20 16:08:33,612:	[Coach] >>> TEST  @Epoch: 173  >>> 
2023-09-20 16:08:35,550:	[Wall TIME] >>> ChiefCoach.train takes 1.937383 seconds ...
2023-09-20 16:08:35,634:	[Coach] >>> TRAIN @Epoch: 174  >>>  || LOSS Avg: 5.40619
2023-09-20 16:08:35,637:	[Coach] >>> VALID @Epoch: 174  >>> 
2023-09-20 16:08:35,637:	[Coach] >>> TEST  @Epoch: 174  >>> 
2023-09-20 16:08:37,536:	[Wall TIME] >>> ChiefCoach.train takes 1.898765 seconds ...
2023-09-20 16:08:39,786:	[Wall TIME] >>> ChiefCoach.valid takes 2.166912 seconds ...
2023-09-20 16:08:39,786:	[Coach] >>> TRAIN @Epoch: 175  >>>  || LOSS Avg: 5.40526
2023-09-20 16:08:39,786:	[Coach] >>> VALID @Epoch: 175  >>>  || HITRATE@1 Avg: 0.0570 || HITRATE@5 Avg: 0.1927 || HITRATE@10 Avg: 0.2851 || NDCG@5 Avg: 0.1252 || NDCG@10 Avg: 0.1550
2023-09-20 16:08:39,786:	[Coach] >>> TEST  @Epoch: 175  >>> 
2023-09-20 16:08:41,703:	[Wall TIME] >>> ChiefCoach.train takes 1.916079 seconds ...
2023-09-20 16:08:41,784:	[Coach] >>> TRAIN @Epoch: 176  >>>  || LOSS Avg: 5.40590
2023-09-20 16:08:41,784:	[Coach] >>> VALID @Epoch: 176  >>> 
2023-09-20 16:08:41,784:	[Coach] >>> TEST  @Epoch: 176  >>> 
2023-09-20 16:08:43,669:	[Wall TIME] >>> ChiefCoach.train takes 1.884577 seconds ...
2023-09-20 16:08:43,746:	[Coach] >>> TRAIN @Epoch: 177  >>>  || LOSS Avg: 5.41647
2023-09-20 16:08:43,747:	[Coach] >>> VALID @Epoch: 177  >>> 
2023-09-20 16:08:43,747:	[Coach] >>> TEST  @Epoch: 177  >>> 
2023-09-20 16:08:45,624:	[Wall TIME] >>> ChiefCoach.train takes 1.877297 seconds ...
2023-09-20 16:08:45,704:	[Coach] >>> TRAIN @Epoch: 178  >>>  || LOSS Avg: 5.40202
2023-09-20 16:08:45,704:	[Coach] >>> VALID @Epoch: 178  >>> 
2023-09-20 16:08:45,705:	[Coach] >>> TEST  @Epoch: 178  >>> 
2023-09-20 16:08:47,577:	[Wall TIME] >>> ChiefCoach.train takes 1.872304 seconds ...
2023-09-20 16:08:47,655:	[Coach] >>> TRAIN @Epoch: 179  >>>  || LOSS Avg: 5.39891
2023-09-20 16:08:47,656:	[Coach] >>> VALID @Epoch: 179  >>> 
2023-09-20 16:08:47,656:	[Coach] >>> TEST  @Epoch: 179  >>> 
2023-09-20 16:08:49,598:	[Wall TIME] >>> ChiefCoach.train takes 1.942314 seconds ...
2023-09-20 16:08:51,918:	[Wall TIME] >>> ChiefCoach.valid takes 2.235219 seconds ...
2023-09-20 16:08:51,919:	[Coach] >>> Better ***NDCG@10*** of ***0.1589*** 
2023-09-20 16:08:51,937:	[Coach] >>> TRAIN @Epoch: 180  >>>  || LOSS Avg: 5.39905
2023-09-20 16:08:51,938:	[Coach] >>> VALID @Epoch: 180  >>>  || HITRATE@1 Avg: 0.0611 || HITRATE@5 Avg: 0.1960 || HITRATE@10 Avg: 0.2871 || NDCG@5 Avg: 0.1296 || NDCG@10 Avg: 0.1589
2023-09-20 16:08:51,938:	[Coach] >>> TEST  @Epoch: 180  >>> 
2023-09-20 16:08:53,846:	[Wall TIME] >>> ChiefCoach.train takes 1.907861 seconds ...
2023-09-20 16:08:53,933:	[Coach] >>> TRAIN @Epoch: 181  >>>  || LOSS Avg: 5.40651
2023-09-20 16:08:53,934:	[Coach] >>> VALID @Epoch: 181  >>> 
2023-09-20 16:08:53,934:	[Coach] >>> TEST  @Epoch: 181  >>> 
2023-09-20 16:08:55,748:	[Wall TIME] >>> ChiefCoach.train takes 1.813554 seconds ...
2023-09-20 16:08:55,812:	[Coach] >>> TRAIN @Epoch: 182  >>>  || LOSS Avg: 5.39716
2023-09-20 16:08:55,812:	[Coach] >>> VALID @Epoch: 182  >>> 
2023-09-20 16:08:55,812:	[Coach] >>> TEST  @Epoch: 182  >>> 
2023-09-20 16:08:57,435:	[Wall TIME] >>> ChiefCoach.train takes 1.622531 seconds ...
2023-09-20 16:08:57,503:	[Coach] >>> TRAIN @Epoch: 183  >>>  || LOSS Avg: 5.38974
2023-09-20 16:08:57,503:	[Coach] >>> VALID @Epoch: 183  >>> 
2023-09-20 16:08:57,503:	[Coach] >>> TEST  @Epoch: 183  >>> 
2023-09-20 16:08:59,147:	[Wall TIME] >>> ChiefCoach.train takes 1.644285 seconds ...
2023-09-20 16:08:59,205:	[Coach] >>> TRAIN @Epoch: 184  >>>  || LOSS Avg: 5.37984
2023-09-20 16:08:59,205:	[Coach] >>> VALID @Epoch: 184  >>> 
2023-09-20 16:08:59,205:	[Coach] >>> TEST  @Epoch: 184  >>> 
2023-09-20 16:09:00,830:	[Wall TIME] >>> ChiefCoach.train takes 1.624574 seconds ...
2023-09-20 16:09:02,223:	[Wall TIME] >>> ChiefCoach.valid takes 1.328533 seconds ...
2023-09-20 16:09:02,223:	[Coach] >>> TRAIN @Epoch: 185  >>>  || LOSS Avg: 5.40414
2023-09-20 16:09:02,224:	[Coach] >>> VALID @Epoch: 185  >>>  || HITRATE@1 Avg: 0.0576 || HITRATE@5 Avg: 0.1914 || HITRATE@10 Avg: 0.2863 || NDCG@5 Avg: 0.1254 || NDCG@10 Avg: 0.1559
2023-09-20 16:09:02,224:	[Coach] >>> TEST  @Epoch: 185  >>> 
2023-09-20 16:09:03,905:	[Wall TIME] >>> ChiefCoach.train takes 1.680973 seconds ...
2023-09-20 16:09:03,979:	[Coach] >>> TRAIN @Epoch: 186  >>>  || LOSS Avg: 5.38313
2023-09-20 16:09:03,979:	[Coach] >>> VALID @Epoch: 186  >>> 
2023-09-20 16:09:03,979:	[Coach] >>> TEST  @Epoch: 186  >>> 
2023-09-20 16:09:05,632:	[Wall TIME] >>> ChiefCoach.train takes 1.652455 seconds ...
2023-09-20 16:09:05,688:	[Coach] >>> TRAIN @Epoch: 187  >>>  || LOSS Avg: 5.39071
2023-09-20 16:09:05,688:	[Coach] >>> VALID @Epoch: 187  >>> 
2023-09-20 16:09:05,689:	[Coach] >>> TEST  @Epoch: 187  >>> 
2023-09-20 16:09:07,323:	[Wall TIME] >>> ChiefCoach.train takes 1.634033 seconds ...
2023-09-20 16:09:07,382:	[Coach] >>> TRAIN @Epoch: 188  >>>  || LOSS Avg: 5.38973
2023-09-20 16:09:07,383:	[Coach] >>> VALID @Epoch: 188  >>> 
2023-09-20 16:09:07,383:	[Coach] >>> TEST  @Epoch: 188  >>> 
2023-09-20 16:09:09,052:	[Wall TIME] >>> ChiefCoach.train takes 1.669416 seconds ...
2023-09-20 16:09:09,114:	[Coach] >>> TRAIN @Epoch: 189  >>>  || LOSS Avg: 5.39540
2023-09-20 16:09:09,114:	[Coach] >>> VALID @Epoch: 189  >>> 
2023-09-20 16:09:09,114:	[Coach] >>> TEST  @Epoch: 189  >>> 
2023-09-20 16:09:10,810:	[Wall TIME] >>> ChiefCoach.train takes 1.695488 seconds ...
2023-09-20 16:09:12,204:	[Wall TIME] >>> ChiefCoach.valid takes 1.333534 seconds ...
2023-09-20 16:09:12,204:	[Coach] >>> TRAIN @Epoch: 190  >>>  || LOSS Avg: 5.39472
2023-09-20 16:09:12,205:	[Coach] >>> VALID @Epoch: 190  >>>  || HITRATE@1 Avg: 0.0570 || HITRATE@5 Avg: 0.1912 || HITRATE@10 Avg: 0.2836 || NDCG@5 Avg: 0.1248 || NDCG@10 Avg: 0.1546
2023-09-20 16:09:12,205:	[Coach] >>> TEST  @Epoch: 190  >>> 
2023-09-20 16:09:13,873:	[Wall TIME] >>> ChiefCoach.train takes 1.667783 seconds ...
2023-09-20 16:09:13,933:	[Coach] >>> TRAIN @Epoch: 191  >>>  || LOSS Avg: 5.38574
2023-09-20 16:09:13,933:	[Coach] >>> VALID @Epoch: 191  >>> 
2023-09-20 16:09:13,933:	[Coach] >>> TEST  @Epoch: 191  >>> 
2023-09-20 16:09:15,601:	[Wall TIME] >>> ChiefCoach.train takes 1.667454 seconds ...
2023-09-20 16:09:15,664:	[Coach] >>> TRAIN @Epoch: 192  >>>  || LOSS Avg: 5.38301
2023-09-20 16:09:15,664:	[Coach] >>> VALID @Epoch: 192  >>> 
2023-09-20 16:09:15,664:	[Coach] >>> TEST  @Epoch: 192  >>> 
2023-09-20 16:09:17,396:	[Wall TIME] >>> ChiefCoach.train takes 1.731399 seconds ...
2023-09-20 16:09:17,481:	[Coach] >>> TRAIN @Epoch: 193  >>>  || LOSS Avg: 5.40541
2023-09-20 16:09:17,481:	[Coach] >>> VALID @Epoch: 193  >>> 
2023-09-20 16:09:17,482:	[Coach] >>> TEST  @Epoch: 193  >>> 
2023-09-20 16:09:19,367:	[Wall TIME] >>> ChiefCoach.train takes 1.885163 seconds ...
2023-09-20 16:09:19,449:	[Coach] >>> TRAIN @Epoch: 194  >>>  || LOSS Avg: 5.38790
2023-09-20 16:09:19,450:	[Coach] >>> VALID @Epoch: 194  >>> 
2023-09-20 16:09:19,450:	[Coach] >>> TEST  @Epoch: 194  >>> 
2023-09-20 16:09:21,335:	[Wall TIME] >>> ChiefCoach.train takes 1.885282 seconds ...
2023-09-20 16:09:23,558:	[Wall TIME] >>> ChiefCoach.valid takes 2.140580 seconds ...
2023-09-20 16:09:23,559:	[Coach] >>> TRAIN @Epoch: 195  >>>  || LOSS Avg: 5.37227
2023-09-20 16:09:23,559:	[Coach] >>> VALID @Epoch: 195  >>>  || HITRATE@1 Avg: 0.0598 || HITRATE@5 Avg: 0.1887 || HITRATE@10 Avg: 0.2864 || NDCG@5 Avg: 0.1259 || NDCG@10 Avg: 0.1573
2023-09-20 16:09:23,559:	[Coach] >>> TEST  @Epoch: 195  >>> 
2023-09-20 16:09:25,455:	[Wall TIME] >>> ChiefCoach.train takes 1.895571 seconds ...
2023-09-20 16:09:25,534:	[Coach] >>> TRAIN @Epoch: 196  >>>  || LOSS Avg: 5.35493
2023-09-20 16:09:25,534:	[Coach] >>> VALID @Epoch: 196  >>> 
2023-09-20 16:09:25,534:	[Coach] >>> TEST  @Epoch: 196  >>> 
2023-09-20 16:09:27,428:	[Wall TIME] >>> ChiefCoach.train takes 1.893933 seconds ...
2023-09-20 16:09:27,508:	[Coach] >>> TRAIN @Epoch: 197  >>>  || LOSS Avg: 5.37900
2023-09-20 16:09:27,508:	[Coach] >>> VALID @Epoch: 197  >>> 
2023-09-20 16:09:27,508:	[Coach] >>> TEST  @Epoch: 197  >>> 
2023-09-20 16:09:29,411:	[Wall TIME] >>> ChiefCoach.train takes 1.902182 seconds ...
2023-09-20 16:09:29,491:	[Coach] >>> TRAIN @Epoch: 198  >>>  || LOSS Avg: 5.37523
2023-09-20 16:09:29,492:	[Coach] >>> VALID @Epoch: 198  >>> 
2023-09-20 16:09:29,492:	[Coach] >>> TEST  @Epoch: 198  >>> 
2023-09-20 16:09:31,370:	[Wall TIME] >>> ChiefCoach.train takes 1.878280 seconds ...
2023-09-20 16:09:31,450:	[Coach] >>> TRAIN @Epoch: 199  >>>  || LOSS Avg: 5.37939
2023-09-20 16:09:31,451:	[Coach] >>> VALID @Epoch: 199  >>> 
2023-09-20 16:09:31,451:	[Coach] >>> TEST  @Epoch: 199  >>> 
2023-09-20 16:09:33,335:	[Wall TIME] >>> ChiefCoach.train takes 1.884190 seconds ...
2023-09-20 16:09:35,591:	[Wall TIME] >>> ChiefCoach.valid takes 2.177756 seconds ...
2023-09-20 16:09:35,592:	[Coach] >>> TRAIN @Epoch: 200  >>>  || LOSS Avg: 5.36927
2023-09-20 16:09:35,592:	[Coach] >>> VALID @Epoch: 200  >>>  || HITRATE@1 Avg: 0.0608 || HITRATE@5 Avg: 0.1927 || HITRATE@10 Avg: 0.2859 || NDCG@5 Avg: 0.1275 || NDCG@10 Avg: 0.1574
2023-09-20 16:09:35,592:	[Coach] >>> TEST  @Epoch: 200  >>> 
2023-09-20 16:09:37,515:	[Wall TIME] >>> ChiefCoach.train takes 1.923038 seconds ...
2023-09-20 16:09:37,591:	[Coach] >>> TRAIN @Epoch: 201  >>>  || LOSS Avg: 5.36910
2023-09-20 16:09:37,591:	[Coach] >>> VALID @Epoch: 201  >>> 
2023-09-20 16:09:37,592:	[Coach] >>> TEST  @Epoch: 201  >>> 
2023-09-20 16:09:39,501:	[Wall TIME] >>> ChiefCoach.train takes 1.908861 seconds ...
2023-09-20 16:09:39,577:	[Coach] >>> TRAIN @Epoch: 202  >>>  || LOSS Avg: 5.35032
2023-09-20 16:09:39,577:	[Coach] >>> VALID @Epoch: 202  >>> 
2023-09-20 16:09:39,577:	[Coach] >>> TEST  @Epoch: 202  >>> 
2023-09-20 16:09:41,449:	[Wall TIME] >>> ChiefCoach.train takes 1.871650 seconds ...
2023-09-20 16:09:41,528:	[Coach] >>> TRAIN @Epoch: 203  >>>  || LOSS Avg: 5.36997
2023-09-20 16:09:41,528:	[Coach] >>> VALID @Epoch: 203  >>> 
2023-09-20 16:09:41,528:	[Coach] >>> TEST  @Epoch: 203  >>> 
2023-09-20 16:09:43,431:	[Wall TIME] >>> ChiefCoach.train takes 1.902221 seconds ...
2023-09-20 16:09:43,514:	[Coach] >>> TRAIN @Epoch: 204  >>>  || LOSS Avg: 5.36081
2023-09-20 16:09:43,515:	[Coach] >>> VALID @Epoch: 204  >>> 
2023-09-20 16:09:43,515:	[Coach] >>> TEST  @Epoch: 204  >>> 
2023-09-20 16:09:45,421:	[Wall TIME] >>> ChiefCoach.train takes 1.905954 seconds ...
2023-09-20 16:09:47,682:	[Wall TIME] >>> ChiefCoach.valid takes 2.184350 seconds ...
2023-09-20 16:09:47,682:	[Coach] >>> Better ***NDCG@10*** of ***0.1600*** 
2023-09-20 16:09:47,699:	[Coach] >>> TRAIN @Epoch: 205  >>>  || LOSS Avg: 5.36606
2023-09-20 16:09:47,700:	[Coach] >>> VALID @Epoch: 205  >>>  || HITRATE@1 Avg: 0.0599 || HITRATE@5 Avg: 0.1975 || HITRATE@10 Avg: 0.2909 || NDCG@5 Avg: 0.1299 || NDCG@10 Avg: 0.1600
2023-09-20 16:09:47,700:	[Coach] >>> TEST  @Epoch: 205  >>> 
2023-09-20 16:09:49,617:	[Wall TIME] >>> ChiefCoach.train takes 1.917342 seconds ...
2023-09-20 16:09:49,693:	[Coach] >>> TRAIN @Epoch: 206  >>>  || LOSS Avg: 5.36673
2023-09-20 16:09:49,694:	[Coach] >>> VALID @Epoch: 206  >>> 
2023-09-20 16:09:49,694:	[Coach] >>> TEST  @Epoch: 206  >>> 
2023-09-20 16:09:51,604:	[Wall TIME] >>> ChiefCoach.train takes 1.910097 seconds ...
2023-09-20 16:09:51,681:	[Coach] >>> TRAIN @Epoch: 207  >>>  || LOSS Avg: 5.35213
2023-09-20 16:09:51,682:	[Coach] >>> VALID @Epoch: 207  >>> 
2023-09-20 16:09:51,682:	[Coach] >>> TEST  @Epoch: 207  >>> 
2023-09-20 16:09:53,566:	[Wall TIME] >>> ChiefCoach.train takes 1.883914 seconds ...
2023-09-20 16:09:53,645:	[Coach] >>> TRAIN @Epoch: 208  >>>  || LOSS Avg: 5.35065
2023-09-20 16:09:53,645:	[Coach] >>> VALID @Epoch: 208  >>> 
2023-09-20 16:09:53,646:	[Coach] >>> TEST  @Epoch: 208  >>> 
2023-09-20 16:09:55,526:	[Wall TIME] >>> ChiefCoach.train takes 1.880167 seconds ...
2023-09-20 16:09:55,604:	[Coach] >>> TRAIN @Epoch: 209  >>>  || LOSS Avg: 5.36267
2023-09-20 16:09:55,604:	[Coach] >>> VALID @Epoch: 209  >>> 
2023-09-20 16:09:55,604:	[Coach] >>> TEST  @Epoch: 209  >>> 
2023-09-20 16:09:57,527:	[Wall TIME] >>> ChiefCoach.train takes 1.922523 seconds ...
2023-09-20 16:09:59,816:	[Wall TIME] >>> ChiefCoach.valid takes 2.211656 seconds ...
2023-09-20 16:09:59,817:	[Coach] >>> Better ***NDCG@10*** of ***0.1602*** 
2023-09-20 16:09:59,835:	[Coach] >>> TRAIN @Epoch: 210  >>>  || LOSS Avg: 5.33044
2023-09-20 16:09:59,835:	[Coach] >>> VALID @Epoch: 210  >>>  || HITRATE@1 Avg: 0.0614 || HITRATE@5 Avg: 0.1970 || HITRATE@10 Avg: 0.2919 || NDCG@5 Avg: 0.1297 || NDCG@10 Avg: 0.1602
2023-09-20 16:09:59,835:	[Coach] >>> TEST  @Epoch: 210  >>> 
2023-09-20 16:10:01,766:	[Wall TIME] >>> ChiefCoach.train takes 1.930489 seconds ...
2023-09-20 16:10:01,843:	[Coach] >>> TRAIN @Epoch: 211  >>>  || LOSS Avg: 5.34617
2023-09-20 16:10:01,844:	[Coach] >>> VALID @Epoch: 211  >>> 
2023-09-20 16:10:01,844:	[Coach] >>> TEST  @Epoch: 211  >>> 
2023-09-20 16:10:03,707:	[Wall TIME] >>> ChiefCoach.train takes 1.863324 seconds ...
2023-09-20 16:10:03,788:	[Coach] >>> TRAIN @Epoch: 212  >>>  || LOSS Avg: 5.34913
2023-09-20 16:10:03,788:	[Coach] >>> VALID @Epoch: 212  >>> 
2023-09-20 16:10:03,788:	[Coach] >>> TEST  @Epoch: 212  >>> 
2023-09-20 16:10:05,659:	[Wall TIME] >>> ChiefCoach.train takes 1.870848 seconds ...
2023-09-20 16:10:05,752:	[Coach] >>> TRAIN @Epoch: 213  >>>  || LOSS Avg: 5.32810
2023-09-20 16:10:05,752:	[Coach] >>> VALID @Epoch: 213  >>> 
2023-09-20 16:10:05,752:	[Coach] >>> TEST  @Epoch: 213  >>> 
2023-09-20 16:10:07,652:	[Wall TIME] >>> ChiefCoach.train takes 1.900237 seconds ...
2023-09-20 16:10:07,731:	[Coach] >>> TRAIN @Epoch: 214  >>>  || LOSS Avg: 5.35075
2023-09-20 16:10:07,731:	[Coach] >>> VALID @Epoch: 214  >>> 
2023-09-20 16:10:07,731:	[Coach] >>> TEST  @Epoch: 214  >>> 
2023-09-20 16:10:09,631:	[Wall TIME] >>> ChiefCoach.train takes 1.899083 seconds ...
2023-09-20 16:10:11,924:	[Wall TIME] >>> ChiefCoach.valid takes 2.214988 seconds ...
2023-09-20 16:10:11,925:	[Coach] >>> Better ***NDCG@10*** of ***0.1604*** 
2023-09-20 16:10:11,941:	[Coach] >>> TRAIN @Epoch: 215  >>>  || LOSS Avg: 5.36394
2023-09-20 16:10:11,951:	[Coach] >>> VALID @Epoch: 215  >>>  || HITRATE@1 Avg: 0.0614 || HITRATE@5 Avg: 0.1964 || HITRATE@10 Avg: 0.2927 || NDCG@5 Avg: 0.1293 || NDCG@10 Avg: 0.1604
2023-09-20 16:10:11,951:	[Coach] >>> TEST  @Epoch: 215  >>> 
2023-09-20 16:10:13,955:	[Wall TIME] >>> ChiefCoach.train takes 2.002520 seconds ...
2023-09-20 16:10:14,032:	[Coach] >>> TRAIN @Epoch: 216  >>>  || LOSS Avg: 5.35415
2023-09-20 16:10:14,033:	[Coach] >>> VALID @Epoch: 216  >>> 
2023-09-20 16:10:14,033:	[Coach] >>> TEST  @Epoch: 216  >>> 
2023-09-20 16:10:15,941:	[Wall TIME] >>> ChiefCoach.train takes 1.908594 seconds ...
2023-09-20 16:10:16,017:	[Coach] >>> TRAIN @Epoch: 217  >>>  || LOSS Avg: 5.35568
2023-09-20 16:10:16,018:	[Coach] >>> VALID @Epoch: 217  >>> 
2023-09-20 16:10:16,018:	[Coach] >>> TEST  @Epoch: 217  >>> 
2023-09-20 16:10:17,895:	[Wall TIME] >>> ChiefCoach.train takes 1.877623 seconds ...
2023-09-20 16:10:17,972:	[Coach] >>> TRAIN @Epoch: 218  >>>  || LOSS Avg: 5.35333
2023-09-20 16:10:17,972:	[Coach] >>> VALID @Epoch: 218  >>> 
2023-09-20 16:10:17,973:	[Coach] >>> TEST  @Epoch: 218  >>> 
2023-09-20 16:10:19,874:	[Wall TIME] >>> ChiefCoach.train takes 1.901445 seconds ...
2023-09-20 16:10:19,955:	[Coach] >>> TRAIN @Epoch: 219  >>>  || LOSS Avg: 5.35232
2023-09-20 16:10:19,955:	[Coach] >>> VALID @Epoch: 219  >>> 
2023-09-20 16:10:19,956:	[Coach] >>> TEST  @Epoch: 219  >>> 
2023-09-20 16:10:21,842:	[Wall TIME] >>> ChiefCoach.train takes 1.886619 seconds ...
2023-09-20 16:10:24,055:	[Wall TIME] >>> ChiefCoach.valid takes 2.132042 seconds ...
2023-09-20 16:10:24,055:	[Coach] >>> Better ***NDCG@10*** of ***0.1609*** 
2023-09-20 16:10:24,072:	[Coach] >>> TRAIN @Epoch: 220  >>>  || LOSS Avg: 5.32772
2023-09-20 16:10:24,073:	[Coach] >>> VALID @Epoch: 220  >>>  || HITRATE@1 Avg: 0.0627 || HITRATE@5 Avg: 0.1982 || HITRATE@10 Avg: 0.2921 || NDCG@5 Avg: 0.1306 || NDCG@10 Avg: 0.1609
2023-09-20 16:10:24,074:	[Coach] >>> TEST  @Epoch: 220  >>> 
2023-09-20 16:10:25,988:	[Wall TIME] >>> ChiefCoach.train takes 1.911147 seconds ...
2023-09-20 16:10:26,062:	[Coach] >>> TRAIN @Epoch: 221  >>>  || LOSS Avg: 5.31986
2023-09-20 16:10:26,062:	[Coach] >>> VALID @Epoch: 221  >>> 
2023-09-20 16:10:26,062:	[Coach] >>> TEST  @Epoch: 221  >>> 
2023-09-20 16:10:27,943:	[Wall TIME] >>> ChiefCoach.train takes 1.880646 seconds ...
2023-09-20 16:10:28,019:	[Coach] >>> TRAIN @Epoch: 222  >>>  || LOSS Avg: 5.33556
2023-09-20 16:10:28,019:	[Coach] >>> VALID @Epoch: 222  >>> 
2023-09-20 16:10:28,019:	[Coach] >>> TEST  @Epoch: 222  >>> 
2023-09-20 16:10:29,905:	[Wall TIME] >>> ChiefCoach.train takes 1.885386 seconds ...
2023-09-20 16:10:29,986:	[Coach] >>> TRAIN @Epoch: 223  >>>  || LOSS Avg: 5.34558
2023-09-20 16:10:29,986:	[Coach] >>> VALID @Epoch: 223  >>> 
2023-09-20 16:10:29,987:	[Coach] >>> TEST  @Epoch: 223  >>> 
2023-09-20 16:10:31,877:	[Wall TIME] >>> ChiefCoach.train takes 1.890109 seconds ...
2023-09-20 16:10:31,961:	[Coach] >>> TRAIN @Epoch: 224  >>>  || LOSS Avg: 5.33765
2023-09-20 16:10:31,961:	[Coach] >>> VALID @Epoch: 224  >>> 
2023-09-20 16:10:31,961:	[Coach] >>> TEST  @Epoch: 224  >>> 
2023-09-20 16:10:33,870:	[Wall TIME] >>> ChiefCoach.train takes 1.908923 seconds ...
2023-09-20 16:10:36,209:	[Wall TIME] >>> ChiefCoach.valid takes 2.264558 seconds ...
2023-09-20 16:10:36,210:	[Coach] >>> Better ***NDCG@10*** of ***0.1626*** 
2023-09-20 16:10:36,239:	[Coach] >>> TRAIN @Epoch: 225  >>>  || LOSS Avg: 5.33124
2023-09-20 16:10:36,239:	[Coach] >>> VALID @Epoch: 225  >>>  || HITRATE@1 Avg: 0.0639 || HITRATE@5 Avg: 0.1974 || HITRATE@10 Avg: 0.2942 || NDCG@5 Avg: 0.1315 || NDCG@10 Avg: 0.1626
2023-09-20 16:10:36,239:	[Coach] >>> TEST  @Epoch: 225  >>> 
2023-09-20 16:10:38,174:	[Wall TIME] >>> ChiefCoach.train takes 1.935042 seconds ...
2023-09-20 16:10:38,257:	[Coach] >>> TRAIN @Epoch: 226  >>>  || LOSS Avg: 5.32761
2023-09-20 16:10:38,258:	[Coach] >>> VALID @Epoch: 226  >>> 
2023-09-20 16:10:38,258:	[Coach] >>> TEST  @Epoch: 226  >>> 
2023-09-20 16:10:40,161:	[Wall TIME] >>> ChiefCoach.train takes 1.903201 seconds ...
2023-09-20 16:10:40,238:	[Coach] >>> TRAIN @Epoch: 227  >>>  || LOSS Avg: 5.33155
2023-09-20 16:10:40,239:	[Coach] >>> VALID @Epoch: 227  >>> 
2023-09-20 16:10:40,239:	[Coach] >>> TEST  @Epoch: 227  >>> 
2023-09-20 16:10:42,138:	[Wall TIME] >>> ChiefCoach.train takes 1.898642 seconds ...
2023-09-20 16:10:42,213:	[Coach] >>> TRAIN @Epoch: 228  >>>  || LOSS Avg: 5.31679
2023-09-20 16:10:42,213:	[Coach] >>> VALID @Epoch: 228  >>> 
2023-09-20 16:10:42,213:	[Coach] >>> TEST  @Epoch: 228  >>> 
2023-09-20 16:10:44,080:	[Wall TIME] >>> ChiefCoach.train takes 1.866840 seconds ...
2023-09-20 16:10:44,155:	[Coach] >>> TRAIN @Epoch: 229  >>>  || LOSS Avg: 5.32471
2023-09-20 16:10:44,156:	[Coach] >>> VALID @Epoch: 229  >>> 
2023-09-20 16:10:44,156:	[Coach] >>> TEST  @Epoch: 229  >>> 
2023-09-20 16:10:46,050:	[Wall TIME] >>> ChiefCoach.train takes 1.894155 seconds ...
2023-09-20 16:10:48,449:	[Wall TIME] >>> ChiefCoach.valid takes 2.306103 seconds ...
2023-09-20 16:10:48,450:	[Coach] >>> TRAIN @Epoch: 230  >>>  || LOSS Avg: 5.31808
2023-09-20 16:10:48,450:	[Coach] >>> VALID @Epoch: 230  >>>  || HITRATE@1 Avg: 0.0593 || HITRATE@5 Avg: 0.1988 || HITRATE@10 Avg: 0.2929 || NDCG@5 Avg: 0.1300 || NDCG@10 Avg: 0.1603
2023-09-20 16:10:48,450:	[Coach] >>> TEST  @Epoch: 230  >>> 
2023-09-20 16:10:50,370:	[Wall TIME] >>> ChiefCoach.train takes 1.919605 seconds ...
2023-09-20 16:10:50,447:	[Coach] >>> TRAIN @Epoch: 231  >>>  || LOSS Avg: 5.31563
2023-09-20 16:10:50,448:	[Coach] >>> VALID @Epoch: 231  >>> 
2023-09-20 16:10:50,448:	[Coach] >>> TEST  @Epoch: 231  >>> 
2023-09-20 16:10:52,365:	[Wall TIME] >>> ChiefCoach.train takes 1.916470 seconds ...
2023-09-20 16:10:52,449:	[Coach] >>> TRAIN @Epoch: 232  >>>  || LOSS Avg: 5.35197
2023-09-20 16:10:52,449:	[Coach] >>> VALID @Epoch: 232  >>> 
2023-09-20 16:10:52,449:	[Coach] >>> TEST  @Epoch: 232  >>> 
2023-09-20 16:10:54,352:	[Wall TIME] >>> ChiefCoach.train takes 1.902889 seconds ...
2023-09-20 16:10:54,439:	[Coach] >>> TRAIN @Epoch: 233  >>>  || LOSS Avg: 5.34321
2023-09-20 16:10:54,440:	[Coach] >>> VALID @Epoch: 233  >>> 
2023-09-20 16:10:54,440:	[Coach] >>> TEST  @Epoch: 233  >>> 
2023-09-20 16:10:56,371:	[Wall TIME] >>> ChiefCoach.train takes 1.931452 seconds ...
2023-09-20 16:10:56,464:	[Coach] >>> TRAIN @Epoch: 234  >>>  || LOSS Avg: 5.31088
2023-09-20 16:10:56,464:	[Coach] >>> VALID @Epoch: 234  >>> 
2023-09-20 16:10:56,465:	[Coach] >>> TEST  @Epoch: 234  >>> 
2023-09-20 16:10:58,472:	[Wall TIME] >>> ChiefCoach.train takes 2.006905 seconds ...
2023-09-20 16:11:00,808:	[Wall TIME] >>> ChiefCoach.valid takes 2.245483 seconds ...
2023-09-20 16:11:00,809:	[Coach] >>> TRAIN @Epoch: 235  >>>  || LOSS Avg: 5.31183
2023-09-20 16:11:00,809:	[Coach] >>> VALID @Epoch: 235  >>>  || HITRATE@1 Avg: 0.0596 || HITRATE@5 Avg: 0.1987 || HITRATE@10 Avg: 0.2939 || NDCG@5 Avg: 0.1302 || NDCG@10 Avg: 0.1609
2023-09-20 16:11:00,809:	[Coach] >>> TEST  @Epoch: 235  >>> 
2023-09-20 16:11:02,526:	[Wall TIME] >>> ChiefCoach.train takes 1.716812 seconds ...
2023-09-20 16:11:02,586:	[Coach] >>> TRAIN @Epoch: 236  >>>  || LOSS Avg: 5.32364
2023-09-20 16:11:02,586:	[Coach] >>> VALID @Epoch: 236  >>> 
2023-09-20 16:11:02,586:	[Coach] >>> TEST  @Epoch: 236  >>> 
2023-09-20 16:11:04,243:	[Wall TIME] >>> ChiefCoach.train takes 1.656919 seconds ...
2023-09-20 16:11:04,300:	[Coach] >>> TRAIN @Epoch: 237  >>>  || LOSS Avg: 5.33568
2023-09-20 16:11:04,300:	[Coach] >>> VALID @Epoch: 237  >>> 
2023-09-20 16:11:04,300:	[Coach] >>> TEST  @Epoch: 237  >>> 
2023-09-20 16:11:05,957:	[Wall TIME] >>> ChiefCoach.train takes 1.656300 seconds ...
2023-09-20 16:11:06,012:	[Coach] >>> TRAIN @Epoch: 238  >>>  || LOSS Avg: 5.30458
2023-09-20 16:11:06,012:	[Coach] >>> VALID @Epoch: 238  >>> 
2023-09-20 16:11:06,012:	[Coach] >>> TEST  @Epoch: 238  >>> 
2023-09-20 16:11:07,663:	[Wall TIME] >>> ChiefCoach.train takes 1.651236 seconds ...
2023-09-20 16:11:07,722:	[Coach] >>> TRAIN @Epoch: 239  >>>  || LOSS Avg: 5.31332
2023-09-20 16:11:07,722:	[Coach] >>> VALID @Epoch: 239  >>> 
2023-09-20 16:11:07,722:	[Coach] >>> TEST  @Epoch: 239  >>> 
2023-09-20 16:11:09,367:	[Wall TIME] >>> ChiefCoach.train takes 1.645224 seconds ...
2023-09-20 16:11:10,555:	[Wall TIME] >>> ChiefCoach.valid takes 1.127876 seconds ...
2023-09-20 16:11:10,556:	[Coach] >>> Better ***NDCG@10*** of ***0.1634*** 
2023-09-20 16:11:10,570:	[Coach] >>> TRAIN @Epoch: 240  >>>  || LOSS Avg: 5.32653
2023-09-20 16:11:10,570:	[Coach] >>> VALID @Epoch: 240  >>>  || HITRATE@1 Avg: 0.0637 || HITRATE@5 Avg: 0.1992 || HITRATE@10 Avg: 0.2947 || NDCG@5 Avg: 0.1326 || NDCG@10 Avg: 0.1634
2023-09-20 16:11:10,570:	[Coach] >>> TEST  @Epoch: 240  >>> 
2023-09-20 16:11:12,235:	[Wall TIME] >>> ChiefCoach.train takes 1.665089 seconds ...
2023-09-20 16:11:12,305:	[Coach] >>> TRAIN @Epoch: 241  >>>  || LOSS Avg: 5.32509
2023-09-20 16:11:12,305:	[Coach] >>> VALID @Epoch: 241  >>> 
2023-09-20 16:11:12,305:	[Coach] >>> TEST  @Epoch: 241  >>> 
2023-09-20 16:11:13,954:	[Wall TIME] >>> ChiefCoach.train takes 1.649316 seconds ...
2023-09-20 16:11:14,013:	[Coach] >>> TRAIN @Epoch: 242  >>>  || LOSS Avg: 5.31911
2023-09-20 16:11:14,013:	[Coach] >>> VALID @Epoch: 242  >>> 
2023-09-20 16:11:14,013:	[Coach] >>> TEST  @Epoch: 242  >>> 
2023-09-20 16:11:15,715:	[Wall TIME] >>> ChiefCoach.train takes 1.701741 seconds ...
2023-09-20 16:11:15,782:	[Coach] >>> TRAIN @Epoch: 243  >>>  || LOSS Avg: 5.33119
2023-09-20 16:11:15,782:	[Coach] >>> VALID @Epoch: 243  >>> 
2023-09-20 16:11:15,782:	[Coach] >>> TEST  @Epoch: 243  >>> 
2023-09-20 16:11:17,473:	[Wall TIME] >>> ChiefCoach.train takes 1.690795 seconds ...
2023-09-20 16:11:17,531:	[Coach] >>> TRAIN @Epoch: 244  >>>  || LOSS Avg: 5.30899
2023-09-20 16:11:17,531:	[Coach] >>> VALID @Epoch: 244  >>> 
2023-09-20 16:11:17,531:	[Coach] >>> TEST  @Epoch: 244  >>> 
2023-09-20 16:11:19,207:	[Wall TIME] >>> ChiefCoach.train takes 1.676239 seconds ...
2023-09-20 16:11:20,547:	[Wall TIME] >>> ChiefCoach.valid takes 1.282353 seconds ...
2023-09-20 16:11:20,548:	[Coach] >>> TRAIN @Epoch: 245  >>>  || LOSS Avg: 5.31229
2023-09-20 16:11:20,548:	[Coach] >>> VALID @Epoch: 245  >>>  || HITRATE@1 Avg: 0.0583 || HITRATE@5 Avg: 0.1962 || HITRATE@10 Avg: 0.2978 || NDCG@5 Avg: 0.1287 || NDCG@10 Avg: 0.1613
2023-09-20 16:11:20,548:	[Coach] >>> TEST  @Epoch: 245  >>> 
2023-09-20 16:11:22,083:	[Wall TIME] >>> ChiefCoach.train takes 1.535068 seconds ...
2023-09-20 16:11:22,144:	[Coach] >>> TRAIN @Epoch: 246  >>>  || LOSS Avg: 5.31428
2023-09-20 16:11:22,144:	[Coach] >>> VALID @Epoch: 246  >>> 
2023-09-20 16:11:22,144:	[Coach] >>> TEST  @Epoch: 246  >>> 
2023-09-20 16:11:23,948:	[Wall TIME] >>> ChiefCoach.train takes 1.803923 seconds ...
2023-09-20 16:11:24,038:	[Coach] >>> TRAIN @Epoch: 247  >>>  || LOSS Avg: 5.29637
2023-09-20 16:11:24,039:	[Coach] >>> VALID @Epoch: 247  >>> 
2023-09-20 16:11:24,039:	[Coach] >>> TEST  @Epoch: 247  >>> 
2023-09-20 16:11:26,032:	[Wall TIME] >>> ChiefCoach.train takes 1.993587 seconds ...
2023-09-20 16:11:26,117:	[Coach] >>> TRAIN @Epoch: 248  >>>  || LOSS Avg: 5.33823
2023-09-20 16:11:26,117:	[Coach] >>> VALID @Epoch: 248  >>> 
2023-09-20 16:11:26,117:	[Coach] >>> TEST  @Epoch: 248  >>> 
2023-09-20 16:11:28,016:	[Wall TIME] >>> ChiefCoach.train takes 1.898363 seconds ...
2023-09-20 16:11:28,099:	[Coach] >>> TRAIN @Epoch: 249  >>>  || LOSS Avg: 5.28767
2023-09-20 16:11:28,099:	[Coach] >>> VALID @Epoch: 249  >>> 
2023-09-20 16:11:28,100:	[Coach] >>> TEST  @Epoch: 249  >>> 
2023-09-20 16:11:29,980:	[Wall TIME] >>> ChiefCoach.train takes 1.880211 seconds ...
2023-09-20 16:11:32,210:	[Wall TIME] >>> ChiefCoach.valid takes 2.147632 seconds ...
2023-09-20 16:11:32,211:	[Coach] >>> TRAIN @Epoch: 250  >>>  || LOSS Avg: 5.31682
2023-09-20 16:11:32,211:	[Coach] >>> VALID @Epoch: 250  >>>  || HITRATE@1 Avg: 0.0601 || HITRATE@5 Avg: 0.1995 || HITRATE@10 Avg: 0.2974 || NDCG@5 Avg: 0.1307 || NDCG@10 Avg: 0.1621
2023-09-20 16:11:32,211:	[Coach] >>> TEST  @Epoch: 250  >>> 
2023-09-20 16:11:34,099:	[Wall TIME] >>> ChiefCoach.train takes 1.888257 seconds ...
2023-09-20 16:11:34,179:	[Coach] >>> TRAIN @Epoch: 251  >>>  || LOSS Avg: 5.30749
2023-09-20 16:11:34,179:	[Coach] >>> VALID @Epoch: 251  >>> 
2023-09-20 16:11:34,180:	[Coach] >>> TEST  @Epoch: 251  >>> 
2023-09-20 16:11:36,086:	[Wall TIME] >>> ChiefCoach.train takes 1.905795 seconds ...
2023-09-20 16:11:36,167:	[Coach] >>> TRAIN @Epoch: 252  >>>  || LOSS Avg: 5.31780
2023-09-20 16:11:36,167:	[Coach] >>> VALID @Epoch: 252  >>> 
2023-09-20 16:11:36,168:	[Coach] >>> TEST  @Epoch: 252  >>> 
2023-09-20 16:11:38,038:	[Wall TIME] >>> ChiefCoach.train takes 1.870052 seconds ...
2023-09-20 16:11:38,124:	[Coach] >>> TRAIN @Epoch: 253  >>>  || LOSS Avg: 5.31607
2023-09-20 16:11:38,125:	[Coach] >>> VALID @Epoch: 253  >>> 
2023-09-20 16:11:38,125:	[Coach] >>> TEST  @Epoch: 253  >>> 
2023-09-20 16:11:40,005:	[Wall TIME] >>> ChiefCoach.train takes 1.880069 seconds ...
2023-09-20 16:11:40,087:	[Coach] >>> TRAIN @Epoch: 254  >>>  || LOSS Avg: 5.32253
2023-09-20 16:11:40,087:	[Coach] >>> VALID @Epoch: 254  >>> 
2023-09-20 16:11:40,087:	[Coach] >>> TEST  @Epoch: 254  >>> 
2023-09-20 16:11:41,980:	[Wall TIME] >>> ChiefCoach.train takes 1.893122 seconds ...
2023-09-20 16:11:44,219:	[Wall TIME] >>> ChiefCoach.valid takes 2.158164 seconds ...
2023-09-20 16:11:44,220:	[Coach] >>> TRAIN @Epoch: 255  >>>  || LOSS Avg: 5.31984
2023-09-20 16:11:44,220:	[Coach] >>> VALID @Epoch: 255  >>>  || HITRATE@1 Avg: 0.0604 || HITRATE@5 Avg: 0.1985 || HITRATE@10 Avg: 0.2993 || NDCG@5 Avg: 0.1302 || NDCG@10 Avg: 0.1624
2023-09-20 16:11:44,220:	[Coach] >>> TEST  @Epoch: 255  >>> 
2023-09-20 16:11:46,120:	[Wall TIME] >>> ChiefCoach.train takes 1.899647 seconds ...
2023-09-20 16:11:46,199:	[Coach] >>> TRAIN @Epoch: 256  >>>  || LOSS Avg: 5.29914
2023-09-20 16:11:46,199:	[Coach] >>> VALID @Epoch: 256  >>> 
2023-09-20 16:11:46,199:	[Coach] >>> TEST  @Epoch: 256  >>> 
2023-09-20 16:11:48,085:	[Wall TIME] >>> ChiefCoach.train takes 1.885244 seconds ...
2023-09-20 16:11:48,169:	[Coach] >>> TRAIN @Epoch: 257  >>>  || LOSS Avg: 5.29614
2023-09-20 16:11:48,170:	[Coach] >>> VALID @Epoch: 257  >>> 
2023-09-20 16:11:48,170:	[Coach] >>> TEST  @Epoch: 257  >>> 
2023-09-20 16:11:50,049:	[Wall TIME] >>> ChiefCoach.train takes 1.879014 seconds ...
2023-09-20 16:11:50,130:	[Coach] >>> TRAIN @Epoch: 258  >>>  || LOSS Avg: 5.28781
2023-09-20 16:11:50,130:	[Coach] >>> VALID @Epoch: 258  >>> 
2023-09-20 16:11:50,130:	[Coach] >>> TEST  @Epoch: 258  >>> 
2023-09-20 16:11:52,001:	[Wall TIME] >>> ChiefCoach.train takes 1.870844 seconds ...
2023-09-20 16:11:52,081:	[Coach] >>> TRAIN @Epoch: 259  >>>  || LOSS Avg: 5.30304
2023-09-20 16:11:52,081:	[Coach] >>> VALID @Epoch: 259  >>> 
2023-09-20 16:11:52,081:	[Coach] >>> TEST  @Epoch: 259  >>> 
2023-09-20 16:11:53,935:	[Wall TIME] >>> ChiefCoach.train takes 1.853617 seconds ...
2023-09-20 16:11:56,221:	[Wall TIME] >>> ChiefCoach.valid takes 2.206353 seconds ...
2023-09-20 16:11:56,221:	[Coach] >>> TRAIN @Epoch: 260  >>>  || LOSS Avg: 5.29473
2023-09-20 16:11:56,222:	[Coach] >>> VALID @Epoch: 260  >>>  || HITRATE@1 Avg: 0.0623 || HITRATE@5 Avg: 0.1993 || HITRATE@10 Avg: 0.2957 || NDCG@5 Avg: 0.1323 || NDCG@10 Avg: 0.1633
2023-09-20 16:11:56,222:	[Coach] >>> TEST  @Epoch: 260  >>> 
2023-09-20 16:11:58,126:	[Wall TIME] >>> ChiefCoach.train takes 1.904067 seconds ...
2023-09-20 16:11:58,202:	[Coach] >>> TRAIN @Epoch: 261  >>>  || LOSS Avg: 5.29864
2023-09-20 16:11:58,203:	[Coach] >>> VALID @Epoch: 261  >>> 
2023-09-20 16:11:58,203:	[Coach] >>> TEST  @Epoch: 261  >>> 
2023-09-20 16:12:00,084:	[Wall TIME] >>> ChiefCoach.train takes 1.881411 seconds ...
2023-09-20 16:12:00,164:	[Coach] >>> TRAIN @Epoch: 262  >>>  || LOSS Avg: 5.31265
2023-09-20 16:12:00,164:	[Coach] >>> VALID @Epoch: 262  >>> 
2023-09-20 16:12:00,164:	[Coach] >>> TEST  @Epoch: 262  >>> 
2023-09-20 16:12:02,056:	[Wall TIME] >>> ChiefCoach.train takes 1.891335 seconds ...
2023-09-20 16:12:02,136:	[Coach] >>> TRAIN @Epoch: 263  >>>  || LOSS Avg: 5.29064
2023-09-20 16:12:02,137:	[Coach] >>> VALID @Epoch: 263  >>> 
2023-09-20 16:12:02,137:	[Coach] >>> TEST  @Epoch: 263  >>> 
2023-09-20 16:12:04,003:	[Wall TIME] >>> ChiefCoach.train takes 1.866083 seconds ...
2023-09-20 16:12:04,078:	[Coach] >>> TRAIN @Epoch: 264  >>>  || LOSS Avg: 5.29441
2023-09-20 16:12:04,078:	[Coach] >>> VALID @Epoch: 264  >>> 
2023-09-20 16:12:04,078:	[Coach] >>> TEST  @Epoch: 264  >>> 
2023-09-20 16:12:05,991:	[Wall TIME] >>> ChiefCoach.train takes 1.912673 seconds ...
2023-09-20 16:12:08,212:	[Wall TIME] >>> ChiefCoach.valid takes 2.132994 seconds ...
2023-09-20 16:12:08,214:	[Coach] >>> Better ***NDCG@10*** of ***0.1645*** 
2023-09-20 16:12:08,232:	[Coach] >>> TRAIN @Epoch: 265  >>>  || LOSS Avg: 5.29147
2023-09-20 16:12:08,232:	[Coach] >>> VALID @Epoch: 265  >>>  || HITRATE@1 Avg: 0.0624 || HITRATE@5 Avg: 0.2002 || HITRATE@10 Avg: 0.2998 || NDCG@5 Avg: 0.1323 || NDCG@10 Avg: 0.1645
2023-09-20 16:12:08,232:	[Coach] >>> TEST  @Epoch: 265  >>> 
2023-09-20 16:12:10,148:	[Wall TIME] >>> ChiefCoach.train takes 1.915941 seconds ...
2023-09-20 16:12:10,227:	[Coach] >>> TRAIN @Epoch: 266  >>>  || LOSS Avg: 5.29528
2023-09-20 16:12:10,228:	[Coach] >>> VALID @Epoch: 266  >>> 
2023-09-20 16:12:10,228:	[Coach] >>> TEST  @Epoch: 266  >>> 
2023-09-20 16:12:12,102:	[Wall TIME] >>> ChiefCoach.train takes 1.874491 seconds ...
2023-09-20 16:12:12,181:	[Coach] >>> TRAIN @Epoch: 267  >>>  || LOSS Avg: 5.32173
2023-09-20 16:12:12,181:	[Coach] >>> VALID @Epoch: 267  >>> 
2023-09-20 16:12:12,181:	[Coach] >>> TEST  @Epoch: 267  >>> 
2023-09-20 16:12:14,083:	[Wall TIME] >>> ChiefCoach.train takes 1.901669 seconds ...
2023-09-20 16:12:14,169:	[Coach] >>> TRAIN @Epoch: 268  >>>  || LOSS Avg: 5.28809
2023-09-20 16:12:14,169:	[Coach] >>> VALID @Epoch: 268  >>> 
2023-09-20 16:12:14,169:	[Coach] >>> TEST  @Epoch: 268  >>> 
2023-09-20 16:12:16,087:	[Wall TIME] >>> ChiefCoach.train takes 1.917176 seconds ...
2023-09-20 16:12:16,172:	[Coach] >>> TRAIN @Epoch: 269  >>>  || LOSS Avg: 5.31126
2023-09-20 16:12:16,172:	[Coach] >>> VALID @Epoch: 269  >>> 
2023-09-20 16:12:16,172:	[Coach] >>> TEST  @Epoch: 269  >>> 
2023-09-20 16:12:18,051:	[Wall TIME] >>> ChiefCoach.train takes 1.878471 seconds ...
2023-09-20 16:12:20,255:	[Wall TIME] >>> ChiefCoach.valid takes 2.115049 seconds ...
2023-09-20 16:12:20,255:	[Coach] >>> TRAIN @Epoch: 270  >>>  || LOSS Avg: 5.27526
2023-09-20 16:12:20,256:	[Coach] >>> VALID @Epoch: 270  >>>  || HITRATE@1 Avg: 0.0626 || HITRATE@5 Avg: 0.1993 || HITRATE@10 Avg: 0.2980 || NDCG@5 Avg: 0.1320 || NDCG@10 Avg: 0.1639
2023-09-20 16:12:20,256:	[Coach] >>> TEST  @Epoch: 270  >>> 
2023-09-20 16:12:22,158:	[Wall TIME] >>> ChiefCoach.train takes 1.902058 seconds ...
2023-09-20 16:12:22,233:	[Coach] >>> TRAIN @Epoch: 271  >>>  || LOSS Avg: 5.28205
2023-09-20 16:12:22,233:	[Coach] >>> VALID @Epoch: 271  >>> 
2023-09-20 16:12:22,233:	[Coach] >>> TEST  @Epoch: 271  >>> 
2023-09-20 16:12:24,118:	[Wall TIME] >>> ChiefCoach.train takes 1.884478 seconds ...
2023-09-20 16:12:24,193:	[Coach] >>> TRAIN @Epoch: 272  >>>  || LOSS Avg: 5.29416
2023-09-20 16:12:24,193:	[Coach] >>> VALID @Epoch: 272  >>> 
2023-09-20 16:12:24,193:	[Coach] >>> TEST  @Epoch: 272  >>> 
2023-09-20 16:12:26,067:	[Wall TIME] >>> ChiefCoach.train takes 1.873604 seconds ...
2023-09-20 16:12:26,146:	[Coach] >>> TRAIN @Epoch: 273  >>>  || LOSS Avg: 5.29197
2023-09-20 16:12:26,147:	[Coach] >>> VALID @Epoch: 273  >>> 
2023-09-20 16:12:26,147:	[Coach] >>> TEST  @Epoch: 273  >>> 
2023-09-20 16:12:28,022:	[Wall TIME] >>> ChiefCoach.train takes 1.874631 seconds ...
2023-09-20 16:12:28,104:	[Coach] >>> TRAIN @Epoch: 274  >>>  || LOSS Avg: 5.30695
2023-09-20 16:12:28,104:	[Coach] >>> VALID @Epoch: 274  >>> 
2023-09-20 16:12:28,104:	[Coach] >>> TEST  @Epoch: 274  >>> 
2023-09-20 16:12:29,991:	[Wall TIME] >>> ChiefCoach.train takes 1.886666 seconds ...
2023-09-20 16:12:32,212:	[Wall TIME] >>> ChiefCoach.valid takes 2.138130 seconds ...
2023-09-20 16:12:32,212:	[Coach] >>> Better ***NDCG@10*** of ***0.1662*** 
2023-09-20 16:12:32,230:	[Coach] >>> TRAIN @Epoch: 275  >>>  || LOSS Avg: 5.29725
2023-09-20 16:12:32,230:	[Coach] >>> VALID @Epoch: 275  >>>  || HITRATE@1 Avg: 0.0646 || HITRATE@5 Avg: 0.2003 || HITRATE@10 Avg: 0.3008 || NDCG@5 Avg: 0.1338 || NDCG@10 Avg: 0.1662
2023-09-20 16:12:32,230:	[Coach] >>> TEST  @Epoch: 275  >>> 
2023-09-20 16:12:34,148:	[Wall TIME] >>> ChiefCoach.train takes 1.917792 seconds ...
2023-09-20 16:12:34,228:	[Coach] >>> TRAIN @Epoch: 276  >>>  || LOSS Avg: 5.27468
2023-09-20 16:12:34,228:	[Coach] >>> VALID @Epoch: 276  >>> 
2023-09-20 16:12:34,228:	[Coach] >>> TEST  @Epoch: 276  >>> 
2023-09-20 16:12:36,106:	[Wall TIME] >>> ChiefCoach.train takes 1.878191 seconds ...
2023-09-20 16:12:36,187:	[Coach] >>> TRAIN @Epoch: 277  >>>  || LOSS Avg: 5.28621
2023-09-20 16:12:36,188:	[Coach] >>> VALID @Epoch: 277  >>> 
2023-09-20 16:12:36,188:	[Coach] >>> TEST  @Epoch: 277  >>> 
2023-09-20 16:12:38,056:	[Wall TIME] >>> ChiefCoach.train takes 1.867746 seconds ...
2023-09-20 16:12:38,137:	[Coach] >>> TRAIN @Epoch: 278  >>>  || LOSS Avg: 5.26938
2023-09-20 16:12:38,137:	[Coach] >>> VALID @Epoch: 278  >>> 
2023-09-20 16:12:38,138:	[Coach] >>> TEST  @Epoch: 278  >>> 
2023-09-20 16:12:40,005:	[Wall TIME] >>> ChiefCoach.train takes 1.867527 seconds ...
2023-09-20 16:12:40,080:	[Coach] >>> TRAIN @Epoch: 279  >>>  || LOSS Avg: 5.27693
2023-09-20 16:12:40,081:	[Coach] >>> VALID @Epoch: 279  >>> 
2023-09-20 16:12:40,081:	[Coach] >>> TEST  @Epoch: 279  >>> 
2023-09-20 16:12:41,975:	[Wall TIME] >>> ChiefCoach.train takes 1.893401 seconds ...
2023-09-20 16:12:44,203:	[Wall TIME] >>> ChiefCoach.valid takes 2.153469 seconds ...
2023-09-20 16:12:44,204:	[Coach] >>> TRAIN @Epoch: 280  >>>  || LOSS Avg: 5.27866
2023-09-20 16:12:44,204:	[Coach] >>> VALID @Epoch: 280  >>>  || HITRATE@1 Avg: 0.0608 || HITRATE@5 Avg: 0.1997 || HITRATE@10 Avg: 0.3012 || NDCG@5 Avg: 0.1316 || NDCG@10 Avg: 0.1643
2023-09-20 16:12:44,204:	[Coach] >>> TEST  @Epoch: 280  >>> 
2023-09-20 16:12:46,105:	[Wall TIME] >>> ChiefCoach.train takes 1.900508 seconds ...
2023-09-20 16:12:46,186:	[Coach] >>> TRAIN @Epoch: 281  >>>  || LOSS Avg: 5.28835
2023-09-20 16:12:46,186:	[Coach] >>> VALID @Epoch: 281  >>> 
2023-09-20 16:12:46,187:	[Coach] >>> TEST  @Epoch: 281  >>> 
2023-09-20 16:12:48,080:	[Wall TIME] >>> ChiefCoach.train takes 1.893563 seconds ...
2023-09-20 16:12:48,161:	[Coach] >>> TRAIN @Epoch: 282  >>>  || LOSS Avg: 5.29408
2023-09-20 16:12:48,162:	[Coach] >>> VALID @Epoch: 282  >>> 
2023-09-20 16:12:48,162:	[Coach] >>> TEST  @Epoch: 282  >>> 
2023-09-20 16:12:50,019:	[Wall TIME] >>> ChiefCoach.train takes 1.857091 seconds ...
2023-09-20 16:12:50,098:	[Coach] >>> TRAIN @Epoch: 283  >>>  || LOSS Avg: 5.29520
2023-09-20 16:12:50,098:	[Coach] >>> VALID @Epoch: 283  >>> 
2023-09-20 16:12:50,098:	[Coach] >>> TEST  @Epoch: 283  >>> 
2023-09-20 16:12:51,976:	[Wall TIME] >>> ChiefCoach.train takes 1.878149 seconds ...
2023-09-20 16:12:52,059:	[Coach] >>> TRAIN @Epoch: 284  >>>  || LOSS Avg: 5.29529
2023-09-20 16:12:52,059:	[Coach] >>> VALID @Epoch: 284  >>> 
2023-09-20 16:12:52,059:	[Coach] >>> TEST  @Epoch: 284  >>> 
2023-09-20 16:12:53,945:	[Wall TIME] >>> ChiefCoach.train takes 1.885753 seconds ...
2023-09-20 16:12:56,245:	[Wall TIME] >>> ChiefCoach.valid takes 2.214951 seconds ...
2023-09-20 16:12:56,245:	[Coach] >>> Better ***NDCG@10*** of ***0.1674*** 
2023-09-20 16:12:56,266:	[Coach] >>> TRAIN @Epoch: 285  >>>  || LOSS Avg: 5.27386
2023-09-20 16:12:56,267:	[Coach] >>> VALID @Epoch: 285  >>>  || HITRATE@1 Avg: 0.0644 || HITRATE@5 Avg: 0.2045 || HITRATE@10 Avg: 0.3040 || NDCG@5 Avg: 0.1354 || NDCG@10 Avg: 0.1674
2023-09-20 16:12:56,267:	[Coach] >>> TEST  @Epoch: 285  >>> 
2023-09-20 16:12:58,251:	[Wall TIME] >>> ChiefCoach.train takes 1.984318 seconds ...
2023-09-20 16:12:58,330:	[Coach] >>> TRAIN @Epoch: 286  >>>  || LOSS Avg: 5.29548
2023-09-20 16:12:58,331:	[Coach] >>> VALID @Epoch: 286  >>> 
2023-09-20 16:12:58,331:	[Coach] >>> TEST  @Epoch: 286  >>> 
2023-09-20 16:13:00,205:	[Wall TIME] >>> ChiefCoach.train takes 1.874465 seconds ...
2023-09-20 16:13:00,287:	[Coach] >>> TRAIN @Epoch: 287  >>>  || LOSS Avg: 5.27727
2023-09-20 16:13:00,288:	[Coach] >>> VALID @Epoch: 287  >>> 
2023-09-20 16:13:00,288:	[Coach] >>> TEST  @Epoch: 287  >>> 
2023-09-20 16:13:02,167:	[Wall TIME] >>> ChiefCoach.train takes 1.878850 seconds ...
2023-09-20 16:13:02,245:	[Coach] >>> TRAIN @Epoch: 288  >>>  || LOSS Avg: 5.27756
2023-09-20 16:13:02,245:	[Coach] >>> VALID @Epoch: 288  >>> 
2023-09-20 16:13:02,245:	[Coach] >>> TEST  @Epoch: 288  >>> 
2023-09-20 16:13:04,176:	[Wall TIME] >>> ChiefCoach.train takes 1.930330 seconds ...
2023-09-20 16:13:04,260:	[Coach] >>> TRAIN @Epoch: 289  >>>  || LOSS Avg: 5.27394
2023-09-20 16:13:04,260:	[Coach] >>> VALID @Epoch: 289  >>> 
2023-09-20 16:13:04,260:	[Coach] >>> TEST  @Epoch: 289  >>> 
2023-09-20 16:13:06,127:	[Wall TIME] >>> ChiefCoach.train takes 1.866658 seconds ...
2023-09-20 16:13:08,395:	[Wall TIME] >>> ChiefCoach.valid takes 2.190609 seconds ...
2023-09-20 16:13:08,396:	[Coach] >>> TRAIN @Epoch: 290  >>>  || LOSS Avg: 5.27152
2023-09-20 16:13:08,396:	[Coach] >>> VALID @Epoch: 290  >>>  || HITRATE@1 Avg: 0.0651 || HITRATE@5 Avg: 0.2017 || HITRATE@10 Avg: 0.3007 || NDCG@5 Avg: 0.1340 || NDCG@10 Avg: 0.1659
2023-09-20 16:13:08,396:	[Coach] >>> TEST  @Epoch: 290  >>> 
2023-09-20 16:13:10,304:	[Wall TIME] >>> ChiefCoach.train takes 1.907701 seconds ...
2023-09-20 16:13:10,387:	[Coach] >>> TRAIN @Epoch: 291  >>>  || LOSS Avg: 5.27301
2023-09-20 16:13:10,387:	[Coach] >>> VALID @Epoch: 291  >>> 
2023-09-20 16:13:10,387:	[Coach] >>> TEST  @Epoch: 291  >>> 
2023-09-20 16:13:12,320:	[Wall TIME] >>> ChiefCoach.train takes 1.932346 seconds ...
2023-09-20 16:13:12,405:	[Coach] >>> TRAIN @Epoch: 292  >>>  || LOSS Avg: 5.26814
2023-09-20 16:13:12,405:	[Coach] >>> VALID @Epoch: 292  >>> 
2023-09-20 16:13:12,405:	[Coach] >>> TEST  @Epoch: 292  >>> 
2023-09-20 16:13:14,340:	[Wall TIME] >>> ChiefCoach.train takes 1.934632 seconds ...
2023-09-20 16:13:14,420:	[Coach] >>> TRAIN @Epoch: 293  >>>  || LOSS Avg: 5.28143
2023-09-20 16:13:14,421:	[Coach] >>> VALID @Epoch: 293  >>> 
2023-09-20 16:13:14,421:	[Coach] >>> TEST  @Epoch: 293  >>> 
2023-09-20 16:13:16,334:	[Wall TIME] >>> ChiefCoach.train takes 1.912581 seconds ...
2023-09-20 16:13:16,411:	[Coach] >>> TRAIN @Epoch: 294  >>>  || LOSS Avg: 5.27744
2023-09-20 16:13:16,411:	[Coach] >>> VALID @Epoch: 294  >>> 
2023-09-20 16:13:16,411:	[Coach] >>> TEST  @Epoch: 294  >>> 
2023-09-20 16:13:18,284:	[Wall TIME] >>> ChiefCoach.train takes 1.872917 seconds ...
2023-09-20 16:13:20,660:	[Wall TIME] >>> ChiefCoach.valid takes 2.282274 seconds ...
2023-09-20 16:13:20,661:	[Coach] >>> TRAIN @Epoch: 295  >>>  || LOSS Avg: 5.29058
2023-09-20 16:13:20,661:	[Coach] >>> VALID @Epoch: 295  >>>  || HITRATE@1 Avg: 0.0644 || HITRATE@5 Avg: 0.2035 || HITRATE@10 Avg: 0.2980 || NDCG@5 Avg: 0.1341 || NDCG@10 Avg: 0.1645
2023-09-20 16:13:20,661:	[Coach] >>> TEST  @Epoch: 295  >>> 
2023-09-20 16:13:22,634:	[Wall TIME] >>> ChiefCoach.train takes 1.972782 seconds ...
2023-09-20 16:13:22,720:	[Coach] >>> TRAIN @Epoch: 296  >>>  || LOSS Avg: 5.28814
2023-09-20 16:13:22,721:	[Coach] >>> VALID @Epoch: 296  >>> 
2023-09-20 16:13:22,721:	[Coach] >>> TEST  @Epoch: 296  >>> 
2023-09-20 16:13:24,611:	[Wall TIME] >>> ChiefCoach.train takes 1.890500 seconds ...
2023-09-20 16:13:24,693:	[Coach] >>> TRAIN @Epoch: 297  >>>  || LOSS Avg: 5.27109
2023-09-20 16:13:24,693:	[Coach] >>> VALID @Epoch: 297  >>> 
2023-09-20 16:13:24,694:	[Coach] >>> TEST  @Epoch: 297  >>> 
2023-09-20 16:13:26,569:	[Wall TIME] >>> ChiefCoach.train takes 1.875568 seconds ...
2023-09-20 16:13:26,653:	[Coach] >>> TRAIN @Epoch: 298  >>>  || LOSS Avg: 5.27305
2023-09-20 16:13:26,654:	[Coach] >>> VALID @Epoch: 298  >>> 
2023-09-20 16:13:26,654:	[Coach] >>> TEST  @Epoch: 298  >>> 
2023-09-20 16:13:28,515:	[Wall TIME] >>> ChiefCoach.train takes 1.861300 seconds ...
2023-09-20 16:13:28,594:	[Coach] >>> TRAIN @Epoch: 299  >>>  || LOSS Avg: 5.26724
2023-09-20 16:13:28,594:	[Coach] >>> VALID @Epoch: 299  >>> 
2023-09-20 16:13:28,595:	[Coach] >>> TEST  @Epoch: 299  >>> 
2023-09-20 16:13:30,499:	[Wall TIME] >>> ChiefCoach.train takes 1.904115 seconds ...
2023-09-20 16:13:32,885:	[Wall TIME] >>> ChiefCoach.valid takes 2.308215 seconds ...
2023-09-20 16:13:32,886:	[Coach] >>> TRAIN @Epoch: 300  >>>  || LOSS Avg: 5.28364
2023-09-20 16:13:32,886:	[Coach] >>> VALID @Epoch: 300  >>>  || HITRATE@1 Avg: 0.0657 || HITRATE@5 Avg: 0.2048 || HITRATE@10 Avg: 0.3031 || NDCG@5 Avg: 0.1357 || NDCG@10 Avg: 0.1673
2023-09-20 16:13:32,887:	[Coach] >>> TEST  @Epoch: 300  >>> 
2023-09-20 16:13:34,885:	[Wall TIME] >>> ChiefCoach.train takes 1.997926 seconds ...
2023-09-20 16:13:34,964:	[Coach] >>> TRAIN @Epoch: 301  >>>  || LOSS Avg: 5.26322
2023-09-20 16:13:34,964:	[Coach] >>> VALID @Epoch: 301  >>> 
2023-09-20 16:13:34,965:	[Coach] >>> TEST  @Epoch: 301  >>> 
2023-09-20 16:13:36,848:	[Wall TIME] >>> ChiefCoach.train takes 1.883493 seconds ...
2023-09-20 16:13:36,932:	[Coach] >>> TRAIN @Epoch: 302  >>>  || LOSS Avg: 5.27339
2023-09-20 16:13:36,932:	[Coach] >>> VALID @Epoch: 302  >>> 
2023-09-20 16:13:36,932:	[Coach] >>> TEST  @Epoch: 302  >>> 
2023-09-20 16:13:38,802:	[Wall TIME] >>> ChiefCoach.train takes 1.869375 seconds ...
2023-09-20 16:13:38,886:	[Coach] >>> TRAIN @Epoch: 303  >>>  || LOSS Avg: 5.25447
2023-09-20 16:13:38,887:	[Coach] >>> VALID @Epoch: 303  >>> 
2023-09-20 16:13:38,887:	[Coach] >>> TEST  @Epoch: 303  >>> 
2023-09-20 16:13:40,764:	[Wall TIME] >>> ChiefCoach.train takes 1.877221 seconds ...
2023-09-20 16:13:40,847:	[Coach] >>> TRAIN @Epoch: 304  >>>  || LOSS Avg: 5.27197
2023-09-20 16:13:40,848:	[Coach] >>> VALID @Epoch: 304  >>> 
2023-09-20 16:13:40,848:	[Coach] >>> TEST  @Epoch: 304  >>> 
2023-09-20 16:13:42,769:	[Wall TIME] >>> ChiefCoach.train takes 1.921365 seconds ...
2023-09-20 16:13:45,143:	[Wall TIME] >>> ChiefCoach.valid takes 2.287043 seconds ...
2023-09-20 16:13:45,143:	[Coach] >>> TRAIN @Epoch: 305  >>>  || LOSS Avg: 5.27778
2023-09-20 16:13:45,143:	[Coach] >>> VALID @Epoch: 305  >>>  || HITRATE@1 Avg: 0.0664 || HITRATE@5 Avg: 0.2010 || HITRATE@10 Avg: 0.2982 || NDCG@5 Avg: 0.1345 || NDCG@10 Avg: 0.1658
2023-09-20 16:13:45,144:	[Coach] >>> TEST  @Epoch: 305  >>> 
2023-09-20 16:13:47,052:	[Wall TIME] >>> ChiefCoach.train takes 1.907794 seconds ...
2023-09-20 16:13:47,136:	[Coach] >>> TRAIN @Epoch: 306  >>>  || LOSS Avg: 5.28974
2023-09-20 16:13:47,136:	[Coach] >>> VALID @Epoch: 306  >>> 
2023-09-20 16:13:47,136:	[Coach] >>> TEST  @Epoch: 306  >>> 
2023-09-20 16:13:49,097:	[Wall TIME] >>> ChiefCoach.train takes 1.960084 seconds ...
2023-09-20 16:13:49,180:	[Coach] >>> TRAIN @Epoch: 307  >>>  || LOSS Avg: 5.27526
2023-09-20 16:13:49,180:	[Coach] >>> VALID @Epoch: 307  >>> 
2023-09-20 16:13:49,180:	[Coach] >>> TEST  @Epoch: 307  >>> 
2023-09-20 16:13:51,079:	[Wall TIME] >>> ChiefCoach.train takes 1.898642 seconds ...
2023-09-20 16:13:51,157:	[Coach] >>> TRAIN @Epoch: 308  >>>  || LOSS Avg: 5.26236
2023-09-20 16:13:51,157:	[Coach] >>> VALID @Epoch: 308  >>> 
2023-09-20 16:13:51,158:	[Coach] >>> TEST  @Epoch: 308  >>> 
2023-09-20 16:13:53,090:	[Wall TIME] >>> ChiefCoach.train takes 1.932615 seconds ...
2023-09-20 16:13:53,170:	[Coach] >>> TRAIN @Epoch: 309  >>>  || LOSS Avg: 5.26328
2023-09-20 16:13:53,171:	[Coach] >>> VALID @Epoch: 309  >>> 
2023-09-20 16:13:53,171:	[Coach] >>> TEST  @Epoch: 309  >>> 
2023-09-20 16:13:55,073:	[Wall TIME] >>> ChiefCoach.train takes 1.901735 seconds ...
2023-09-20 16:13:57,375:	[Wall TIME] >>> ChiefCoach.valid takes 2.219908 seconds ...
2023-09-20 16:13:57,376:	[Coach] >>> TRAIN @Epoch: 310  >>>  || LOSS Avg: 5.25921
2023-09-20 16:13:57,376:	[Coach] >>> VALID @Epoch: 310  >>>  || HITRATE@1 Avg: 0.0647 || HITRATE@5 Avg: 0.2040 || HITRATE@10 Avg: 0.3015 || NDCG@5 Avg: 0.1354 || NDCG@10 Avg: 0.1668
2023-09-20 16:13:57,376:	[Coach] >>> TEST  @Epoch: 310  >>> 
2023-09-20 16:13:59,300:	[Wall TIME] >>> ChiefCoach.train takes 1.924530 seconds ...
2023-09-20 16:13:59,383:	[Coach] >>> TRAIN @Epoch: 311  >>>  || LOSS Avg: 5.26348
2023-09-20 16:13:59,383:	[Coach] >>> VALID @Epoch: 311  >>> 
2023-09-20 16:13:59,383:	[Coach] >>> TEST  @Epoch: 311  >>> 
2023-09-20 16:14:01,271:	[Wall TIME] >>> ChiefCoach.train takes 1.888092 seconds ...
2023-09-20 16:14:01,349:	[Coach] >>> TRAIN @Epoch: 312  >>>  || LOSS Avg: 5.26914
2023-09-20 16:14:01,350:	[Coach] >>> VALID @Epoch: 312  >>> 
2023-09-20 16:14:01,350:	[Coach] >>> TEST  @Epoch: 312  >>> 
2023-09-20 16:14:03,223:	[Wall TIME] >>> ChiefCoach.train takes 1.873377 seconds ...
2023-09-20 16:14:03,301:	[Coach] >>> TRAIN @Epoch: 313  >>>  || LOSS Avg: 5.26980
2023-09-20 16:14:03,302:	[Coach] >>> VALID @Epoch: 313  >>> 
2023-09-20 16:14:03,302:	[Coach] >>> TEST  @Epoch: 313  >>> 
2023-09-20 16:14:05,172:	[Wall TIME] >>> ChiefCoach.train takes 1.870387 seconds ...
2023-09-20 16:14:05,253:	[Coach] >>> TRAIN @Epoch: 314  >>>  || LOSS Avg: 5.25811
2023-09-20 16:14:05,254:	[Coach] >>> VALID @Epoch: 314  >>> 
2023-09-20 16:14:05,254:	[Coach] >>> TEST  @Epoch: 314  >>> 
2023-09-20 16:14:07,128:	[Wall TIME] >>> ChiefCoach.train takes 1.874156 seconds ...
2023-09-20 16:14:09,378:	[Wall TIME] >>> ChiefCoach.valid takes 2.171999 seconds ...
2023-09-20 16:14:09,379:	[Coach] >>> Better ***NDCG@10*** of ***0.1683*** 
2023-09-20 16:14:09,396:	[Coach] >>> TRAIN @Epoch: 315  >>>  || LOSS Avg: 5.25890
2023-09-20 16:14:09,396:	[Coach] >>> VALID @Epoch: 315  >>>  || HITRATE@1 Avg: 0.0636 || HITRATE@5 Avg: 0.2075 || HITRATE@10 Avg: 0.3050 || NDCG@5 Avg: 0.1369 || NDCG@10 Avg: 0.1683
2023-09-20 16:14:09,396:	[Coach] >>> TEST  @Epoch: 315  >>> 
2023-09-20 16:14:11,648:	[Wall TIME] >>> ChiefCoach.train takes 2.251484 seconds ...
2023-09-20 16:14:11,730:	[Coach] >>> TRAIN @Epoch: 316  >>>  || LOSS Avg: 5.28773
2023-09-20 16:14:11,731:	[Coach] >>> VALID @Epoch: 316  >>> 
2023-09-20 16:14:11,731:	[Coach] >>> TEST  @Epoch: 316  >>> 
2023-09-20 16:14:13,888:	[Wall TIME] >>> ChiefCoach.train takes 2.157395 seconds ...
2023-09-20 16:14:13,969:	[Coach] >>> TRAIN @Epoch: 317  >>>  || LOSS Avg: 5.26953
2023-09-20 16:14:13,970:	[Coach] >>> VALID @Epoch: 317  >>> 
2023-09-20 16:14:13,970:	[Coach] >>> TEST  @Epoch: 317  >>> 
2023-09-20 16:14:16,278:	[Wall TIME] >>> ChiefCoach.train takes 2.307610 seconds ...
2023-09-20 16:14:16,353:	[Coach] >>> TRAIN @Epoch: 318  >>>  || LOSS Avg: 5.25480
2023-09-20 16:14:16,354:	[Coach] >>> VALID @Epoch: 318  >>> 
2023-09-20 16:14:16,354:	[Coach] >>> TEST  @Epoch: 318  >>> 
2023-09-20 16:14:18,489:	[Wall TIME] >>> ChiefCoach.train takes 2.135324 seconds ...
2023-09-20 16:14:18,860:	[Coach] >>> TRAIN @Epoch: 319  >>>  || LOSS Avg: 5.25193
2023-09-20 16:14:18,861:	[Coach] >>> VALID @Epoch: 319  >>> 
2023-09-20 16:14:18,861:	[Coach] >>> TEST  @Epoch: 319  >>> 
2023-09-20 16:14:20,807:	[Wall TIME] >>> ChiefCoach.train takes 1.946295 seconds ...
2023-09-20 16:14:23,232:	[Wall TIME] >>> ChiefCoach.valid takes 2.349395 seconds ...
2023-09-20 16:14:23,232:	[Coach] >>> TRAIN @Epoch: 320  >>>  || LOSS Avg: 5.26038
2023-09-20 16:14:23,233:	[Coach] >>> VALID @Epoch: 320  >>>  || HITRATE@1 Avg: 0.0623 || HITRATE@5 Avg: 0.2053 || HITRATE@10 Avg: 0.3058 || NDCG@5 Avg: 0.1344 || NDCG@10 Avg: 0.1665
2023-09-20 16:14:23,233:	[Coach] >>> TEST  @Epoch: 320  >>> 
2023-09-20 16:14:25,228:	[Wall TIME] >>> ChiefCoach.train takes 1.994824 seconds ...
2023-09-20 16:14:25,309:	[Coach] >>> TRAIN @Epoch: 321  >>>  || LOSS Avg: 5.24743
2023-09-20 16:14:25,310:	[Coach] >>> VALID @Epoch: 321  >>> 
2023-09-20 16:14:25,310:	[Coach] >>> TEST  @Epoch: 321  >>> 
2023-09-20 16:14:27,216:	[Wall TIME] >>> ChiefCoach.train takes 1.905495 seconds ...
2023-09-20 16:14:27,293:	[Coach] >>> TRAIN @Epoch: 322  >>>  || LOSS Avg: 5.24680
2023-09-20 16:14:27,293:	[Coach] >>> VALID @Epoch: 322  >>> 
2023-09-20 16:14:27,293:	[Coach] >>> TEST  @Epoch: 322  >>> 
2023-09-20 16:14:29,166:	[Wall TIME] >>> ChiefCoach.train takes 1.872741 seconds ...
2023-09-20 16:14:29,247:	[Coach] >>> TRAIN @Epoch: 323  >>>  || LOSS Avg: 5.25106
2023-09-20 16:14:29,247:	[Coach] >>> VALID @Epoch: 323  >>> 
2023-09-20 16:14:29,248:	[Coach] >>> TEST  @Epoch: 323  >>> 
2023-09-20 16:14:31,147:	[Wall TIME] >>> ChiefCoach.train takes 1.899187 seconds ...
2023-09-20 16:14:31,227:	[Coach] >>> TRAIN @Epoch: 324  >>>  || LOSS Avg: 5.26021
2023-09-20 16:14:31,227:	[Coach] >>> VALID @Epoch: 324  >>> 
2023-09-20 16:14:31,227:	[Coach] >>> TEST  @Epoch: 324  >>> 
2023-09-20 16:14:33,123:	[Wall TIME] >>> ChiefCoach.train takes 1.895560 seconds ...
2023-09-20 16:14:35,401:	[Wall TIME] >>> ChiefCoach.valid takes 2.187425 seconds ...
2023-09-20 16:14:35,402:	[Coach] >>> Better ***NDCG@10*** of ***0.1697*** 
2023-09-20 16:14:35,419:	[Coach] >>> TRAIN @Epoch: 325  >>>  || LOSS Avg: 5.25774
2023-09-20 16:14:35,420:	[Coach] >>> VALID @Epoch: 325  >>>  || HITRATE@1 Avg: 0.0652 || HITRATE@5 Avg: 0.2041 || HITRATE@10 Avg: 0.3088 || NDCG@5 Avg: 0.1360 || NDCG@10 Avg: 0.1697
2023-09-20 16:14:35,420:	[Coach] >>> TEST  @Epoch: 325  >>> 
2023-09-20 16:14:37,314:	[Wall TIME] >>> ChiefCoach.train takes 1.894576 seconds ...
2023-09-20 16:14:37,393:	[Coach] >>> TRAIN @Epoch: 326  >>>  || LOSS Avg: 5.25569
2023-09-20 16:14:37,394:	[Coach] >>> VALID @Epoch: 326  >>> 
2023-09-20 16:14:37,394:	[Coach] >>> TEST  @Epoch: 326  >>> 
2023-09-20 16:14:39,319:	[Wall TIME] >>> ChiefCoach.train takes 1.924805 seconds ...
2023-09-20 16:14:39,395:	[Coach] >>> TRAIN @Epoch: 327  >>>  || LOSS Avg: 5.27966
2023-09-20 16:14:39,395:	[Coach] >>> VALID @Epoch: 327  >>> 
2023-09-20 16:14:39,395:	[Coach] >>> TEST  @Epoch: 327  >>> 
2023-09-20 16:14:41,275:	[Wall TIME] >>> ChiefCoach.train takes 1.879881 seconds ...
2023-09-20 16:14:41,358:	[Coach] >>> TRAIN @Epoch: 328  >>>  || LOSS Avg: 5.25976
2023-09-20 16:14:41,359:	[Coach] >>> VALID @Epoch: 328  >>> 
2023-09-20 16:14:41,359:	[Coach] >>> TEST  @Epoch: 328  >>> 
2023-09-20 16:14:43,225:	[Wall TIME] >>> ChiefCoach.train takes 1.866428 seconds ...
2023-09-20 16:14:43,302:	[Coach] >>> TRAIN @Epoch: 329  >>>  || LOSS Avg: 5.25795
2023-09-20 16:14:43,303:	[Coach] >>> VALID @Epoch: 329  >>> 
2023-09-20 16:14:43,303:	[Coach] >>> TEST  @Epoch: 329  >>> 
2023-09-20 16:14:45,179:	[Wall TIME] >>> ChiefCoach.train takes 1.876461 seconds ...
2023-09-20 16:14:47,444:	[Wall TIME] >>> ChiefCoach.valid takes 2.189724 seconds ...
2023-09-20 16:14:47,445:	[Coach] >>> TRAIN @Epoch: 330  >>>  || LOSS Avg: 5.24774
2023-09-20 16:14:47,445:	[Coach] >>> VALID @Epoch: 330  >>>  || HITRATE@1 Avg: 0.0651 || HITRATE@5 Avg: 0.2033 || HITRATE@10 Avg: 0.3061 || NDCG@5 Avg: 0.1357 || NDCG@10 Avg: 0.1689
2023-09-20 16:14:47,445:	[Coach] >>> TEST  @Epoch: 330  >>> 
2023-09-20 16:14:49,381:	[Wall TIME] >>> ChiefCoach.train takes 1.935440 seconds ...
2023-09-20 16:14:49,459:	[Coach] >>> TRAIN @Epoch: 331  >>>  || LOSS Avg: 5.24764
2023-09-20 16:14:49,459:	[Coach] >>> VALID @Epoch: 331  >>> 
2023-09-20 16:14:49,459:	[Coach] >>> TEST  @Epoch: 331  >>> 
2023-09-20 16:14:51,409:	[Wall TIME] >>> ChiefCoach.train takes 1.949058 seconds ...
2023-09-20 16:14:51,485:	[Coach] >>> TRAIN @Epoch: 332  >>>  || LOSS Avg: 5.25187
2023-09-20 16:14:51,486:	[Coach] >>> VALID @Epoch: 332  >>> 
2023-09-20 16:14:51,486:	[Coach] >>> TEST  @Epoch: 332  >>> 
2023-09-20 16:14:53,433:	[Wall TIME] >>> ChiefCoach.train takes 1.947098 seconds ...
2023-09-20 16:14:53,520:	[Coach] >>> TRAIN @Epoch: 333  >>>  || LOSS Avg: 5.25666
2023-09-20 16:14:53,520:	[Coach] >>> VALID @Epoch: 333  >>> 
2023-09-20 16:14:53,520:	[Coach] >>> TEST  @Epoch: 333  >>> 
2023-09-20 16:14:55,506:	[Wall TIME] >>> ChiefCoach.train takes 1.985268 seconds ...
2023-09-20 16:14:55,588:	[Coach] >>> TRAIN @Epoch: 334  >>>  || LOSS Avg: 5.24171
2023-09-20 16:14:55,588:	[Coach] >>> VALID @Epoch: 334  >>> 
2023-09-20 16:14:55,588:	[Coach] >>> TEST  @Epoch: 334  >>> 
2023-09-20 16:14:57,499:	[Wall TIME] >>> ChiefCoach.train takes 1.910792 seconds ...
2023-09-20 16:15:00,011:	[Wall TIME] >>> ChiefCoach.valid takes 2.421170 seconds ...
2023-09-20 16:15:00,012:	[Coach] >>> TRAIN @Epoch: 335  >>>  || LOSS Avg: 5.24895
2023-09-20 16:15:00,012:	[Coach] >>> VALID @Epoch: 335  >>>  || HITRATE@1 Avg: 0.0651 || HITRATE@5 Avg: 0.1983 || HITRATE@10 Avg: 0.3005 || NDCG@5 Avg: 0.1331 || NDCG@10 Avg: 0.1663
2023-09-20 16:15:00,012:	[Coach] >>> TEST  @Epoch: 335  >>> 
2023-09-20 16:15:01,945:	[Wall TIME] >>> ChiefCoach.train takes 1.932137 seconds ...
2023-09-20 16:15:02,024:	[Coach] >>> TRAIN @Epoch: 336  >>>  || LOSS Avg: 5.24979
2023-09-20 16:15:02,024:	[Coach] >>> VALID @Epoch: 336  >>> 
2023-09-20 16:15:02,024:	[Coach] >>> TEST  @Epoch: 336  >>> 
2023-09-20 16:15:03,932:	[Wall TIME] >>> ChiefCoach.train takes 1.907265 seconds ...
2023-09-20 16:15:04,017:	[Coach] >>> TRAIN @Epoch: 337  >>>  || LOSS Avg: 5.24267
2023-09-20 16:15:04,017:	[Coach] >>> VALID @Epoch: 337  >>> 
2023-09-20 16:15:04,017:	[Coach] >>> TEST  @Epoch: 337  >>> 
2023-09-20 16:15:05,913:	[Wall TIME] >>> ChiefCoach.train takes 1.895592 seconds ...
2023-09-20 16:15:05,998:	[Coach] >>> TRAIN @Epoch: 338  >>>  || LOSS Avg: 5.22318
2023-09-20 16:15:05,999:	[Coach] >>> VALID @Epoch: 338  >>> 
2023-09-20 16:15:05,999:	[Coach] >>> TEST  @Epoch: 338  >>> 
2023-09-20 16:15:07,941:	[Wall TIME] >>> ChiefCoach.train takes 1.942379 seconds ...
2023-09-20 16:15:08,026:	[Coach] >>> TRAIN @Epoch: 339  >>>  || LOSS Avg: 5.25127
2023-09-20 16:15:08,026:	[Coach] >>> VALID @Epoch: 339  >>> 
2023-09-20 16:15:08,026:	[Coach] >>> TEST  @Epoch: 339  >>> 
2023-09-20 16:15:09,912:	[Wall TIME] >>> ChiefCoach.train takes 1.885908 seconds ...
2023-09-20 16:15:12,242:	[Wall TIME] >>> ChiefCoach.valid takes 2.245525 seconds ...
2023-09-20 16:15:12,243:	[Coach] >>> Better ***NDCG@10*** of ***0.1707*** 
2023-09-20 16:15:12,260:	[Coach] >>> TRAIN @Epoch: 340  >>>  || LOSS Avg: 5.25572
2023-09-20 16:15:12,261:	[Coach] >>> VALID @Epoch: 340  >>>  || HITRATE@1 Avg: 0.0672 || HITRATE@5 Avg: 0.2086 || HITRATE@10 Avg: 0.3065 || NDCG@5 Avg: 0.1392 || NDCG@10 Avg: 0.1707
2023-09-20 16:15:12,261:	[Coach] >>> TEST  @Epoch: 340  >>> 
2023-09-20 16:15:14,132:	[Wall TIME] >>> ChiefCoach.train takes 1.871169 seconds ...
2023-09-20 16:15:14,214:	[Coach] >>> TRAIN @Epoch: 341  >>>  || LOSS Avg: 5.26393
2023-09-20 16:15:14,214:	[Coach] >>> VALID @Epoch: 341  >>> 
2023-09-20 16:15:14,214:	[Coach] >>> TEST  @Epoch: 341  >>> 
2023-09-20 16:15:16,108:	[Wall TIME] >>> ChiefCoach.train takes 1.893225 seconds ...
2023-09-20 16:15:16,189:	[Coach] >>> TRAIN @Epoch: 342  >>>  || LOSS Avg: 5.24085
2023-09-20 16:15:16,189:	[Coach] >>> VALID @Epoch: 342  >>> 
2023-09-20 16:15:16,189:	[Coach] >>> TEST  @Epoch: 342  >>> 
2023-09-20 16:15:18,081:	[Wall TIME] >>> ChiefCoach.train takes 1.891463 seconds ...
2023-09-20 16:15:18,160:	[Coach] >>> TRAIN @Epoch: 343  >>>  || LOSS Avg: 5.23795
2023-09-20 16:15:18,161:	[Coach] >>> VALID @Epoch: 343  >>> 
2023-09-20 16:15:18,161:	[Coach] >>> TEST  @Epoch: 343  >>> 
2023-09-20 16:15:20,040:	[Wall TIME] >>> ChiefCoach.train takes 1.878963 seconds ...
2023-09-20 16:15:20,127:	[Coach] >>> TRAIN @Epoch: 344  >>>  || LOSS Avg: 5.26410
2023-09-20 16:15:20,128:	[Coach] >>> VALID @Epoch: 344  >>> 
2023-09-20 16:15:20,128:	[Coach] >>> TEST  @Epoch: 344  >>> 
2023-09-20 16:15:22,009:	[Wall TIME] >>> ChiefCoach.train takes 1.880949 seconds ...
2023-09-20 16:15:24,366:	[Wall TIME] >>> ChiefCoach.valid takes 2.274722 seconds ...
2023-09-20 16:15:24,367:	[Coach] >>> TRAIN @Epoch: 345  >>>  || LOSS Avg: 5.21016
2023-09-20 16:15:24,367:	[Coach] >>> VALID @Epoch: 345  >>>  || HITRATE@1 Avg: 0.0642 || HITRATE@5 Avg: 0.2083 || HITRATE@10 Avg: 0.3030 || NDCG@5 Avg: 0.1372 || NDCG@10 Avg: 0.1676
2023-09-20 16:15:24,367:	[Coach] >>> TEST  @Epoch: 345  >>> 
2023-09-20 16:15:26,310:	[Wall TIME] >>> ChiefCoach.train takes 1.942582 seconds ...
2023-09-20 16:15:26,404:	[Coach] >>> TRAIN @Epoch: 346  >>>  || LOSS Avg: 5.24054
2023-09-20 16:15:26,405:	[Coach] >>> VALID @Epoch: 346  >>> 
2023-09-20 16:15:26,405:	[Coach] >>> TEST  @Epoch: 346  >>> 
2023-09-20 16:15:28,337:	[Wall TIME] >>> ChiefCoach.train takes 1.931963 seconds ...
2023-09-20 16:15:28,418:	[Coach] >>> TRAIN @Epoch: 347  >>>  || LOSS Avg: 5.26436
2023-09-20 16:15:28,418:	[Coach] >>> VALID @Epoch: 347  >>> 
2023-09-20 16:15:28,418:	[Coach] >>> TEST  @Epoch: 347  >>> 
2023-09-20 16:15:30,310:	[Wall TIME] >>> ChiefCoach.train takes 1.891733 seconds ...
2023-09-20 16:15:30,388:	[Coach] >>> TRAIN @Epoch: 348  >>>  || LOSS Avg: 5.24262
2023-09-20 16:15:30,388:	[Coach] >>> VALID @Epoch: 348  >>> 
2023-09-20 16:15:30,388:	[Coach] >>> TEST  @Epoch: 348  >>> 
2023-09-20 16:15:32,276:	[Wall TIME] >>> ChiefCoach.train takes 1.887591 seconds ...
2023-09-20 16:15:32,355:	[Coach] >>> TRAIN @Epoch: 349  >>>  || LOSS Avg: 5.23147
2023-09-20 16:15:32,355:	[Coach] >>> VALID @Epoch: 349  >>> 
2023-09-20 16:15:32,355:	[Coach] >>> TEST  @Epoch: 349  >>> 
2023-09-20 16:15:34,247:	[Wall TIME] >>> ChiefCoach.train takes 1.891324 seconds ...
2023-09-20 16:15:36,434:	[Wall TIME] >>> ChiefCoach.valid takes 2.100657 seconds ...
2023-09-20 16:15:36,435:	[Coach] >>> TRAIN @Epoch: 350  >>>  || LOSS Avg: 5.23279
2023-09-20 16:15:36,435:	[Coach] >>> VALID @Epoch: 350  >>>  || HITRATE@1 Avg: 0.0644 || HITRATE@5 Avg: 0.2041 || HITRATE@10 Avg: 0.3056 || NDCG@5 Avg: 0.1353 || NDCG@10 Avg: 0.1680
2023-09-20 16:15:36,435:	[Coach] >>> TEST  @Epoch: 350  >>> 
2023-09-20 16:15:38,326:	[Wall TIME] >>> ChiefCoach.train takes 1.891224 seconds ...
2023-09-20 16:15:38,415:	[Coach] >>> TRAIN @Epoch: 351  >>>  || LOSS Avg: 5.23677
2023-09-20 16:15:38,415:	[Coach] >>> VALID @Epoch: 351  >>> 
2023-09-20 16:15:38,415:	[Coach] >>> TEST  @Epoch: 351  >>> 
2023-09-20 16:15:40,361:	[Wall TIME] >>> ChiefCoach.train takes 1.945664 seconds ...
2023-09-20 16:15:40,445:	[Coach] >>> TRAIN @Epoch: 352  >>>  || LOSS Avg: 5.24545
2023-09-20 16:15:40,445:	[Coach] >>> VALID @Epoch: 352  >>> 
2023-09-20 16:15:40,445:	[Coach] >>> TEST  @Epoch: 352  >>> 
2023-09-20 16:15:42,340:	[Wall TIME] >>> ChiefCoach.train takes 1.894664 seconds ...
2023-09-20 16:15:42,421:	[Coach] >>> TRAIN @Epoch: 353  >>>  || LOSS Avg: 5.24707
2023-09-20 16:15:42,421:	[Coach] >>> VALID @Epoch: 353  >>> 
2023-09-20 16:15:42,421:	[Coach] >>> TEST  @Epoch: 353  >>> 
2023-09-20 16:15:44,334:	[Wall TIME] >>> ChiefCoach.train takes 1.912836 seconds ...
2023-09-20 16:15:44,414:	[Coach] >>> TRAIN @Epoch: 354  >>>  || LOSS Avg: 5.22027
2023-09-20 16:15:44,414:	[Coach] >>> VALID @Epoch: 354  >>> 
2023-09-20 16:15:44,414:	[Coach] >>> TEST  @Epoch: 354  >>> 
2023-09-20 16:15:46,296:	[Wall TIME] >>> ChiefCoach.train takes 1.881334 seconds ...
2023-09-20 16:15:47,868:	[Wall TIME] >>> ChiefCoach.valid takes 1.495707 seconds ...
2023-09-20 16:15:47,869:	[Coach] >>> TRAIN @Epoch: 355  >>>  || LOSS Avg: 5.25363
2023-09-20 16:15:47,869:	[Coach] >>> VALID @Epoch: 355  >>>  || HITRATE@1 Avg: 0.0672 || HITRATE@5 Avg: 0.2055 || HITRATE@10 Avg: 0.3076 || NDCG@5 Avg: 0.1374 || NDCG@10 Avg: 0.1704
2023-09-20 16:15:47,869:	[Coach] >>> TEST  @Epoch: 355  >>> 
2023-09-20 16:15:49,479:	[Wall TIME] >>> ChiefCoach.train takes 1.609321 seconds ...
2023-09-20 16:15:49,537:	[Coach] >>> TRAIN @Epoch: 356  >>>  || LOSS Avg: 5.23336
2023-09-20 16:15:49,538:	[Coach] >>> VALID @Epoch: 356  >>> 
2023-09-20 16:15:49,538:	[Coach] >>> TEST  @Epoch: 356  >>> 
2023-09-20 16:15:51,186:	[Wall TIME] >>> ChiefCoach.train takes 1.648537 seconds ...
2023-09-20 16:15:51,245:	[Coach] >>> TRAIN @Epoch: 357  >>>  || LOSS Avg: 5.23382
2023-09-20 16:15:51,245:	[Coach] >>> VALID @Epoch: 357  >>> 
2023-09-20 16:15:51,245:	[Coach] >>> TEST  @Epoch: 357  >>> 
2023-09-20 16:15:52,919:	[Wall TIME] >>> ChiefCoach.train takes 1.673363 seconds ...
2023-09-20 16:15:52,973:	[Coach] >>> TRAIN @Epoch: 358  >>>  || LOSS Avg: 5.24781
2023-09-20 16:15:52,973:	[Coach] >>> VALID @Epoch: 358  >>> 
2023-09-20 16:15:52,973:	[Coach] >>> TEST  @Epoch: 358  >>> 
2023-09-20 16:15:54,665:	[Wall TIME] >>> ChiefCoach.train takes 1.691364 seconds ...
2023-09-20 16:15:54,723:	[Coach] >>> TRAIN @Epoch: 359  >>>  || LOSS Avg: 5.23809
2023-09-20 16:15:54,723:	[Coach] >>> VALID @Epoch: 359  >>> 
2023-09-20 16:15:54,723:	[Coach] >>> TEST  @Epoch: 359  >>> 
2023-09-20 16:15:56,442:	[Wall TIME] >>> ChiefCoach.train takes 1.718695 seconds ...
2023-09-20 16:15:57,809:	[Wall TIME] >>> ChiefCoach.valid takes 1.307101 seconds ...
2023-09-20 16:15:57,810:	[Coach] >>> TRAIN @Epoch: 360  >>>  || LOSS Avg: 5.22014
2023-09-20 16:15:57,810:	[Coach] >>> VALID @Epoch: 360  >>>  || HITRATE@1 Avg: 0.0641 || HITRATE@5 Avg: 0.2040 || HITRATE@10 Avg: 0.3091 || NDCG@5 Avg: 0.1347 || NDCG@10 Avg: 0.1684
2023-09-20 16:15:57,810:	[Coach] >>> TEST  @Epoch: 360  >>> 
2023-09-20 16:15:59,481:	[Wall TIME] >>> ChiefCoach.train takes 1.670193 seconds ...
2023-09-20 16:15:59,538:	[Coach] >>> TRAIN @Epoch: 361  >>>  || LOSS Avg: 5.25476
2023-09-20 16:15:59,538:	[Coach] >>> VALID @Epoch: 361  >>> 
2023-09-20 16:15:59,538:	[Coach] >>> TEST  @Epoch: 361  >>> 
2023-09-20 16:16:01,181:	[Wall TIME] >>> ChiefCoach.train takes 1.642940 seconds ...
2023-09-20 16:16:01,240:	[Coach] >>> TRAIN @Epoch: 362  >>>  || LOSS Avg: 5.23483
2023-09-20 16:16:01,240:	[Coach] >>> VALID @Epoch: 362  >>> 
2023-09-20 16:16:01,240:	[Coach] >>> TEST  @Epoch: 362  >>> 
2023-09-20 16:16:02,875:	[Wall TIME] >>> ChiefCoach.train takes 1.634727 seconds ...
2023-09-20 16:16:02,930:	[Coach] >>> TRAIN @Epoch: 363  >>>  || LOSS Avg: 5.24076
2023-09-20 16:16:02,930:	[Coach] >>> VALID @Epoch: 363  >>> 
2023-09-20 16:16:02,930:	[Coach] >>> TEST  @Epoch: 363  >>> 
2023-09-20 16:16:04,521:	[Wall TIME] >>> ChiefCoach.train takes 1.591009 seconds ...
2023-09-20 16:16:04,576:	[Coach] >>> TRAIN @Epoch: 364  >>>  || LOSS Avg: 5.22606
2023-09-20 16:16:04,576:	[Coach] >>> VALID @Epoch: 364  >>> 
2023-09-20 16:16:04,576:	[Coach] >>> TEST  @Epoch: 364  >>> 
2023-09-20 16:16:06,225:	[Wall TIME] >>> ChiefCoach.train takes 1.648897 seconds ...
2023-09-20 16:16:07,512:	[Wall TIME] >>> ChiefCoach.valid takes 1.229937 seconds ...
2023-09-20 16:16:07,513:	[Coach] >>> TRAIN @Epoch: 365  >>>  || LOSS Avg: 5.23695
2023-09-20 16:16:07,513:	[Coach] >>> VALID @Epoch: 365  >>>  || HITRATE@1 Avg: 0.0684 || HITRATE@5 Avg: 0.2017 || HITRATE@10 Avg: 0.3050 || NDCG@5 Avg: 0.1355 || NDCG@10 Avg: 0.1689
2023-09-20 16:16:07,513:	[Coach] >>> TEST  @Epoch: 365  >>> 
2023-09-20 16:16:09,191:	[Wall TIME] >>> ChiefCoach.train takes 1.677373 seconds ...
2023-09-20 16:16:09,268:	[Coach] >>> TRAIN @Epoch: 366  >>>  || LOSS Avg: 5.23627
2023-09-20 16:16:09,269:	[Coach] >>> VALID @Epoch: 366  >>> 
2023-09-20 16:16:09,269:	[Coach] >>> TEST  @Epoch: 366  >>> 
2023-09-20 16:16:11,167:	[Wall TIME] >>> ChiefCoach.train takes 1.897837 seconds ...
2023-09-20 16:16:11,243:	[Coach] >>> TRAIN @Epoch: 367  >>>  || LOSS Avg: 5.22698
2023-09-20 16:16:11,243:	[Coach] >>> VALID @Epoch: 367  >>> 
2023-09-20 16:16:11,243:	[Coach] >>> TEST  @Epoch: 367  >>> 
2023-09-20 16:16:13,200:	[Wall TIME] >>> ChiefCoach.train takes 1.956815 seconds ...
2023-09-20 16:16:13,276:	[Coach] >>> TRAIN @Epoch: 368  >>>  || LOSS Avg: 5.24325
2023-09-20 16:16:13,276:	[Coach] >>> VALID @Epoch: 368  >>> 
2023-09-20 16:16:13,276:	[Coach] >>> TEST  @Epoch: 368  >>> 
2023-09-20 16:16:15,183:	[Wall TIME] >>> ChiefCoach.train takes 1.906302 seconds ...
2023-09-20 16:16:15,259:	[Coach] >>> TRAIN @Epoch: 369  >>>  || LOSS Avg: 5.23704
2023-09-20 16:16:15,260:	[Coach] >>> VALID @Epoch: 369  >>> 
2023-09-20 16:16:15,260:	[Coach] >>> TEST  @Epoch: 369  >>> 
2023-09-20 16:16:17,142:	[Wall TIME] >>> ChiefCoach.train takes 1.881433 seconds ...
2023-09-20 16:16:19,335:	[Wall TIME] >>> ChiefCoach.valid takes 2.117277 seconds ...
2023-09-20 16:16:19,336:	[Coach] >>> TRAIN @Epoch: 370  >>>  || LOSS Avg: 5.24957
2023-09-20 16:16:19,336:	[Coach] >>> VALID @Epoch: 370  >>>  || HITRATE@1 Avg: 0.0652 || HITRATE@5 Avg: 0.2050 || HITRATE@10 Avg: 0.3094 || NDCG@5 Avg: 0.1354 || NDCG@10 Avg: 0.1691
2023-09-20 16:16:19,336:	[Coach] >>> TEST  @Epoch: 370  >>> 
2023-09-20 16:16:21,241:	[Wall TIME] >>> ChiefCoach.train takes 1.904324 seconds ...
2023-09-20 16:16:21,331:	[Coach] >>> TRAIN @Epoch: 371  >>>  || LOSS Avg: 5.21513
2023-09-20 16:16:21,332:	[Coach] >>> VALID @Epoch: 371  >>> 
2023-09-20 16:16:21,332:	[Coach] >>> TEST  @Epoch: 371  >>> 
2023-09-20 16:16:23,244:	[Wall TIME] >>> ChiefCoach.train takes 1.912164 seconds ...
2023-09-20 16:16:23,322:	[Coach] >>> TRAIN @Epoch: 372  >>>  || LOSS Avg: 5.23693
2023-09-20 16:16:23,322:	[Coach] >>> VALID @Epoch: 372  >>> 
2023-09-20 16:16:23,322:	[Coach] >>> TEST  @Epoch: 372  >>> 
2023-09-20 16:16:25,215:	[Wall TIME] >>> ChiefCoach.train takes 1.892717 seconds ...
2023-09-20 16:16:25,296:	[Coach] >>> TRAIN @Epoch: 373  >>>  || LOSS Avg: 5.23568
2023-09-20 16:16:25,296:	[Coach] >>> VALID @Epoch: 373  >>> 
2023-09-20 16:16:25,296:	[Coach] >>> TEST  @Epoch: 373  >>> 
2023-09-20 16:16:27,178:	[Wall TIME] >>> ChiefCoach.train takes 1.882029 seconds ...
2023-09-20 16:16:27,253:	[Coach] >>> TRAIN @Epoch: 374  >>>  || LOSS Avg: 5.22762
2023-09-20 16:16:27,253:	[Coach] >>> VALID @Epoch: 374  >>> 
2023-09-20 16:16:27,254:	[Coach] >>> TEST  @Epoch: 374  >>> 
2023-09-20 16:16:29,188:	[Wall TIME] >>> ChiefCoach.train takes 1.934290 seconds ...
2023-09-20 16:16:31,505:	[Wall TIME] >>> ChiefCoach.valid takes 2.237628 seconds ...
2023-09-20 16:16:31,505:	[Coach] >>> TRAIN @Epoch: 375  >>>  || LOSS Avg: 5.22900
2023-09-20 16:16:31,505:	[Coach] >>> VALID @Epoch: 375  >>>  || HITRATE@1 Avg: 0.0656 || HITRATE@5 Avg: 0.2043 || HITRATE@10 Avg: 0.3055 || NDCG@5 Avg: 0.1356 || NDCG@10 Avg: 0.1683
2023-09-20 16:16:31,505:	[Coach] >>> TEST  @Epoch: 375  >>> 
2023-09-20 16:16:33,406:	[Wall TIME] >>> ChiefCoach.train takes 1.900462 seconds ...
2023-09-20 16:16:33,491:	[Coach] >>> TRAIN @Epoch: 376  >>>  || LOSS Avg: 5.22579
2023-09-20 16:16:33,491:	[Coach] >>> VALID @Epoch: 376  >>> 
2023-09-20 16:16:33,491:	[Coach] >>> TEST  @Epoch: 376  >>> 
2023-09-20 16:16:35,378:	[Wall TIME] >>> ChiefCoach.train takes 1.886966 seconds ...
2023-09-20 16:16:35,464:	[Coach] >>> TRAIN @Epoch: 377  >>>  || LOSS Avg: 5.24338
2023-09-20 16:16:35,464:	[Coach] >>> VALID @Epoch: 377  >>> 
2023-09-20 16:16:35,464:	[Coach] >>> TEST  @Epoch: 377  >>> 
2023-09-20 16:16:37,373:	[Wall TIME] >>> ChiefCoach.train takes 1.908507 seconds ...
2023-09-20 16:16:37,460:	[Coach] >>> TRAIN @Epoch: 378  >>>  || LOSS Avg: 5.24609
2023-09-20 16:16:37,460:	[Coach] >>> VALID @Epoch: 378  >>> 
2023-09-20 16:16:37,460:	[Coach] >>> TEST  @Epoch: 378  >>> 
2023-09-20 16:16:39,348:	[Wall TIME] >>> ChiefCoach.train takes 1.887514 seconds ...
2023-09-20 16:16:39,436:	[Coach] >>> TRAIN @Epoch: 379  >>>  || LOSS Avg: 5.23956
2023-09-20 16:16:39,436:	[Coach] >>> VALID @Epoch: 379  >>> 
2023-09-20 16:16:39,436:	[Coach] >>> TEST  @Epoch: 379  >>> 
2023-09-20 16:16:41,329:	[Wall TIME] >>> ChiefCoach.train takes 1.893068 seconds ...
2023-09-20 16:16:43,650:	[Wall TIME] >>> ChiefCoach.valid takes 2.237701 seconds ...
2023-09-20 16:16:43,650:	[Coach] >>> Better ***NDCG@10*** of ***0.1711*** 
2023-09-20 16:16:43,668:	[Coach] >>> TRAIN @Epoch: 380  >>>  || LOSS Avg: 5.23059
2023-09-20 16:16:43,668:	[Coach] >>> VALID @Epoch: 380  >>>  || HITRATE@1 Avg: 0.0666 || HITRATE@5 Avg: 0.2078 || HITRATE@10 Avg: 0.3106 || NDCG@5 Avg: 0.1379 || NDCG@10 Avg: 0.1711
2023-09-20 16:16:43,668:	[Coach] >>> TEST  @Epoch: 380  >>> 
2023-09-20 16:16:45,557:	[Wall TIME] >>> ChiefCoach.train takes 1.888324 seconds ...
2023-09-20 16:16:45,640:	[Coach] >>> TRAIN @Epoch: 381  >>>  || LOSS Avg: 5.23456
2023-09-20 16:16:45,640:	[Coach] >>> VALID @Epoch: 381  >>> 
2023-09-20 16:16:45,640:	[Coach] >>> TEST  @Epoch: 381  >>> 
2023-09-20 16:16:47,535:	[Wall TIME] >>> ChiefCoach.train takes 1.894484 seconds ...
2023-09-20 16:16:47,612:	[Coach] >>> TRAIN @Epoch: 382  >>>  || LOSS Avg: 5.22679
2023-09-20 16:16:47,612:	[Coach] >>> VALID @Epoch: 382  >>> 
2023-09-20 16:16:47,613:	[Coach] >>> TEST  @Epoch: 382  >>> 
2023-09-20 16:16:49,506:	[Wall TIME] >>> ChiefCoach.train takes 1.893335 seconds ...
2023-09-20 16:16:49,583:	[Coach] >>> TRAIN @Epoch: 383  >>>  || LOSS Avg: 5.22412
2023-09-20 16:16:49,583:	[Coach] >>> VALID @Epoch: 383  >>> 
2023-09-20 16:16:49,583:	[Coach] >>> TEST  @Epoch: 383  >>> 
2023-09-20 16:16:51,477:	[Wall TIME] >>> ChiefCoach.train takes 1.894127 seconds ...
2023-09-20 16:16:51,554:	[Coach] >>> TRAIN @Epoch: 384  >>>  || LOSS Avg: 5.21962
2023-09-20 16:16:51,554:	[Coach] >>> VALID @Epoch: 384  >>> 
2023-09-20 16:16:51,554:	[Coach] >>> TEST  @Epoch: 384  >>> 
2023-09-20 16:16:53,504:	[Wall TIME] >>> ChiefCoach.train takes 1.949740 seconds ...
2023-09-20 16:16:55,764:	[Wall TIME] >>> ChiefCoach.valid takes 2.170404 seconds ...
2023-09-20 16:16:55,765:	[Coach] >>> TRAIN @Epoch: 385  >>>  || LOSS Avg: 5.21794
2023-09-20 16:16:55,765:	[Coach] >>> VALID @Epoch: 385  >>>  || HITRATE@1 Avg: 0.0641 || HITRATE@5 Avg: 0.2081 || HITRATE@10 Avg: 0.3050 || NDCG@5 Avg: 0.1368 || NDCG@10 Avg: 0.1680
2023-09-20 16:16:55,765:	[Coach] >>> TEST  @Epoch: 385  >>> 
2023-09-20 16:16:57,709:	[Wall TIME] >>> ChiefCoach.train takes 1.943442 seconds ...
2023-09-20 16:16:57,793:	[Coach] >>> TRAIN @Epoch: 386  >>>  || LOSS Avg: 5.24303
2023-09-20 16:16:57,793:	[Coach] >>> VALID @Epoch: 386  >>> 
2023-09-20 16:16:57,793:	[Coach] >>> TEST  @Epoch: 386  >>> 
2023-09-20 16:16:59,670:	[Wall TIME] >>> ChiefCoach.train takes 1.877173 seconds ...
2023-09-20 16:16:59,748:	[Coach] >>> TRAIN @Epoch: 387  >>>  || LOSS Avg: 5.22579
2023-09-20 16:16:59,748:	[Coach] >>> VALID @Epoch: 387  >>> 
2023-09-20 16:16:59,748:	[Coach] >>> TEST  @Epoch: 387  >>> 
2023-09-20 16:17:01,675:	[Wall TIME] >>> ChiefCoach.train takes 1.926315 seconds ...
2023-09-20 16:17:01,757:	[Coach] >>> TRAIN @Epoch: 388  >>>  || LOSS Avg: 5.23188
2023-09-20 16:17:01,757:	[Coach] >>> VALID @Epoch: 388  >>> 
2023-09-20 16:17:01,757:	[Coach] >>> TEST  @Epoch: 388  >>> 
2023-09-20 16:17:03,651:	[Wall TIME] >>> ChiefCoach.train takes 1.893465 seconds ...
2023-09-20 16:17:03,728:	[Coach] >>> TRAIN @Epoch: 389  >>>  || LOSS Avg: 5.23738
2023-09-20 16:17:03,728:	[Coach] >>> VALID @Epoch: 389  >>> 
2023-09-20 16:17:03,728:	[Coach] >>> TEST  @Epoch: 389  >>> 
2023-09-20 16:17:05,638:	[Wall TIME] >>> ChiefCoach.train takes 1.909181 seconds ...
2023-09-20 16:17:07,843:	[Wall TIME] >>> ChiefCoach.valid takes 2.130000 seconds ...
2023-09-20 16:17:07,844:	[Coach] >>> TRAIN @Epoch: 390  >>>  || LOSS Avg: 5.19991
2023-09-20 16:17:07,844:	[Coach] >>> VALID @Epoch: 390  >>>  || HITRATE@1 Avg: 0.0642 || HITRATE@5 Avg: 0.2091 || HITRATE@10 Avg: 0.3119 || NDCG@5 Avg: 0.1371 || NDCG@10 Avg: 0.1702
2023-09-20 16:17:07,844:	[Coach] >>> TEST  @Epoch: 390  >>> 
2023-09-20 16:17:09,753:	[Wall TIME] >>> ChiefCoach.train takes 1.908901 seconds ...
2023-09-20 16:17:09,831:	[Coach] >>> TRAIN @Epoch: 391  >>>  || LOSS Avg: 5.20417
2023-09-20 16:17:09,831:	[Coach] >>> VALID @Epoch: 391  >>> 
2023-09-20 16:17:09,831:	[Coach] >>> TEST  @Epoch: 391  >>> 
2023-09-20 16:17:11,708:	[Wall TIME] >>> ChiefCoach.train takes 1.876940 seconds ...
2023-09-20 16:17:11,789:	[Coach] >>> TRAIN @Epoch: 392  >>>  || LOSS Avg: 5.22541
2023-09-20 16:17:11,789:	[Coach] >>> VALID @Epoch: 392  >>> 
2023-09-20 16:17:11,789:	[Coach] >>> TEST  @Epoch: 392  >>> 
2023-09-20 16:17:13,674:	[Wall TIME] >>> ChiefCoach.train takes 1.884421 seconds ...
2023-09-20 16:17:13,756:	[Coach] >>> TRAIN @Epoch: 393  >>>  || LOSS Avg: 5.20971
2023-09-20 16:17:13,756:	[Coach] >>> VALID @Epoch: 393  >>> 
2023-09-20 16:17:13,756:	[Coach] >>> TEST  @Epoch: 393  >>> 
2023-09-20 16:17:15,668:	[Wall TIME] >>> ChiefCoach.train takes 1.911307 seconds ...
2023-09-20 16:17:15,748:	[Coach] >>> TRAIN @Epoch: 394  >>>  || LOSS Avg: 5.22273
2023-09-20 16:17:15,749:	[Coach] >>> VALID @Epoch: 394  >>> 
2023-09-20 16:17:15,749:	[Coach] >>> TEST  @Epoch: 394  >>> 
2023-09-20 16:17:17,668:	[Wall TIME] >>> ChiefCoach.train takes 1.918994 seconds ...
2023-09-20 16:17:19,907:	[Wall TIME] >>> ChiefCoach.valid takes 2.164394 seconds ...
2023-09-20 16:17:19,908:	[Coach] >>> Better ***NDCG@10*** of ***0.1711*** 
2023-09-20 16:17:19,925:	[Coach] >>> TRAIN @Epoch: 395  >>>  || LOSS Avg: 5.21835
2023-09-20 16:17:19,925:	[Coach] >>> VALID @Epoch: 395  >>>  || HITRATE@1 Avg: 0.0685 || HITRATE@5 Avg: 0.2137 || HITRATE@10 Avg: 0.3061 || NDCG@5 Avg: 0.1414 || NDCG@10 Avg: 0.1711
2023-09-20 16:17:19,925:	[Coach] >>> TEST  @Epoch: 395  >>> 
2023-09-20 16:17:21,810:	[Wall TIME] >>> ChiefCoach.train takes 1.883932 seconds ...
2023-09-20 16:17:21,886:	[Coach] >>> TRAIN @Epoch: 396  >>>  || LOSS Avg: 5.20858
2023-09-20 16:17:21,886:	[Coach] >>> VALID @Epoch: 396  >>> 
2023-09-20 16:17:21,886:	[Coach] >>> TEST  @Epoch: 396  >>> 
2023-09-20 16:17:23,784:	[Wall TIME] >>> ChiefCoach.train takes 1.897712 seconds ...
2023-09-20 16:17:23,865:	[Coach] >>> TRAIN @Epoch: 397  >>>  || LOSS Avg: 5.23812
2023-09-20 16:17:23,865:	[Coach] >>> VALID @Epoch: 397  >>> 
2023-09-20 16:17:23,865:	[Coach] >>> TEST  @Epoch: 397  >>> 
2023-09-20 16:17:25,746:	[Wall TIME] >>> ChiefCoach.train takes 1.880736 seconds ...
2023-09-20 16:17:25,828:	[Coach] >>> TRAIN @Epoch: 398  >>>  || LOSS Avg: 5.21446
2023-09-20 16:17:25,828:	[Coach] >>> VALID @Epoch: 398  >>> 
2023-09-20 16:17:25,828:	[Coach] >>> TEST  @Epoch: 398  >>> 
2023-09-20 16:17:27,721:	[Wall TIME] >>> ChiefCoach.train takes 1.892115 seconds ...
2023-09-20 16:17:27,802:	[Coach] >>> TRAIN @Epoch: 399  >>>  || LOSS Avg: 5.21657
2023-09-20 16:17:27,802:	[Coach] >>> VALID @Epoch: 399  >>> 
2023-09-20 16:17:27,802:	[Coach] >>> TEST  @Epoch: 399  >>> 
2023-09-20 16:17:29,683:	[Wall TIME] >>> ChiefCoach.train takes 1.879995 seconds ...
2023-09-20 16:17:30,976:	[Wall TIME] >>> ChiefCoach.valid takes 1.213616 seconds ...
2023-09-20 16:17:30,977:	[Coach] >>> TRAIN @Epoch: 400  >>>  || LOSS Avg: 5.22992
2023-09-20 16:17:30,977:	[Coach] >>> VALID @Epoch: 400  >>>  || HITRATE@1 Avg: 0.0682 || HITRATE@5 Avg: 0.2065 || HITRATE@10 Avg: 0.3063 || NDCG@5 Avg: 0.1380 || NDCG@10 Avg: 0.1703
2023-09-20 16:17:30,977:	[Coach] >>> TEST  @Epoch: 400  >>> 
2023-09-20 16:17:32,632:	[Wall TIME] >>> ChiefCoach.train takes 1.654032 seconds ...
2023-09-20 16:17:32,691:	[Coach] >>> TRAIN @Epoch: 401  >>>  || LOSS Avg: 5.23318
2023-09-20 16:17:32,691:	[Coach] >>> VALID @Epoch: 401  >>> 
2023-09-20 16:17:32,691:	[Coach] >>> TEST  @Epoch: 401  >>> 
2023-09-20 16:17:34,349:	[Wall TIME] >>> ChiefCoach.train takes 1.658388 seconds ...
2023-09-20 16:17:34,411:	[Coach] >>> TRAIN @Epoch: 402  >>>  || LOSS Avg: 5.22957
2023-09-20 16:17:34,411:	[Coach] >>> VALID @Epoch: 402  >>> 
2023-09-20 16:17:34,411:	[Coach] >>> TEST  @Epoch: 402  >>> 
2023-09-20 16:17:36,074:	[Wall TIME] >>> ChiefCoach.train takes 1.662530 seconds ...
2023-09-20 16:17:36,134:	[Coach] >>> TRAIN @Epoch: 403  >>>  || LOSS Avg: 5.20453
2023-09-20 16:17:36,134:	[Coach] >>> VALID @Epoch: 403  >>> 
2023-09-20 16:17:36,134:	[Coach] >>> TEST  @Epoch: 403  >>> 
2023-09-20 16:17:37,838:	[Wall TIME] >>> ChiefCoach.train takes 1.703989 seconds ...
2023-09-20 16:17:37,895:	[Coach] >>> TRAIN @Epoch: 404  >>>  || LOSS Avg: 5.22337
2023-09-20 16:17:37,895:	[Coach] >>> VALID @Epoch: 404  >>> 
2023-09-20 16:17:37,895:	[Coach] >>> TEST  @Epoch: 404  >>> 
2023-09-20 16:17:39,584:	[Wall TIME] >>> ChiefCoach.train takes 1.689091 seconds ...
2023-09-20 16:17:40,913:	[Wall TIME] >>> ChiefCoach.valid takes 1.271287 seconds ...
2023-09-20 16:17:40,914:	[Coach] >>> TRAIN @Epoch: 405  >>>  || LOSS Avg: 5.22152
2023-09-20 16:17:40,914:	[Coach] >>> VALID @Epoch: 405  >>>  || HITRATE@1 Avg: 0.0618 || HITRATE@5 Avg: 0.2030 || HITRATE@10 Avg: 0.3066 || NDCG@5 Avg: 0.1337 || NDCG@10 Avg: 0.1671
2023-09-20 16:17:40,914:	[Coach] >>> TEST  @Epoch: 405  >>> 
2023-09-20 16:17:42,554:	[Wall TIME] >>> ChiefCoach.train takes 1.639241 seconds ...
2023-09-20 16:17:42,607:	[Coach] >>> TRAIN @Epoch: 406  >>>  || LOSS Avg: 5.21377
2023-09-20 16:17:42,607:	[Coach] >>> VALID @Epoch: 406  >>> 
2023-09-20 16:17:42,607:	[Coach] >>> TEST  @Epoch: 406  >>> 
2023-09-20 16:17:44,286:	[Wall TIME] >>> ChiefCoach.train takes 1.678702 seconds ...
2023-09-20 16:17:44,345:	[Coach] >>> TRAIN @Epoch: 407  >>>  || LOSS Avg: 5.21958
2023-09-20 16:17:44,346:	[Coach] >>> VALID @Epoch: 407  >>> 
2023-09-20 16:17:44,346:	[Coach] >>> TEST  @Epoch: 407  >>> 
2023-09-20 16:17:46,054:	[Wall TIME] >>> ChiefCoach.train takes 1.707752 seconds ...
2023-09-20 16:17:46,110:	[Coach] >>> TRAIN @Epoch: 408  >>>  || LOSS Avg: 5.21437
2023-09-20 16:17:46,110:	[Coach] >>> VALID @Epoch: 408  >>> 
2023-09-20 16:17:46,110:	[Coach] >>> TEST  @Epoch: 408  >>> 
2023-09-20 16:17:47,773:	[Wall TIME] >>> ChiefCoach.train takes 1.662882 seconds ...
2023-09-20 16:17:47,836:	[Coach] >>> TRAIN @Epoch: 409  >>>  || LOSS Avg: 5.22470
2023-09-20 16:17:47,836:	[Coach] >>> VALID @Epoch: 409  >>> 
2023-09-20 16:17:47,836:	[Coach] >>> TEST  @Epoch: 409  >>> 
2023-09-20 16:17:49,523:	[Wall TIME] >>> ChiefCoach.train takes 1.686679 seconds ...
2023-09-20 16:17:51,080:	[Wall TIME] >>> ChiefCoach.valid takes 1.491257 seconds ...
2023-09-20 16:17:51,081:	[Coach] >>> TRAIN @Epoch: 410  >>>  || LOSS Avg: 5.21218
2023-09-20 16:17:51,081:	[Coach] >>> VALID @Epoch: 410  >>>  || HITRATE@1 Avg: 0.0641 || HITRATE@5 Avg: 0.2098 || HITRATE@10 Avg: 0.3075 || NDCG@5 Avg: 0.1379 || NDCG@10 Avg: 0.1693
2023-09-20 16:17:51,081:	[Coach] >>> TEST  @Epoch: 410  >>> 
2023-09-20 16:17:53,023:	[Wall TIME] >>> ChiefCoach.train takes 1.941468 seconds ...
2023-09-20 16:17:53,099:	[Coach] >>> TRAIN @Epoch: 411  >>>  || LOSS Avg: 5.21790
2023-09-20 16:17:53,100:	[Coach] >>> VALID @Epoch: 411  >>> 
2023-09-20 16:17:53,100:	[Coach] >>> TEST  @Epoch: 411  >>> 
2023-09-20 16:17:54,988:	[Wall TIME] >>> ChiefCoach.train takes 1.887949 seconds ...
2023-09-20 16:17:55,068:	[Coach] >>> TRAIN @Epoch: 412  >>>  || LOSS Avg: 5.21931
2023-09-20 16:17:55,069:	[Coach] >>> VALID @Epoch: 412  >>> 
2023-09-20 16:17:55,069:	[Coach] >>> TEST  @Epoch: 412  >>> 
2023-09-20 16:17:56,954:	[Wall TIME] >>> ChiefCoach.train takes 1.884810 seconds ...
2023-09-20 16:17:57,034:	[Coach] >>> TRAIN @Epoch: 413  >>>  || LOSS Avg: 5.20655
2023-09-20 16:17:57,035:	[Coach] >>> VALID @Epoch: 413  >>> 
2023-09-20 16:17:57,035:	[Coach] >>> TEST  @Epoch: 413  >>> 
2023-09-20 16:17:58,914:	[Wall TIME] >>> ChiefCoach.train takes 1.878748 seconds ...
2023-09-20 16:17:58,989:	[Coach] >>> TRAIN @Epoch: 414  >>>  || LOSS Avg: 5.21770
2023-09-20 16:17:58,989:	[Coach] >>> VALID @Epoch: 414  >>> 
2023-09-20 16:17:58,989:	[Coach] >>> TEST  @Epoch: 414  >>> 
2023-09-20 16:18:00,858:	[Wall TIME] >>> ChiefCoach.train takes 1.868980 seconds ...
2023-09-20 16:18:03,074:	[Wall TIME] >>> ChiefCoach.valid takes 2.135092 seconds ...
2023-09-20 16:18:03,075:	[Coach] >>> Better ***NDCG@10*** of ***0.1718*** 
2023-09-20 16:18:03,092:	[Coach] >>> TRAIN @Epoch: 415  >>>  || LOSS Avg: 5.20296
2023-09-20 16:18:03,093:	[Coach] >>> VALID @Epoch: 415  >>>  || HITRATE@1 Avg: 0.0662 || HITRATE@5 Avg: 0.2134 || HITRATE@10 Avg: 0.3121 || NDCG@5 Avg: 0.1399 || NDCG@10 Avg: 0.1718
2023-09-20 16:18:03,093:	[Coach] >>> TEST  @Epoch: 415  >>> 
2023-09-20 16:18:04,971:	[Wall TIME] >>> ChiefCoach.train takes 1.878561 seconds ...
2023-09-20 16:18:05,057:	[Coach] >>> TRAIN @Epoch: 416  >>>  || LOSS Avg: 5.20666
2023-09-20 16:18:05,057:	[Coach] >>> VALID @Epoch: 416  >>> 
2023-09-20 16:18:05,057:	[Coach] >>> TEST  @Epoch: 416  >>> 
2023-09-20 16:18:06,951:	[Wall TIME] >>> ChiefCoach.train takes 1.893620 seconds ...
2023-09-20 16:18:07,027:	[Coach] >>> TRAIN @Epoch: 417  >>>  || LOSS Avg: 5.20808
2023-09-20 16:18:07,027:	[Coach] >>> VALID @Epoch: 417  >>> 
2023-09-20 16:18:07,027:	[Coach] >>> TEST  @Epoch: 417  >>> 
2023-09-20 16:18:08,905:	[Wall TIME] >>> ChiefCoach.train takes 1.877618 seconds ...
2023-09-20 16:18:08,981:	[Coach] >>> TRAIN @Epoch: 418  >>>  || LOSS Avg: 5.19813
2023-09-20 16:18:08,982:	[Coach] >>> VALID @Epoch: 418  >>> 
2023-09-20 16:18:08,982:	[Coach] >>> TEST  @Epoch: 418  >>> 
2023-09-20 16:18:10,873:	[Wall TIME] >>> ChiefCoach.train takes 1.890687 seconds ...
2023-09-20 16:18:10,958:	[Coach] >>> TRAIN @Epoch: 419  >>>  || LOSS Avg: 5.20903
2023-09-20 16:18:10,958:	[Coach] >>> VALID @Epoch: 419  >>> 
2023-09-20 16:18:10,958:	[Coach] >>> TEST  @Epoch: 419  >>> 
2023-09-20 16:18:12,827:	[Wall TIME] >>> ChiefCoach.train takes 1.868210 seconds ...
2023-09-20 16:18:15,058:	[Wall TIME] >>> ChiefCoach.valid takes 2.152715 seconds ...
2023-09-20 16:18:15,059:	[Coach] >>> Better ***NDCG@10*** of ***0.1732*** 
2023-09-20 16:18:15,076:	[Coach] >>> TRAIN @Epoch: 420  >>>  || LOSS Avg: 5.20865
2023-09-20 16:18:15,077:	[Coach] >>> VALID @Epoch: 420  >>>  || HITRATE@1 Avg: 0.0695 || HITRATE@5 Avg: 0.2137 || HITRATE@10 Avg: 0.3132 || NDCG@5 Avg: 0.1413 || NDCG@10 Avg: 0.1732
2023-09-20 16:18:15,077:	[Coach] >>> TEST  @Epoch: 420  >>> 
2023-09-20 16:18:16,999:	[Wall TIME] >>> ChiefCoach.train takes 1.921893 seconds ...
2023-09-20 16:18:17,079:	[Coach] >>> TRAIN @Epoch: 421  >>>  || LOSS Avg: 5.20349
2023-09-20 16:18:17,079:	[Coach] >>> VALID @Epoch: 421  >>> 
2023-09-20 16:18:17,079:	[Coach] >>> TEST  @Epoch: 421  >>> 
2023-09-20 16:18:18,985:	[Wall TIME] >>> ChiefCoach.train takes 1.905417 seconds ...
2023-09-20 16:18:19,074:	[Coach] >>> TRAIN @Epoch: 422  >>>  || LOSS Avg: 5.21037
2023-09-20 16:18:19,075:	[Coach] >>> VALID @Epoch: 422  >>> 
2023-09-20 16:18:19,075:	[Coach] >>> TEST  @Epoch: 422  >>> 
2023-09-20 16:18:20,986:	[Wall TIME] >>> ChiefCoach.train takes 1.911117 seconds ...
2023-09-20 16:18:21,072:	[Coach] >>> TRAIN @Epoch: 423  >>>  || LOSS Avg: 5.20528
2023-09-20 16:18:21,072:	[Coach] >>> VALID @Epoch: 423  >>> 
2023-09-20 16:18:21,072:	[Coach] >>> TEST  @Epoch: 423  >>> 
2023-09-20 16:18:22,815:	[Wall TIME] >>> ChiefCoach.train takes 1.742708 seconds ...
2023-09-20 16:18:22,869:	[Coach] >>> TRAIN @Epoch: 424  >>>  || LOSS Avg: 5.19276
2023-09-20 16:18:22,869:	[Coach] >>> VALID @Epoch: 424  >>> 
2023-09-20 16:18:22,869:	[Coach] >>> TEST  @Epoch: 424  >>> 
2023-09-20 16:18:24,517:	[Wall TIME] >>> ChiefCoach.train takes 1.646995 seconds ...
2023-09-20 16:18:25,910:	[Wall TIME] >>> ChiefCoach.valid takes 1.336295 seconds ...
2023-09-20 16:18:25,911:	[Coach] >>> TRAIN @Epoch: 425  >>>  || LOSS Avg: 5.20013
2023-09-20 16:18:25,911:	[Coach] >>> VALID @Epoch: 425  >>>  || HITRATE@1 Avg: 0.0674 || HITRATE@5 Avg: 0.2137 || HITRATE@10 Avg: 0.3093 || NDCG@5 Avg: 0.1409 || NDCG@10 Avg: 0.1716
2023-09-20 16:18:25,911:	[Coach] >>> TEST  @Epoch: 425  >>> 
2023-09-20 16:18:27,571:	[Wall TIME] >>> ChiefCoach.train takes 1.659993 seconds ...
2023-09-20 16:18:27,632:	[Coach] >>> TRAIN @Epoch: 426  >>>  || LOSS Avg: 5.21506
2023-09-20 16:18:27,632:	[Coach] >>> VALID @Epoch: 426  >>> 
2023-09-20 16:18:27,632:	[Coach] >>> TEST  @Epoch: 426  >>> 
2023-09-20 16:18:29,299:	[Wall TIME] >>> ChiefCoach.train takes 1.666588 seconds ...
2023-09-20 16:18:29,358:	[Coach] >>> TRAIN @Epoch: 427  >>>  || LOSS Avg: 5.21272
2023-09-20 16:18:29,358:	[Coach] >>> VALID @Epoch: 427  >>> 
2023-09-20 16:18:29,358:	[Coach] >>> TEST  @Epoch: 427  >>> 
2023-09-20 16:18:31,004:	[Wall TIME] >>> ChiefCoach.train takes 1.645347 seconds ...
2023-09-20 16:18:31,054:	[Coach] >>> TRAIN @Epoch: 428  >>>  || LOSS Avg: 5.21342
2023-09-20 16:18:31,054:	[Coach] >>> VALID @Epoch: 428  >>> 
2023-09-20 16:18:31,054:	[Coach] >>> TEST  @Epoch: 428  >>> 
2023-09-20 16:18:32,708:	[Wall TIME] >>> ChiefCoach.train takes 1.653227 seconds ...
2023-09-20 16:18:32,762:	[Coach] >>> TRAIN @Epoch: 429  >>>  || LOSS Avg: 5.21249
2023-09-20 16:18:32,762:	[Coach] >>> VALID @Epoch: 429  >>> 
2023-09-20 16:18:32,762:	[Coach] >>> TEST  @Epoch: 429  >>> 
2023-09-20 16:18:34,432:	[Wall TIME] >>> ChiefCoach.train takes 1.669213 seconds ...
2023-09-20 16:18:35,775:	[Wall TIME] >>> ChiefCoach.valid takes 1.285614 seconds ...
2023-09-20 16:18:35,776:	[Coach] >>> TRAIN @Epoch: 430  >>>  || LOSS Avg: 5.21270
2023-09-20 16:18:35,776:	[Coach] >>> VALID @Epoch: 430  >>>  || HITRATE@1 Avg: 0.0680 || HITRATE@5 Avg: 0.2116 || HITRATE@10 Avg: 0.3053 || NDCG@5 Avg: 0.1397 || NDCG@10 Avg: 0.1699
2023-09-20 16:18:35,776:	[Coach] >>> TEST  @Epoch: 430  >>> 
2023-09-20 16:18:37,480:	[Wall TIME] >>> ChiefCoach.train takes 1.703912 seconds ...
2023-09-20 16:18:37,535:	[Coach] >>> TRAIN @Epoch: 431  >>>  || LOSS Avg: 5.19185
2023-09-20 16:18:37,535:	[Coach] >>> VALID @Epoch: 431  >>> 
2023-09-20 16:18:37,535:	[Coach] >>> TEST  @Epoch: 431  >>> 
2023-09-20 16:18:39,189:	[Wall TIME] >>> ChiefCoach.train takes 1.653875 seconds ...
2023-09-20 16:18:39,254:	[Coach] >>> TRAIN @Epoch: 432  >>>  || LOSS Avg: 5.21015
2023-09-20 16:18:39,254:	[Coach] >>> VALID @Epoch: 432  >>> 
2023-09-20 16:18:39,254:	[Coach] >>> TEST  @Epoch: 432  >>> 
2023-09-20 16:18:40,920:	[Wall TIME] >>> ChiefCoach.train takes 1.666378 seconds ...
2023-09-20 16:18:40,982:	[Coach] >>> TRAIN @Epoch: 433  >>>  || LOSS Avg: 5.21074
2023-09-20 16:18:40,983:	[Coach] >>> VALID @Epoch: 433  >>> 
2023-09-20 16:18:40,983:	[Coach] >>> TEST  @Epoch: 433  >>> 
2023-09-20 16:18:42,679:	[Wall TIME] >>> ChiefCoach.train takes 1.696097 seconds ...
2023-09-20 16:18:42,763:	[Coach] >>> TRAIN @Epoch: 434  >>>  || LOSS Avg: 5.21610
2023-09-20 16:18:42,764:	[Coach] >>> VALID @Epoch: 434  >>> 
2023-09-20 16:18:42,764:	[Coach] >>> TEST  @Epoch: 434  >>> 
2023-09-20 16:18:44,635:	[Wall TIME] >>> ChiefCoach.train takes 1.870568 seconds ...
2023-09-20 16:18:46,833:	[Wall TIME] >>> ChiefCoach.valid takes 2.119551 seconds ...
2023-09-20 16:18:46,833:	[Coach] >>> TRAIN @Epoch: 435  >>>  || LOSS Avg: 5.21431
2023-09-20 16:18:46,833:	[Coach] >>> VALID @Epoch: 435  >>>  || HITRATE@1 Avg: 0.0719 || HITRATE@5 Avg: 0.2108 || HITRATE@10 Avg: 0.3061 || NDCG@5 Avg: 0.1425 || NDCG@10 Avg: 0.1731
2023-09-20 16:18:46,834:	[Coach] >>> TEST  @Epoch: 435  >>> 
2023-09-20 16:18:48,749:	[Wall TIME] >>> ChiefCoach.train takes 1.915642 seconds ...
2023-09-20 16:18:48,842:	[Coach] >>> TRAIN @Epoch: 436  >>>  || LOSS Avg: 5.20576
2023-09-20 16:18:48,842:	[Coach] >>> VALID @Epoch: 436  >>> 
2023-09-20 16:18:48,842:	[Coach] >>> TEST  @Epoch: 436  >>> 
2023-09-20 16:18:50,816:	[Wall TIME] >>> ChiefCoach.train takes 1.973872 seconds ...
2023-09-20 16:18:50,903:	[Coach] >>> TRAIN @Epoch: 437  >>>  || LOSS Avg: 5.21686
2023-09-20 16:18:50,904:	[Coach] >>> VALID @Epoch: 437  >>> 
2023-09-20 16:18:50,904:	[Coach] >>> TEST  @Epoch: 437  >>> 
2023-09-20 16:18:52,896:	[Wall TIME] >>> ChiefCoach.train takes 1.992039 seconds ...
2023-09-20 16:18:52,984:	[Coach] >>> TRAIN @Epoch: 438  >>>  || LOSS Avg: 5.19236
2023-09-20 16:18:52,984:	[Coach] >>> VALID @Epoch: 438  >>> 
2023-09-20 16:18:52,984:	[Coach] >>> TEST  @Epoch: 438  >>> 
2023-09-20 16:18:54,852:	[Wall TIME] >>> ChiefCoach.train takes 1.868137 seconds ...
2023-09-20 16:18:54,943:	[Coach] >>> TRAIN @Epoch: 439  >>>  || LOSS Avg: 5.20895
2023-09-20 16:18:54,944:	[Coach] >>> VALID @Epoch: 439  >>> 
2023-09-20 16:18:54,944:	[Coach] >>> TEST  @Epoch: 439  >>> 
2023-09-20 16:18:56,822:	[Wall TIME] >>> ChiefCoach.train takes 1.877447 seconds ...
2023-09-20 16:18:59,049:	[Wall TIME] >>> ChiefCoach.valid takes 2.144231 seconds ...
2023-09-20 16:18:59,049:	[Coach] >>> TRAIN @Epoch: 440  >>>  || LOSS Avg: 5.20527
2023-09-20 16:18:59,050:	[Coach] >>> VALID @Epoch: 440  >>>  || HITRATE@1 Avg: 0.0629 || HITRATE@5 Avg: 0.2081 || HITRATE@10 Avg: 0.3058 || NDCG@5 Avg: 0.1364 || NDCG@10 Avg: 0.1678
2023-09-20 16:18:59,050:	[Coach] >>> TEST  @Epoch: 440  >>> 
2023-09-20 16:19:00,971:	[Wall TIME] >>> ChiefCoach.train takes 1.921123 seconds ...
2023-09-20 16:19:01,051:	[Coach] >>> TRAIN @Epoch: 441  >>>  || LOSS Avg: 5.21623
2023-09-20 16:19:01,052:	[Coach] >>> VALID @Epoch: 441  >>> 
2023-09-20 16:19:01,052:	[Coach] >>> TEST  @Epoch: 441  >>> 
2023-09-20 16:19:02,944:	[Wall TIME] >>> ChiefCoach.train takes 1.891663 seconds ...
2023-09-20 16:19:03,024:	[Coach] >>> TRAIN @Epoch: 442  >>>  || LOSS Avg: 5.19649
2023-09-20 16:19:03,026:	[Coach] >>> VALID @Epoch: 442  >>> 
2023-09-20 16:19:03,026:	[Coach] >>> TEST  @Epoch: 442  >>> 
2023-09-20 16:19:04,909:	[Wall TIME] >>> ChiefCoach.train takes 1.883129 seconds ...
2023-09-20 16:19:04,989:	[Coach] >>> TRAIN @Epoch: 443  >>>  || LOSS Avg: 5.20713
2023-09-20 16:19:04,990:	[Coach] >>> VALID @Epoch: 443  >>> 
2023-09-20 16:19:04,990:	[Coach] >>> TEST  @Epoch: 443  >>> 
2023-09-20 16:19:06,868:	[Wall TIME] >>> ChiefCoach.train takes 1.878484 seconds ...
2023-09-20 16:19:06,946:	[Coach] >>> TRAIN @Epoch: 444  >>>  || LOSS Avg: 5.19877
2023-09-20 16:19:06,946:	[Coach] >>> VALID @Epoch: 444  >>> 
2023-09-20 16:19:06,946:	[Coach] >>> TEST  @Epoch: 444  >>> 
2023-09-20 16:19:08,858:	[Wall TIME] >>> ChiefCoach.train takes 1.911763 seconds ...
2023-09-20 16:19:11,274:	[Wall TIME] >>> ChiefCoach.valid takes 2.333026 seconds ...
2023-09-20 16:19:11,275:	[Coach] >>> TRAIN @Epoch: 445  >>>  || LOSS Avg: 5.19917
2023-09-20 16:19:11,275:	[Coach] >>> VALID @Epoch: 445  >>>  || HITRATE@1 Avg: 0.0636 || HITRATE@5 Avg: 0.2098 || HITRATE@10 Avg: 0.3088 || NDCG@5 Avg: 0.1380 || NDCG@10 Avg: 0.1700
2023-09-20 16:19:11,275:	[Coach] >>> TEST  @Epoch: 445  >>> 
2023-09-20 16:19:13,288:	[Wall TIME] >>> ChiefCoach.train takes 2.012587 seconds ...
2023-09-20 16:19:13,366:	[Coach] >>> TRAIN @Epoch: 446  >>>  || LOSS Avg: 5.20604
2023-09-20 16:19:13,367:	[Coach] >>> VALID @Epoch: 446  >>> 
2023-09-20 16:19:13,367:	[Coach] >>> TEST  @Epoch: 446  >>> 
2023-09-20 16:19:15,031:	[Wall TIME] >>> ChiefCoach.train takes 1.664543 seconds ...
2023-09-20 16:19:15,095:	[Coach] >>> TRAIN @Epoch: 447  >>>  || LOSS Avg: 5.20659
2023-09-20 16:19:15,095:	[Coach] >>> VALID @Epoch: 447  >>> 
2023-09-20 16:19:15,095:	[Coach] >>> TEST  @Epoch: 447  >>> 
2023-09-20 16:19:16,741:	[Wall TIME] >>> ChiefCoach.train takes 1.645256 seconds ...
2023-09-20 16:19:16,810:	[Coach] >>> TRAIN @Epoch: 448  >>>  || LOSS Avg: 5.17439
2023-09-20 16:19:16,810:	[Coach] >>> VALID @Epoch: 448  >>> 
2023-09-20 16:19:16,810:	[Coach] >>> TEST  @Epoch: 448  >>> 
2023-09-20 16:19:18,487:	[Wall TIME] >>> ChiefCoach.train takes 1.675956 seconds ...
2023-09-20 16:19:18,550:	[Coach] >>> TRAIN @Epoch: 449  >>>  || LOSS Avg: 5.20915
2023-09-20 16:19:18,550:	[Coach] >>> VALID @Epoch: 449  >>> 
2023-09-20 16:19:18,550:	[Coach] >>> TEST  @Epoch: 449  >>> 
2023-09-20 16:19:20,222:	[Wall TIME] >>> ChiefCoach.train takes 1.672101 seconds ...
2023-09-20 16:19:21,553:	[Wall TIME] >>> ChiefCoach.valid takes 1.266201 seconds ...
2023-09-20 16:19:21,553:	[Coach] >>> Better ***NDCG@10*** of ***0.1735*** 
2023-09-20 16:19:21,567:	[Coach] >>> TRAIN @Epoch: 450  >>>  || LOSS Avg: 5.18059
2023-09-20 16:19:21,567:	[Coach] >>> VALID @Epoch: 450  >>>  || HITRATE@1 Avg: 0.0689 || HITRATE@5 Avg: 0.2121 || HITRATE@10 Avg: 0.3141 || NDCG@5 Avg: 0.1406 || NDCG@10 Avg: 0.1735
2023-09-20 16:19:21,567:	[Coach] >>> TEST  @Epoch: 450  >>> 
2023-09-20 16:19:23,251:	[Wall TIME] >>> ChiefCoach.train takes 1.683057 seconds ...
2023-09-20 16:19:23,308:	[Coach] >>> TRAIN @Epoch: 451  >>>  || LOSS Avg: 5.18035
2023-09-20 16:19:23,308:	[Coach] >>> VALID @Epoch: 451  >>> 
2023-09-20 16:19:23,308:	[Coach] >>> TEST  @Epoch: 451  >>> 
2023-09-20 16:19:24,992:	[Wall TIME] >>> ChiefCoach.train takes 1.683899 seconds ...
2023-09-20 16:19:25,065:	[Coach] >>> TRAIN @Epoch: 452  >>>  || LOSS Avg: 5.19677
2023-09-20 16:19:25,065:	[Coach] >>> VALID @Epoch: 452  >>> 
2023-09-20 16:19:25,065:	[Coach] >>> TEST  @Epoch: 452  >>> 
2023-09-20 16:19:26,748:	[Wall TIME] >>> ChiefCoach.train takes 1.683263 seconds ...
2023-09-20 16:19:26,811:	[Coach] >>> TRAIN @Epoch: 453  >>>  || LOSS Avg: 5.20528
2023-09-20 16:19:26,811:	[Coach] >>> VALID @Epoch: 453  >>> 
2023-09-20 16:19:26,811:	[Coach] >>> TEST  @Epoch: 453  >>> 
2023-09-20 16:19:28,463:	[Wall TIME] >>> ChiefCoach.train takes 1.651261 seconds ...
2023-09-20 16:19:28,524:	[Coach] >>> TRAIN @Epoch: 454  >>>  || LOSS Avg: 5.21334
2023-09-20 16:19:28,524:	[Coach] >>> VALID @Epoch: 454  >>> 
2023-09-20 16:19:28,524:	[Coach] >>> TEST  @Epoch: 454  >>> 
2023-09-20 16:19:30,174:	[Wall TIME] >>> ChiefCoach.train takes 1.649685 seconds ...
2023-09-20 16:19:31,519:	[Wall TIME] >>> ChiefCoach.valid takes 1.284138 seconds ...
2023-09-20 16:19:31,520:	[Coach] >>> TRAIN @Epoch: 455  >>>  || LOSS Avg: 5.20951
2023-09-20 16:19:31,520:	[Coach] >>> VALID @Epoch: 455  >>>  || HITRATE@1 Avg: 0.0654 || HITRATE@5 Avg: 0.2104 || HITRATE@10 Avg: 0.3086 || NDCG@5 Avg: 0.1384 || NDCG@10 Avg: 0.1701
2023-09-20 16:19:31,520:	[Coach] >>> TEST  @Epoch: 455  >>> 
2023-09-20 16:19:33,178:	[Wall TIME] >>> ChiefCoach.train takes 1.657763 seconds ...
2023-09-20 16:19:33,238:	[Coach] >>> TRAIN @Epoch: 456  >>>  || LOSS Avg: 5.20027
2023-09-20 16:19:33,238:	[Coach] >>> VALID @Epoch: 456  >>> 
2023-09-20 16:19:33,238:	[Coach] >>> TEST  @Epoch: 456  >>> 
2023-09-20 16:19:34,930:	[Wall TIME] >>> ChiefCoach.train takes 1.692394 seconds ...
2023-09-20 16:19:34,994:	[Coach] >>> TRAIN @Epoch: 457  >>>  || LOSS Avg: 5.20767
2023-09-20 16:19:34,994:	[Coach] >>> VALID @Epoch: 457  >>> 
2023-09-20 16:19:34,995:	[Coach] >>> TEST  @Epoch: 457  >>> 
2023-09-20 16:19:36,684:	[Wall TIME] >>> ChiefCoach.train takes 1.689123 seconds ...
2023-09-20 16:19:36,743:	[Coach] >>> TRAIN @Epoch: 458  >>>  || LOSS Avg: 5.19896
2023-09-20 16:19:36,743:	[Coach] >>> VALID @Epoch: 458  >>> 
2023-09-20 16:19:36,743:	[Coach] >>> TEST  @Epoch: 458  >>> 
2023-09-20 16:19:38,427:	[Wall TIME] >>> ChiefCoach.train takes 1.683517 seconds ...
2023-09-20 16:19:38,486:	[Coach] >>> TRAIN @Epoch: 459  >>>  || LOSS Avg: 5.19475
2023-09-20 16:19:38,486:	[Coach] >>> VALID @Epoch: 459  >>> 
2023-09-20 16:19:38,486:	[Coach] >>> TEST  @Epoch: 459  >>> 
2023-09-20 16:19:40,139:	[Wall TIME] >>> ChiefCoach.train takes 1.652619 seconds ...
2023-09-20 16:19:41,511:	[Wall TIME] >>> ChiefCoach.valid takes 1.316441 seconds ...
2023-09-20 16:19:41,511:	[Coach] >>> TRAIN @Epoch: 460  >>>  || LOSS Avg: 5.19484
2023-09-20 16:19:41,511:	[Coach] >>> VALID @Epoch: 460  >>>  || HITRATE@1 Avg: 0.0672 || HITRATE@5 Avg: 0.2103 || HITRATE@10 Avg: 0.3056 || NDCG@5 Avg: 0.1398 || NDCG@10 Avg: 0.1706
2023-09-20 16:19:41,512:	[Coach] >>> TEST  @Epoch: 460  >>> 
2023-09-20 16:19:43,143:	[Wall TIME] >>> ChiefCoach.train takes 1.631668 seconds ...
2023-09-20 16:19:43,200:	[Coach] >>> TRAIN @Epoch: 461  >>>  || LOSS Avg: 5.18217
2023-09-20 16:19:43,200:	[Coach] >>> VALID @Epoch: 461  >>> 
2023-09-20 16:19:43,200:	[Coach] >>> TEST  @Epoch: 461  >>> 
2023-09-20 16:19:44,952:	[Wall TIME] >>> ChiefCoach.train takes 1.751373 seconds ...
2023-09-20 16:19:45,040:	[Coach] >>> TRAIN @Epoch: 462  >>>  || LOSS Avg: 5.20523
2023-09-20 16:19:45,040:	[Coach] >>> VALID @Epoch: 462  >>> 
2023-09-20 16:19:45,041:	[Coach] >>> TEST  @Epoch: 462  >>> 
2023-09-20 16:19:46,915:	[Wall TIME] >>> ChiefCoach.train takes 1.874161 seconds ...
2023-09-20 16:19:46,994:	[Coach] >>> TRAIN @Epoch: 463  >>>  || LOSS Avg: 5.18806
2023-09-20 16:19:46,995:	[Coach] >>> VALID @Epoch: 463  >>> 
2023-09-20 16:19:46,995:	[Coach] >>> TEST  @Epoch: 463  >>> 
2023-09-20 16:19:48,869:	[Wall TIME] >>> ChiefCoach.train takes 1.874377 seconds ...
2023-09-20 16:19:48,949:	[Coach] >>> TRAIN @Epoch: 464  >>>  || LOSS Avg: 5.21387
2023-09-20 16:19:48,949:	[Coach] >>> VALID @Epoch: 464  >>> 
2023-09-20 16:19:48,949:	[Coach] >>> TEST  @Epoch: 464  >>> 
2023-09-20 16:19:50,821:	[Wall TIME] >>> ChiefCoach.train takes 1.871167 seconds ...
2023-09-20 16:19:53,001:	[Wall TIME] >>> ChiefCoach.valid takes 2.100995 seconds ...
2023-09-20 16:19:53,002:	[Coach] >>> TRAIN @Epoch: 465  >>>  || LOSS Avg: 5.19368
2023-09-20 16:19:53,002:	[Coach] >>> VALID @Epoch: 465  >>>  || HITRATE@1 Avg: 0.0667 || HITRATE@5 Avg: 0.2076 || HITRATE@10 Avg: 0.3020 || NDCG@5 Avg: 0.1379 || NDCG@10 Avg: 0.1683
2023-09-20 16:19:53,002:	[Coach] >>> TEST  @Epoch: 465  >>> 
2023-09-20 16:19:54,881:	[Wall TIME] >>> ChiefCoach.train takes 1.878760 seconds ...
2023-09-20 16:19:54,961:	[Coach] >>> TRAIN @Epoch: 466  >>>  || LOSS Avg: 5.17232
2023-09-20 16:19:54,962:	[Coach] >>> VALID @Epoch: 466  >>> 
2023-09-20 16:19:54,962:	[Coach] >>> TEST  @Epoch: 466  >>> 
2023-09-20 16:19:56,846:	[Wall TIME] >>> ChiefCoach.train takes 1.883575 seconds ...
2023-09-20 16:19:56,935:	[Coach] >>> TRAIN @Epoch: 467  >>>  || LOSS Avg: 5.19982
2023-09-20 16:19:56,936:	[Coach] >>> VALID @Epoch: 467  >>> 
2023-09-20 16:19:56,936:	[Coach] >>> TEST  @Epoch: 467  >>> 
2023-09-20 16:19:58,913:	[Wall TIME] >>> ChiefCoach.train takes 1.976387 seconds ...
2023-09-20 16:19:58,991:	[Coach] >>> TRAIN @Epoch: 468  >>>  || LOSS Avg: 5.19867
2023-09-20 16:19:58,991:	[Coach] >>> VALID @Epoch: 468  >>> 
2023-09-20 16:19:58,991:	[Coach] >>> TEST  @Epoch: 468  >>> 
2023-09-20 16:20:00,874:	[Wall TIME] >>> ChiefCoach.train takes 1.882632 seconds ...
2023-09-20 16:20:00,951:	[Coach] >>> TRAIN @Epoch: 469  >>>  || LOSS Avg: 5.18544
2023-09-20 16:20:00,952:	[Coach] >>> VALID @Epoch: 469  >>> 
2023-09-20 16:20:00,952:	[Coach] >>> TEST  @Epoch: 469  >>> 
2023-09-20 16:20:02,821:	[Wall TIME] >>> ChiefCoach.train takes 1.868730 seconds ...
2023-09-20 16:20:05,024:	[Wall TIME] >>> ChiefCoach.valid takes 2.121997 seconds ...
2023-09-20 16:20:05,024:	[Coach] >>> TRAIN @Epoch: 470  >>>  || LOSS Avg: 5.19573
2023-09-20 16:20:05,024:	[Coach] >>> VALID @Epoch: 470  >>>  || HITRATE@1 Avg: 0.0687 || HITRATE@5 Avg: 0.2113 || HITRATE@10 Avg: 0.3079 || NDCG@5 Avg: 0.1405 || NDCG@10 Avg: 0.1715
2023-09-20 16:20:05,025:	[Coach] >>> TEST  @Epoch: 470  >>> 
2023-09-20 16:20:06,922:	[Wall TIME] >>> ChiefCoach.train takes 1.896920 seconds ...
2023-09-20 16:20:07,003:	[Coach] >>> TRAIN @Epoch: 471  >>>  || LOSS Avg: 5.18794
2023-09-20 16:20:07,003:	[Coach] >>> VALID @Epoch: 471  >>> 
2023-09-20 16:20:07,003:	[Coach] >>> TEST  @Epoch: 471  >>> 
2023-09-20 16:20:08,880:	[Wall TIME] >>> ChiefCoach.train takes 1.875922 seconds ...
2023-09-20 16:20:08,961:	[Coach] >>> TRAIN @Epoch: 472  >>>  || LOSS Avg: 5.21237
2023-09-20 16:20:08,961:	[Coach] >>> VALID @Epoch: 472  >>> 
2023-09-20 16:20:08,961:	[Coach] >>> TEST  @Epoch: 472  >>> 
2023-09-20 16:20:10,831:	[Wall TIME] >>> ChiefCoach.train takes 1.869219 seconds ...
2023-09-20 16:20:10,910:	[Coach] >>> TRAIN @Epoch: 473  >>>  || LOSS Avg: 5.18857
2023-09-20 16:20:10,911:	[Coach] >>> VALID @Epoch: 473  >>> 
2023-09-20 16:20:10,911:	[Coach] >>> TEST  @Epoch: 473  >>> 
2023-09-20 16:20:12,791:	[Wall TIME] >>> ChiefCoach.train takes 1.880464 seconds ...
2023-09-20 16:20:12,874:	[Coach] >>> TRAIN @Epoch: 474  >>>  || LOSS Avg: 5.19258
2023-09-20 16:20:12,875:	[Coach] >>> VALID @Epoch: 474  >>> 
2023-09-20 16:20:12,875:	[Coach] >>> TEST  @Epoch: 474  >>> 
2023-09-20 16:20:14,755:	[Wall TIME] >>> ChiefCoach.train takes 1.879670 seconds ...
2023-09-20 16:20:17,058:	[Wall TIME] >>> ChiefCoach.valid takes 2.219095 seconds ...
2023-09-20 16:20:17,059:	[Coach] >>> TRAIN @Epoch: 475  >>>  || LOSS Avg: 5.19705
2023-09-20 16:20:17,059:	[Coach] >>> VALID @Epoch: 475  >>>  || HITRATE@1 Avg: 0.0659 || HITRATE@5 Avg: 0.2129 || HITRATE@10 Avg: 0.3104 || NDCG@5 Avg: 0.1399 || NDCG@10 Avg: 0.1712
2023-09-20 16:20:17,059:	[Coach] >>> TEST  @Epoch: 475  >>> 
2023-09-20 16:20:18,937:	[Wall TIME] >>> ChiefCoach.train takes 1.877974 seconds ...
2023-09-20 16:20:19,017:	[Coach] >>> TRAIN @Epoch: 476  >>>  || LOSS Avg: 5.18149
2023-09-20 16:20:19,017:	[Coach] >>> VALID @Epoch: 476  >>> 
2023-09-20 16:20:19,017:	[Coach] >>> TEST  @Epoch: 476  >>> 
2023-09-20 16:20:20,921:	[Wall TIME] >>> ChiefCoach.train takes 1.903330 seconds ...
2023-09-20 16:20:21,003:	[Coach] >>> TRAIN @Epoch: 477  >>>  || LOSS Avg: 5.20406
2023-09-20 16:20:21,003:	[Coach] >>> VALID @Epoch: 477  >>> 
2023-09-20 16:20:21,003:	[Coach] >>> TEST  @Epoch: 477  >>> 
2023-09-20 16:20:22,875:	[Wall TIME] >>> ChiefCoach.train takes 1.871158 seconds ...
2023-09-20 16:20:22,954:	[Coach] >>> TRAIN @Epoch: 478  >>>  || LOSS Avg: 5.18391
2023-09-20 16:20:22,954:	[Coach] >>> VALID @Epoch: 478  >>> 
2023-09-20 16:20:22,954:	[Coach] >>> TEST  @Epoch: 478  >>> 
2023-09-20 16:20:24,824:	[Wall TIME] >>> ChiefCoach.train takes 1.869932 seconds ...
2023-09-20 16:20:24,915:	[Coach] >>> TRAIN @Epoch: 479  >>>  || LOSS Avg: 5.18685
2023-09-20 16:20:24,915:	[Coach] >>> VALID @Epoch: 479  >>> 
2023-09-20 16:20:24,916:	[Coach] >>> TEST  @Epoch: 479  >>> 
2023-09-20 16:20:26,810:	[Wall TIME] >>> ChiefCoach.train takes 1.894225 seconds ...
2023-09-20 16:20:29,039:	[Wall TIME] >>> ChiefCoach.valid takes 2.144345 seconds ...
2023-09-20 16:20:29,040:	[Coach] >>> TRAIN @Epoch: 480  >>>  || LOSS Avg: 5.19455
2023-09-20 16:20:29,040:	[Coach] >>> VALID @Epoch: 480  >>>  || HITRATE@1 Avg: 0.0684 || HITRATE@5 Avg: 0.2118 || HITRATE@10 Avg: 0.3116 || NDCG@5 Avg: 0.1405 || NDCG@10 Avg: 0.1726
2023-09-20 16:20:29,040:	[Coach] >>> TEST  @Epoch: 480  >>> 
2023-09-20 16:20:30,998:	[Wall TIME] >>> ChiefCoach.train takes 1.958050 seconds ...
2023-09-20 16:20:31,085:	[Coach] >>> TRAIN @Epoch: 481  >>>  || LOSS Avg: 5.19919
2023-09-20 16:20:31,086:	[Coach] >>> VALID @Epoch: 481  >>> 
2023-09-20 16:20:31,086:	[Coach] >>> TEST  @Epoch: 481  >>> 
2023-09-20 16:20:33,080:	[Wall TIME] >>> ChiefCoach.train takes 1.993840 seconds ...
2023-09-20 16:20:33,162:	[Coach] >>> TRAIN @Epoch: 482  >>>  || LOSS Avg: 5.18375
2023-09-20 16:20:33,162:	[Coach] >>> VALID @Epoch: 482  >>> 
2023-09-20 16:20:33,163:	[Coach] >>> TEST  @Epoch: 482  >>> 
2023-09-20 16:20:35,056:	[Wall TIME] >>> ChiefCoach.train takes 1.893476 seconds ...
2023-09-20 16:20:35,141:	[Coach] >>> TRAIN @Epoch: 483  >>>  || LOSS Avg: 5.19938
2023-09-20 16:20:35,141:	[Coach] >>> VALID @Epoch: 483  >>> 
2023-09-20 16:20:35,141:	[Coach] >>> TEST  @Epoch: 483  >>> 
2023-09-20 16:20:37,022:	[Wall TIME] >>> ChiefCoach.train takes 1.880681 seconds ...
2023-09-20 16:20:37,101:	[Coach] >>> TRAIN @Epoch: 484  >>>  || LOSS Avg: 5.20743
2023-09-20 16:20:37,101:	[Coach] >>> VALID @Epoch: 484  >>> 
2023-09-20 16:20:37,102:	[Coach] >>> TEST  @Epoch: 484  >>> 
2023-09-20 16:20:39,023:	[Wall TIME] >>> ChiefCoach.train takes 1.921679 seconds ...
2023-09-20 16:20:41,295:	[Wall TIME] >>> ChiefCoach.valid takes 2.192055 seconds ...
2023-09-20 16:20:41,296:	[Coach] >>> TRAIN @Epoch: 485  >>>  || LOSS Avg: 5.19220
2023-09-20 16:20:41,296:	[Coach] >>> VALID @Epoch: 485  >>>  || HITRATE@1 Avg: 0.0644 || HITRATE@5 Avg: 0.2111 || HITRATE@10 Avg: 0.3051 || NDCG@5 Avg: 0.1389 || NDCG@10 Avg: 0.1692
2023-09-20 16:20:41,296:	[Coach] >>> TEST  @Epoch: 485  >>> 
2023-09-20 16:20:43,172:	[Wall TIME] >>> ChiefCoach.train takes 1.876273 seconds ...
2023-09-20 16:20:43,254:	[Coach] >>> TRAIN @Epoch: 486  >>>  || LOSS Avg: 5.20220
2023-09-20 16:20:43,254:	[Coach] >>> VALID @Epoch: 486  >>> 
2023-09-20 16:20:43,254:	[Coach] >>> TEST  @Epoch: 486  >>> 
2023-09-20 16:20:45,136:	[Wall TIME] >>> ChiefCoach.train takes 1.881972 seconds ...
2023-09-20 16:20:45,212:	[Coach] >>> TRAIN @Epoch: 487  >>>  || LOSS Avg: 5.20190
2023-09-20 16:20:45,212:	[Coach] >>> VALID @Epoch: 487  >>> 
2023-09-20 16:20:45,213:	[Coach] >>> TEST  @Epoch: 487  >>> 
2023-09-20 16:20:47,122:	[Wall TIME] >>> ChiefCoach.train takes 1.909047 seconds ...
2023-09-20 16:20:47,202:	[Coach] >>> TRAIN @Epoch: 488  >>>  || LOSS Avg: 5.20680
2023-09-20 16:20:47,202:	[Coach] >>> VALID @Epoch: 488  >>> 
2023-09-20 16:20:47,203:	[Coach] >>> TEST  @Epoch: 488  >>> 
2023-09-20 16:20:49,076:	[Wall TIME] >>> ChiefCoach.train takes 1.873732 seconds ...
2023-09-20 16:20:49,154:	[Coach] >>> TRAIN @Epoch: 489  >>>  || LOSS Avg: 5.19248
2023-09-20 16:20:49,154:	[Coach] >>> VALID @Epoch: 489  >>> 
2023-09-20 16:20:49,154:	[Coach] >>> TEST  @Epoch: 489  >>> 
2023-09-20 16:20:51,065:	[Wall TIME] >>> ChiefCoach.train takes 1.910619 seconds ...
2023-09-20 16:20:53,368:	[Wall TIME] >>> ChiefCoach.valid takes 2.227246 seconds ...
2023-09-20 16:20:53,369:	[Coach] >>> TRAIN @Epoch: 490  >>>  || LOSS Avg: 5.16560
2023-09-20 16:20:53,369:	[Coach] >>> VALID @Epoch: 490  >>>  || HITRATE@1 Avg: 0.0712 || HITRATE@5 Avg: 0.2136 || HITRATE@10 Avg: 0.3065 || NDCG@5 Avg: 0.1427 || NDCG@10 Avg: 0.1727
2023-09-20 16:20:53,369:	[Coach] >>> TEST  @Epoch: 490  >>> 
2023-09-20 16:20:55,327:	[Wall TIME] >>> ChiefCoach.train takes 1.957404 seconds ...
2023-09-20 16:20:55,403:	[Coach] >>> TRAIN @Epoch: 491  >>>  || LOSS Avg: 5.18792
2023-09-20 16:20:55,403:	[Coach] >>> VALID @Epoch: 491  >>> 
2023-09-20 16:20:55,403:	[Coach] >>> TEST  @Epoch: 491  >>> 
2023-09-20 16:20:57,012:	[Wall TIME] >>> ChiefCoach.train takes 1.608016 seconds ...
2023-09-20 16:20:57,064:	[Coach] >>> TRAIN @Epoch: 492  >>>  || LOSS Avg: 5.19550
2023-09-20 16:20:57,064:	[Coach] >>> VALID @Epoch: 492  >>> 
2023-09-20 16:20:57,064:	[Coach] >>> TEST  @Epoch: 492  >>> 
2023-09-20 16:20:58,778:	[Wall TIME] >>> ChiefCoach.train takes 1.713538 seconds ...
2023-09-20 16:20:58,840:	[Coach] >>> TRAIN @Epoch: 493  >>>  || LOSS Avg: 5.16918
2023-09-20 16:20:58,840:	[Coach] >>> VALID @Epoch: 493  >>> 
2023-09-20 16:20:58,840:	[Coach] >>> TEST  @Epoch: 493  >>> 
2023-09-20 16:21:00,524:	[Wall TIME] >>> ChiefCoach.train takes 1.683427 seconds ...
2023-09-20 16:21:00,583:	[Coach] >>> TRAIN @Epoch: 494  >>>  || LOSS Avg: 5.17093
2023-09-20 16:21:00,583:	[Coach] >>> VALID @Epoch: 494  >>> 
2023-09-20 16:21:00,583:	[Coach] >>> TEST  @Epoch: 494  >>> 
2023-09-20 16:21:02,290:	[Wall TIME] >>> ChiefCoach.train takes 1.706408 seconds ...
2023-09-20 16:21:03,469:	[Wall TIME] >>> ChiefCoach.valid takes 1.112803 seconds ...
2023-09-20 16:21:03,470:	[Coach] >>> TRAIN @Epoch: 495  >>>  || LOSS Avg: 5.20830
2023-09-20 16:21:03,470:	[Coach] >>> VALID @Epoch: 495  >>>  || HITRATE@1 Avg: 0.0679 || HITRATE@5 Avg: 0.2066 || HITRATE@10 Avg: 0.3025 || NDCG@5 Avg: 0.1379 || NDCG@10 Avg: 0.1689
2023-09-20 16:21:03,470:	[Coach] >>> TEST  @Epoch: 495  >>> 
2023-09-20 16:21:05,123:	[Wall TIME] >>> ChiefCoach.train takes 1.652709 seconds ...
2023-09-20 16:21:05,180:	[Coach] >>> TRAIN @Epoch: 496  >>>  || LOSS Avg: 5.20312
2023-09-20 16:21:05,180:	[Coach] >>> VALID @Epoch: 496  >>> 
2023-09-20 16:21:05,180:	[Coach] >>> TEST  @Epoch: 496  >>> 
2023-09-20 16:21:06,829:	[Wall TIME] >>> ChiefCoach.train takes 1.648649 seconds ...
2023-09-20 16:21:06,892:	[Coach] >>> TRAIN @Epoch: 497  >>>  || LOSS Avg: 5.18288
2023-09-20 16:21:06,892:	[Coach] >>> VALID @Epoch: 497  >>> 
2023-09-20 16:21:06,892:	[Coach] >>> TEST  @Epoch: 497  >>> 
2023-09-20 16:21:08,567:	[Wall TIME] >>> ChiefCoach.train takes 1.673997 seconds ...
2023-09-20 16:21:08,627:	[Coach] >>> TRAIN @Epoch: 498  >>>  || LOSS Avg: 5.19536
2023-09-20 16:21:08,628:	[Coach] >>> VALID @Epoch: 498  >>> 
2023-09-20 16:21:08,628:	[Coach] >>> TEST  @Epoch: 498  >>> 
2023-09-20 16:21:10,267:	[Wall TIME] >>> ChiefCoach.train takes 1.638856 seconds ...
2023-09-20 16:21:10,326:	[Coach] >>> TRAIN @Epoch: 499  >>>  || LOSS Avg: 5.19142
2023-09-20 16:21:10,326:	[Coach] >>> VALID @Epoch: 499  >>> 
2023-09-20 16:21:10,326:	[Coach] >>> TEST  @Epoch: 499  >>> 
2023-09-20 16:21:11,989:	[Wall TIME] >>> ChiefCoach.train takes 1.663316 seconds ...
2023-09-20 16:21:13,264:	[Wall TIME] >>> ChiefCoach.valid takes 1.260440 seconds ...
2023-09-20 16:21:14,488:	[Wall TIME] >>> ChiefCoach.test takes 1.223392 seconds ...
2023-09-20 16:21:14,489:	[Coach] >>> TRAIN @Epoch: 500  >>>  || LOSS Avg: 5.19125
2023-09-20 16:21:14,489:	[Coach] >>> VALID @Epoch: 500  >>>  || HITRATE@1 Avg: 0.0656 || HITRATE@5 Avg: 0.2151 || HITRATE@10 Avg: 0.3121 || NDCG@5 Avg: 0.1406 || NDCG@10 Avg: 0.1717
2023-09-20 16:21:14,489:	[Coach] >>> TEST  @Epoch: 500  >>>  || HITRATE@1 Avg: 0.0735 || HITRATE@5 Avg: 0.2071 || HITRATE@10 Avg: 0.3023 || NDCG@5 Avg: 0.1406 || NDCG@10 Avg: 0.1713
2023-09-20 16:21:15,637:	   Prefix      Metric      Best  @Epoch
0   train        LOSS  5.165595     489
1   valid   HITRATE@1  0.071854     435
2   valid   HITRATE@5  0.215066     500
3   valid  HITRATE@10  0.314073     450
4   valid      NDCG@5  0.142679     490
5   valid     NDCG@10  0.173540     450
6    test   HITRATE@1  0.073510       0
7    test   HITRATE@5  0.207119       0
8    test  HITRATE@10  0.302318       0
9    test      NDCG@5  0.140580       0
10   test     NDCG@10  0.171349       0
2023-09-20 16:21:15,637:	[LoG_PaTH] >>> ./logs/ML-5/MovieLens1M_550_Chron/0-0920160138
2023-09-20 16:21:15,762:	[Wall TIME] >>> Coach.summary takes 1.273082 seconds ...
2023-09-20 16:21:15,762:	[Coach] >>> Load best model @Epoch 450  
2023-09-20 16:21:17,020:	[Wall TIME] >>> ChiefCoach.valid takes 1.248633 seconds ...
2023-09-20 16:21:18,244:	[Wall TIME] >>> ChiefCoach.test takes 1.224045 seconds ...
2023-09-20 16:21:18,245:	[Coach] >>> TRAIN @Epoch: 450  >>> 
2023-09-20 16:21:18,245:	[Coach] >>> VALID @Epoch: 450  >>>  || HITRATE@1 Avg: 0.0689 || HITRATE@5 Avg: 0.2121 || HITRATE@10 Avg: 0.3141 || NDCG@5 Avg: 0.1406 || NDCG@10 Avg: 0.1735
2023-09-20 16:21:18,245:	[Coach] >>> TEST  @Epoch: 450  >>>  || HITRATE@1 Avg: 0.0733 || HITRATE@5 Avg: 0.2123 || HITRATE@10 Avg: 0.3045 || NDCG@5 Avg: 0.1434 || NDCG@10 Avg: 0.1731
2023-09-20 16:21:18,256:	[Wall TIME] >>> Coach.fit takes 1165.131599 seconds ...
