2023-09-15 18:50:12,183:	========================================================================
2023-09-15 18:50:12,184:	========================================================================
2023-09-15 18:50:12,184:	========================================================================
2023-09-15 18:50:12,184:	[Benchmark] >>> cudnn.benchmark == False | cudnn.deterministic == True
2023-09-15 18:50:12,186:	[Seed] >>> Set seed: 0
2023-09-15 18:50:12,187:	[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: Beauty-5] 
[root: ../../data] 
[dataset: AmazonBeauty_550_Chron] 
[config: configs/AmazonBeauty_550_Chron.yaml] 
[ranking: full] 
[device: 0] 
[optimizer: AdamWSEvo] 
[nesterov: False] 
[momentum: 0.9] 
[beta1: 0.9] 
[beta2: 0.98] 
[weight_decay: 0.1] 
[lr: 0.001] 
[batch_size: 512] 
[epochs: 200] 
[num_workers: 4] 
[pin_memory: False] 
[resume: False] 
[id: 0915185007] 
[maxlen: 50] 
[maxlen4graph: 50] 
[num_heads: 1] 
[num_blocks: 2] 
[hidden_size: 64] 
[dropout_rate: 0.3] 
[aggr: neumann] 
[L: 3] 
[beta3: 0.99] 
[H: 1] 
[DATA_DIR: data] 
[SUMMARY_DIR: summary] 
[CHECKPOINT_PATH: ./infos/Beauty-5/AmazonBeauty_550_Chron/0] 
[LOG_PATH: ./logs/Beauty-5/AmazonBeauty_550_Chron/0-0915185007] 

2023-09-15 18:50:12,188:	[Wall TIME] >>> Parser.compile takes 0.022008 seconds ...
2023-09-15 18:50:12,206:	[AmazonBeauty_550_Chron] >>> 
UserID: [dtype: torch.int64, na_value: None, tags: FieldTags.User,FieldTags.Sparse,FieldTags.ID]
ItemID: [dtype: torch.int64, na_value: None, tags: FieldTags.Sparse,FieldTags.Item,FieldTags.ID]
Timestamp: [dtype: torch.float32, na_value: None, tags: FieldTags.Timestamp,FieldTags.Dense]
2023-09-15 18:50:12,413:	+--------+--------+-------------------+---------------+--------+--------+-------+-----------------------+
| #Users | #Items |      Avg.Len      | #Interactions | #Train | #Valid | #Test |        Density        |
+--------+--------+-------------------+---------------+--------+--------+-------+-----------------------+
| 22363  | 12101  | 8.876358270357287 |     198502    | 153776 | 22363  | 22363 | 0.0007335227064174272 |
+--------+--------+-------------------+---------------+--------+--------+-------+-----------------------+
2023-09-15 18:50:12,413:	[Wall TIME] >>> RecDataSet.compile takes 0.223269 seconds ...
2023-09-15 18:50:12,569:	[Wall TIME] >>> SeqTrainUniformSampler.prepare takes 0.081304 seconds ...
2023-09-15 18:50:12,736:	[Wall TIME] >>> SeqValidYielder.prepare takes 0.166346 seconds ...
2023-09-15 18:50:12,840:	[Wall TIME] >>> SeqTestYielder.prepare takes 0.102916 seconds ...
2023-09-15 18:50:16,445:	[Coach] >>> Set best meter: NDCG@10 
2023-09-15 18:50:16,446:	[Wall TIME] >>> Coach.compile takes 0.000844 seconds ...
2023-09-15 18:50:19,534:	[Wall TIME] >>> ChiefCoach.valid takes 3.064624 seconds ...
2023-09-15 18:50:19,534:	[Coach] >>> Better ***NDCG@10*** of ***0.0005*** 
2023-09-15 18:50:19,549:	[Coach] >>> TRAIN @Epoch: 0    >>> 
2023-09-15 18:50:19,549:	[Coach] >>> VALID @Epoch: 0    >>>  || HITRATE@1 Avg: 0.0000 || HITRATE@5 Avg: 0.0007 || HITRATE@10 Avg: 0.0011 || NDCG@5 Avg: 0.0004 || NDCG@10 Avg: 0.0005
2023-09-15 18:50:19,549:	[Coach] >>> TEST  @Epoch: 0    >>> 
2023-09-15 18:50:22,721:	[Wall TIME] >>> ChiefCoach.train takes 3.171826 seconds ...
2023-09-15 18:50:22,769:	[Coach] >>> TRAIN @Epoch: 1    >>>  || LOSS Avg: 1.34749
2023-09-15 18:50:22,769:	[Coach] >>> VALID @Epoch: 1    >>> 
2023-09-15 18:50:22,769:	[Coach] >>> TEST  @Epoch: 1    >>> 
2023-09-15 18:50:25,781:	[Wall TIME] >>> ChiefCoach.train takes 3.011781 seconds ...
2023-09-15 18:50:25,824:	[Coach] >>> TRAIN @Epoch: 2    >>>  || LOSS Avg: 1.23199
2023-09-15 18:50:25,825:	[Coach] >>> VALID @Epoch: 2    >>> 
2023-09-15 18:50:25,825:	[Coach] >>> TEST  @Epoch: 2    >>> 
2023-09-15 18:50:28,809:	[Wall TIME] >>> ChiefCoach.train takes 2.983812 seconds ...
2023-09-15 18:50:28,858:	[Coach] >>> TRAIN @Epoch: 3    >>>  || LOSS Avg: 1.13655
2023-09-15 18:50:28,858:	[Coach] >>> VALID @Epoch: 3    >>> 
2023-09-15 18:50:28,858:	[Coach] >>> TEST  @Epoch: 3    >>> 
2023-09-15 18:50:31,819:	[Wall TIME] >>> ChiefCoach.train takes 2.960714 seconds ...
2023-09-15 18:50:31,865:	[Coach] >>> TRAIN @Epoch: 4    >>>  || LOSS Avg: 1.07031
2023-09-15 18:50:31,865:	[Coach] >>> VALID @Epoch: 4    >>> 
2023-09-15 18:50:31,865:	[Coach] >>> TEST  @Epoch: 4    >>> 
2023-09-15 18:50:34,876:	[Wall TIME] >>> ChiefCoach.train takes 3.010860 seconds ...
2023-09-15 18:50:37,588:	[Wall TIME] >>> ChiefCoach.valid takes 2.666065 seconds ...
2023-09-15 18:50:37,589:	[Coach] >>> Better ***NDCG@10*** of ***0.0136*** 
2023-09-15 18:50:37,602:	[Coach] >>> TRAIN @Epoch: 5    >>>  || LOSS Avg: 1.02135
2023-09-15 18:50:37,602:	[Coach] >>> VALID @Epoch: 5    >>>  || HITRATE@1 Avg: 0.0042 || HITRATE@5 Avg: 0.0157 || HITRATE@10 Avg: 0.0272 || NDCG@5 Avg: 0.0098 || NDCG@10 Avg: 0.0136
2023-09-15 18:50:37,602:	[Coach] >>> TEST  @Epoch: 5    >>> 
2023-09-15 18:50:40,550:	[Wall TIME] >>> ChiefCoach.train takes 2.947440 seconds ...
2023-09-15 18:50:40,601:	[Coach] >>> TRAIN @Epoch: 6    >>>  || LOSS Avg: 0.97867
2023-09-15 18:50:40,601:	[Coach] >>> VALID @Epoch: 6    >>> 
2023-09-15 18:50:40,601:	[Coach] >>> TEST  @Epoch: 6    >>> 
2023-09-15 18:50:43,592:	[Wall TIME] >>> ChiefCoach.train takes 2.990422 seconds ...
2023-09-15 18:50:43,637:	[Coach] >>> TRAIN @Epoch: 7    >>>  || LOSS Avg: 0.95172
2023-09-15 18:50:43,637:	[Coach] >>> VALID @Epoch: 7    >>> 
2023-09-15 18:50:43,637:	[Coach] >>> TEST  @Epoch: 7    >>> 
2023-09-15 18:50:46,608:	[Wall TIME] >>> ChiefCoach.train takes 2.970373 seconds ...
2023-09-15 18:50:46,655:	[Coach] >>> TRAIN @Epoch: 8    >>>  || LOSS Avg: 0.90991
2023-09-15 18:50:46,655:	[Coach] >>> VALID @Epoch: 8    >>> 
2023-09-15 18:50:46,655:	[Coach] >>> TEST  @Epoch: 8    >>> 
2023-09-15 18:50:49,614:	[Wall TIME] >>> ChiefCoach.train takes 2.959304 seconds ...
2023-09-15 18:50:49,663:	[Coach] >>> TRAIN @Epoch: 9    >>>  || LOSS Avg: 0.87636
2023-09-15 18:50:49,663:	[Coach] >>> VALID @Epoch: 9    >>> 
2023-09-15 18:50:49,663:	[Coach] >>> TEST  @Epoch: 9    >>> 
2023-09-15 18:50:52,653:	[Wall TIME] >>> ChiefCoach.train takes 2.989813 seconds ...
2023-09-15 18:50:55,486:	[Wall TIME] >>> ChiefCoach.valid takes 2.787172 seconds ...
2023-09-15 18:50:55,487:	[Coach] >>> Better ***NDCG@10*** of ***0.0198*** 
2023-09-15 18:50:55,502:	[Coach] >>> TRAIN @Epoch: 10   >>>  || LOSS Avg: 0.85055
2023-09-15 18:50:55,502:	[Coach] >>> VALID @Epoch: 10   >>>  || HITRATE@1 Avg: 0.0066 || HITRATE@5 Avg: 0.0226 || HITRATE@10 Avg: 0.0390 || NDCG@5 Avg: 0.0145 || NDCG@10 Avg: 0.0198
2023-09-15 18:50:55,502:	[Coach] >>> TEST  @Epoch: 10   >>> 
2023-09-15 18:50:58,444:	[Wall TIME] >>> ChiefCoach.train takes 2.942066 seconds ...
2023-09-15 18:50:58,495:	[Coach] >>> TRAIN @Epoch: 11   >>>  || LOSS Avg: 0.82917
2023-09-15 18:50:58,495:	[Coach] >>> VALID @Epoch: 11   >>> 
2023-09-15 18:50:58,495:	[Coach] >>> TEST  @Epoch: 11   >>> 
2023-09-15 18:51:01,470:	[Wall TIME] >>> ChiefCoach.train takes 2.975276 seconds ...
2023-09-15 18:51:01,530:	[Coach] >>> TRAIN @Epoch: 12   >>>  || LOSS Avg: 0.80513
2023-09-15 18:51:01,530:	[Coach] >>> VALID @Epoch: 12   >>> 
2023-09-15 18:51:01,530:	[Coach] >>> TEST  @Epoch: 12   >>> 
2023-09-15 18:51:04,496:	[Wall TIME] >>> ChiefCoach.train takes 2.965854 seconds ...
2023-09-15 18:51:04,543:	[Coach] >>> TRAIN @Epoch: 13   >>>  || LOSS Avg: 0.78146
2023-09-15 18:51:04,543:	[Coach] >>> VALID @Epoch: 13   >>> 
2023-09-15 18:51:04,543:	[Coach] >>> TEST  @Epoch: 13   >>> 
2023-09-15 18:51:07,549:	[Wall TIME] >>> ChiefCoach.train takes 3.006284 seconds ...
2023-09-15 18:51:07,598:	[Coach] >>> TRAIN @Epoch: 14   >>>  || LOSS Avg: 0.76123
2023-09-15 18:51:07,598:	[Coach] >>> VALID @Epoch: 14   >>> 
2023-09-15 18:51:07,598:	[Coach] >>> TEST  @Epoch: 14   >>> 
2023-09-15 18:51:10,628:	[Wall TIME] >>> ChiefCoach.train takes 3.029223 seconds ...
2023-09-15 18:51:13,528:	[Wall TIME] >>> ChiefCoach.valid takes 2.839318 seconds ...
2023-09-15 18:51:13,529:	[Coach] >>> Better ***NDCG@10*** of ***0.0271*** 
2023-09-15 18:51:13,543:	[Coach] >>> TRAIN @Epoch: 15   >>>  || LOSS Avg: 0.73296
2023-09-15 18:51:13,543:	[Coach] >>> VALID @Epoch: 15   >>>  || HITRATE@1 Avg: 0.0090 || HITRATE@5 Avg: 0.0302 || HITRATE@10 Avg: 0.0536 || NDCG@5 Avg: 0.0196 || NDCG@10 Avg: 0.0271
2023-09-15 18:51:13,543:	[Coach] >>> TEST  @Epoch: 15   >>> 
2023-09-15 18:51:16,526:	[Wall TIME] >>> ChiefCoach.train takes 2.982207 seconds ...
2023-09-15 18:51:16,572:	[Coach] >>> TRAIN @Epoch: 16   >>>  || LOSS Avg: 0.72050
2023-09-15 18:51:16,572:	[Coach] >>> VALID @Epoch: 16   >>> 
2023-09-15 18:51:16,572:	[Coach] >>> TEST  @Epoch: 16   >>> 
2023-09-15 18:51:19,503:	[Wall TIME] >>> ChiefCoach.train takes 2.931453 seconds ...
2023-09-15 18:51:19,549:	[Coach] >>> TRAIN @Epoch: 17   >>>  || LOSS Avg: 0.69643
2023-09-15 18:51:19,549:	[Coach] >>> VALID @Epoch: 17   >>> 
2023-09-15 18:51:19,549:	[Coach] >>> TEST  @Epoch: 17   >>> 
2023-09-15 18:51:22,598:	[Wall TIME] >>> ChiefCoach.train takes 3.048608 seconds ...
2023-09-15 18:51:22,646:	[Coach] >>> TRAIN @Epoch: 18   >>>  || LOSS Avg: 0.67618
2023-09-15 18:51:22,647:	[Coach] >>> VALID @Epoch: 18   >>> 
2023-09-15 18:51:22,647:	[Coach] >>> TEST  @Epoch: 18   >>> 
2023-09-15 18:51:25,562:	[Wall TIME] >>> ChiefCoach.train takes 2.914668 seconds ...
2023-09-15 18:51:25,615:	[Coach] >>> TRAIN @Epoch: 19   >>>  || LOSS Avg: 0.65483
2023-09-15 18:51:25,615:	[Coach] >>> VALID @Epoch: 19   >>> 
2023-09-15 18:51:25,615:	[Coach] >>> TEST  @Epoch: 19   >>> 
2023-09-15 18:51:28,538:	[Wall TIME] >>> ChiefCoach.train takes 2.922637 seconds ...
2023-09-15 18:51:31,469:	[Wall TIME] >>> ChiefCoach.valid takes 2.886636 seconds ...
2023-09-15 18:51:31,470:	[Coach] >>> Better ***NDCG@10*** of ***0.0327*** 
2023-09-15 18:51:31,483:	[Coach] >>> TRAIN @Epoch: 20   >>>  || LOSS Avg: 0.63910
2023-09-15 18:51:31,483:	[Coach] >>> VALID @Epoch: 20   >>>  || HITRATE@1 Avg: 0.0113 || HITRATE@5 Avg: 0.0371 || HITRATE@10 Avg: 0.0636 || NDCG@5 Avg: 0.0242 || NDCG@10 Avg: 0.0327
2023-09-15 18:51:31,483:	[Coach] >>> TEST  @Epoch: 20   >>> 
2023-09-15 18:51:34,521:	[Wall TIME] >>> ChiefCoach.train takes 3.037523 seconds ...
2023-09-15 18:51:34,570:	[Coach] >>> TRAIN @Epoch: 21   >>>  || LOSS Avg: 0.62450
2023-09-15 18:51:34,570:	[Coach] >>> VALID @Epoch: 21   >>> 
2023-09-15 18:51:34,570:	[Coach] >>> TEST  @Epoch: 21   >>> 
2023-09-15 18:51:37,587:	[Wall TIME] >>> ChiefCoach.train takes 3.016361 seconds ...
2023-09-15 18:51:37,643:	[Coach] >>> TRAIN @Epoch: 22   >>>  || LOSS Avg: 0.60488
2023-09-15 18:51:37,643:	[Coach] >>> VALID @Epoch: 22   >>> 
2023-09-15 18:51:37,643:	[Coach] >>> TEST  @Epoch: 22   >>> 
2023-09-15 18:51:40,735:	[Wall TIME] >>> ChiefCoach.train takes 3.090839 seconds ...
2023-09-15 18:51:40,790:	[Coach] >>> TRAIN @Epoch: 23   >>>  || LOSS Avg: 0.58745
2023-09-15 18:51:40,790:	[Coach] >>> VALID @Epoch: 23   >>> 
2023-09-15 18:51:40,790:	[Coach] >>> TEST  @Epoch: 23   >>> 
2023-09-15 18:51:43,873:	[Wall TIME] >>> ChiefCoach.train takes 3.082290 seconds ...
2023-09-15 18:51:43,922:	[Coach] >>> TRAIN @Epoch: 24   >>>  || LOSS Avg: 0.57356
2023-09-15 18:51:43,922:	[Coach] >>> VALID @Epoch: 24   >>> 
2023-09-15 18:51:43,923:	[Coach] >>> TEST  @Epoch: 24   >>> 
2023-09-15 18:51:47,005:	[Wall TIME] >>> ChiefCoach.train takes 3.082355 seconds ...
2023-09-15 18:51:49,670:	[Wall TIME] >>> ChiefCoach.valid takes 2.619940 seconds ...
2023-09-15 18:51:49,671:	[Coach] >>> Better ***NDCG@10*** of ***0.0359*** 
2023-09-15 18:51:49,683:	[Coach] >>> TRAIN @Epoch: 25   >>>  || LOSS Avg: 0.55618
2023-09-15 18:51:49,684:	[Coach] >>> VALID @Epoch: 25   >>>  || HITRATE@1 Avg: 0.0120 || HITRATE@5 Avg: 0.0418 || HITRATE@10 Avg: 0.0698 || NDCG@5 Avg: 0.0269 || NDCG@10 Avg: 0.0359
2023-09-15 18:51:49,684:	[Coach] >>> TEST  @Epoch: 25   >>> 
2023-09-15 18:51:52,767:	[Wall TIME] >>> ChiefCoach.train takes 3.083205 seconds ...
2023-09-15 18:51:52,817:	[Coach] >>> TRAIN @Epoch: 26   >>>  || LOSS Avg: 0.54834
2023-09-15 18:51:52,818:	[Coach] >>> VALID @Epoch: 26   >>> 
2023-09-15 18:51:52,818:	[Coach] >>> TEST  @Epoch: 26   >>> 
2023-09-15 18:51:55,933:	[Wall TIME] >>> ChiefCoach.train takes 3.115375 seconds ...
2023-09-15 18:51:55,979:	[Coach] >>> TRAIN @Epoch: 27   >>>  || LOSS Avg: 0.53096
2023-09-15 18:51:55,979:	[Coach] >>> VALID @Epoch: 27   >>> 
2023-09-15 18:51:55,979:	[Coach] >>> TEST  @Epoch: 27   >>> 
2023-09-15 18:51:59,060:	[Wall TIME] >>> ChiefCoach.train takes 3.081026 seconds ...
2023-09-15 18:51:59,107:	[Coach] >>> TRAIN @Epoch: 28   >>>  || LOSS Avg: 0.52235
2023-09-15 18:51:59,107:	[Coach] >>> VALID @Epoch: 28   >>> 
2023-09-15 18:51:59,107:	[Coach] >>> TEST  @Epoch: 28   >>> 
2023-09-15 18:52:02,268:	[Wall TIME] >>> ChiefCoach.train takes 3.160118 seconds ...
2023-09-15 18:52:02,315:	[Coach] >>> TRAIN @Epoch: 29   >>>  || LOSS Avg: 0.51085
2023-09-15 18:52:02,315:	[Coach] >>> VALID @Epoch: 29   >>> 
2023-09-15 18:52:02,315:	[Coach] >>> TEST  @Epoch: 29   >>> 
2023-09-15 18:52:05,503:	[Wall TIME] >>> ChiefCoach.train takes 3.187393 seconds ...
2023-09-15 18:52:08,192:	[Wall TIME] >>> ChiefCoach.valid takes 2.640839 seconds ...
2023-09-15 18:52:08,193:	[Coach] >>> Better ***NDCG@10*** of ***0.0389*** 
2023-09-15 18:52:08,207:	[Coach] >>> TRAIN @Epoch: 30   >>>  || LOSS Avg: 0.49579
2023-09-15 18:52:08,207:	[Coach] >>> VALID @Epoch: 30   >>>  || HITRATE@1 Avg: 0.0135 || HITRATE@5 Avg: 0.0472 || HITRATE@10 Avg: 0.0747 || NDCG@5 Avg: 0.0301 || NDCG@10 Avg: 0.0389
2023-09-15 18:52:08,207:	[Coach] >>> TEST  @Epoch: 30   >>> 
2023-09-15 18:52:11,362:	[Wall TIME] >>> ChiefCoach.train takes 3.154659 seconds ...
2023-09-15 18:52:11,410:	[Coach] >>> TRAIN @Epoch: 31   >>>  || LOSS Avg: 0.48643
2023-09-15 18:52:11,410:	[Coach] >>> VALID @Epoch: 31   >>> 
2023-09-15 18:52:11,410:	[Coach] >>> TEST  @Epoch: 31   >>> 
2023-09-15 18:52:14,554:	[Wall TIME] >>> ChiefCoach.train takes 3.143837 seconds ...
2023-09-15 18:52:14,601:	[Coach] >>> TRAIN @Epoch: 32   >>>  || LOSS Avg: 0.47483
2023-09-15 18:52:14,601:	[Coach] >>> VALID @Epoch: 32   >>> 
2023-09-15 18:52:14,601:	[Coach] >>> TEST  @Epoch: 32   >>> 
2023-09-15 18:52:17,709:	[Wall TIME] >>> ChiefCoach.train takes 3.107773 seconds ...
2023-09-15 18:52:17,889:	[Coach] >>> TRAIN @Epoch: 33   >>>  || LOSS Avg: 0.46233
2023-09-15 18:52:17,889:	[Coach] >>> VALID @Epoch: 33   >>> 
2023-09-15 18:52:17,889:	[Coach] >>> TEST  @Epoch: 33   >>> 
2023-09-15 18:52:21,018:	[Wall TIME] >>> ChiefCoach.train takes 3.128612 seconds ...
2023-09-15 18:52:21,064:	[Coach] >>> TRAIN @Epoch: 34   >>>  || LOSS Avg: 0.45089
2023-09-15 18:52:21,064:	[Coach] >>> VALID @Epoch: 34   >>> 
2023-09-15 18:52:21,064:	[Coach] >>> TEST  @Epoch: 34   >>> 
2023-09-15 18:52:24,231:	[Wall TIME] >>> ChiefCoach.train takes 3.166419 seconds ...
2023-09-15 18:52:26,919:	[Wall TIME] >>> ChiefCoach.valid takes 2.642457 seconds ...
2023-09-15 18:52:26,919:	[Coach] >>> Better ***NDCG@10*** of ***0.0410*** 
2023-09-15 18:52:26,933:	[Coach] >>> TRAIN @Epoch: 35   >>>  || LOSS Avg: 0.44198
2023-09-15 18:52:26,934:	[Coach] >>> VALID @Epoch: 35   >>>  || HITRATE@1 Avg: 0.0153 || HITRATE@5 Avg: 0.0493 || HITRATE@10 Avg: 0.0770 || NDCG@5 Avg: 0.0321 || NDCG@10 Avg: 0.0410
2023-09-15 18:52:26,934:	[Coach] >>> TEST  @Epoch: 35   >>> 
2023-09-15 18:52:30,179:	[Wall TIME] >>> ChiefCoach.train takes 3.245398 seconds ...
2023-09-15 18:52:30,227:	[Coach] >>> TRAIN @Epoch: 36   >>>  || LOSS Avg: 0.43686
2023-09-15 18:52:30,227:	[Coach] >>> VALID @Epoch: 36   >>> 
2023-09-15 18:52:30,227:	[Coach] >>> TEST  @Epoch: 36   >>> 
2023-09-15 18:52:33,337:	[Wall TIME] >>> ChiefCoach.train takes 3.109437 seconds ...
2023-09-15 18:52:33,383:	[Coach] >>> TRAIN @Epoch: 37   >>>  || LOSS Avg: 0.42791
2023-09-15 18:52:33,383:	[Coach] >>> VALID @Epoch: 37   >>> 
2023-09-15 18:52:33,383:	[Coach] >>> TEST  @Epoch: 37   >>> 
2023-09-15 18:52:36,521:	[Wall TIME] >>> ChiefCoach.train takes 3.137904 seconds ...
2023-09-15 18:52:36,568:	[Coach] >>> TRAIN @Epoch: 38   >>>  || LOSS Avg: 0.41826
2023-09-15 18:52:36,569:	[Coach] >>> VALID @Epoch: 38   >>> 
2023-09-15 18:52:36,569:	[Coach] >>> TEST  @Epoch: 38   >>> 
2023-09-15 18:52:39,677:	[Wall TIME] >>> ChiefCoach.train takes 3.108081 seconds ...
2023-09-15 18:52:39,723:	[Coach] >>> TRAIN @Epoch: 39   >>>  || LOSS Avg: 0.40673
2023-09-15 18:52:39,723:	[Coach] >>> VALID @Epoch: 39   >>> 
2023-09-15 18:52:39,723:	[Coach] >>> TEST  @Epoch: 39   >>> 
2023-09-15 18:52:42,906:	[Wall TIME] >>> ChiefCoach.train takes 3.182066 seconds ...
2023-09-15 18:52:45,618:	[Wall TIME] >>> ChiefCoach.valid takes 2.657183 seconds ...
2023-09-15 18:52:45,618:	[Coach] >>> Better ***NDCG@10*** of ***0.0428*** 
2023-09-15 18:52:45,633:	[Coach] >>> TRAIN @Epoch: 40   >>>  || LOSS Avg: 0.40106
2023-09-15 18:52:45,633:	[Coach] >>> VALID @Epoch: 40   >>>  || HITRATE@1 Avg: 0.0158 || HITRATE@5 Avg: 0.0518 || HITRATE@10 Avg: 0.0800 || NDCG@5 Avg: 0.0338 || NDCG@10 Avg: 0.0428
2023-09-15 18:52:45,633:	[Coach] >>> TEST  @Epoch: 40   >>> 
2023-09-15 18:52:48,810:	[Wall TIME] >>> ChiefCoach.train takes 3.177054 seconds ...
2023-09-15 18:52:48,856:	[Coach] >>> TRAIN @Epoch: 41   >>>  || LOSS Avg: 0.39884
2023-09-15 18:52:48,857:	[Coach] >>> VALID @Epoch: 41   >>> 
2023-09-15 18:52:48,857:	[Coach] >>> TEST  @Epoch: 41   >>> 
2023-09-15 18:52:52,054:	[Wall TIME] >>> ChiefCoach.train takes 3.197302 seconds ...
2023-09-15 18:52:52,102:	[Coach] >>> TRAIN @Epoch: 42   >>>  || LOSS Avg: 0.38801
2023-09-15 18:52:52,103:	[Coach] >>> VALID @Epoch: 42   >>> 
2023-09-15 18:52:52,103:	[Coach] >>> TEST  @Epoch: 42   >>> 
2023-09-15 18:52:55,281:	[Wall TIME] >>> ChiefCoach.train takes 3.177904 seconds ...
2023-09-15 18:52:55,329:	[Coach] >>> TRAIN @Epoch: 43   >>>  || LOSS Avg: 0.38056
2023-09-15 18:52:55,329:	[Coach] >>> VALID @Epoch: 43   >>> 
2023-09-15 18:52:55,329:	[Coach] >>> TEST  @Epoch: 43   >>> 
2023-09-15 18:52:58,475:	[Wall TIME] >>> ChiefCoach.train takes 3.145456 seconds ...
2023-09-15 18:52:58,526:	[Coach] >>> TRAIN @Epoch: 44   >>>  || LOSS Avg: 0.37646
2023-09-15 18:52:58,526:	[Coach] >>> VALID @Epoch: 44   >>> 
2023-09-15 18:52:58,526:	[Coach] >>> TEST  @Epoch: 44   >>> 
2023-09-15 18:53:01,657:	[Wall TIME] >>> ChiefCoach.train takes 3.130368 seconds ...
2023-09-15 18:53:04,357:	[Wall TIME] >>> ChiefCoach.valid takes 2.654795 seconds ...
2023-09-15 18:53:04,357:	[Coach] >>> Better ***NDCG@10*** of ***0.0436*** 
2023-09-15 18:53:04,372:	[Coach] >>> TRAIN @Epoch: 45   >>>  || LOSS Avg: 0.36707
2023-09-15 18:53:04,372:	[Coach] >>> VALID @Epoch: 45   >>>  || HITRATE@1 Avg: 0.0163 || HITRATE@5 Avg: 0.0518 || HITRATE@10 Avg: 0.0816 || NDCG@5 Avg: 0.0341 || NDCG@10 Avg: 0.0436
2023-09-15 18:53:04,372:	[Coach] >>> TEST  @Epoch: 45   >>> 
2023-09-15 18:53:07,473:	[Wall TIME] >>> ChiefCoach.train takes 3.101032 seconds ...
2023-09-15 18:53:07,535:	[Coach] >>> TRAIN @Epoch: 46   >>>  || LOSS Avg: 0.36449
2023-09-15 18:53:07,536:	[Coach] >>> VALID @Epoch: 46   >>> 
2023-09-15 18:53:07,536:	[Coach] >>> TEST  @Epoch: 46   >>> 
2023-09-15 18:53:10,607:	[Wall TIME] >>> ChiefCoach.train takes 3.070814 seconds ...
2023-09-15 18:53:10,657:	[Coach] >>> TRAIN @Epoch: 47   >>>  || LOSS Avg: 0.35781
2023-09-15 18:53:10,657:	[Coach] >>> VALID @Epoch: 47   >>> 
2023-09-15 18:53:10,657:	[Coach] >>> TEST  @Epoch: 47   >>> 
2023-09-15 18:53:13,805:	[Wall TIME] >>> ChiefCoach.train takes 3.147925 seconds ...
2023-09-15 18:53:13,855:	[Coach] >>> TRAIN @Epoch: 48   >>>  || LOSS Avg: 0.34938
2023-09-15 18:53:13,855:	[Coach] >>> VALID @Epoch: 48   >>> 
2023-09-15 18:53:13,855:	[Coach] >>> TEST  @Epoch: 48   >>> 
2023-09-15 18:53:17,093:	[Wall TIME] >>> ChiefCoach.train takes 3.237652 seconds ...
2023-09-15 18:53:17,144:	[Coach] >>> TRAIN @Epoch: 49   >>>  || LOSS Avg: 0.34701
2023-09-15 18:53:17,144:	[Coach] >>> VALID @Epoch: 49   >>> 
2023-09-15 18:53:17,144:	[Coach] >>> TEST  @Epoch: 49   >>> 
2023-09-15 18:53:20,299:	[Wall TIME] >>> ChiefCoach.train takes 3.154328 seconds ...
2023-09-15 18:53:22,981:	[Wall TIME] >>> ChiefCoach.valid takes 2.636603 seconds ...
2023-09-15 18:53:22,981:	[Coach] >>> Better ***NDCG@10*** of ***0.0450*** 
2023-09-15 18:53:23,002:	[Coach] >>> TRAIN @Epoch: 50   >>>  || LOSS Avg: 0.34051
2023-09-15 18:53:23,003:	[Coach] >>> VALID @Epoch: 50   >>>  || HITRATE@1 Avg: 0.0171 || HITRATE@5 Avg: 0.0537 || HITRATE@10 Avg: 0.0829 || NDCG@5 Avg: 0.0356 || NDCG@10 Avg: 0.0450
2023-09-15 18:53:23,003:	[Coach] >>> TEST  @Epoch: 50   >>> 
2023-09-15 18:53:26,088:	[Wall TIME] >>> ChiefCoach.train takes 3.084749 seconds ...
2023-09-15 18:53:26,137:	[Coach] >>> TRAIN @Epoch: 51   >>>  || LOSS Avg: 0.33569
2023-09-15 18:53:26,138:	[Coach] >>> VALID @Epoch: 51   >>> 
2023-09-15 18:53:26,138:	[Coach] >>> TEST  @Epoch: 51   >>> 
2023-09-15 18:53:29,351:	[Wall TIME] >>> ChiefCoach.train takes 3.212550 seconds ...
2023-09-15 18:53:29,398:	[Coach] >>> TRAIN @Epoch: 52   >>>  || LOSS Avg: 0.32851
2023-09-15 18:53:29,398:	[Coach] >>> VALID @Epoch: 52   >>> 
2023-09-15 18:53:29,398:	[Coach] >>> TEST  @Epoch: 52   >>> 
2023-09-15 18:53:32,554:	[Wall TIME] >>> ChiefCoach.train takes 3.155827 seconds ...
2023-09-15 18:53:32,601:	[Coach] >>> TRAIN @Epoch: 53   >>>  || LOSS Avg: 0.32766
2023-09-15 18:53:32,602:	[Coach] >>> VALID @Epoch: 53   >>> 
2023-09-15 18:53:32,602:	[Coach] >>> TEST  @Epoch: 53   >>> 
2023-09-15 18:53:35,762:	[Wall TIME] >>> ChiefCoach.train takes 3.160030 seconds ...
2023-09-15 18:53:35,811:	[Coach] >>> TRAIN @Epoch: 54   >>>  || LOSS Avg: 0.32446
2023-09-15 18:53:35,811:	[Coach] >>> VALID @Epoch: 54   >>> 
2023-09-15 18:53:35,811:	[Coach] >>> TEST  @Epoch: 54   >>> 
2023-09-15 18:53:38,936:	[Wall TIME] >>> ChiefCoach.train takes 3.124862 seconds ...
2023-09-15 18:53:41,677:	[Wall TIME] >>> ChiefCoach.valid takes 2.696476 seconds ...
2023-09-15 18:53:41,677:	[Coach] >>> TRAIN @Epoch: 55   >>>  || LOSS Avg: 0.31674
2023-09-15 18:53:41,677:	[Coach] >>> VALID @Epoch: 55   >>>  || HITRATE@1 Avg: 0.0164 || HITRATE@5 Avg: 0.0543 || HITRATE@10 Avg: 0.0837 || NDCG@5 Avg: 0.0354 || NDCG@10 Avg: 0.0449
2023-09-15 18:53:41,677:	[Coach] >>> TEST  @Epoch: 55   >>> 
2023-09-15 18:53:44,870:	[Wall TIME] >>> ChiefCoach.train takes 3.191857 seconds ...
2023-09-15 18:53:44,937:	[Coach] >>> TRAIN @Epoch: 56   >>>  || LOSS Avg: 0.31238
2023-09-15 18:53:44,937:	[Coach] >>> VALID @Epoch: 56   >>> 
2023-09-15 18:53:44,937:	[Coach] >>> TEST  @Epoch: 56   >>> 
2023-09-15 18:53:48,168:	[Wall TIME] >>> ChiefCoach.train takes 3.230659 seconds ...
2023-09-15 18:53:48,213:	[Coach] >>> TRAIN @Epoch: 57   >>>  || LOSS Avg: 0.31034
2023-09-15 18:53:48,214:	[Coach] >>> VALID @Epoch: 57   >>> 
2023-09-15 18:53:48,214:	[Coach] >>> TEST  @Epoch: 57   >>> 
2023-09-15 18:53:51,369:	[Wall TIME] >>> ChiefCoach.train takes 3.155328 seconds ...
2023-09-15 18:53:51,419:	[Coach] >>> TRAIN @Epoch: 58   >>>  || LOSS Avg: 0.30596
2023-09-15 18:53:51,420:	[Coach] >>> VALID @Epoch: 58   >>> 
2023-09-15 18:53:51,420:	[Coach] >>> TEST  @Epoch: 58   >>> 
2023-09-15 18:53:54,567:	[Wall TIME] >>> ChiefCoach.train takes 3.146776 seconds ...
2023-09-15 18:53:54,622:	[Coach] >>> TRAIN @Epoch: 59   >>>  || LOSS Avg: 0.30240
2023-09-15 18:53:54,623:	[Coach] >>> VALID @Epoch: 59   >>> 
2023-09-15 18:53:54,623:	[Coach] >>> TEST  @Epoch: 59   >>> 
2023-09-15 18:53:57,785:	[Wall TIME] >>> ChiefCoach.train takes 3.162578 seconds ...
2023-09-15 18:54:00,430:	[Wall TIME] >>> ChiefCoach.valid takes 2.593615 seconds ...
2023-09-15 18:54:00,431:	[Coach] >>> Better ***NDCG@10*** of ***0.0456*** 
2023-09-15 18:54:00,445:	[Coach] >>> TRAIN @Epoch: 60   >>>  || LOSS Avg: 0.29761
2023-09-15 18:54:00,445:	[Coach] >>> VALID @Epoch: 60   >>>  || HITRATE@1 Avg: 0.0167 || HITRATE@5 Avg: 0.0559 || HITRATE@10 Avg: 0.0847 || NDCG@5 Avg: 0.0363 || NDCG@10 Avg: 0.0456
2023-09-15 18:54:00,445:	[Coach] >>> TEST  @Epoch: 60   >>> 
2023-09-15 18:54:03,585:	[Wall TIME] >>> ChiefCoach.train takes 3.139801 seconds ...
2023-09-15 18:54:03,642:	[Coach] >>> TRAIN @Epoch: 61   >>>  || LOSS Avg: 0.29417
2023-09-15 18:54:03,642:	[Coach] >>> VALID @Epoch: 61   >>> 
2023-09-15 18:54:03,642:	[Coach] >>> TEST  @Epoch: 61   >>> 
2023-09-15 18:54:06,850:	[Wall TIME] >>> ChiefCoach.train takes 3.207471 seconds ...
2023-09-15 18:54:06,897:	[Coach] >>> TRAIN @Epoch: 62   >>>  || LOSS Avg: 0.29148
2023-09-15 18:54:06,897:	[Coach] >>> VALID @Epoch: 62   >>> 
2023-09-15 18:54:06,897:	[Coach] >>> TEST  @Epoch: 62   >>> 
2023-09-15 18:54:10,100:	[Wall TIME] >>> ChiefCoach.train takes 3.202228 seconds ...
2023-09-15 18:54:10,147:	[Coach] >>> TRAIN @Epoch: 63   >>>  || LOSS Avg: 0.29020
2023-09-15 18:54:10,147:	[Coach] >>> VALID @Epoch: 63   >>> 
2023-09-15 18:54:10,147:	[Coach] >>> TEST  @Epoch: 63   >>> 
2023-09-15 18:54:13,262:	[Wall TIME] >>> ChiefCoach.train takes 3.114494 seconds ...
2023-09-15 18:54:13,307:	[Coach] >>> TRAIN @Epoch: 64   >>>  || LOSS Avg: 0.28447
2023-09-15 18:54:13,308:	[Coach] >>> VALID @Epoch: 64   >>> 
2023-09-15 18:54:13,308:	[Coach] >>> TEST  @Epoch: 64   >>> 
2023-09-15 18:54:16,381:	[Wall TIME] >>> ChiefCoach.train takes 3.072632 seconds ...
2023-09-15 18:54:19,058:	[Wall TIME] >>> ChiefCoach.valid takes 2.628408 seconds ...
2023-09-15 18:54:19,059:	[Coach] >>> Better ***NDCG@10*** of ***0.0460*** 
2023-09-15 18:54:19,075:	[Coach] >>> TRAIN @Epoch: 65   >>>  || LOSS Avg: 0.28251
2023-09-15 18:54:19,075:	[Coach] >>> VALID @Epoch: 65   >>>  || HITRATE@1 Avg: 0.0165 || HITRATE@5 Avg: 0.0568 || HITRATE@10 Avg: 0.0852 || NDCG@5 Avg: 0.0369 || NDCG@10 Avg: 0.0460
2023-09-15 18:54:19,075:	[Coach] >>> TEST  @Epoch: 65   >>> 
2023-09-15 18:54:22,137:	[Wall TIME] >>> ChiefCoach.train takes 3.061821 seconds ...
2023-09-15 18:54:22,185:	[Coach] >>> TRAIN @Epoch: 66   >>>  || LOSS Avg: 0.28075
2023-09-15 18:54:22,185:	[Coach] >>> VALID @Epoch: 66   >>> 
2023-09-15 18:54:22,185:	[Coach] >>> TEST  @Epoch: 66   >>> 
2023-09-15 18:54:25,260:	[Wall TIME] >>> ChiefCoach.train takes 3.075198 seconds ...
2023-09-15 18:54:25,311:	[Coach] >>> TRAIN @Epoch: 67   >>>  || LOSS Avg: 0.27861
2023-09-15 18:54:25,311:	[Coach] >>> VALID @Epoch: 67   >>> 
2023-09-15 18:54:25,311:	[Coach] >>> TEST  @Epoch: 67   >>> 
2023-09-15 18:54:28,384:	[Wall TIME] >>> ChiefCoach.train takes 3.072618 seconds ...
2023-09-15 18:54:28,427:	[Coach] >>> TRAIN @Epoch: 68   >>>  || LOSS Avg: 0.27531
2023-09-15 18:54:28,428:	[Coach] >>> VALID @Epoch: 68   >>> 
2023-09-15 18:54:28,428:	[Coach] >>> TEST  @Epoch: 68   >>> 
2023-09-15 18:54:31,583:	[Wall TIME] >>> ChiefCoach.train takes 3.154994 seconds ...
2023-09-15 18:54:31,629:	[Coach] >>> TRAIN @Epoch: 69   >>>  || LOSS Avg: 0.27025
2023-09-15 18:54:31,629:	[Coach] >>> VALID @Epoch: 69   >>> 
2023-09-15 18:54:31,629:	[Coach] >>> TEST  @Epoch: 69   >>> 
2023-09-15 18:54:34,761:	[Wall TIME] >>> ChiefCoach.train takes 3.131104 seconds ...
2023-09-15 18:54:37,489:	[Wall TIME] >>> ChiefCoach.valid takes 2.662073 seconds ...
2023-09-15 18:54:37,489:	[Coach] >>> Better ***NDCG@10*** of ***0.0473*** 
2023-09-15 18:54:37,504:	[Coach] >>> TRAIN @Epoch: 70   >>>  || LOSS Avg: 0.27066
2023-09-15 18:54:37,504:	[Coach] >>> VALID @Epoch: 70   >>>  || HITRATE@1 Avg: 0.0177 || HITRATE@5 Avg: 0.0580 || HITRATE@10 Avg: 0.0867 || NDCG@5 Avg: 0.0380 || NDCG@10 Avg: 0.0473
2023-09-15 18:54:37,504:	[Coach] >>> TEST  @Epoch: 70   >>> 
2023-09-15 18:54:40,673:	[Wall TIME] >>> ChiefCoach.train takes 3.169267 seconds ...
2023-09-15 18:54:40,721:	[Coach] >>> TRAIN @Epoch: 71   >>>  || LOSS Avg: 0.26725
2023-09-15 18:54:40,721:	[Coach] >>> VALID @Epoch: 71   >>> 
2023-09-15 18:54:40,721:	[Coach] >>> TEST  @Epoch: 71   >>> 
2023-09-15 18:54:43,826:	[Wall TIME] >>> ChiefCoach.train takes 3.104745 seconds ...
2023-09-15 18:54:43,872:	[Coach] >>> TRAIN @Epoch: 72   >>>  || LOSS Avg: 0.26553
2023-09-15 18:54:43,872:	[Coach] >>> VALID @Epoch: 72   >>> 
2023-09-15 18:54:43,872:	[Coach] >>> TEST  @Epoch: 72   >>> 
2023-09-15 18:54:46,964:	[Wall TIME] >>> ChiefCoach.train takes 3.091872 seconds ...
2023-09-15 18:54:47,019:	[Coach] >>> TRAIN @Epoch: 73   >>>  || LOSS Avg: 0.26310
2023-09-15 18:54:47,019:	[Coach] >>> VALID @Epoch: 73   >>> 
2023-09-15 18:54:47,019:	[Coach] >>> TEST  @Epoch: 73   >>> 
2023-09-15 18:54:50,121:	[Wall TIME] >>> ChiefCoach.train takes 3.101427 seconds ...
2023-09-15 18:54:50,171:	[Coach] >>> TRAIN @Epoch: 74   >>>  || LOSS Avg: 0.26078
2023-09-15 18:54:50,171:	[Coach] >>> VALID @Epoch: 74   >>> 
2023-09-15 18:54:50,171:	[Coach] >>> TEST  @Epoch: 74   >>> 
2023-09-15 18:54:53,318:	[Wall TIME] >>> ChiefCoach.train takes 3.146276 seconds ...
2023-09-15 18:54:56,003:	[Wall TIME] >>> ChiefCoach.valid takes 2.639772 seconds ...
2023-09-15 18:54:56,004:	[Coach] >>> Better ***NDCG@10*** of ***0.0487*** 
2023-09-15 18:54:56,020:	[Coach] >>> TRAIN @Epoch: 75   >>>  || LOSS Avg: 0.26118
2023-09-15 18:54:56,020:	[Coach] >>> VALID @Epoch: 75   >>>  || HITRATE@1 Avg: 0.0194 || HITRATE@5 Avg: 0.0591 || HITRATE@10 Avg: 0.0873 || NDCG@5 Avg: 0.0396 || NDCG@10 Avg: 0.0487
2023-09-15 18:54:56,020:	[Coach] >>> TEST  @Epoch: 75   >>> 
2023-09-15 18:54:59,199:	[Wall TIME] >>> ChiefCoach.train takes 3.178946 seconds ...
2023-09-15 18:54:59,246:	[Coach] >>> TRAIN @Epoch: 76   >>>  || LOSS Avg: 0.25598
2023-09-15 18:54:59,246:	[Coach] >>> VALID @Epoch: 76   >>> 
2023-09-15 18:54:59,246:	[Coach] >>> TEST  @Epoch: 76   >>> 
2023-09-15 18:55:02,431:	[Wall TIME] >>> ChiefCoach.train takes 3.185116 seconds ...
2023-09-15 18:55:02,492:	[Coach] >>> TRAIN @Epoch: 77   >>>  || LOSS Avg: 0.25229
2023-09-15 18:55:02,492:	[Coach] >>> VALID @Epoch: 77   >>> 
2023-09-15 18:55:02,492:	[Coach] >>> TEST  @Epoch: 77   >>> 
2023-09-15 18:55:05,722:	[Wall TIME] >>> ChiefCoach.train takes 3.229493 seconds ...
2023-09-15 18:55:05,778:	[Coach] >>> TRAIN @Epoch: 78   >>>  || LOSS Avg: 0.25010
2023-09-15 18:55:05,778:	[Coach] >>> VALID @Epoch: 78   >>> 
2023-09-15 18:55:05,778:	[Coach] >>> TEST  @Epoch: 78   >>> 
2023-09-15 18:55:08,900:	[Wall TIME] >>> ChiefCoach.train takes 3.121548 seconds ...
2023-09-15 18:55:08,953:	[Coach] >>> TRAIN @Epoch: 79   >>>  || LOSS Avg: 0.24970
2023-09-15 18:55:08,953:	[Coach] >>> VALID @Epoch: 79   >>> 
2023-09-15 18:55:08,953:	[Coach] >>> TEST  @Epoch: 79   >>> 
2023-09-15 18:55:12,052:	[Wall TIME] >>> ChiefCoach.train takes 3.098878 seconds ...
2023-09-15 18:55:14,800:	[Wall TIME] >>> ChiefCoach.valid takes 2.701232 seconds ...
2023-09-15 18:55:14,801:	[Coach] >>> TRAIN @Epoch: 80   >>>  || LOSS Avg: 0.25025
2023-09-15 18:55:14,801:	[Coach] >>> VALID @Epoch: 80   >>>  || HITRATE@1 Avg: 0.0177 || HITRATE@5 Avg: 0.0584 || HITRATE@10 Avg: 0.0889 || NDCG@5 Avg: 0.0386 || NDCG@10 Avg: 0.0484
2023-09-15 18:55:14,801:	[Coach] >>> TEST  @Epoch: 80   >>> 
2023-09-15 18:55:18,018:	[Wall TIME] >>> ChiefCoach.train takes 3.217123 seconds ...
2023-09-15 18:55:18,074:	[Coach] >>> TRAIN @Epoch: 81   >>>  || LOSS Avg: 0.24763
2023-09-15 18:55:18,074:	[Coach] >>> VALID @Epoch: 81   >>> 
2023-09-15 18:55:18,074:	[Coach] >>> TEST  @Epoch: 81   >>> 
2023-09-15 18:55:21,268:	[Wall TIME] >>> ChiefCoach.train takes 3.193936 seconds ...
2023-09-15 18:55:21,316:	[Coach] >>> TRAIN @Epoch: 82   >>>  || LOSS Avg: 0.24627
2023-09-15 18:55:21,317:	[Coach] >>> VALID @Epoch: 82   >>> 
2023-09-15 18:55:21,317:	[Coach] >>> TEST  @Epoch: 82   >>> 
2023-09-15 18:55:24,429:	[Wall TIME] >>> ChiefCoach.train takes 3.112643 seconds ...
2023-09-15 18:55:24,475:	[Coach] >>> TRAIN @Epoch: 83   >>>  || LOSS Avg: 0.24448
2023-09-15 18:55:24,475:	[Coach] >>> VALID @Epoch: 83   >>> 
2023-09-15 18:55:24,476:	[Coach] >>> TEST  @Epoch: 83   >>> 
2023-09-15 18:55:27,596:	[Wall TIME] >>> ChiefCoach.train takes 3.120144 seconds ...
2023-09-15 18:55:27,644:	[Coach] >>> TRAIN @Epoch: 84   >>>  || LOSS Avg: 0.23912
2023-09-15 18:55:27,644:	[Coach] >>> VALID @Epoch: 84   >>> 
2023-09-15 18:55:27,644:	[Coach] >>> TEST  @Epoch: 84   >>> 
2023-09-15 18:55:30,778:	[Wall TIME] >>> ChiefCoach.train takes 3.133884 seconds ...
2023-09-15 18:55:33,498:	[Wall TIME] >>> ChiefCoach.valid takes 2.661904 seconds ...
2023-09-15 18:55:33,498:	[Coach] >>> Better ***NDCG@10*** of ***0.0490*** 
2023-09-15 18:55:33,517:	[Coach] >>> TRAIN @Epoch: 85   >>>  || LOSS Avg: 0.24084
2023-09-15 18:55:33,517:	[Coach] >>> VALID @Epoch: 85   >>>  || HITRATE@1 Avg: 0.0194 || HITRATE@5 Avg: 0.0588 || HITRATE@10 Avg: 0.0888 || NDCG@5 Avg: 0.0393 || NDCG@10 Avg: 0.0490
2023-09-15 18:55:33,518:	[Coach] >>> TEST  @Epoch: 85   >>> 
2023-09-15 18:55:36,635:	[Wall TIME] >>> ChiefCoach.train takes 3.117037 seconds ...
2023-09-15 18:55:36,681:	[Coach] >>> TRAIN @Epoch: 86   >>>  || LOSS Avg: 0.23807
2023-09-15 18:55:36,681:	[Coach] >>> VALID @Epoch: 86   >>> 
2023-09-15 18:55:36,681:	[Coach] >>> TEST  @Epoch: 86   >>> 
2023-09-15 18:55:39,770:	[Wall TIME] >>> ChiefCoach.train takes 3.088354 seconds ...
2023-09-15 18:55:39,817:	[Coach] >>> TRAIN @Epoch: 87   >>>  || LOSS Avg: 0.23793
2023-09-15 18:55:39,817:	[Coach] >>> VALID @Epoch: 87   >>> 
2023-09-15 18:55:39,817:	[Coach] >>> TEST  @Epoch: 87   >>> 
2023-09-15 18:55:42,974:	[Wall TIME] >>> ChiefCoach.train takes 3.156702 seconds ...
2023-09-15 18:55:43,023:	[Coach] >>> TRAIN @Epoch: 88   >>>  || LOSS Avg: 0.24035
2023-09-15 18:55:43,023:	[Coach] >>> VALID @Epoch: 88   >>> 
2023-09-15 18:55:43,023:	[Coach] >>> TEST  @Epoch: 88   >>> 
2023-09-15 18:55:46,158:	[Wall TIME] >>> ChiefCoach.train takes 3.134715 seconds ...
2023-09-15 18:55:46,205:	[Coach] >>> TRAIN @Epoch: 89   >>>  || LOSS Avg: 0.23324
2023-09-15 18:55:46,206:	[Coach] >>> VALID @Epoch: 89   >>> 
2023-09-15 18:55:46,206:	[Coach] >>> TEST  @Epoch: 89   >>> 
2023-09-15 18:55:49,287:	[Wall TIME] >>> ChiefCoach.train takes 3.081553 seconds ...
2023-09-15 18:55:51,935:	[Wall TIME] >>> ChiefCoach.valid takes 2.600948 seconds ...
2023-09-15 18:55:51,936:	[Coach] >>> Better ***NDCG@10*** of ***0.0493*** 
2023-09-15 18:55:51,950:	[Coach] >>> TRAIN @Epoch: 90   >>>  || LOSS Avg: 0.23141
2023-09-15 18:55:51,950:	[Coach] >>> VALID @Epoch: 90   >>>  || HITRATE@1 Avg: 0.0192 || HITRATE@5 Avg: 0.0585 || HITRATE@10 Avg: 0.0901 || NDCG@5 Avg: 0.0391 || NDCG@10 Avg: 0.0493
2023-09-15 18:55:51,950:	[Coach] >>> TEST  @Epoch: 90   >>> 
2023-09-15 18:55:54,939:	[Wall TIME] >>> ChiefCoach.train takes 2.988535 seconds ...
2023-09-15 18:55:54,984:	[Coach] >>> TRAIN @Epoch: 91   >>>  || LOSS Avg: 0.23337
2023-09-15 18:55:54,985:	[Coach] >>> VALID @Epoch: 91   >>> 
2023-09-15 18:55:54,985:	[Coach] >>> TEST  @Epoch: 91   >>> 
2023-09-15 18:55:57,986:	[Wall TIME] >>> ChiefCoach.train takes 3.001354 seconds ...
2023-09-15 18:55:58,032:	[Coach] >>> TRAIN @Epoch: 92   >>>  || LOSS Avg: 0.23003
2023-09-15 18:55:58,032:	[Coach] >>> VALID @Epoch: 92   >>> 
2023-09-15 18:55:58,032:	[Coach] >>> TEST  @Epoch: 92   >>> 
2023-09-15 18:56:01,053:	[Wall TIME] >>> ChiefCoach.train takes 3.021048 seconds ...
2023-09-15 18:56:01,109:	[Coach] >>> TRAIN @Epoch: 93   >>>  || LOSS Avg: 0.22798
2023-09-15 18:56:01,109:	[Coach] >>> VALID @Epoch: 93   >>> 
2023-09-15 18:56:01,109:	[Coach] >>> TEST  @Epoch: 93   >>> 
2023-09-15 18:56:04,137:	[Wall TIME] >>> ChiefCoach.train takes 3.027837 seconds ...
2023-09-15 18:56:04,183:	[Coach] >>> TRAIN @Epoch: 94   >>>  || LOSS Avg: 0.22420
2023-09-15 18:56:04,184:	[Coach] >>> VALID @Epoch: 94   >>> 
2023-09-15 18:56:04,184:	[Coach] >>> TEST  @Epoch: 94   >>> 
2023-09-15 18:56:07,241:	[Wall TIME] >>> ChiefCoach.train takes 3.057315 seconds ...
2023-09-15 18:56:09,970:	[Wall TIME] >>> ChiefCoach.valid takes 2.681394 seconds ...
2023-09-15 18:56:09,971:	[Coach] >>> TRAIN @Epoch: 95   >>>  || LOSS Avg: 0.22865
2023-09-15 18:56:09,971:	[Coach] >>> VALID @Epoch: 95   >>>  || HITRATE@1 Avg: 0.0190 || HITRATE@5 Avg: 0.0596 || HITRATE@10 Avg: 0.0894 || NDCG@5 Avg: 0.0394 || NDCG@10 Avg: 0.0490
2023-09-15 18:56:09,971:	[Coach] >>> TEST  @Epoch: 95   >>> 
2023-09-15 18:56:13,054:	[Wall TIME] >>> ChiefCoach.train takes 3.082457 seconds ...
2023-09-15 18:56:13,100:	[Coach] >>> TRAIN @Epoch: 96   >>>  || LOSS Avg: 0.22814
2023-09-15 18:56:13,100:	[Coach] >>> VALID @Epoch: 96   >>> 
2023-09-15 18:56:13,100:	[Coach] >>> TEST  @Epoch: 96   >>> 
2023-09-15 18:56:16,193:	[Wall TIME] >>> ChiefCoach.train takes 3.092961 seconds ...
2023-09-15 18:56:16,239:	[Coach] >>> TRAIN @Epoch: 97   >>>  || LOSS Avg: 0.22642
2023-09-15 18:56:16,239:	[Coach] >>> VALID @Epoch: 97   >>> 
2023-09-15 18:56:16,239:	[Coach] >>> TEST  @Epoch: 97   >>> 
2023-09-15 18:56:19,302:	[Wall TIME] >>> ChiefCoach.train takes 3.062957 seconds ...
2023-09-15 18:56:19,350:	[Coach] >>> TRAIN @Epoch: 98   >>>  || LOSS Avg: 0.22294
2023-09-15 18:56:19,350:	[Coach] >>> VALID @Epoch: 98   >>> 
2023-09-15 18:56:19,350:	[Coach] >>> TEST  @Epoch: 98   >>> 
2023-09-15 18:56:22,457:	[Wall TIME] >>> ChiefCoach.train takes 3.107054 seconds ...
2023-09-15 18:56:22,512:	[Coach] >>> TRAIN @Epoch: 99   >>>  || LOSS Avg: 0.22405
2023-09-15 18:56:22,513:	[Coach] >>> VALID @Epoch: 99   >>> 
2023-09-15 18:56:22,513:	[Coach] >>> TEST  @Epoch: 99   >>> 
2023-09-15 18:56:25,690:	[Wall TIME] >>> ChiefCoach.train takes 3.176632 seconds ...
2023-09-15 18:56:28,390:	[Wall TIME] >>> ChiefCoach.valid takes 2.653599 seconds ...
2023-09-15 18:56:28,391:	[Coach] >>> TRAIN @Epoch: 100  >>>  || LOSS Avg: 0.22019
2023-09-15 18:56:28,391:	[Coach] >>> VALID @Epoch: 100  >>>  || HITRATE@1 Avg: 0.0182 || HITRATE@5 Avg: 0.0595 || HITRATE@10 Avg: 0.0902 || NDCG@5 Avg: 0.0392 || NDCG@10 Avg: 0.0491
2023-09-15 18:56:28,391:	[Coach] >>> TEST  @Epoch: 100  >>> 
2023-09-15 18:56:31,572:	[Wall TIME] >>> ChiefCoach.train takes 3.180184 seconds ...
2023-09-15 18:56:31,618:	[Coach] >>> TRAIN @Epoch: 101  >>>  || LOSS Avg: 0.22217
2023-09-15 18:56:31,618:	[Coach] >>> VALID @Epoch: 101  >>> 
2023-09-15 18:56:31,618:	[Coach] >>> TEST  @Epoch: 101  >>> 
2023-09-15 18:56:34,689:	[Wall TIME] >>> ChiefCoach.train takes 3.070577 seconds ...
2023-09-15 18:56:34,736:	[Coach] >>> TRAIN @Epoch: 102  >>>  || LOSS Avg: 0.21974
2023-09-15 18:56:34,736:	[Coach] >>> VALID @Epoch: 102  >>> 
2023-09-15 18:56:34,736:	[Coach] >>> TEST  @Epoch: 102  >>> 
2023-09-15 18:56:37,776:	[Wall TIME] >>> ChiefCoach.train takes 3.040162 seconds ...
2023-09-15 18:56:37,824:	[Coach] >>> TRAIN @Epoch: 103  >>>  || LOSS Avg: 0.21849
2023-09-15 18:56:37,824:	[Coach] >>> VALID @Epoch: 103  >>> 
2023-09-15 18:56:37,824:	[Coach] >>> TEST  @Epoch: 103  >>> 
2023-09-15 18:56:40,872:	[Wall TIME] >>> ChiefCoach.train takes 3.048133 seconds ...
2023-09-15 18:56:40,922:	[Coach] >>> TRAIN @Epoch: 104  >>>  || LOSS Avg: 0.21718
2023-09-15 18:56:40,923:	[Coach] >>> VALID @Epoch: 104  >>> 
2023-09-15 18:56:40,923:	[Coach] >>> TEST  @Epoch: 104  >>> 
2023-09-15 18:56:44,002:	[Wall TIME] >>> ChiefCoach.train takes 3.079262 seconds ...
2023-09-15 18:56:46,717:	[Wall TIME] >>> ChiefCoach.valid takes 2.668806 seconds ...
2023-09-15 18:56:46,717:	[Coach] >>> Better ***NDCG@10*** of ***0.0501*** 
2023-09-15 18:56:46,734:	[Coach] >>> TRAIN @Epoch: 105  >>>  || LOSS Avg: 0.21452
2023-09-15 18:56:46,734:	[Coach] >>> VALID @Epoch: 105  >>>  || HITRATE@1 Avg: 0.0192 || HITRATE@5 Avg: 0.0614 || HITRATE@10 Avg: 0.0906 || NDCG@5 Avg: 0.0407 || NDCG@10 Avg: 0.0501
2023-09-15 18:56:46,734:	[Coach] >>> TEST  @Epoch: 105  >>> 
2023-09-15 18:56:49,838:	[Wall TIME] >>> ChiefCoach.train takes 3.103517 seconds ...
2023-09-15 18:56:49,889:	[Coach] >>> TRAIN @Epoch: 106  >>>  || LOSS Avg: 0.21877
2023-09-15 18:56:49,890:	[Coach] >>> VALID @Epoch: 106  >>> 
2023-09-15 18:56:49,890:	[Coach] >>> TEST  @Epoch: 106  >>> 
2023-09-15 18:56:53,055:	[Wall TIME] >>> ChiefCoach.train takes 3.165100 seconds ...
2023-09-15 18:56:53,114:	[Coach] >>> TRAIN @Epoch: 107  >>>  || LOSS Avg: 0.21679
2023-09-15 18:56:53,114:	[Coach] >>> VALID @Epoch: 107  >>> 
2023-09-15 18:56:53,114:	[Coach] >>> TEST  @Epoch: 107  >>> 
2023-09-15 18:56:56,288:	[Wall TIME] >>> ChiefCoach.train takes 3.173769 seconds ...
2023-09-15 18:56:56,344:	[Coach] >>> TRAIN @Epoch: 108  >>>  || LOSS Avg: 0.21451
2023-09-15 18:56:56,345:	[Coach] >>> VALID @Epoch: 108  >>> 
2023-09-15 18:56:56,345:	[Coach] >>> TEST  @Epoch: 108  >>> 
2023-09-15 18:56:59,491:	[Wall TIME] >>> ChiefCoach.train takes 3.145659 seconds ...
2023-09-15 18:56:59,537:	[Coach] >>> TRAIN @Epoch: 109  >>>  || LOSS Avg: 0.21336
2023-09-15 18:56:59,537:	[Coach] >>> VALID @Epoch: 109  >>> 
2023-09-15 18:56:59,537:	[Coach] >>> TEST  @Epoch: 109  >>> 
2023-09-15 18:57:02,718:	[Wall TIME] >>> ChiefCoach.train takes 3.180497 seconds ...
2023-09-15 18:57:05,324:	[Wall TIME] >>> ChiefCoach.valid takes 2.545193 seconds ...
2023-09-15 18:57:05,324:	[Coach] >>> Better ***NDCG@10*** of ***0.0506*** 
2023-09-15 18:57:05,338:	[Coach] >>> TRAIN @Epoch: 110  >>>  || LOSS Avg: 0.21591
2023-09-15 18:57:05,339:	[Coach] >>> VALID @Epoch: 110  >>>  || HITRATE@1 Avg: 0.0197 || HITRATE@5 Avg: 0.0610 || HITRATE@10 Avg: 0.0921 || NDCG@5 Avg: 0.0406 || NDCG@10 Avg: 0.0506
2023-09-15 18:57:05,339:	[Coach] >>> TEST  @Epoch: 110  >>> 
2023-09-15 18:57:08,181:	[Wall TIME] >>> ChiefCoach.train takes 2.841798 seconds ...
2023-09-15 18:57:08,226:	[Coach] >>> TRAIN @Epoch: 111  >>>  || LOSS Avg: 0.21223
2023-09-15 18:57:08,227:	[Coach] >>> VALID @Epoch: 111  >>> 
2023-09-15 18:57:08,227:	[Coach] >>> TEST  @Epoch: 111  >>> 
2023-09-15 18:57:11,291:	[Wall TIME] >>> ChiefCoach.train takes 3.064584 seconds ...
2023-09-15 18:57:11,337:	[Coach] >>> TRAIN @Epoch: 112  >>>  || LOSS Avg: 0.21454
2023-09-15 18:57:11,338:	[Coach] >>> VALID @Epoch: 112  >>> 
2023-09-15 18:57:11,338:	[Coach] >>> TEST  @Epoch: 112  >>> 
2023-09-15 18:57:14,356:	[Wall TIME] >>> ChiefCoach.train takes 3.017915 seconds ...
2023-09-15 18:57:14,401:	[Coach] >>> TRAIN @Epoch: 113  >>>  || LOSS Avg: 0.20949
2023-09-15 18:57:14,401:	[Coach] >>> VALID @Epoch: 113  >>> 
2023-09-15 18:57:14,401:	[Coach] >>> TEST  @Epoch: 113  >>> 
2023-09-15 18:57:17,467:	[Wall TIME] >>> ChiefCoach.train takes 3.065461 seconds ...
2023-09-15 18:57:17,514:	[Coach] >>> TRAIN @Epoch: 114  >>>  || LOSS Avg: 0.20775
2023-09-15 18:57:17,514:	[Coach] >>> VALID @Epoch: 114  >>> 
2023-09-15 18:57:17,514:	[Coach] >>> TEST  @Epoch: 114  >>> 
2023-09-15 18:57:20,492:	[Wall TIME] >>> ChiefCoach.train takes 2.978306 seconds ...
2023-09-15 18:57:23,434:	[Wall TIME] >>> ChiefCoach.valid takes 2.895039 seconds ...
2023-09-15 18:57:23,434:	[Coach] >>> TRAIN @Epoch: 115  >>>  || LOSS Avg: 0.21102
2023-09-15 18:57:23,434:	[Coach] >>> VALID @Epoch: 115  >>>  || HITRATE@1 Avg: 0.0191 || HITRATE@5 Avg: 0.0600 || HITRATE@10 Avg: 0.0914 || NDCG@5 Avg: 0.0398 || NDCG@10 Avg: 0.0500
2023-09-15 18:57:23,434:	[Coach] >>> TEST  @Epoch: 115  >>> 
2023-09-15 18:57:26,314:	[Wall TIME] >>> ChiefCoach.train takes 2.879211 seconds ...
2023-09-15 18:57:26,373:	[Coach] >>> TRAIN @Epoch: 116  >>>  || LOSS Avg: 0.21124
2023-09-15 18:57:26,373:	[Coach] >>> VALID @Epoch: 116  >>> 
2023-09-15 18:57:26,373:	[Coach] >>> TEST  @Epoch: 116  >>> 
2023-09-15 18:57:29,397:	[Wall TIME] >>> ChiefCoach.train takes 3.022941 seconds ...
2023-09-15 18:57:29,443:	[Coach] >>> TRAIN @Epoch: 117  >>>  || LOSS Avg: 0.20799
2023-09-15 18:57:29,443:	[Coach] >>> VALID @Epoch: 117  >>> 
2023-09-15 18:57:29,443:	[Coach] >>> TEST  @Epoch: 117  >>> 
2023-09-15 18:57:32,533:	[Wall TIME] >>> ChiefCoach.train takes 3.089413 seconds ...
2023-09-15 18:57:32,580:	[Coach] >>> TRAIN @Epoch: 118  >>>  || LOSS Avg: 0.20668
2023-09-15 18:57:32,580:	[Coach] >>> VALID @Epoch: 118  >>> 
2023-09-15 18:57:32,580:	[Coach] >>> TEST  @Epoch: 118  >>> 
2023-09-15 18:57:35,625:	[Wall TIME] >>> ChiefCoach.train takes 3.044745 seconds ...
2023-09-15 18:57:35,687:	[Coach] >>> TRAIN @Epoch: 119  >>>  || LOSS Avg: 0.20632
2023-09-15 18:57:35,688:	[Coach] >>> VALID @Epoch: 119  >>> 
2023-09-15 18:57:35,688:	[Coach] >>> TEST  @Epoch: 119  >>> 
2023-09-15 18:57:38,746:	[Wall TIME] >>> ChiefCoach.train takes 3.058163 seconds ...
2023-09-15 18:57:41,600:	[Wall TIME] >>> ChiefCoach.valid takes 2.805082 seconds ...
2023-09-15 18:57:41,601:	[Coach] >>> TRAIN @Epoch: 120  >>>  || LOSS Avg: 0.20467
2023-09-15 18:57:41,601:	[Coach] >>> VALID @Epoch: 120  >>>  || HITRATE@1 Avg: 0.0187 || HITRATE@5 Avg: 0.0597 || HITRATE@10 Avg: 0.0912 || NDCG@5 Avg: 0.0395 || NDCG@10 Avg: 0.0496
2023-09-15 18:57:41,601:	[Coach] >>> TEST  @Epoch: 120  >>> 
2023-09-15 18:57:44,709:	[Wall TIME] >>> ChiefCoach.train takes 3.107298 seconds ...
2023-09-15 18:57:44,777:	[Coach] >>> TRAIN @Epoch: 121  >>>  || LOSS Avg: 0.20721
2023-09-15 18:57:44,777:	[Coach] >>> VALID @Epoch: 121  >>> 
2023-09-15 18:57:44,777:	[Coach] >>> TEST  @Epoch: 121  >>> 
2023-09-15 18:57:48,003:	[Wall TIME] >>> ChiefCoach.train takes 3.226252 seconds ...
2023-09-15 18:57:48,059:	[Coach] >>> TRAIN @Epoch: 122  >>>  || LOSS Avg: 0.20478
2023-09-15 18:57:48,059:	[Coach] >>> VALID @Epoch: 122  >>> 
2023-09-15 18:57:48,059:	[Coach] >>> TEST  @Epoch: 122  >>> 
2023-09-15 18:57:51,171:	[Wall TIME] >>> ChiefCoach.train takes 3.111709 seconds ...
2023-09-15 18:57:51,216:	[Coach] >>> TRAIN @Epoch: 123  >>>  || LOSS Avg: 0.20415
2023-09-15 18:57:51,216:	[Coach] >>> VALID @Epoch: 123  >>> 
2023-09-15 18:57:51,216:	[Coach] >>> TEST  @Epoch: 123  >>> 
2023-09-15 18:57:54,447:	[Wall TIME] >>> ChiefCoach.train takes 3.230511 seconds ...
2023-09-15 18:57:54,497:	[Coach] >>> TRAIN @Epoch: 124  >>>  || LOSS Avg: 0.20486
2023-09-15 18:57:54,497:	[Coach] >>> VALID @Epoch: 124  >>> 
2023-09-15 18:57:54,497:	[Coach] >>> TEST  @Epoch: 124  >>> 
2023-09-15 18:57:57,598:	[Wall TIME] >>> ChiefCoach.train takes 3.100281 seconds ...
2023-09-15 18:58:00,250:	[Wall TIME] >>> ChiefCoach.valid takes 2.603984 seconds ...
2023-09-15 18:58:00,250:	[Coach] >>> TRAIN @Epoch: 125  >>>  || LOSS Avg: 0.20435
2023-09-15 18:58:00,251:	[Coach] >>> VALID @Epoch: 125  >>>  || HITRATE@1 Avg: 0.0192 || HITRATE@5 Avg: 0.0592 || HITRATE@10 Avg: 0.0898 || NDCG@5 Avg: 0.0395 || NDCG@10 Avg: 0.0493
2023-09-15 18:58:00,251:	[Coach] >>> TEST  @Epoch: 125  >>> 
2023-09-15 18:58:03,217:	[Wall TIME] >>> ChiefCoach.train takes 2.966456 seconds ...
2023-09-15 18:58:03,262:	[Coach] >>> TRAIN @Epoch: 126  >>>  || LOSS Avg: 0.20103
2023-09-15 18:58:03,262:	[Coach] >>> VALID @Epoch: 126  >>> 
2023-09-15 18:58:03,262:	[Coach] >>> TEST  @Epoch: 126  >>> 
2023-09-15 18:58:06,291:	[Wall TIME] >>> ChiefCoach.train takes 3.028745 seconds ...
2023-09-15 18:58:06,343:	[Coach] >>> TRAIN @Epoch: 127  >>>  || LOSS Avg: 0.19955
2023-09-15 18:58:06,343:	[Coach] >>> VALID @Epoch: 127  >>> 
2023-09-15 18:58:06,343:	[Coach] >>> TEST  @Epoch: 127  >>> 
2023-09-15 18:58:09,345:	[Wall TIME] >>> ChiefCoach.train takes 3.002277 seconds ...
2023-09-15 18:58:09,396:	[Coach] >>> TRAIN @Epoch: 128  >>>  || LOSS Avg: 0.20101
2023-09-15 18:58:09,396:	[Coach] >>> VALID @Epoch: 128  >>> 
2023-09-15 18:58:09,396:	[Coach] >>> TEST  @Epoch: 128  >>> 
2023-09-15 18:58:12,480:	[Wall TIME] >>> ChiefCoach.train takes 3.083714 seconds ...
2023-09-15 18:58:12,527:	[Coach] >>> TRAIN @Epoch: 129  >>>  || LOSS Avg: 0.20133
2023-09-15 18:58:12,528:	[Coach] >>> VALID @Epoch: 129  >>> 
2023-09-15 18:58:12,528:	[Coach] >>> TEST  @Epoch: 129  >>> 
2023-09-15 18:58:15,536:	[Wall TIME] >>> ChiefCoach.train takes 3.007815 seconds ...
2023-09-15 18:58:18,345:	[Wall TIME] >>> ChiefCoach.valid takes 2.750249 seconds ...
2023-09-15 18:58:18,345:	[Coach] >>> TRAIN @Epoch: 130  >>>  || LOSS Avg: 0.19955
2023-09-15 18:58:18,345:	[Coach] >>> VALID @Epoch: 130  >>>  || HITRATE@1 Avg: 0.0197 || HITRATE@5 Avg: 0.0603 || HITRATE@10 Avg: 0.0914 || NDCG@5 Avg: 0.0401 || NDCG@10 Avg: 0.0501
2023-09-15 18:58:18,345:	[Coach] >>> TEST  @Epoch: 130  >>> 
2023-09-15 18:58:21,427:	[Wall TIME] >>> ChiefCoach.train takes 3.081591 seconds ...
2023-09-15 18:58:21,473:	[Coach] >>> TRAIN @Epoch: 131  >>>  || LOSS Avg: 0.19900
2023-09-15 18:58:21,473:	[Coach] >>> VALID @Epoch: 131  >>> 
2023-09-15 18:58:21,473:	[Coach] >>> TEST  @Epoch: 131  >>> 
2023-09-15 18:58:24,579:	[Wall TIME] >>> ChiefCoach.train takes 3.105461 seconds ...
2023-09-15 18:58:24,627:	[Coach] >>> TRAIN @Epoch: 132  >>>  || LOSS Avg: 0.19789
2023-09-15 18:58:24,627:	[Coach] >>> VALID @Epoch: 132  >>> 
2023-09-15 18:58:24,627:	[Coach] >>> TEST  @Epoch: 132  >>> 
2023-09-15 18:58:27,685:	[Wall TIME] >>> ChiefCoach.train takes 3.057145 seconds ...
2023-09-15 18:58:27,731:	[Coach] >>> TRAIN @Epoch: 133  >>>  || LOSS Avg: 0.19734
2023-09-15 18:58:27,731:	[Coach] >>> VALID @Epoch: 133  >>> 
2023-09-15 18:58:27,731:	[Coach] >>> TEST  @Epoch: 133  >>> 
2023-09-15 18:58:30,856:	[Wall TIME] >>> ChiefCoach.train takes 3.124758 seconds ...
2023-09-15 18:58:30,920:	[Coach] >>> TRAIN @Epoch: 134  >>>  || LOSS Avg: 0.19887
2023-09-15 18:58:30,920:	[Coach] >>> VALID @Epoch: 134  >>> 
2023-09-15 18:58:30,920:	[Coach] >>> TEST  @Epoch: 134  >>> 
2023-09-15 18:58:33,992:	[Wall TIME] >>> ChiefCoach.train takes 3.071573 seconds ...
2023-09-15 18:58:36,736:	[Wall TIME] >>> ChiefCoach.valid takes 2.690150 seconds ...
2023-09-15 18:58:36,737:	[Coach] >>> TRAIN @Epoch: 135  >>>  || LOSS Avg: 0.19537
2023-09-15 18:58:36,737:	[Coach] >>> VALID @Epoch: 135  >>>  || HITRATE@1 Avg: 0.0181 || HITRATE@5 Avg: 0.0588 || HITRATE@10 Avg: 0.0912 || NDCG@5 Avg: 0.0388 || NDCG@10 Avg: 0.0493
2023-09-15 18:58:36,737:	[Coach] >>> TEST  @Epoch: 135  >>> 
2023-09-15 18:58:39,915:	[Wall TIME] >>> ChiefCoach.train takes 3.177664 seconds ...
2023-09-15 18:58:39,968:	[Coach] >>> TRAIN @Epoch: 136  >>>  || LOSS Avg: 0.19728
2023-09-15 18:58:39,968:	[Coach] >>> VALID @Epoch: 136  >>> 
2023-09-15 18:58:39,968:	[Coach] >>> TEST  @Epoch: 136  >>> 
2023-09-15 18:58:43,122:	[Wall TIME] >>> ChiefCoach.train takes 3.153767 seconds ...
2023-09-15 18:58:43,174:	[Coach] >>> TRAIN @Epoch: 137  >>>  || LOSS Avg: 0.19746
2023-09-15 18:58:43,174:	[Coach] >>> VALID @Epoch: 137  >>> 
2023-09-15 18:58:43,174:	[Coach] >>> TEST  @Epoch: 137  >>> 
2023-09-15 18:58:46,334:	[Wall TIME] >>> ChiefCoach.train takes 3.159479 seconds ...
2023-09-15 18:58:46,379:	[Coach] >>> TRAIN @Epoch: 138  >>>  || LOSS Avg: 0.19248
2023-09-15 18:58:46,379:	[Coach] >>> VALID @Epoch: 138  >>> 
2023-09-15 18:58:46,379:	[Coach] >>> TEST  @Epoch: 138  >>> 
2023-09-15 18:58:49,545:	[Wall TIME] >>> ChiefCoach.train takes 3.165802 seconds ...
2023-09-15 18:58:49,593:	[Coach] >>> TRAIN @Epoch: 139  >>>  || LOSS Avg: 0.19681
2023-09-15 18:58:49,593:	[Coach] >>> VALID @Epoch: 139  >>> 
2023-09-15 18:58:49,593:	[Coach] >>> TEST  @Epoch: 139  >>> 
2023-09-15 18:58:52,695:	[Wall TIME] >>> ChiefCoach.train takes 3.102097 seconds ...
2023-09-15 18:58:55,442:	[Wall TIME] >>> ChiefCoach.valid takes 2.700613 seconds ...
2023-09-15 18:58:55,443:	[Coach] >>> TRAIN @Epoch: 140  >>>  || LOSS Avg: 0.19675
2023-09-15 18:58:55,443:	[Coach] >>> VALID @Epoch: 140  >>>  || HITRATE@1 Avg: 0.0189 || HITRATE@5 Avg: 0.0620 || HITRATE@10 Avg: 0.0917 || NDCG@5 Avg: 0.0405 || NDCG@10 Avg: 0.0500
2023-09-15 18:58:55,443:	[Coach] >>> TEST  @Epoch: 140  >>> 
2023-09-15 18:58:58,561:	[Wall TIME] >>> ChiefCoach.train takes 3.117743 seconds ...
2023-09-15 18:58:58,607:	[Coach] >>> TRAIN @Epoch: 141  >>>  || LOSS Avg: 0.19391
2023-09-15 18:58:58,607:	[Coach] >>> VALID @Epoch: 141  >>> 
2023-09-15 18:58:58,607:	[Coach] >>> TEST  @Epoch: 141  >>> 
2023-09-15 18:59:01,766:	[Wall TIME] >>> ChiefCoach.train takes 3.158042 seconds ...
2023-09-15 18:59:01,818:	[Coach] >>> TRAIN @Epoch: 142  >>>  || LOSS Avg: 0.19707
2023-09-15 18:59:01,818:	[Coach] >>> VALID @Epoch: 142  >>> 
2023-09-15 18:59:01,818:	[Coach] >>> TEST  @Epoch: 142  >>> 
2023-09-15 18:59:04,972:	[Wall TIME] >>> ChiefCoach.train takes 3.153090 seconds ...
2023-09-15 18:59:05,018:	[Coach] >>> TRAIN @Epoch: 143  >>>  || LOSS Avg: 0.19770
2023-09-15 18:59:05,018:	[Coach] >>> VALID @Epoch: 143  >>> 
2023-09-15 18:59:05,018:	[Coach] >>> TEST  @Epoch: 143  >>> 
2023-09-15 18:59:08,165:	[Wall TIME] >>> ChiefCoach.train takes 3.146743 seconds ...
2023-09-15 18:59:08,219:	[Coach] >>> TRAIN @Epoch: 144  >>>  || LOSS Avg: 0.19235
2023-09-15 18:59:08,219:	[Coach] >>> VALID @Epoch: 144  >>> 
2023-09-15 18:59:08,219:	[Coach] >>> TEST  @Epoch: 144  >>> 
2023-09-15 18:59:11,354:	[Wall TIME] >>> ChiefCoach.train takes 3.134316 seconds ...
2023-09-15 18:59:14,211:	[Wall TIME] >>> ChiefCoach.valid takes 2.803256 seconds ...
2023-09-15 18:59:14,212:	[Coach] >>> TRAIN @Epoch: 145  >>>  || LOSS Avg: 0.19291
2023-09-15 18:59:14,212:	[Coach] >>> VALID @Epoch: 145  >>>  || HITRATE@1 Avg: 0.0175 || HITRATE@5 Avg: 0.0609 || HITRATE@10 Avg: 0.0919 || NDCG@5 Avg: 0.0395 || NDCG@10 Avg: 0.0495
2023-09-15 18:59:14,212:	[Coach] >>> TEST  @Epoch: 145  >>> 
2023-09-15 18:59:17,508:	[Wall TIME] >>> ChiefCoach.train takes 3.295809 seconds ...
2023-09-15 18:59:17,557:	[Coach] >>> TRAIN @Epoch: 146  >>>  || LOSS Avg: 0.19490
2023-09-15 18:59:17,557:	[Coach] >>> VALID @Epoch: 146  >>> 
2023-09-15 18:59:17,557:	[Coach] >>> TEST  @Epoch: 146  >>> 
2023-09-15 18:59:20,816:	[Wall TIME] >>> ChiefCoach.train takes 3.258400 seconds ...
2023-09-15 18:59:20,865:	[Coach] >>> TRAIN @Epoch: 147  >>>  || LOSS Avg: 0.19152
2023-09-15 18:59:20,866:	[Coach] >>> VALID @Epoch: 147  >>> 
2023-09-15 18:59:20,866:	[Coach] >>> TEST  @Epoch: 147  >>> 
2023-09-15 18:59:24,109:	[Wall TIME] >>> ChiefCoach.train takes 3.242802 seconds ...
2023-09-15 18:59:24,303:	[Coach] >>> TRAIN @Epoch: 148  >>>  || LOSS Avg: 0.19376
2023-09-15 18:59:24,303:	[Coach] >>> VALID @Epoch: 148  >>> 
2023-09-15 18:59:24,303:	[Coach] >>> TEST  @Epoch: 148  >>> 
2023-09-15 18:59:27,479:	[Wall TIME] >>> ChiefCoach.train takes 3.175658 seconds ...
2023-09-15 18:59:27,611:	[Coach] >>> TRAIN @Epoch: 149  >>>  || LOSS Avg: 0.19430
2023-09-15 18:59:27,611:	[Coach] >>> VALID @Epoch: 149  >>> 
2023-09-15 18:59:27,611:	[Coach] >>> TEST  @Epoch: 149  >>> 
2023-09-15 18:59:30,778:	[Wall TIME] >>> ChiefCoach.train takes 3.166143 seconds ...
2023-09-15 18:59:33,612:	[Wall TIME] >>> ChiefCoach.valid takes 2.789217 seconds ...
2023-09-15 18:59:33,613:	[Coach] >>> TRAIN @Epoch: 150  >>>  || LOSS Avg: 0.19116
2023-09-15 18:59:33,613:	[Coach] >>> VALID @Epoch: 150  >>>  || HITRATE@1 Avg: 0.0194 || HITRATE@5 Avg: 0.0611 || HITRATE@10 Avg: 0.0921 || NDCG@5 Avg: 0.0404 || NDCG@10 Avg: 0.0503
2023-09-15 18:59:33,613:	[Coach] >>> TEST  @Epoch: 150  >>> 
2023-09-15 18:59:36,710:	[Wall TIME] >>> ChiefCoach.train takes 3.096666 seconds ...
2023-09-15 18:59:36,778:	[Coach] >>> TRAIN @Epoch: 151  >>>  || LOSS Avg: 0.19115
2023-09-15 18:59:36,778:	[Coach] >>> VALID @Epoch: 151  >>> 
2023-09-15 18:59:36,778:	[Coach] >>> TEST  @Epoch: 151  >>> 
2023-09-15 18:59:39,899:	[Wall TIME] >>> ChiefCoach.train takes 3.120690 seconds ...
2023-09-15 18:59:39,948:	[Coach] >>> TRAIN @Epoch: 152  >>>  || LOSS Avg: 0.19038
2023-09-15 18:59:39,949:	[Coach] >>> VALID @Epoch: 152  >>> 
2023-09-15 18:59:39,949:	[Coach] >>> TEST  @Epoch: 152  >>> 
2023-09-15 18:59:42,925:	[Wall TIME] >>> ChiefCoach.train takes 2.975707 seconds ...
2023-09-15 18:59:42,974:	[Coach] >>> TRAIN @Epoch: 153  >>>  || LOSS Avg: 0.19381
2023-09-15 18:59:42,974:	[Coach] >>> VALID @Epoch: 153  >>> 
2023-09-15 18:59:42,974:	[Coach] >>> TEST  @Epoch: 153  >>> 
2023-09-15 18:59:46,026:	[Wall TIME] >>> ChiefCoach.train takes 3.051177 seconds ...
2023-09-15 18:59:46,095:	[Coach] >>> TRAIN @Epoch: 154  >>>  || LOSS Avg: 0.19336
2023-09-15 18:59:46,096:	[Coach] >>> VALID @Epoch: 154  >>> 
2023-09-15 18:59:46,096:	[Coach] >>> TEST  @Epoch: 154  >>> 
2023-09-15 18:59:49,062:	[Wall TIME] >>> ChiefCoach.train takes 2.966401 seconds ...
2023-09-15 18:59:51,635:	[Wall TIME] >>> ChiefCoach.valid takes 2.504063 seconds ...
2023-09-15 18:59:51,635:	[Coach] >>> TRAIN @Epoch: 155  >>>  || LOSS Avg: 0.19072
2023-09-15 18:59:51,636:	[Coach] >>> VALID @Epoch: 155  >>>  || HITRATE@1 Avg: 0.0196 || HITRATE@5 Avg: 0.0623 || HITRATE@10 Avg: 0.0922 || NDCG@5 Avg: 0.0409 || NDCG@10 Avg: 0.0505
2023-09-15 18:59:51,636:	[Coach] >>> TEST  @Epoch: 155  >>> 
2023-09-15 18:59:54,699:	[Wall TIME] >>> ChiefCoach.train takes 3.063471 seconds ...
2023-09-15 18:59:54,745:	[Coach] >>> TRAIN @Epoch: 156  >>>  || LOSS Avg: 0.18985
2023-09-15 18:59:54,745:	[Coach] >>> VALID @Epoch: 156  >>> 
2023-09-15 18:59:54,745:	[Coach] >>> TEST  @Epoch: 156  >>> 
2023-09-15 18:59:57,831:	[Wall TIME] >>> ChiefCoach.train takes 3.086103 seconds ...
2023-09-15 18:59:57,877:	[Coach] >>> TRAIN @Epoch: 157  >>>  || LOSS Avg: 0.18964
2023-09-15 18:59:57,878:	[Coach] >>> VALID @Epoch: 157  >>> 
2023-09-15 18:59:57,878:	[Coach] >>> TEST  @Epoch: 157  >>> 
2023-09-15 19:00:01,003:	[Wall TIME] >>> ChiefCoach.train takes 3.125036 seconds ...
2023-09-15 19:00:01,046:	[Coach] >>> TRAIN @Epoch: 158  >>>  || LOSS Avg: 0.18614
2023-09-15 19:00:01,046:	[Coach] >>> VALID @Epoch: 158  >>> 
2023-09-15 19:00:01,047:	[Coach] >>> TEST  @Epoch: 158  >>> 
2023-09-15 19:00:04,127:	[Wall TIME] >>> ChiefCoach.train takes 3.080366 seconds ...
2023-09-15 19:00:04,190:	[Coach] >>> TRAIN @Epoch: 159  >>>  || LOSS Avg: 0.18794
2023-09-15 19:00:04,191:	[Coach] >>> VALID @Epoch: 159  >>> 
2023-09-15 19:00:04,191:	[Coach] >>> TEST  @Epoch: 159  >>> 
2023-09-15 19:00:07,313:	[Wall TIME] >>> ChiefCoach.train takes 3.121913 seconds ...
2023-09-15 19:00:10,115:	[Wall TIME] >>> ChiefCoach.valid takes 2.754365 seconds ...
2023-09-15 19:00:10,116:	[Coach] >>> Better ***NDCG@10*** of ***0.0513*** 
2023-09-15 19:00:10,138:	[Coach] >>> TRAIN @Epoch: 160  >>>  || LOSS Avg: 0.18730
2023-09-15 19:00:10,138:	[Coach] >>> VALID @Epoch: 160  >>>  || HITRATE@1 Avg: 0.0199 || HITRATE@5 Avg: 0.0617 || HITRATE@10 Avg: 0.0935 || NDCG@5 Avg: 0.0411 || NDCG@10 Avg: 0.0513
2023-09-15 19:00:10,138:	[Coach] >>> TEST  @Epoch: 160  >>> 
2023-09-15 19:00:13,162:	[Wall TIME] >>> ChiefCoach.train takes 3.023538 seconds ...
2023-09-15 19:00:13,208:	[Coach] >>> TRAIN @Epoch: 161  >>>  || LOSS Avg: 0.18595
2023-09-15 19:00:13,208:	[Coach] >>> VALID @Epoch: 161  >>> 
2023-09-15 19:00:13,208:	[Coach] >>> TEST  @Epoch: 161  >>> 
2023-09-15 19:00:16,245:	[Wall TIME] >>> ChiefCoach.train takes 3.036599 seconds ...
2023-09-15 19:00:16,307:	[Coach] >>> TRAIN @Epoch: 162  >>>  || LOSS Avg: 0.18618
2023-09-15 19:00:16,307:	[Coach] >>> VALID @Epoch: 162  >>> 
2023-09-15 19:00:16,307:	[Coach] >>> TEST  @Epoch: 162  >>> 
2023-09-15 19:00:19,387:	[Wall TIME] >>> ChiefCoach.train takes 3.080080 seconds ...
2023-09-15 19:00:19,436:	[Coach] >>> TRAIN @Epoch: 163  >>>  || LOSS Avg: 0.18625
2023-09-15 19:00:19,437:	[Coach] >>> VALID @Epoch: 163  >>> 
2023-09-15 19:00:19,437:	[Coach] >>> TEST  @Epoch: 163  >>> 
2023-09-15 19:00:22,452:	[Wall TIME] >>> ChiefCoach.train takes 3.014612 seconds ...
2023-09-15 19:00:22,509:	[Coach] >>> TRAIN @Epoch: 164  >>>  || LOSS Avg: 0.18553
2023-09-15 19:00:22,510:	[Coach] >>> VALID @Epoch: 164  >>> 
2023-09-15 19:00:22,510:	[Coach] >>> TEST  @Epoch: 164  >>> 
2023-09-15 19:00:25,510:	[Wall TIME] >>> ChiefCoach.train takes 3.000586 seconds ...
2023-09-15 19:00:28,085:	[Wall TIME] >>> ChiefCoach.valid takes 2.529963 seconds ...
2023-09-15 19:00:28,086:	[Coach] >>> Better ***NDCG@10*** of ***0.0517*** 
2023-09-15 19:00:28,104:	[Coach] >>> TRAIN @Epoch: 165  >>>  || LOSS Avg: 0.18596
2023-09-15 19:00:28,104:	[Coach] >>> VALID @Epoch: 165  >>>  || HITRATE@1 Avg: 0.0202 || HITRATE@5 Avg: 0.0623 || HITRATE@10 Avg: 0.0945 || NDCG@5 Avg: 0.0413 || NDCG@10 Avg: 0.0517
2023-09-15 19:00:28,104:	[Coach] >>> TEST  @Epoch: 165  >>> 
2023-09-15 19:00:31,155:	[Wall TIME] >>> ChiefCoach.train takes 3.050725 seconds ...
2023-09-15 19:00:31,203:	[Coach] >>> TRAIN @Epoch: 166  >>>  || LOSS Avg: 0.18480
2023-09-15 19:00:31,203:	[Coach] >>> VALID @Epoch: 166  >>> 
2023-09-15 19:00:31,203:	[Coach] >>> TEST  @Epoch: 166  >>> 
2023-09-15 19:00:34,321:	[Wall TIME] >>> ChiefCoach.train takes 3.117419 seconds ...
2023-09-15 19:00:34,369:	[Coach] >>> TRAIN @Epoch: 167  >>>  || LOSS Avg: 0.18820
2023-09-15 19:00:34,369:	[Coach] >>> VALID @Epoch: 167  >>> 
2023-09-15 19:00:34,369:	[Coach] >>> TEST  @Epoch: 167  >>> 
2023-09-15 19:00:37,469:	[Wall TIME] >>> ChiefCoach.train takes 3.099724 seconds ...
2023-09-15 19:00:37,534:	[Coach] >>> TRAIN @Epoch: 168  >>>  || LOSS Avg: 0.18679
2023-09-15 19:00:37,534:	[Coach] >>> VALID @Epoch: 168  >>> 
2023-09-15 19:00:37,534:	[Coach] >>> TEST  @Epoch: 168  >>> 
2023-09-15 19:00:40,602:	[Wall TIME] >>> ChiefCoach.train takes 3.067410 seconds ...
2023-09-15 19:00:40,647:	[Coach] >>> TRAIN @Epoch: 169  >>>  || LOSS Avg: 0.18561
2023-09-15 19:00:40,647:	[Coach] >>> VALID @Epoch: 169  >>> 
2023-09-15 19:00:40,647:	[Coach] >>> TEST  @Epoch: 169  >>> 
2023-09-15 19:00:43,712:	[Wall TIME] >>> ChiefCoach.train takes 3.064459 seconds ...
2023-09-15 19:00:46,290:	[Wall TIME] >>> ChiefCoach.valid takes 2.532432 seconds ...
2023-09-15 19:00:46,290:	[Coach] >>> TRAIN @Epoch: 170  >>>  || LOSS Avg: 0.18562
2023-09-15 19:00:46,290:	[Coach] >>> VALID @Epoch: 170  >>>  || HITRATE@1 Avg: 0.0198 || HITRATE@5 Avg: 0.0628 || HITRATE@10 Avg: 0.0944 || NDCG@5 Avg: 0.0414 || NDCG@10 Avg: 0.0515
2023-09-15 19:00:46,291:	[Coach] >>> TEST  @Epoch: 170  >>> 
2023-09-15 19:00:49,459:	[Wall TIME] >>> ChiefCoach.train takes 3.168028 seconds ...
2023-09-15 19:00:49,503:	[Coach] >>> TRAIN @Epoch: 171  >>>  || LOSS Avg: 0.18423
2023-09-15 19:00:49,503:	[Coach] >>> VALID @Epoch: 171  >>> 
2023-09-15 19:00:49,503:	[Coach] >>> TEST  @Epoch: 171  >>> 
2023-09-15 19:00:52,756:	[Wall TIME] >>> ChiefCoach.train takes 3.252975 seconds ...
2023-09-15 19:00:52,923:	[Coach] >>> TRAIN @Epoch: 172  >>>  || LOSS Avg: 0.18483
2023-09-15 19:00:52,923:	[Coach] >>> VALID @Epoch: 172  >>> 
2023-09-15 19:00:52,923:	[Coach] >>> TEST  @Epoch: 172  >>> 
2023-09-15 19:00:56,099:	[Wall TIME] >>> ChiefCoach.train takes 3.176063 seconds ...
2023-09-15 19:00:56,189:	[Coach] >>> TRAIN @Epoch: 173  >>>  || LOSS Avg: 0.18355
2023-09-15 19:00:56,190:	[Coach] >>> VALID @Epoch: 173  >>> 
2023-09-15 19:00:56,190:	[Coach] >>> TEST  @Epoch: 173  >>> 
2023-09-15 19:00:59,357:	[Wall TIME] >>> ChiefCoach.train takes 3.167057 seconds ...
2023-09-15 19:00:59,488:	[Coach] >>> TRAIN @Epoch: 174  >>>  || LOSS Avg: 0.18278
2023-09-15 19:00:59,488:	[Coach] >>> VALID @Epoch: 174  >>> 
2023-09-15 19:00:59,488:	[Coach] >>> TEST  @Epoch: 174  >>> 
2023-09-15 19:01:02,611:	[Wall TIME] >>> ChiefCoach.train takes 3.122505 seconds ...
2023-09-15 19:01:05,228:	[Wall TIME] >>> ChiefCoach.valid takes 2.571503 seconds ...
2023-09-15 19:01:05,229:	[Coach] >>> TRAIN @Epoch: 175  >>>  || LOSS Avg: 0.18497
2023-09-15 19:01:05,229:	[Coach] >>> VALID @Epoch: 175  >>>  || HITRATE@1 Avg: 0.0196 || HITRATE@5 Avg: 0.0613 || HITRATE@10 Avg: 0.0940 || NDCG@5 Avg: 0.0406 || NDCG@10 Avg: 0.0512
2023-09-15 19:01:05,229:	[Coach] >>> TEST  @Epoch: 175  >>> 
2023-09-15 19:01:08,492:	[Wall TIME] >>> ChiefCoach.train takes 3.262718 seconds ...
2023-09-15 19:01:08,536:	[Coach] >>> TRAIN @Epoch: 176  >>>  || LOSS Avg: 0.18218
2023-09-15 19:01:08,536:	[Coach] >>> VALID @Epoch: 176  >>> 
2023-09-15 19:01:08,536:	[Coach] >>> TEST  @Epoch: 176  >>> 
2023-09-15 19:01:11,777:	[Wall TIME] >>> ChiefCoach.train takes 3.240580 seconds ...
2023-09-15 19:01:11,833:	[Coach] >>> TRAIN @Epoch: 177  >>>  || LOSS Avg: 0.18234
2023-09-15 19:01:11,833:	[Coach] >>> VALID @Epoch: 177  >>> 
2023-09-15 19:01:11,833:	[Coach] >>> TEST  @Epoch: 177  >>> 
2023-09-15 19:01:15,095:	[Wall TIME] >>> ChiefCoach.train takes 3.261450 seconds ...
2023-09-15 19:01:15,166:	[Coach] >>> TRAIN @Epoch: 178  >>>  || LOSS Avg: 0.18492
2023-09-15 19:01:15,166:	[Coach] >>> VALID @Epoch: 178  >>> 
2023-09-15 19:01:15,166:	[Coach] >>> TEST  @Epoch: 178  >>> 
2023-09-15 19:01:18,397:	[Wall TIME] >>> ChiefCoach.train takes 3.230781 seconds ...
2023-09-15 19:01:18,467:	[Coach] >>> TRAIN @Epoch: 179  >>>  || LOSS Avg: 0.18625
2023-09-15 19:01:18,467:	[Coach] >>> VALID @Epoch: 179  >>> 
2023-09-15 19:01:18,467:	[Coach] >>> TEST  @Epoch: 179  >>> 
2023-09-15 19:01:21,741:	[Wall TIME] >>> ChiefCoach.train takes 3.273603 seconds ...
2023-09-15 19:01:24,350:	[Wall TIME] >>> ChiefCoach.valid takes 2.548387 seconds ...
2023-09-15 19:01:24,351:	[Coach] >>> TRAIN @Epoch: 180  >>>  || LOSS Avg: 0.18412
2023-09-15 19:01:24,351:	[Coach] >>> VALID @Epoch: 180  >>>  || HITRATE@1 Avg: 0.0190 || HITRATE@5 Avg: 0.0617 || HITRATE@10 Avg: 0.0940 || NDCG@5 Avg: 0.0405 || NDCG@10 Avg: 0.0509
2023-09-15 19:01:24,351:	[Coach] >>> TEST  @Epoch: 180  >>> 
2023-09-15 19:01:27,480:	[Wall TIME] >>> ChiefCoach.train takes 3.128575 seconds ...
2023-09-15 19:01:27,526:	[Coach] >>> TRAIN @Epoch: 181  >>>  || LOSS Avg: 0.18323
2023-09-15 19:01:27,526:	[Coach] >>> VALID @Epoch: 181  >>> 
2023-09-15 19:01:27,526:	[Coach] >>> TEST  @Epoch: 181  >>> 
2023-09-15 19:01:30,651:	[Wall TIME] >>> ChiefCoach.train takes 3.124919 seconds ...
2023-09-15 19:01:30,718:	[Coach] >>> TRAIN @Epoch: 182  >>>  || LOSS Avg: 0.18343
2023-09-15 19:01:30,718:	[Coach] >>> VALID @Epoch: 182  >>> 
2023-09-15 19:01:30,718:	[Coach] >>> TEST  @Epoch: 182  >>> 
2023-09-15 19:01:33,832:	[Wall TIME] >>> ChiefCoach.train takes 3.113346 seconds ...
2023-09-15 19:01:33,895:	[Coach] >>> TRAIN @Epoch: 183  >>>  || LOSS Avg: 0.18398
2023-09-15 19:01:33,895:	[Coach] >>> VALID @Epoch: 183  >>> 
2023-09-15 19:01:33,895:	[Coach] >>> TEST  @Epoch: 183  >>> 
2023-09-15 19:01:36,993:	[Wall TIME] >>> ChiefCoach.train takes 3.097172 seconds ...
2023-09-15 19:01:37,059:	[Coach] >>> TRAIN @Epoch: 184  >>>  || LOSS Avg: 0.18118
2023-09-15 19:01:37,060:	[Coach] >>> VALID @Epoch: 184  >>> 
2023-09-15 19:01:37,060:	[Coach] >>> TEST  @Epoch: 184  >>> 
2023-09-15 19:01:40,216:	[Wall TIME] >>> ChiefCoach.train takes 3.156231 seconds ...
2023-09-15 19:01:42,774:	[Wall TIME] >>> ChiefCoach.valid takes 2.491412 seconds ...
2023-09-15 19:01:42,775:	[Coach] >>> TRAIN @Epoch: 185  >>>  || LOSS Avg: 0.18092
2023-09-15 19:01:42,775:	[Coach] >>> VALID @Epoch: 185  >>>  || HITRATE@1 Avg: 0.0201 || HITRATE@5 Avg: 0.0614 || HITRATE@10 Avg: 0.0935 || NDCG@5 Avg: 0.0410 || NDCG@10 Avg: 0.0513
2023-09-15 19:01:42,775:	[Coach] >>> TEST  @Epoch: 185  >>> 
2023-09-15 19:01:45,649:	[Wall TIME] >>> ChiefCoach.train takes 2.874161 seconds ...
2023-09-15 19:01:45,711:	[Coach] >>> TRAIN @Epoch: 186  >>>  || LOSS Avg: 0.18084
2023-09-15 19:01:45,711:	[Coach] >>> VALID @Epoch: 186  >>> 
2023-09-15 19:01:45,711:	[Coach] >>> TEST  @Epoch: 186  >>> 
2023-09-15 19:01:48,704:	[Wall TIME] >>> ChiefCoach.train takes 2.992233 seconds ...
2023-09-15 19:01:48,763:	[Coach] >>> TRAIN @Epoch: 187  >>>  || LOSS Avg: 0.18267
2023-09-15 19:01:48,763:	[Coach] >>> VALID @Epoch: 187  >>> 
2023-09-15 19:01:48,763:	[Coach] >>> TEST  @Epoch: 187  >>> 
2023-09-15 19:01:51,856:	[Wall TIME] >>> ChiefCoach.train takes 3.091987 seconds ...
2023-09-15 19:01:51,918:	[Coach] >>> TRAIN @Epoch: 188  >>>  || LOSS Avg: 0.18154
2023-09-15 19:01:51,919:	[Coach] >>> VALID @Epoch: 188  >>> 
2023-09-15 19:01:51,919:	[Coach] >>> TEST  @Epoch: 188  >>> 
2023-09-15 19:01:54,972:	[Wall TIME] >>> ChiefCoach.train takes 3.053221 seconds ...
2023-09-15 19:01:55,035:	[Coach] >>> TRAIN @Epoch: 189  >>>  || LOSS Avg: 0.18114
2023-09-15 19:01:55,035:	[Coach] >>> VALID @Epoch: 189  >>> 
2023-09-15 19:01:55,035:	[Coach] >>> TEST  @Epoch: 189  >>> 
2023-09-15 19:01:58,038:	[Wall TIME] >>> ChiefCoach.train takes 3.002602 seconds ...
2023-09-15 19:02:00,976:	[Wall TIME] >>> ChiefCoach.valid takes 2.867511 seconds ...
2023-09-15 19:02:00,977:	[Coach] >>> Better ***NDCG@10*** of ***0.0519*** 
2023-09-15 19:02:00,998:	[Coach] >>> TRAIN @Epoch: 190  >>>  || LOSS Avg: 0.17996
2023-09-15 19:02:00,999:	[Coach] >>> VALID @Epoch: 190  >>>  || HITRATE@1 Avg: 0.0202 || HITRATE@5 Avg: 0.0625 || HITRATE@10 Avg: 0.0953 || NDCG@5 Avg: 0.0414 || NDCG@10 Avg: 0.0519
2023-09-15 19:02:00,999:	[Coach] >>> TEST  @Epoch: 190  >>> 
2023-09-15 19:02:04,001:	[Wall TIME] >>> ChiefCoach.train takes 3.002288 seconds ...
2023-09-15 19:02:04,056:	[Coach] >>> TRAIN @Epoch: 191  >>>  || LOSS Avg: 0.18055
2023-09-15 19:02:04,056:	[Coach] >>> VALID @Epoch: 191  >>> 
2023-09-15 19:02:04,056:	[Coach] >>> TEST  @Epoch: 191  >>> 
2023-09-15 19:02:07,096:	[Wall TIME] >>> ChiefCoach.train takes 3.039901 seconds ...
2023-09-15 19:02:07,156:	[Coach] >>> TRAIN @Epoch: 192  >>>  || LOSS Avg: 0.17878
2023-09-15 19:02:07,156:	[Coach] >>> VALID @Epoch: 192  >>> 
2023-09-15 19:02:07,156:	[Coach] >>> TEST  @Epoch: 192  >>> 
2023-09-15 19:02:10,212:	[Wall TIME] >>> ChiefCoach.train takes 3.055438 seconds ...
2023-09-15 19:02:10,279:	[Coach] >>> TRAIN @Epoch: 193  >>>  || LOSS Avg: 0.18050
2023-09-15 19:02:10,279:	[Coach] >>> VALID @Epoch: 193  >>> 
2023-09-15 19:02:10,279:	[Coach] >>> TEST  @Epoch: 193  >>> 
2023-09-15 19:02:13,304:	[Wall TIME] >>> ChiefCoach.train takes 3.024168 seconds ...
2023-09-15 19:02:13,351:	[Coach] >>> TRAIN @Epoch: 194  >>>  || LOSS Avg: 0.17683
2023-09-15 19:02:13,351:	[Coach] >>> VALID @Epoch: 194  >>> 
2023-09-15 19:02:13,351:	[Coach] >>> TEST  @Epoch: 194  >>> 
2023-09-15 19:02:16,355:	[Wall TIME] >>> ChiefCoach.train takes 3.004199 seconds ...
2023-09-15 19:02:19,021:	[Wall TIME] >>> ChiefCoach.valid takes 2.611087 seconds ...
2023-09-15 19:02:19,022:	[Coach] >>> Better ***NDCG@10*** of ***0.0523*** 
2023-09-15 19:02:19,044:	[Coach] >>> TRAIN @Epoch: 195  >>>  || LOSS Avg: 0.17898
2023-09-15 19:02:19,044:	[Coach] >>> VALID @Epoch: 195  >>>  || HITRATE@1 Avg: 0.0206 || HITRATE@5 Avg: 0.0631 || HITRATE@10 Avg: 0.0956 || NDCG@5 Avg: 0.0419 || NDCG@10 Avg: 0.0523
2023-09-15 19:02:19,044:	[Coach] >>> TEST  @Epoch: 195  >>> 
2023-09-15 19:02:22,125:	[Wall TIME] >>> ChiefCoach.train takes 3.080307 seconds ...
2023-09-15 19:02:22,181:	[Coach] >>> TRAIN @Epoch: 196  >>>  || LOSS Avg: 0.17911
2023-09-15 19:02:22,181:	[Coach] >>> VALID @Epoch: 196  >>> 
2023-09-15 19:02:22,181:	[Coach] >>> TEST  @Epoch: 196  >>> 
2023-09-15 19:02:25,255:	[Wall TIME] >>> ChiefCoach.train takes 3.073174 seconds ...
2023-09-15 19:02:25,322:	[Coach] >>> TRAIN @Epoch: 197  >>>  || LOSS Avg: 0.17896
2023-09-15 19:02:25,323:	[Coach] >>> VALID @Epoch: 197  >>> 
2023-09-15 19:02:25,323:	[Coach] >>> TEST  @Epoch: 197  >>> 
2023-09-15 19:02:28,417:	[Wall TIME] >>> ChiefCoach.train takes 3.094172 seconds ...
2023-09-15 19:02:28,477:	[Coach] >>> TRAIN @Epoch: 198  >>>  || LOSS Avg: 0.18009
2023-09-15 19:02:28,478:	[Coach] >>> VALID @Epoch: 198  >>> 
2023-09-15 19:02:28,478:	[Coach] >>> TEST  @Epoch: 198  >>> 
2023-09-15 19:02:31,541:	[Wall TIME] >>> ChiefCoach.train takes 3.062607 seconds ...
2023-09-15 19:02:31,607:	[Coach] >>> TRAIN @Epoch: 199  >>>  || LOSS Avg: 0.17964
2023-09-15 19:02:31,607:	[Coach] >>> VALID @Epoch: 199  >>> 
2023-09-15 19:02:31,607:	[Coach] >>> TEST  @Epoch: 199  >>> 
2023-09-15 19:02:34,753:	[Wall TIME] >>> ChiefCoach.train takes 3.145550 seconds ...
2023-09-15 19:02:37,360:	[Wall TIME] >>> ChiefCoach.valid takes 2.589973 seconds ...
2023-09-15 19:02:40,150:	[Wall TIME] >>> ChiefCoach.test takes 2.789500 seconds ...
2023-09-15 19:02:40,150:	[Coach] >>> TRAIN @Epoch: 200  >>>  || LOSS Avg: 0.17929
2023-09-15 19:02:40,150:	[Coach] >>> VALID @Epoch: 200  >>>  || HITRATE@1 Avg: 0.0203 || HITRATE@5 Avg: 0.0628 || HITRATE@10 Avg: 0.0940 || NDCG@5 Avg: 0.0419 || NDCG@10 Avg: 0.0520
2023-09-15 19:02:40,150:	[Coach] >>> TEST  @Epoch: 200  >>>  || HITRATE@1 Avg: 0.0142 || HITRATE@5 Avg: 0.0487 || HITRATE@10 Avg: 0.0741 || NDCG@5 Avg: 0.0317 || NDCG@10 Avg: 0.0400
2023-09-15 19:02:41,651:	   Prefix      Metric      Best  @Epoch
0   train        LOSS  0.176826     193
1   valid   HITRATE@1  0.020614     195
2   valid   HITRATE@5  0.063051     195
3   valid  HITRATE@10  0.095649     195
4   valid      NDCG@5  0.041945     200
5   valid     NDCG@10  0.052343     195
6    test   HITRATE@1  0.014175       0
7    test   HITRATE@5  0.048697       0
8    test  HITRATE@10  0.074140       0
9    test      NDCG@5  0.031719       0
10   test     NDCG@10  0.039953       0
2023-09-15 19:02:41,651:	[LoG_PaTH] >>> ./logs/Beauty-5/AmazonBeauty_550_Chron/0-0915185007
2023-09-15 19:02:41,715:	[Wall TIME] >>> Coach.summary takes 1.564526 seconds ...
2023-09-15 19:02:41,715:	[Coach] >>> Load best model @Epoch 195  
2023-09-15 19:02:44,447:	[Wall TIME] >>> ChiefCoach.valid takes 2.721042 seconds ...
2023-09-15 19:02:47,069:	[Wall TIME] >>> ChiefCoach.test takes 2.622169 seconds ...
2023-09-15 19:02:47,070:	[Coach] >>> TRAIN @Epoch: 195  >>> 
2023-09-15 19:02:47,070:	[Coach] >>> VALID @Epoch: 195  >>>  || HITRATE@1 Avg: 0.0206 || HITRATE@5 Avg: 0.0631 || HITRATE@10 Avg: 0.0956 || NDCG@5 Avg: 0.0419 || NDCG@10 Avg: 0.0523
2023-09-15 19:02:47,070:	[Coach] >>> TEST  @Epoch: 195  >>>  || HITRATE@1 Avg: 0.0144 || HITRATE@5 Avg: 0.0500 || HITRATE@10 Avg: 0.0763 || NDCG@5 Avg: 0.0321 || NDCG@10 Avg: 0.0406
2023-09-15 19:02:47,081:	[Wall TIME] >>> Coach.fit takes 750.631406 seconds ...
