-
Notifications
You must be signed in to change notification settings - Fork 7
/
Copy pathOct-20-2023_05-19-59.log
1053 lines (1047 loc) · 75 KB
/
Oct-20-2023_05-19-59.log
1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
45
46
47
48
49
50
51
52
53
54
55
56
57
58
59
60
61
62
63
64
65
66
67
68
69
70
71
72
73
74
75
76
77
78
79
80
81
82
83
84
85
86
87
88
89
90
91
92
93
94
95
96
97
98
99
100
101
102
103
104
105
106
107
108
109
110
111
112
113
114
115
116
117
118
119
120
121
122
123
124
125
126
127
128
129
130
131
132
133
134
135
136
137
138
139
140
141
142
143
144
145
146
147
148
149
150
151
152
153
154
155
156
157
158
159
160
161
162
163
164
165
166
167
168
169
170
171
172
173
174
175
176
177
178
179
180
181
182
183
184
185
186
187
188
189
190
191
192
193
194
195
196
197
198
199
200
201
202
203
204
205
206
207
208
209
210
211
212
213
214
215
216
217
218
219
220
221
222
223
224
225
226
227
228
229
230
231
232
233
234
235
236
237
238
239
240
241
242
243
244
245
246
247
248
249
250
251
252
253
254
255
256
257
258
259
260
261
262
263
264
265
266
267
268
269
270
271
272
273
274
275
276
277
278
279
280
281
282
283
284
285
286
287
288
289
290
291
292
293
294
295
296
297
298
299
300
301
302
303
304
305
306
307
308
309
310
311
312
313
314
315
316
317
318
319
320
321
322
323
324
325
326
327
328
329
330
331
332
333
334
335
336
337
338
339
340
341
342
343
344
345
346
347
348
349
350
351
352
353
354
355
356
357
358
359
360
361
362
363
364
365
366
367
368
369
370
371
372
373
374
375
376
377
378
379
380
381
382
383
384
385
386
387
388
389
390
391
392
393
394
395
396
397
398
399
400
401
402
403
404
405
406
407
408
409
410
411
412
413
414
415
416
417
418
419
420
421
422
423
424
425
426
427
428
429
430
431
432
433
434
435
436
437
438
439
440
441
442
443
444
445
446
447
448
449
450
451
452
453
454
455
456
457
458
459
460
461
462
463
464
465
466
467
468
469
470
471
472
473
474
475
476
477
478
479
480
481
482
483
484
485
486
487
488
489
490
491
492
493
494
495
496
497
498
499
500
501
502
503
504
505
506
507
508
509
510
511
512
513
514
515
516
517
518
519
520
521
522
523
524
525
526
527
528
529
530
531
532
533
534
535
536
537
538
539
540
541
542
543
544
545
546
547
548
549
550
551
552
553
554
555
556
557
558
559
560
561
562
563
564
565
566
567
568
569
570
571
572
573
574
575
576
577
578
579
580
581
582
583
584
585
586
587
588
589
590
591
592
593
594
595
596
597
598
599
600
601
602
603
604
605
606
607
608
609
610
611
612
613
614
615
616
617
618
619
620
621
622
623
624
625
626
627
628
629
630
631
632
633
634
635
636
637
638
639
640
641
642
643
644
645
646
647
648
649
650
651
652
653
654
655
656
657
658
659
660
661
662
663
664
665
666
667
668
669
670
671
672
673
674
675
676
677
678
679
680
681
682
683
684
685
686
687
688
689
690
691
692
693
694
695
696
697
698
699
700
701
702
703
704
705
706
707
708
709
710
711
712
713
714
715
716
717
718
719
720
721
722
723
724
725
726
727
728
729
730
731
732
733
734
735
736
737
738
739
740
741
742
743
744
745
746
747
748
749
750
751
752
753
754
755
756
757
758
759
760
761
762
763
764
765
766
767
768
769
770
771
772
773
774
775
776
777
778
779
780
781
782
783
784
785
786
787
788
789
790
791
792
793
794
795
796
797
798
799
800
801
802
803
804
805
806
807
808
809
810
811
812
813
814
815
816
817
818
819
820
821
822
823
824
825
826
827
828
829
830
831
832
833
834
835
836
837
838
839
840
841
842
843
844
845
846
847
848
849
850
851
852
853
854
855
856
857
858
859
860
861
862
863
864
865
866
867
868
869
870
871
872
873
874
875
876
877
878
879
880
881
882
883
884
885
886
887
888
889
890
891
892
893
894
895
896
897
898
899
900
901
902
903
904
905
906
907
908
909
910
911
912
913
914
915
916
917
918
919
920
921
922
923
924
925
926
927
928
929
930
931
932
933
934
935
936
937
938
939
940
941
942
943
944
945
946
947
948
949
950
951
952
953
954
955
956
957
958
959
960
961
962
963
964
965
966
967
968
969
970
971
972
973
974
975
976
977
978
979
980
981
982
983
984
985
986
987
988
989
990
991
992
993
994
995
996
997
998
999
1000
Fri 20 Oct 2023 05:19:59 INFO Change train stage from 'transductive_ft' to 'inductive_ft'
Fri 20 Oct 2023 05:19:59 INFO
General Hyper Parameters:
gpu_id = 0
use_gpu = True
seed = 2020
state = INFO
reproducibility = True
data_path = dataset/downstream/Office_mm_full
checkpoint_dir = saved
show_progress = True
save_dataset = False
dataset_save_path = None
save_dataloaders = False
dataloaders_save_path = None
log_wandb = False
Training Hyper Parameters:
epochs = 300
train_batch_size = 512
learner = adam
learning_rate = 0.001
neg_sampling = None
eval_step = 1
stopping_step = 10
clip_grad_norm = None
weight_decay = 0.0
loss_decimal_place = 4
Evaluation Hyper Parameters:
eval_args = {'split': {'LS': 'valid_and_test'}, 'order': 'TO', 'mode': 'full', 'group_by': 'user'}
repeatable = True
metrics = ['HIT', 'NDCG']
topk = [10, 50]
valid_metric = NDCG@10
valid_metric_bigger = True
eval_batch_size = 1024
metric_decimal_place = 4
Dataset Hyper Parameters:
field_separator =
seq_separator =
USER_ID_FIELD = user_id
ITEM_ID_FIELD = item_id
RATING_FIELD = rating
TIME_FIELD = timestamp
seq_len = None
LABEL_FIELD = label
threshold = None
NEG_PREFIX = neg_
load_col = {'inter': ['user_id', 'item_id_list', 'item_id']}
unload_col = None
unused_col = None
additional_feat_suffix = None
rm_dup_inter = None
val_interval = None
filter_inter_by_user_or_item = True
user_inter_num_interval = [0,inf)
item_inter_num_interval = [0,inf)
alias_of_user_id = None
alias_of_item_id = ['item_id_list']
alias_of_entity_id = None
alias_of_relation_id = None
preload_weight = None
normalize_field = None
normalize_all = None
ITEM_LIST_LENGTH_FIELD = item_length
LIST_SUFFIX = _list
MAX_ITEM_LIST_LENGTH = 50
POSITION_FIELD = position_id
HEAD_ENTITY_ID_FIELD = head_id
TAIL_ENTITY_ID_FIELD = tail_id
RELATION_ID_FIELD = relation_id
ENTITY_ID_FIELD = entity_id
benchmark_filename = ['train', 'valid', 'test']
Other Hyper Parameters:
wandb_project = recbole
require_pow = False
MODEL_TYPE = ModelType.SEQUENTIAL
n_layers = 2
n_heads = 4
hidden_size = 300
inner_size = 256
hidden_dropout_prob = 0.5
attn_dropout_prob = 0.5
hidden_act = gelu
layer_norm_eps = 1e-12
initializer_range = 0.02
loss_type = CE
item_drop_ratio = 0.2
item_drop_coefficient = 0.9
lambda = 0.001
gamma = 0.0001
plm_suffix = feat1CLS
plm_suffix_aug = feat2CLS
img_suffix = feat3CLS
id_type = id
modal_type = img_text
plm_size = 512
img_size = 512
temperature = 0.07
seq_mm_fusion = add
item_mm_fusion = dynamic_shared
transform = None
train_stage = inductive_ft
log_prefix = gpu4
log_suffix =
interest_ratio = 0.5
knn_local_ratio = 0.2
MODEL_INPUT_TYPE = InputType.POINTWISE
eval_type = EvaluatorType.RANKING
device = cuda
train_neg_sample_args = {'strategy': 'none'}
eval_neg_sample_args = {'strategy': 'full', 'distribution': 'uniform'}
Fri 20 Oct 2023 05:20:09 INFO Office_mm_full
The number of users: 87347
Average actions of users: 6.840507865271449
The number of items: 25987
Average actions of items: 23.005197905436624
The number of inters: 597491
The sparsity of the dataset: 99.97367749431984%
Remain Fields: ['user_id', 'item_id_list', 'item_id', 'item_length']
Fri 20 Oct 2023 05:20:19 INFO [Training]: train_batch_size = [512] negative sampling: [None]
Fri 20 Oct 2023 05:20:19 INFO [Evaluation]: eval_batch_size = [1024] eval_args: [{'split': {'LS': 'valid_and_test'}, 'order': 'TO', 'mode': 'full', 'group_by': 'user'}]
Fri 20 Oct 2023 05:20:21 INFO MISSRec(
(item_embedding): None
(position_embedding): Embedding(50, 300)
(trm_model): Transformer(
(encoder): TransformerEncoder(
(layers): ModuleList(
(0): TransformerEncoderLayer(
(self_attn): MultiheadAttention(
(out_proj): NonDynamicallyQuantizableLinear(in_features=300, out_features=300, bias=True)
)
(linear1): Linear(in_features=300, out_features=256, bias=True)
(dropout): Dropout(p=0.5, inplace=False)
(linear2): Linear(in_features=256, out_features=300, bias=True)
(norm1): LayerNorm((300,), eps=1e-12, elementwise_affine=True)
(norm2): LayerNorm((300,), eps=1e-12, elementwise_affine=True)
(dropout1): Dropout(p=0.5, inplace=False)
(dropout2): Dropout(p=0.5, inplace=False)
)
)
(norm): LayerNorm((300,), eps=1e-12, elementwise_affine=True)
)
(decoder): TransformerDecoder(
(layers): ModuleList(
(0): TransformerDecoderLayer(
(self_attn): MultiheadAttention(
(out_proj): NonDynamicallyQuantizableLinear(in_features=300, out_features=300, bias=True)
)
(multihead_attn): MultiheadAttention(
(out_proj): NonDynamicallyQuantizableLinear(in_features=300, out_features=300, bias=True)
)
(linear1): Linear(in_features=300, out_features=256, bias=True)
(dropout): Dropout(p=0.5, inplace=False)
(linear2): Linear(in_features=256, out_features=300, bias=True)
(norm1): LayerNorm((300,), eps=1e-12, elementwise_affine=True)
(norm2): LayerNorm((300,), eps=1e-12, elementwise_affine=True)
(norm3): LayerNorm((300,), eps=1e-12, elementwise_affine=True)
(dropout1): Dropout(p=0.5, inplace=False)
(dropout2): Dropout(p=0.5, inplace=False)
(dropout3): Dropout(p=0.5, inplace=False)
)
)
(norm): LayerNorm((300,), eps=1e-12, elementwise_affine=True)
)
)
(LayerNorm): LayerNorm((300,), eps=1e-12, elementwise_affine=True)
(dropout): Dropout(p=0.5, inplace=False)
(loss_fct): CrossEntropyLoss()
(plm_embedding): Embedding(25987, 512, padding_idx=0)
(img_embedding): Embedding(25987, 512, padding_idx=0)
(text_adaptor): Linear(in_features=512, out_features=300, bias=True)
(img_adaptor): Linear(in_features=512, out_features=300, bias=True)
)
Trainable parameters: 1719513.0
Fri 20 Oct 2023 05:20:21 INFO Trainable parameters: ['fusion_factor', 'position_embedding.weight', 'trm_model.encoder.layers.0.self_attn.in_proj_weight', 'trm_model.encoder.layers.0.self_attn.in_proj_bias', 'trm_model.encoder.layers.0.self_attn.out_proj.weight', 'trm_model.encoder.layers.0.self_attn.out_proj.bias', 'trm_model.encoder.layers.0.linear1.weight', 'trm_model.encoder.layers.0.linear1.bias', 'trm_model.encoder.layers.0.linear2.weight', 'trm_model.encoder.layers.0.linear2.bias', 'trm_model.encoder.layers.0.norm1.weight', 'trm_model.encoder.layers.0.norm1.bias', 'trm_model.encoder.layers.0.norm2.weight', 'trm_model.encoder.layers.0.norm2.bias', 'trm_model.encoder.norm.weight', 'trm_model.encoder.norm.bias', 'trm_model.decoder.layers.0.self_attn.in_proj_weight', 'trm_model.decoder.layers.0.self_attn.in_proj_bias', 'trm_model.decoder.layers.0.self_attn.out_proj.weight', 'trm_model.decoder.layers.0.self_attn.out_proj.bias', 'trm_model.decoder.layers.0.multihead_attn.in_proj_weight', 'trm_model.decoder.layers.0.multihead_attn.in_proj_bias', 'trm_model.decoder.layers.0.multihead_attn.out_proj.weight', 'trm_model.decoder.layers.0.multihead_attn.out_proj.bias', 'trm_model.decoder.layers.0.linear1.weight', 'trm_model.decoder.layers.0.linear1.bias', 'trm_model.decoder.layers.0.linear2.weight', 'trm_model.decoder.layers.0.linear2.bias', 'trm_model.decoder.layers.0.norm1.weight', 'trm_model.decoder.layers.0.norm1.bias', 'trm_model.decoder.layers.0.norm2.weight', 'trm_model.decoder.layers.0.norm2.bias', 'trm_model.decoder.layers.0.norm3.weight', 'trm_model.decoder.layers.0.norm3.bias', 'trm_model.decoder.norm.weight', 'trm_model.decoder.norm.bias', 'LayerNorm.weight', 'LayerNorm.bias', 'text_adaptor.weight', 'text_adaptor.bias', 'img_adaptor.weight', 'img_adaptor.bias']
Fri 20 Oct 2023 05:20:22 INFO Discovering multi-modal user interest before 0-th epoch
Fri 20 Oct 2023 05:20:24 INFO Finish multi-modal interest discovery before 0-th epoch
Fri 20 Oct 2023 05:21:17 INFO epoch 0 training [time: 54.78s, train loss: 7640.7458]
Fri 20 Oct 2023 05:21:25 INFO epoch 0 evaluating [time: 7.63s, valid_score: 0.057100]
Fri 20 Oct 2023 05:21:25 INFO valid result:
hit@10 : 0.0975 hit@50 : 0.161 ndcg@10 : 0.0571 ndcg@50 : 0.0707
Fri 20 Oct 2023 05:21:25 INFO Saving current: saved/MISSRec-Oct-20-2023_05-20-22.pth
Fri 20 Oct 2023 05:21:25 INFO Discovering multi-modal user interest before 1-th epoch
Fri 20 Oct 2023 05:21:25 INFO Finish multi-modal interest discovery before 1-th epoch
Fri 20 Oct 2023 05:22:19 INFO epoch 1 training [time: 53.58s, train loss: 7422.6246]
Fri 20 Oct 2023 05:22:26 INFO epoch 1 evaluating [time: 7.59s, valid_score: 0.062000]
Fri 20 Oct 2023 05:22:26 INFO valid result:
hit@10 : 0.1038 hit@50 : 0.1728 ndcg@10 : 0.062 ndcg@50 : 0.0768
Fri 20 Oct 2023 05:22:27 INFO Saving current: saved/MISSRec-Oct-20-2023_05-20-22.pth
Fri 20 Oct 2023 05:22:27 INFO Discovering multi-modal user interest before 2-th epoch
Fri 20 Oct 2023 05:22:27 INFO Finish multi-modal interest discovery before 2-th epoch
Fri 20 Oct 2023 05:23:20 INFO epoch 2 training [time: 53.02s, train loss: 7344.1106]
Fri 20 Oct 2023 05:23:28 INFO epoch 2 evaluating [time: 7.65s, valid_score: 0.062600]
Fri 20 Oct 2023 05:23:28 INFO valid result:
hit@10 : 0.1043 hit@50 : 0.1756 ndcg@10 : 0.0626 ndcg@50 : 0.0778
Fri 20 Oct 2023 05:23:28 INFO Saving current: saved/MISSRec-Oct-20-2023_05-20-22.pth
Fri 20 Oct 2023 05:23:28 INFO Discovering multi-modal user interest before 3-th epoch
Fri 20 Oct 2023 05:23:29 INFO Finish multi-modal interest discovery before 3-th epoch
Fri 20 Oct 2023 05:24:21 INFO epoch 3 training [time: 52.64s, train loss: 7297.4274]
Fri 20 Oct 2023 05:24:29 INFO epoch 3 evaluating [time: 7.42s, valid_score: 0.065800]
Fri 20 Oct 2023 05:24:29 INFO valid result:
hit@10 : 0.1081 hit@50 : 0.1788 ndcg@10 : 0.0658 ndcg@50 : 0.0809
Fri 20 Oct 2023 05:24:29 INFO Saving current: saved/MISSRec-Oct-20-2023_05-20-22.pth
Fri 20 Oct 2023 05:24:29 INFO Discovering multi-modal user interest before 4-th epoch
Fri 20 Oct 2023 05:24:29 INFO Finish multi-modal interest discovery before 4-th epoch
Fri 20 Oct 2023 05:25:22 INFO epoch 4 training [time: 53.10s, train loss: 7268.4796]
Fri 20 Oct 2023 05:25:30 INFO epoch 4 evaluating [time: 7.42s, valid_score: 0.065900]
Fri 20 Oct 2023 05:25:30 INFO valid result:
hit@10 : 0.1093 hit@50 : 0.1811 ndcg@10 : 0.0659 ndcg@50 : 0.0813
Fri 20 Oct 2023 05:25:31 INFO Saving current: saved/MISSRec-Oct-20-2023_05-20-22.pth
Fri 20 Oct 2023 05:25:31 INFO Discovering multi-modal user interest before 5-th epoch
Fri 20 Oct 2023 05:25:31 INFO Finish multi-modal interest discovery before 5-th epoch
Fri 20 Oct 2023 05:26:24 INFO epoch 5 training [time: 53.63s, train loss: 7246.9915]
Fri 20 Oct 2023 05:26:32 INFO epoch 5 evaluating [time: 7.64s, valid_score: 0.066800]
Fri 20 Oct 2023 05:26:32 INFO valid result:
hit@10 : 0.1097 hit@50 : 0.1803 ndcg@10 : 0.0668 ndcg@50 : 0.0819
Fri 20 Oct 2023 05:26:33 INFO Saving current: saved/MISSRec-Oct-20-2023_05-20-22.pth
Fri 20 Oct 2023 05:26:33 INFO Discovering multi-modal user interest before 6-th epoch
Fri 20 Oct 2023 05:26:33 INFO Finish multi-modal interest discovery before 6-th epoch
Fri 20 Oct 2023 05:27:27 INFO epoch 6 training [time: 53.81s, train loss: 7230.8968]
Fri 20 Oct 2023 05:27:34 INFO epoch 6 evaluating [time: 7.50s, valid_score: 0.067600]
Fri 20 Oct 2023 05:27:34 INFO valid result:
hit@10 : 0.1107 hit@50 : 0.1824 ndcg@10 : 0.0676 ndcg@50 : 0.083
Fri 20 Oct 2023 05:27:35 INFO Saving current: saved/MISSRec-Oct-20-2023_05-20-22.pth
Fri 20 Oct 2023 05:27:35 INFO Discovering multi-modal user interest before 7-th epoch
Fri 20 Oct 2023 05:27:35 INFO Finish multi-modal interest discovery before 7-th epoch
Fri 20 Oct 2023 05:28:28 INFO epoch 7 training [time: 53.15s, train loss: 7216.5694]
Fri 20 Oct 2023 05:28:35 INFO epoch 7 evaluating [time: 7.46s, valid_score: 0.068600]
Fri 20 Oct 2023 05:28:35 INFO valid result:
hit@10 : 0.1112 hit@50 : 0.1848 ndcg@10 : 0.0686 ndcg@50 : 0.0844
Fri 20 Oct 2023 05:28:36 INFO Saving current: saved/MISSRec-Oct-20-2023_05-20-22.pth
Fri 20 Oct 2023 05:28:36 INFO Discovering multi-modal user interest before 8-th epoch
Fri 20 Oct 2023 05:28:36 INFO Finish multi-modal interest discovery before 8-th epoch
Fri 20 Oct 2023 05:29:30 INFO epoch 8 training [time: 53.44s, train loss: 7204.8130]
Fri 20 Oct 2023 05:29:37 INFO epoch 8 evaluating [time: 7.54s, valid_score: 0.068500]
Fri 20 Oct 2023 05:29:37 INFO valid result:
hit@10 : 0.1112 hit@50 : 0.1831 ndcg@10 : 0.0685 ndcg@50 : 0.0839
Fri 20 Oct 2023 05:29:37 INFO Discovering multi-modal user interest before 9-th epoch
Fri 20 Oct 2023 05:29:37 INFO Finish multi-modal interest discovery before 9-th epoch
Fri 20 Oct 2023 05:30:30 INFO epoch 9 training [time: 53.29s, train loss: 7194.4630]
Fri 20 Oct 2023 05:30:38 INFO epoch 9 evaluating [time: 7.65s, valid_score: 0.070300]
Fri 20 Oct 2023 05:30:38 INFO valid result:
hit@10 : 0.1132 hit@50 : 0.1852 ndcg@10 : 0.0703 ndcg@50 : 0.0858
Fri 20 Oct 2023 05:30:39 INFO Saving current: saved/MISSRec-Oct-20-2023_05-20-22.pth
Fri 20 Oct 2023 05:30:39 INFO Discovering multi-modal user interest before 10-th epoch
Fri 20 Oct 2023 05:30:39 INFO Finish multi-modal interest discovery before 10-th epoch
Fri 20 Oct 2023 05:31:32 INFO epoch 10 training [time: 53.07s, train loss: 7185.5634]
Fri 20 Oct 2023 05:31:40 INFO epoch 10 evaluating [time: 7.60s, valid_score: 0.069900]
Fri 20 Oct 2023 05:31:40 INFO valid result:
hit@10 : 0.1128 hit@50 : 0.1857 ndcg@10 : 0.0699 ndcg@50 : 0.0855
Fri 20 Oct 2023 05:31:40 INFO Discovering multi-modal user interest before 11-th epoch
Fri 20 Oct 2023 05:31:40 INFO Finish multi-modal interest discovery before 11-th epoch
Fri 20 Oct 2023 05:32:32 INFO epoch 11 training [time: 52.73s, train loss: 7176.8250]
Fri 20 Oct 2023 05:32:40 INFO epoch 11 evaluating [time: 7.66s, valid_score: 0.070200]
Fri 20 Oct 2023 05:32:40 INFO valid result:
hit@10 : 0.1121 hit@50 : 0.1849 ndcg@10 : 0.0702 ndcg@50 : 0.0858
Fri 20 Oct 2023 05:32:40 INFO Discovering multi-modal user interest before 12-th epoch
Fri 20 Oct 2023 05:32:40 INFO Finish multi-modal interest discovery before 12-th epoch
Fri 20 Oct 2023 05:33:34 INFO epoch 12 training [time: 53.68s, train loss: 7170.5474]
Fri 20 Oct 2023 05:33:41 INFO epoch 12 evaluating [time: 7.53s, valid_score: 0.071200]
Fri 20 Oct 2023 05:33:41 INFO valid result:
hit@10 : 0.1144 hit@50 : 0.1871 ndcg@10 : 0.0712 ndcg@50 : 0.0867
Fri 20 Oct 2023 05:33:42 INFO Saving current: saved/MISSRec-Oct-20-2023_05-20-22.pth
Fri 20 Oct 2023 05:33:42 INFO Discovering multi-modal user interest before 13-th epoch
Fri 20 Oct 2023 05:33:42 INFO Finish multi-modal interest discovery before 13-th epoch
Fri 20 Oct 2023 05:34:35 INFO epoch 13 training [time: 53.07s, train loss: 7162.6682]
Fri 20 Oct 2023 05:34:43 INFO epoch 13 evaluating [time: 7.86s, valid_score: 0.071700]
Fri 20 Oct 2023 05:34:43 INFO valid result:
hit@10 : 0.1147 hit@50 : 0.1855 ndcg@10 : 0.0717 ndcg@50 : 0.0869
Fri 20 Oct 2023 05:34:44 INFO Saving current: saved/MISSRec-Oct-20-2023_05-20-22.pth
Fri 20 Oct 2023 05:34:44 INFO Discovering multi-modal user interest before 14-th epoch
Fri 20 Oct 2023 05:34:44 INFO Finish multi-modal interest discovery before 14-th epoch
Fri 20 Oct 2023 05:35:37 INFO epoch 14 training [time: 53.47s, train loss: 7156.4112]
Fri 20 Oct 2023 05:35:45 INFO epoch 14 evaluating [time: 7.63s, valid_score: 0.071000]
Fri 20 Oct 2023 05:35:45 INFO valid result:
hit@10 : 0.1145 hit@50 : 0.187 ndcg@10 : 0.071 ndcg@50 : 0.0865
Fri 20 Oct 2023 05:35:45 INFO Discovering multi-modal user interest before 15-th epoch
Fri 20 Oct 2023 05:35:45 INFO Finish multi-modal interest discovery before 15-th epoch
Fri 20 Oct 2023 05:36:39 INFO epoch 15 training [time: 54.02s, train loss: 7149.8777]
Fri 20 Oct 2023 05:36:46 INFO epoch 15 evaluating [time: 7.47s, valid_score: 0.071800]
Fri 20 Oct 2023 05:36:46 INFO valid result:
hit@10 : 0.1151 hit@50 : 0.1863 ndcg@10 : 0.0718 ndcg@50 : 0.0871
Fri 20 Oct 2023 05:36:47 INFO Saving current: saved/MISSRec-Oct-20-2023_05-20-22.pth
Fri 20 Oct 2023 05:36:47 INFO Discovering multi-modal user interest before 16-th epoch
Fri 20 Oct 2023 05:36:47 INFO Finish multi-modal interest discovery before 16-th epoch
Fri 20 Oct 2023 05:37:41 INFO epoch 16 training [time: 53.59s, train loss: 7145.6430]
Fri 20 Oct 2023 05:37:49 INFO epoch 16 evaluating [time: 7.78s, valid_score: 0.072400]
Fri 20 Oct 2023 05:37:49 INFO valid result:
hit@10 : 0.1158 hit@50 : 0.1879 ndcg@10 : 0.0724 ndcg@50 : 0.0879
Fri 20 Oct 2023 05:37:49 INFO Saving current: saved/MISSRec-Oct-20-2023_05-20-22.pth
Fri 20 Oct 2023 05:37:49 INFO Discovering multi-modal user interest before 17-th epoch
Fri 20 Oct 2023 05:37:49 INFO Finish multi-modal interest discovery before 17-th epoch
Fri 20 Oct 2023 05:38:44 INFO epoch 17 training [time: 54.80s, train loss: 7140.0931]
Fri 20 Oct 2023 05:38:52 INFO epoch 17 evaluating [time: 7.48s, valid_score: 0.072500]
Fri 20 Oct 2023 05:38:52 INFO valid result:
hit@10 : 0.1152 hit@50 : 0.1876 ndcg@10 : 0.0725 ndcg@50 : 0.088
Fri 20 Oct 2023 05:38:53 INFO Saving current: saved/MISSRec-Oct-20-2023_05-20-22.pth
Fri 20 Oct 2023 05:38:53 INFO Discovering multi-modal user interest before 18-th epoch
Fri 20 Oct 2023 05:38:53 INFO Finish multi-modal interest discovery before 18-th epoch
Fri 20 Oct 2023 05:39:46 INFO epoch 18 training [time: 53.35s, train loss: 7134.9118]
Fri 20 Oct 2023 05:39:53 INFO epoch 18 evaluating [time: 7.42s, valid_score: 0.072600]
Fri 20 Oct 2023 05:39:53 INFO valid result:
hit@10 : 0.1164 hit@50 : 0.1889 ndcg@10 : 0.0726 ndcg@50 : 0.0881
Fri 20 Oct 2023 05:39:54 INFO Saving current: saved/MISSRec-Oct-20-2023_05-20-22.pth
Fri 20 Oct 2023 05:39:54 INFO Discovering multi-modal user interest before 19-th epoch
Fri 20 Oct 2023 05:39:54 INFO Finish multi-modal interest discovery before 19-th epoch
Fri 20 Oct 2023 05:40:49 INFO epoch 19 training [time: 54.74s, train loss: 7131.1057]
Fri 20 Oct 2023 05:40:57 INFO epoch 19 evaluating [time: 7.95s, valid_score: 0.072800]
Fri 20 Oct 2023 05:40:57 INFO valid result:
hit@10 : 0.1158 hit@50 : 0.1877 ndcg@10 : 0.0728 ndcg@50 : 0.0882
Fri 20 Oct 2023 05:40:57 INFO Saving current: saved/MISSRec-Oct-20-2023_05-20-22.pth
Fri 20 Oct 2023 05:40:57 INFO Discovering multi-modal user interest before 20-th epoch
Fri 20 Oct 2023 05:40:58 INFO Finish multi-modal interest discovery before 20-th epoch
Fri 20 Oct 2023 05:41:52 INFO epoch 20 training [time: 54.12s, train loss: 7127.3739]
Fri 20 Oct 2023 05:41:59 INFO epoch 20 evaluating [time: 7.44s, valid_score: 0.073000]
Fri 20 Oct 2023 05:41:59 INFO valid result:
hit@10 : 0.1165 hit@50 : 0.1911 ndcg@10 : 0.073 ndcg@50 : 0.089
Fri 20 Oct 2023 05:42:00 INFO Saving current: saved/MISSRec-Oct-20-2023_05-20-22.pth
Fri 20 Oct 2023 05:42:00 INFO Discovering multi-modal user interest before 21-th epoch
Fri 20 Oct 2023 05:42:00 INFO Finish multi-modal interest discovery before 21-th epoch
Fri 20 Oct 2023 05:42:54 INFO epoch 21 training [time: 54.41s, train loss: 7123.0462]
Fri 20 Oct 2023 05:43:02 INFO epoch 21 evaluating [time: 7.64s, valid_score: 0.073600]
Fri 20 Oct 2023 05:43:02 INFO valid result:
hit@10 : 0.1171 hit@50 : 0.1894 ndcg@10 : 0.0736 ndcg@50 : 0.0891
Fri 20 Oct 2023 05:43:03 INFO Saving current: saved/MISSRec-Oct-20-2023_05-20-22.pth
Fri 20 Oct 2023 05:43:03 INFO Discovering multi-modal user interest before 22-th epoch
Fri 20 Oct 2023 05:43:03 INFO Finish multi-modal interest discovery before 22-th epoch
Fri 20 Oct 2023 05:43:56 INFO epoch 22 training [time: 53.38s, train loss: 7119.2853]
Fri 20 Oct 2023 05:44:04 INFO epoch 22 evaluating [time: 7.51s, valid_score: 0.073700]
Fri 20 Oct 2023 05:44:04 INFO valid result:
hit@10 : 0.1167 hit@50 : 0.1904 ndcg@10 : 0.0737 ndcg@50 : 0.0896
Fri 20 Oct 2023 05:44:04 INFO Saving current: saved/MISSRec-Oct-20-2023_05-20-22.pth
Fri 20 Oct 2023 05:44:04 INFO Discovering multi-modal user interest before 23-th epoch
Fri 20 Oct 2023 05:44:05 INFO Finish multi-modal interest discovery before 23-th epoch
Fri 20 Oct 2023 05:44:57 INFO epoch 23 training [time: 52.97s, train loss: 7116.3959]
Fri 20 Oct 2023 05:45:05 INFO epoch 23 evaluating [time: 7.38s, valid_score: 0.074800]
Fri 20 Oct 2023 05:45:05 INFO valid result:
hit@10 : 0.1181 hit@50 : 0.1896 ndcg@10 : 0.0748 ndcg@50 : 0.0901
Fri 20 Oct 2023 05:45:06 INFO Saving current: saved/MISSRec-Oct-20-2023_05-20-22.pth
Fri 20 Oct 2023 05:45:06 INFO Discovering multi-modal user interest before 24-th epoch
Fri 20 Oct 2023 05:45:06 INFO Finish multi-modal interest discovery before 24-th epoch
Fri 20 Oct 2023 05:45:58 INFO epoch 24 training [time: 52.57s, train loss: 7114.0362]
Fri 20 Oct 2023 05:46:06 INFO epoch 24 evaluating [time: 7.38s, valid_score: 0.074300]
Fri 20 Oct 2023 05:46:06 INFO valid result:
hit@10 : 0.1177 hit@50 : 0.1892 ndcg@10 : 0.0743 ndcg@50 : 0.0896
Fri 20 Oct 2023 05:46:06 INFO Discovering multi-modal user interest before 25-th epoch
Fri 20 Oct 2023 05:46:06 INFO Finish multi-modal interest discovery before 25-th epoch
Fri 20 Oct 2023 05:46:59 INFO epoch 25 training [time: 53.23s, train loss: 7110.5324]
Fri 20 Oct 2023 05:47:06 INFO epoch 25 evaluating [time: 7.48s, valid_score: 0.074700]
Fri 20 Oct 2023 05:47:06 INFO valid result:
hit@10 : 0.1183 hit@50 : 0.1901 ndcg@10 : 0.0747 ndcg@50 : 0.0901
Fri 20 Oct 2023 05:47:06 INFO Discovering multi-modal user interest before 26-th epoch
Fri 20 Oct 2023 05:47:06 INFO Finish multi-modal interest discovery before 26-th epoch
Fri 20 Oct 2023 05:47:59 INFO epoch 26 training [time: 52.56s, train loss: 7105.9376]
Fri 20 Oct 2023 05:48:06 INFO epoch 26 evaluating [time: 7.62s, valid_score: 0.074300]
Fri 20 Oct 2023 05:48:06 INFO valid result:
hit@10 : 0.1182 hit@50 : 0.1914 ndcg@10 : 0.0743 ndcg@50 : 0.09
Fri 20 Oct 2023 05:48:06 INFO Discovering multi-modal user interest before 27-th epoch
Fri 20 Oct 2023 05:48:07 INFO Finish multi-modal interest discovery before 27-th epoch
Fri 20 Oct 2023 05:49:00 INFO epoch 27 training [time: 53.47s, train loss: 7106.0503]
Fri 20 Oct 2023 05:49:07 INFO epoch 27 evaluating [time: 7.38s, valid_score: 0.074000]
Fri 20 Oct 2023 05:49:07 INFO valid result:
hit@10 : 0.1174 hit@50 : 0.189 ndcg@10 : 0.074 ndcg@50 : 0.0894
Fri 20 Oct 2023 05:49:07 INFO Discovering multi-modal user interest before 28-th epoch
Fri 20 Oct 2023 05:49:07 INFO Finish multi-modal interest discovery before 28-th epoch
Fri 20 Oct 2023 05:50:00 INFO epoch 28 training [time: 52.95s, train loss: 7102.6527]
Fri 20 Oct 2023 05:50:08 INFO epoch 28 evaluating [time: 7.42s, valid_score: 0.074800]
Fri 20 Oct 2023 05:50:08 INFO valid result:
hit@10 : 0.1187 hit@50 : 0.192 ndcg@10 : 0.0748 ndcg@50 : 0.0905
Fri 20 Oct 2023 05:50:08 INFO Saving current: saved/MISSRec-Oct-20-2023_05-20-22.pth
Fri 20 Oct 2023 05:50:08 INFO Discovering multi-modal user interest before 29-th epoch
Fri 20 Oct 2023 05:50:09 INFO Finish multi-modal interest discovery before 29-th epoch
Fri 20 Oct 2023 05:51:01 INFO epoch 29 training [time: 53.00s, train loss: 7098.8636]
Fri 20 Oct 2023 05:51:09 INFO epoch 29 evaluating [time: 7.36s, valid_score: 0.074600]
Fri 20 Oct 2023 05:51:09 INFO valid result:
hit@10 : 0.1177 hit@50 : 0.19 ndcg@10 : 0.0746 ndcg@50 : 0.0901
Fri 20 Oct 2023 05:51:09 INFO Discovering multi-modal user interest before 30-th epoch
Fri 20 Oct 2023 05:51:09 INFO Finish multi-modal interest discovery before 30-th epoch
Fri 20 Oct 2023 05:52:02 INFO epoch 30 training [time: 53.22s, train loss: 7097.5395]
Fri 20 Oct 2023 05:52:09 INFO epoch 30 evaluating [time: 7.41s, valid_score: 0.074100]
Fri 20 Oct 2023 05:52:09 INFO valid result:
hit@10 : 0.118 hit@50 : 0.1922 ndcg@10 : 0.0741 ndcg@50 : 0.09
Fri 20 Oct 2023 05:52:09 INFO Discovering multi-modal user interest before 31-th epoch
Fri 20 Oct 2023 05:52:10 INFO Finish multi-modal interest discovery before 31-th epoch
Fri 20 Oct 2023 05:53:02 INFO epoch 31 training [time: 52.74s, train loss: 7094.4750]
Fri 20 Oct 2023 05:53:10 INFO epoch 31 evaluating [time: 7.66s, valid_score: 0.075400]
Fri 20 Oct 2023 05:53:10 INFO valid result:
hit@10 : 0.1194 hit@50 : 0.1925 ndcg@10 : 0.0754 ndcg@50 : 0.091
Fri 20 Oct 2023 05:53:11 INFO Saving current: saved/MISSRec-Oct-20-2023_05-20-22.pth
Fri 20 Oct 2023 05:53:11 INFO Discovering multi-modal user interest before 32-th epoch
Fri 20 Oct 2023 05:53:11 INFO Finish multi-modal interest discovery before 32-th epoch
Fri 20 Oct 2023 05:54:03 INFO epoch 32 training [time: 52.71s, train loss: 7093.1718]
Fri 20 Oct 2023 05:54:11 INFO epoch 32 evaluating [time: 7.41s, valid_score: 0.074900]
Fri 20 Oct 2023 05:54:11 INFO valid result:
hit@10 : 0.1191 hit@50 : 0.1904 ndcg@10 : 0.0749 ndcg@50 : 0.0903
Fri 20 Oct 2023 05:54:11 INFO Discovering multi-modal user interest before 33-th epoch
Fri 20 Oct 2023 05:54:11 INFO Finish multi-modal interest discovery before 33-th epoch
Fri 20 Oct 2023 05:55:04 INFO epoch 33 training [time: 53.32s, train loss: 7090.6066]
Fri 20 Oct 2023 05:55:12 INFO epoch 33 evaluating [time: 7.42s, valid_score: 0.075300]
Fri 20 Oct 2023 05:55:12 INFO valid result:
hit@10 : 0.1192 hit@50 : 0.1927 ndcg@10 : 0.0753 ndcg@50 : 0.0911
Fri 20 Oct 2023 05:55:12 INFO Discovering multi-modal user interest before 34-th epoch
Fri 20 Oct 2023 05:55:12 INFO Finish multi-modal interest discovery before 34-th epoch
Fri 20 Oct 2023 05:56:05 INFO epoch 34 training [time: 53.00s, train loss: 7088.7576]
Fri 20 Oct 2023 05:56:12 INFO epoch 34 evaluating [time: 7.42s, valid_score: 0.074900]
Fri 20 Oct 2023 05:56:12 INFO valid result:
hit@10 : 0.1192 hit@50 : 0.1906 ndcg@10 : 0.0749 ndcg@50 : 0.0902
Fri 20 Oct 2023 05:56:12 INFO Discovering multi-modal user interest before 35-th epoch
Fri 20 Oct 2023 05:56:12 INFO Finish multi-modal interest discovery before 35-th epoch
Fri 20 Oct 2023 05:57:05 INFO epoch 35 training [time: 53.06s, train loss: 7087.5019]
Fri 20 Oct 2023 05:57:12 INFO epoch 35 evaluating [time: 7.35s, valid_score: 0.074900]
Fri 20 Oct 2023 05:57:12 INFO valid result:
hit@10 : 0.1179 hit@50 : 0.1922 ndcg@10 : 0.0749 ndcg@50 : 0.0908
Fri 20 Oct 2023 05:57:12 INFO Discovering multi-modal user interest before 36-th epoch
Fri 20 Oct 2023 05:57:12 INFO Finish multi-modal interest discovery before 36-th epoch
Fri 20 Oct 2023 05:58:06 INFO epoch 36 training [time: 53.19s, train loss: 7085.2610]
Fri 20 Oct 2023 05:58:13 INFO epoch 36 evaluating [time: 7.35s, valid_score: 0.075100]
Fri 20 Oct 2023 05:58:13 INFO valid result:
hit@10 : 0.1186 hit@50 : 0.1926 ndcg@10 : 0.0751 ndcg@50 : 0.091
Fri 20 Oct 2023 05:58:13 INFO Discovering multi-modal user interest before 37-th epoch
Fri 20 Oct 2023 05:58:13 INFO Finish multi-modal interest discovery before 37-th epoch
Fri 20 Oct 2023 05:59:06 INFO epoch 37 training [time: 52.78s, train loss: 7083.1162]
Fri 20 Oct 2023 05:59:13 INFO epoch 37 evaluating [time: 7.37s, valid_score: 0.075700]
Fri 20 Oct 2023 05:59:13 INFO valid result:
hit@10 : 0.1188 hit@50 : 0.1927 ndcg@10 : 0.0757 ndcg@50 : 0.0916
Fri 20 Oct 2023 05:59:14 INFO Saving current: saved/MISSRec-Oct-20-2023_05-20-22.pth
Fri 20 Oct 2023 05:59:14 INFO Discovering multi-modal user interest before 38-th epoch
Fri 20 Oct 2023 05:59:14 INFO Finish multi-modal interest discovery before 38-th epoch
Fri 20 Oct 2023 06:00:07 INFO epoch 38 training [time: 53.20s, train loss: 7080.5930]
Fri 20 Oct 2023 06:00:14 INFO epoch 38 evaluating [time: 7.33s, valid_score: 0.075600]
Fri 20 Oct 2023 06:00:14 INFO valid result:
hit@10 : 0.1195 hit@50 : 0.1927 ndcg@10 : 0.0756 ndcg@50 : 0.0913
Fri 20 Oct 2023 06:00:14 INFO Discovering multi-modal user interest before 39-th epoch
Fri 20 Oct 2023 06:00:15 INFO Finish multi-modal interest discovery before 39-th epoch
Fri 20 Oct 2023 06:01:07 INFO epoch 39 training [time: 53.03s, train loss: 7078.1047]
Fri 20 Oct 2023 06:01:15 INFO epoch 39 evaluating [time: 7.59s, valid_score: 0.075600]
Fri 20 Oct 2023 06:01:15 INFO valid result:
hit@10 : 0.1195 hit@50 : 0.1932 ndcg@10 : 0.0756 ndcg@50 : 0.0914
Fri 20 Oct 2023 06:01:15 INFO Discovering multi-modal user interest before 40-th epoch
Fri 20 Oct 2023 06:01:15 INFO Finish multi-modal interest discovery before 40-th epoch
Fri 20 Oct 2023 06:02:08 INFO epoch 40 training [time: 53.16s, train loss: 7077.2154]
Fri 20 Oct 2023 06:02:16 INFO epoch 40 evaluating [time: 7.36s, valid_score: 0.075900]
Fri 20 Oct 2023 06:02:16 INFO valid result:
hit@10 : 0.1191 hit@50 : 0.1932 ndcg@10 : 0.0759 ndcg@50 : 0.0917
Fri 20 Oct 2023 06:02:16 INFO Saving current: saved/MISSRec-Oct-20-2023_05-20-22.pth
Fri 20 Oct 2023 06:02:16 INFO Discovering multi-modal user interest before 41-th epoch
Fri 20 Oct 2023 06:02:16 INFO Finish multi-modal interest discovery before 41-th epoch
Fri 20 Oct 2023 06:03:09 INFO epoch 41 training [time: 53.11s, train loss: 7076.8111]
Fri 20 Oct 2023 06:03:17 INFO epoch 41 evaluating [time: 7.37s, valid_score: 0.075600]
Fri 20 Oct 2023 06:03:17 INFO valid result:
hit@10 : 0.1194 hit@50 : 0.1923 ndcg@10 : 0.0756 ndcg@50 : 0.0912
Fri 20 Oct 2023 06:03:17 INFO Discovering multi-modal user interest before 42-th epoch
Fri 20 Oct 2023 06:03:17 INFO Finish multi-modal interest discovery before 42-th epoch
Fri 20 Oct 2023 06:04:10 INFO epoch 42 training [time: 53.36s, train loss: 7074.1289]
Fri 20 Oct 2023 06:04:18 INFO epoch 42 evaluating [time: 7.36s, valid_score: 0.075500]
Fri 20 Oct 2023 06:04:18 INFO valid result:
hit@10 : 0.1192 hit@50 : 0.1929 ndcg@10 : 0.0755 ndcg@50 : 0.0913
Fri 20 Oct 2023 06:04:18 INFO Discovering multi-modal user interest before 43-th epoch
Fri 20 Oct 2023 06:04:18 INFO Finish multi-modal interest discovery before 43-th epoch
Fri 20 Oct 2023 06:05:11 INFO epoch 43 training [time: 53.38s, train loss: 7073.5864]
Fri 20 Oct 2023 06:05:18 INFO epoch 43 evaluating [time: 7.37s, valid_score: 0.075600]
Fri 20 Oct 2023 06:05:18 INFO valid result:
hit@10 : 0.12 hit@50 : 0.1925 ndcg@10 : 0.0756 ndcg@50 : 0.0911
Fri 20 Oct 2023 06:05:18 INFO Discovering multi-modal user interest before 44-th epoch
Fri 20 Oct 2023 06:05:18 INFO Finish multi-modal interest discovery before 44-th epoch
Fri 20 Oct 2023 06:06:12 INFO epoch 44 training [time: 53.22s, train loss: 7070.9344]
Fri 20 Oct 2023 06:06:19 INFO epoch 44 evaluating [time: 7.61s, valid_score: 0.075900]
Fri 20 Oct 2023 06:06:19 INFO valid result:
hit@10 : 0.1201 hit@50 : 0.1923 ndcg@10 : 0.0759 ndcg@50 : 0.0914
Fri 20 Oct 2023 06:06:20 INFO Saving current: saved/MISSRec-Oct-20-2023_05-20-22.pth
Fri 20 Oct 2023 06:06:20 INFO Discovering multi-modal user interest before 45-th epoch
Fri 20 Oct 2023 06:06:20 INFO Finish multi-modal interest discovery before 45-th epoch
Fri 20 Oct 2023 06:07:13 INFO epoch 45 training [time: 53.31s, train loss: 7070.1237]
Fri 20 Oct 2023 06:07:21 INFO epoch 45 evaluating [time: 7.35s, valid_score: 0.076100]
Fri 20 Oct 2023 06:07:21 INFO valid result:
hit@10 : 0.12 hit@50 : 0.1926 ndcg@10 : 0.0761 ndcg@50 : 0.0917
Fri 20 Oct 2023 06:07:21 INFO Saving current: saved/MISSRec-Oct-20-2023_05-20-22.pth
Fri 20 Oct 2023 06:07:21 INFO Discovering multi-modal user interest before 46-th epoch
Fri 20 Oct 2023 06:07:22 INFO Finish multi-modal interest discovery before 46-th epoch
Fri 20 Oct 2023 06:08:15 INFO epoch 46 training [time: 53.99s, train loss: 7068.9182]
Fri 20 Oct 2023 06:08:23 INFO epoch 46 evaluating [time: 7.34s, valid_score: 0.075900]
Fri 20 Oct 2023 06:08:23 INFO valid result:
hit@10 : 0.1196 hit@50 : 0.1928 ndcg@10 : 0.0759 ndcg@50 : 0.0916
Fri 20 Oct 2023 06:08:23 INFO Discovering multi-modal user interest before 47-th epoch
Fri 20 Oct 2023 06:08:23 INFO Finish multi-modal interest discovery before 47-th epoch
Fri 20 Oct 2023 06:09:16 INFO epoch 47 training [time: 53.02s, train loss: 7067.9937]
Fri 20 Oct 2023 06:09:23 INFO epoch 47 evaluating [time: 7.34s, valid_score: 0.076400]
Fri 20 Oct 2023 06:09:23 INFO valid result:
hit@10 : 0.1206 hit@50 : 0.193 ndcg@10 : 0.0764 ndcg@50 : 0.092
Fri 20 Oct 2023 06:09:24 INFO Saving current: saved/MISSRec-Oct-20-2023_05-20-22.pth
Fri 20 Oct 2023 06:09:24 INFO Discovering multi-modal user interest before 48-th epoch
Fri 20 Oct 2023 06:09:24 INFO Finish multi-modal interest discovery before 48-th epoch
Fri 20 Oct 2023 06:10:17 INFO epoch 48 training [time: 53.29s, train loss: 7065.9064]
Fri 20 Oct 2023 06:10:25 INFO epoch 48 evaluating [time: 7.35s, valid_score: 0.076300]
Fri 20 Oct 2023 06:10:25 INFO valid result:
hit@10 : 0.1205 hit@50 : 0.1925 ndcg@10 : 0.0763 ndcg@50 : 0.0918
Fri 20 Oct 2023 06:10:25 INFO Discovering multi-modal user interest before 49-th epoch
Fri 20 Oct 2023 06:10:25 INFO Finish multi-modal interest discovery before 49-th epoch
Fri 20 Oct 2023 06:11:18 INFO epoch 49 training [time: 53.43s, train loss: 7064.6128]
Fri 20 Oct 2023 06:11:26 INFO epoch 49 evaluating [time: 7.63s, valid_score: 0.077100]
Fri 20 Oct 2023 06:11:26 INFO valid result:
hit@10 : 0.1212 hit@50 : 0.1932 ndcg@10 : 0.0771 ndcg@50 : 0.0925
Fri 20 Oct 2023 06:11:26 INFO Saving current: saved/MISSRec-Oct-20-2023_05-20-22.pth
Fri 20 Oct 2023 06:11:26 INFO Discovering multi-modal user interest before 50-th epoch
Fri 20 Oct 2023 06:11:27 INFO Finish multi-modal interest discovery before 50-th epoch
Fri 20 Oct 2023 06:12:20 INFO epoch 50 training [time: 53.73s, train loss: 7063.5171]
Fri 20 Oct 2023 06:12:28 INFO epoch 50 evaluating [time: 7.34s, valid_score: 0.076300]
Fri 20 Oct 2023 06:12:28 INFO valid result:
hit@10 : 0.1206 hit@50 : 0.1926 ndcg@10 : 0.0763 ndcg@50 : 0.0917
Fri 20 Oct 2023 06:12:28 INFO Discovering multi-modal user interest before 51-th epoch
Fri 20 Oct 2023 06:12:28 INFO Finish multi-modal interest discovery before 51-th epoch
Fri 20 Oct 2023 06:13:21 INFO epoch 51 training [time: 53.91s, train loss: 7063.8704]
Fri 20 Oct 2023 06:13:29 INFO epoch 51 evaluating [time: 7.35s, valid_score: 0.076300]
Fri 20 Oct 2023 06:13:29 INFO valid result:
hit@10 : 0.1211 hit@50 : 0.1931 ndcg@10 : 0.0763 ndcg@50 : 0.0918
Fri 20 Oct 2023 06:13:29 INFO Discovering multi-modal user interest before 52-th epoch
Fri 20 Oct 2023 06:13:29 INFO Finish multi-modal interest discovery before 52-th epoch
Fri 20 Oct 2023 06:14:22 INFO epoch 52 training [time: 53.23s, train loss: 7062.5269]
Fri 20 Oct 2023 06:14:29 INFO epoch 52 evaluating [time: 7.35s, valid_score: 0.075300]
Fri 20 Oct 2023 06:14:29 INFO valid result:
hit@10 : 0.1188 hit@50 : 0.1925 ndcg@10 : 0.0753 ndcg@50 : 0.0911
Fri 20 Oct 2023 06:14:29 INFO Discovering multi-modal user interest before 53-th epoch
Fri 20 Oct 2023 06:14:29 INFO Finish multi-modal interest discovery before 53-th epoch
Fri 20 Oct 2023 06:15:23 INFO epoch 53 training [time: 53.41s, train loss: 7060.8519]
Fri 20 Oct 2023 06:15:30 INFO epoch 53 evaluating [time: 7.34s, valid_score: 0.076900]
Fri 20 Oct 2023 06:15:30 INFO valid result:
hit@10 : 0.1212 hit@50 : 0.1948 ndcg@10 : 0.0769 ndcg@50 : 0.0927
Fri 20 Oct 2023 06:15:30 INFO Discovering multi-modal user interest before 54-th epoch
Fri 20 Oct 2023 06:15:30 INFO Finish multi-modal interest discovery before 54-th epoch
Fri 20 Oct 2023 06:16:24 INFO epoch 54 training [time: 53.81s, train loss: 7059.3395]
Fri 20 Oct 2023 06:16:32 INFO epoch 54 evaluating [time: 7.59s, valid_score: 0.076300]
Fri 20 Oct 2023 06:16:32 INFO valid result:
hit@10 : 0.1208 hit@50 : 0.1955 ndcg@10 : 0.0763 ndcg@50 : 0.0923
Fri 20 Oct 2023 06:16:32 INFO Discovering multi-modal user interest before 55-th epoch
Fri 20 Oct 2023 06:16:32 INFO Finish multi-modal interest discovery before 55-th epoch
Fri 20 Oct 2023 06:17:25 INFO epoch 55 training [time: 53.78s, train loss: 7059.2189]
Fri 20 Oct 2023 06:17:33 INFO epoch 55 evaluating [time: 7.38s, valid_score: 0.076800]
Fri 20 Oct 2023 06:17:33 INFO valid result:
hit@10 : 0.121 hit@50 : 0.1936 ndcg@10 : 0.0768 ndcg@50 : 0.0923
Fri 20 Oct 2023 06:17:33 INFO Discovering multi-modal user interest before 56-th epoch
Fri 20 Oct 2023 06:17:33 INFO Finish multi-modal interest discovery before 56-th epoch
Fri 20 Oct 2023 06:18:26 INFO epoch 56 training [time: 53.78s, train loss: 7056.5519]
Fri 20 Oct 2023 06:18:34 INFO epoch 56 evaluating [time: 7.41s, valid_score: 0.076200]
Fri 20 Oct 2023 06:18:34 INFO valid result:
hit@10 : 0.1206 hit@50 : 0.1934 ndcg@10 : 0.0762 ndcg@50 : 0.0918
Fri 20 Oct 2023 06:18:34 INFO Discovering multi-modal user interest before 57-th epoch
Fri 20 Oct 2023 06:18:34 INFO Finish multi-modal interest discovery before 57-th epoch
Fri 20 Oct 2023 06:19:28 INFO epoch 57 training [time: 54.15s, train loss: 7056.1510]
Fri 20 Oct 2023 06:19:36 INFO epoch 57 evaluating [time: 7.48s, valid_score: 0.077000]
Fri 20 Oct 2023 06:19:36 INFO valid result:
hit@10 : 0.1212 hit@50 : 0.1937 ndcg@10 : 0.077 ndcg@50 : 0.0926
Fri 20 Oct 2023 06:19:36 INFO Discovering multi-modal user interest before 58-th epoch
Fri 20 Oct 2023 06:19:36 INFO Finish multi-modal interest discovery before 58-th epoch
Fri 20 Oct 2023 06:20:29 INFO epoch 58 training [time: 53.53s, train loss: 7056.0571]
Fri 20 Oct 2023 06:20:37 INFO epoch 58 evaluating [time: 7.55s, valid_score: 0.076600]
Fri 20 Oct 2023 06:20:37 INFO valid result:
hit@10 : 0.1207 hit@50 : 0.1931 ndcg@10 : 0.0766 ndcg@50 : 0.0921
Fri 20 Oct 2023 06:20:37 INFO Discovering multi-modal user interest before 59-th epoch
Fri 20 Oct 2023 06:20:37 INFO Finish multi-modal interest discovery before 59-th epoch
Fri 20 Oct 2023 06:21:31 INFO epoch 59 training [time: 54.47s, train loss: 7054.4826]
Fri 20 Oct 2023 06:21:38 INFO epoch 59 evaluating [time: 7.40s, valid_score: 0.076400]
Fri 20 Oct 2023 06:21:38 INFO valid result:
hit@10 : 0.1205 hit@50 : 0.1923 ndcg@10 : 0.0764 ndcg@50 : 0.0918
Fri 20 Oct 2023 06:21:38 INFO Discovering multi-modal user interest before 60-th epoch
Fri 20 Oct 2023 06:21:39 INFO Finish multi-modal interest discovery before 60-th epoch
Fri 20 Oct 2023 06:22:32 INFO epoch 60 training [time: 53.07s, train loss: 7052.9125]
Fri 20 Oct 2023 06:22:39 INFO epoch 60 evaluating [time: 7.37s, valid_score: 0.077100]
Fri 20 Oct 2023 06:22:39 INFO valid result:
hit@10 : 0.1209 hit@50 : 0.1954 ndcg@10 : 0.0771 ndcg@50 : 0.0931
Fri 20 Oct 2023 06:22:40 INFO Saving current: saved/MISSRec-Oct-20-2023_05-20-22.pth
Fri 20 Oct 2023 06:22:40 INFO Discovering multi-modal user interest before 61-th epoch
Fri 20 Oct 2023 06:22:40 INFO Finish multi-modal interest discovery before 61-th epoch
Fri 20 Oct 2023 06:23:33 INFO epoch 61 training [time: 53.71s, train loss: 7052.8254]
Fri 20 Oct 2023 06:23:41 INFO epoch 61 evaluating [time: 7.34s, valid_score: 0.076700]
Fri 20 Oct 2023 06:23:41 INFO valid result:
hit@10 : 0.1207 hit@50 : 0.1926 ndcg@10 : 0.0767 ndcg@50 : 0.0922
Fri 20 Oct 2023 06:23:41 INFO Discovering multi-modal user interest before 62-th epoch
Fri 20 Oct 2023 06:23:41 INFO Finish multi-modal interest discovery before 62-th epoch
Fri 20 Oct 2023 06:24:34 INFO epoch 62 training [time: 53.18s, train loss: 7052.5942]
Fri 20 Oct 2023 06:24:42 INFO epoch 62 evaluating [time: 7.57s, valid_score: 0.076700]
Fri 20 Oct 2023 06:24:42 INFO valid result:
hit@10 : 0.1202 hit@50 : 0.1947 ndcg@10 : 0.0767 ndcg@50 : 0.0927
Fri 20 Oct 2023 06:24:42 INFO Discovering multi-modal user interest before 63-th epoch
Fri 20 Oct 2023 06:24:42 INFO Finish multi-modal interest discovery before 63-th epoch
Fri 20 Oct 2023 06:25:35 INFO epoch 63 training [time: 53.36s, train loss: 7050.4653]
Fri 20 Oct 2023 06:25:42 INFO epoch 63 evaluating [time: 7.36s, valid_score: 0.076900]
Fri 20 Oct 2023 06:25:42 INFO valid result:
hit@10 : 0.1215 hit@50 : 0.195 ndcg@10 : 0.0769 ndcg@50 : 0.0927
Fri 20 Oct 2023 06:25:42 INFO Discovering multi-modal user interest before 64-th epoch
Fri 20 Oct 2023 06:25:42 INFO Finish multi-modal interest discovery before 64-th epoch
Fri 20 Oct 2023 06:26:36 INFO epoch 64 training [time: 53.71s, train loss: 7049.8160]
Fri 20 Oct 2023 06:26:43 INFO epoch 64 evaluating [time: 7.35s, valid_score: 0.077200]
Fri 20 Oct 2023 06:26:43 INFO valid result:
hit@10 : 0.1217 hit@50 : 0.1939 ndcg@10 : 0.0772 ndcg@50 : 0.0927
Fri 20 Oct 2023 06:26:44 INFO Saving current: saved/MISSRec-Oct-20-2023_05-20-22.pth
Fri 20 Oct 2023 06:26:44 INFO Discovering multi-modal user interest before 65-th epoch
Fri 20 Oct 2023 06:26:44 INFO Finish multi-modal interest discovery before 65-th epoch
Fri 20 Oct 2023 06:27:38 INFO epoch 65 training [time: 53.49s, train loss: 7048.1354]
Fri 20 Oct 2023 06:27:45 INFO epoch 65 evaluating [time: 7.55s, valid_score: 0.076800]
Fri 20 Oct 2023 06:27:45 INFO valid result:
hit@10 : 0.1211 hit@50 : 0.193 ndcg@10 : 0.0768 ndcg@50 : 0.0923
Fri 20 Oct 2023 06:27:45 INFO Discovering multi-modal user interest before 66-th epoch
Fri 20 Oct 2023 06:27:45 INFO Finish multi-modal interest discovery before 66-th epoch
Fri 20 Oct 2023 06:28:39 INFO epoch 66 training [time: 54.14s, train loss: 7048.3945]
Fri 20 Oct 2023 06:28:47 INFO epoch 66 evaluating [time: 7.37s, valid_score: 0.077600]
Fri 20 Oct 2023 06:28:47 INFO valid result:
hit@10 : 0.1219 hit@50 : 0.1929 ndcg@10 : 0.0776 ndcg@50 : 0.0928
Fri 20 Oct 2023 06:28:47 INFO Saving current: saved/MISSRec-Oct-20-2023_05-20-22.pth
Fri 20 Oct 2023 06:28:47 INFO Discovering multi-modal user interest before 67-th epoch
Fri 20 Oct 2023 06:28:48 INFO Finish multi-modal interest discovery before 67-th epoch
Fri 20 Oct 2023 06:29:41 INFO epoch 67 training [time: 53.89s, train loss: 7047.4876]
Fri 20 Oct 2023 06:29:49 INFO epoch 67 evaluating [time: 7.37s, valid_score: 0.077200]
Fri 20 Oct 2023 06:29:49 INFO valid result:
hit@10 : 0.1208 hit@50 : 0.1943 ndcg@10 : 0.0772 ndcg@50 : 0.0929
Fri 20 Oct 2023 06:29:49 INFO Discovering multi-modal user interest before 68-th epoch
Fri 20 Oct 2023 06:29:49 INFO Finish multi-modal interest discovery before 68-th epoch
Fri 20 Oct 2023 06:30:42 INFO epoch 68 training [time: 53.26s, train loss: 7046.6068]
Fri 20 Oct 2023 06:30:49 INFO epoch 68 evaluating [time: 7.34s, valid_score: 0.076800]
Fri 20 Oct 2023 06:30:49 INFO valid result:
hit@10 : 0.1204 hit@50 : 0.1935 ndcg@10 : 0.0768 ndcg@50 : 0.0924
Fri 20 Oct 2023 06:30:49 INFO Discovering multi-modal user interest before 69-th epoch
Fri 20 Oct 2023 06:30:49 INFO Finish multi-modal interest discovery before 69-th epoch
Fri 20 Oct 2023 06:31:43 INFO epoch 69 training [time: 53.58s, train loss: 7044.8678]
Fri 20 Oct 2023 06:31:50 INFO epoch 69 evaluating [time: 7.33s, valid_score: 0.076900]
Fri 20 Oct 2023 06:31:50 INFO valid result:
hit@10 : 0.1215 hit@50 : 0.195 ndcg@10 : 0.0769 ndcg@50 : 0.0927
Fri 20 Oct 2023 06:31:50 INFO Discovering multi-modal user interest before 70-th epoch
Fri 20 Oct 2023 06:31:50 INFO Finish multi-modal interest discovery before 70-th epoch
Fri 20 Oct 2023 06:32:43 INFO epoch 70 training [time: 53.17s, train loss: 7045.7572]
Fri 20 Oct 2023 06:32:51 INFO epoch 70 evaluating [time: 7.54s, valid_score: 0.078100]
Fri 20 Oct 2023 06:32:51 INFO valid result:
hit@10 : 0.1227 hit@50 : 0.1961 ndcg@10 : 0.0781 ndcg@50 : 0.0938
Fri 20 Oct 2023 06:32:52 INFO Saving current: saved/MISSRec-Oct-20-2023_05-20-22.pth
Fri 20 Oct 2023 06:32:52 INFO Discovering multi-modal user interest before 71-th epoch
Fri 20 Oct 2023 06:32:52 INFO Finish multi-modal interest discovery before 71-th epoch
Fri 20 Oct 2023 06:33:46 INFO epoch 71 training [time: 53.84s, train loss: 7045.4225]
Fri 20 Oct 2023 06:33:53 INFO epoch 71 evaluating [time: 7.46s, valid_score: 0.077400]
Fri 20 Oct 2023 06:33:53 INFO valid result:
hit@10 : 0.1214 hit@50 : 0.1938 ndcg@10 : 0.0774 ndcg@50 : 0.0929
Fri 20 Oct 2023 06:33:53 INFO Discovering multi-modal user interest before 72-th epoch
Fri 20 Oct 2023 06:33:53 INFO Finish multi-modal interest discovery before 72-th epoch
Fri 20 Oct 2023 06:34:47 INFO epoch 72 training [time: 53.62s, train loss: 7044.5525]
Fri 20 Oct 2023 06:34:54 INFO epoch 72 evaluating [time: 7.33s, valid_score: 0.077200]
Fri 20 Oct 2023 06:34:54 INFO valid result:
hit@10 : 0.1219 hit@50 : 0.1941 ndcg@10 : 0.0772 ndcg@50 : 0.0927
Fri 20 Oct 2023 06:34:54 INFO Discovering multi-modal user interest before 73-th epoch
Fri 20 Oct 2023 06:34:54 INFO Finish multi-modal interest discovery before 73-th epoch
Fri 20 Oct 2023 06:35:48 INFO epoch 73 training [time: 54.21s, train loss: 7042.9946]
Fri 20 Oct 2023 06:35:56 INFO epoch 73 evaluating [time: 7.36s, valid_score: 0.077300]
Fri 20 Oct 2023 06:35:56 INFO valid result:
hit@10 : 0.1218 hit@50 : 0.1956 ndcg@10 : 0.0773 ndcg@50 : 0.0932
Fri 20 Oct 2023 06:35:56 INFO Discovering multi-modal user interest before 74-th epoch
Fri 20 Oct 2023 06:35:56 INFO Finish multi-modal interest discovery before 74-th epoch
Fri 20 Oct 2023 06:36:50 INFO epoch 74 training [time: 54.23s, train loss: 7041.7283]
Fri 20 Oct 2023 06:36:57 INFO epoch 74 evaluating [time: 7.39s, valid_score: 0.077100]
Fri 20 Oct 2023 06:36:57 INFO valid result:
hit@10 : 0.1215 hit@50 : 0.1947 ndcg@10 : 0.0771 ndcg@50 : 0.0928
Fri 20 Oct 2023 06:36:57 INFO Discovering multi-modal user interest before 75-th epoch
Fri 20 Oct 2023 06:36:57 INFO Finish multi-modal interest discovery before 75-th epoch
Fri 20 Oct 2023 06:37:52 INFO epoch 75 training [time: 54.60s, train loss: 7041.9161]
Fri 20 Oct 2023 06:37:59 INFO epoch 75 evaluating [time: 7.44s, valid_score: 0.077100]
Fri 20 Oct 2023 06:37:59 INFO valid result:
hit@10 : 0.1209 hit@50 : 0.1935 ndcg@10 : 0.0771 ndcg@50 : 0.0927
Fri 20 Oct 2023 06:37:59 INFO Discovering multi-modal user interest before 76-th epoch
Fri 20 Oct 2023 06:37:59 INFO Finish multi-modal interest discovery before 76-th epoch
Fri 20 Oct 2023 06:38:53 INFO epoch 76 training [time: 53.61s, train loss: 7041.7534]
Fri 20 Oct 2023 06:39:00 INFO epoch 76 evaluating [time: 7.36s, valid_score: 0.077300]
Fri 20 Oct 2023 06:39:00 INFO valid result:
hit@10 : 0.1216 hit@50 : 0.195 ndcg@10 : 0.0773 ndcg@50 : 0.093
Fri 20 Oct 2023 06:39:00 INFO Discovering multi-modal user interest before 77-th epoch
Fri 20 Oct 2023 06:39:00 INFO Finish multi-modal interest discovery before 77-th epoch
Fri 20 Oct 2023 06:39:54 INFO epoch 77 training [time: 53.65s, train loss: 7040.7336]
Fri 20 Oct 2023 06:40:01 INFO epoch 77 evaluating [time: 7.38s, valid_score: 0.077900]
Fri 20 Oct 2023 06:40:01 INFO valid result:
hit@10 : 0.1219 hit@50 : 0.1956 ndcg@10 : 0.0779 ndcg@50 : 0.0937
Fri 20 Oct 2023 06:40:01 INFO Discovering multi-modal user interest before 78-th epoch
Fri 20 Oct 2023 06:40:01 INFO Finish multi-modal interest discovery before 78-th epoch
Fri 20 Oct 2023 06:40:55 INFO epoch 78 training [time: 53.98s, train loss: 7038.1744]
Fri 20 Oct 2023 06:41:03 INFO epoch 78 evaluating [time: 7.42s, valid_score: 0.078100]
Fri 20 Oct 2023 06:41:03 INFO valid result:
hit@10 : 0.1224 hit@50 : 0.1958 ndcg@10 : 0.0781 ndcg@50 : 0.0938
Fri 20 Oct 2023 06:41:03 INFO Saving current: saved/MISSRec-Oct-20-2023_05-20-22.pth
Fri 20 Oct 2023 06:41:03 INFO Discovering multi-modal user interest before 79-th epoch
Fri 20 Oct 2023 06:41:04 INFO Finish multi-modal interest discovery before 79-th epoch
Fri 20 Oct 2023 06:41:58 INFO epoch 79 training [time: 54.09s, train loss: 7037.9072]
Fri 20 Oct 2023 06:42:05 INFO epoch 79 evaluating [time: 7.42s, valid_score: 0.077400]
Fri 20 Oct 2023 06:42:05 INFO valid result:
hit@10 : 0.1221 hit@50 : 0.1954 ndcg@10 : 0.0774 ndcg@50 : 0.0932
Fri 20 Oct 2023 06:42:05 INFO Discovering multi-modal user interest before 80-th epoch
Fri 20 Oct 2023 06:42:05 INFO Finish multi-modal interest discovery before 80-th epoch
Fri 20 Oct 2023 06:42:59 INFO epoch 80 training [time: 53.77s, train loss: 7037.9783]
Fri 20 Oct 2023 06:43:06 INFO epoch 80 evaluating [time: 7.40s, valid_score: 0.077200]
Fri 20 Oct 2023 06:43:06 INFO valid result:
hit@10 : 0.1215 hit@50 : 0.1947 ndcg@10 : 0.0772 ndcg@50 : 0.0929
Fri 20 Oct 2023 06:43:06 INFO Discovering multi-modal user interest before 81-th epoch
Fri 20 Oct 2023 06:43:06 INFO Finish multi-modal interest discovery before 81-th epoch
Fri 20 Oct 2023 06:44:01 INFO epoch 81 training [time: 55.29s, train loss: 7037.9786]
Fri 20 Oct 2023 06:44:09 INFO epoch 81 evaluating [time: 7.41s, valid_score: 0.078000]
Fri 20 Oct 2023 06:44:09 INFO valid result:
hit@10 : 0.1222 hit@50 : 0.196 ndcg@10 : 0.078 ndcg@50 : 0.0938
Fri 20 Oct 2023 06:44:09 INFO Discovering multi-modal user interest before 82-th epoch
Fri 20 Oct 2023 06:44:09 INFO Finish multi-modal interest discovery before 82-th epoch
Fri 20 Oct 2023 06:45:03 INFO epoch 82 training [time: 53.98s, train loss: 7036.6199]
Fri 20 Oct 2023 06:45:10 INFO epoch 82 evaluating [time: 7.35s, valid_score: 0.077500]
Fri 20 Oct 2023 06:45:10 INFO valid result:
hit@10 : 0.1211 hit@50 : 0.1926 ndcg@10 : 0.0775 ndcg@50 : 0.0929
Fri 20 Oct 2023 06:45:10 INFO Discovering multi-modal user interest before 83-th epoch
Fri 20 Oct 2023 06:45:10 INFO Finish multi-modal interest discovery before 83-th epoch
Fri 20 Oct 2023 06:46:03 INFO epoch 83 training [time: 53.29s, train loss: 7036.5724]
Fri 20 Oct 2023 06:46:11 INFO epoch 83 evaluating [time: 7.58s, valid_score: 0.077900]
Fri 20 Oct 2023 06:46:11 INFO valid result:
hit@10 : 0.1223 hit@50 : 0.1955 ndcg@10 : 0.0779 ndcg@50 : 0.0936
Fri 20 Oct 2023 06:46:11 INFO Discovering multi-modal user interest before 84-th epoch
Fri 20 Oct 2023 06:46:11 INFO Finish multi-modal interest discovery before 84-th epoch
Fri 20 Oct 2023 06:47:04 INFO epoch 84 training [time: 53.23s, train loss: 7035.0687]
Fri 20 Oct 2023 06:47:12 INFO epoch 84 evaluating [time: 7.36s, valid_score: 0.078000]
Fri 20 Oct 2023 06:47:12 INFO valid result:
hit@10 : 0.1225 hit@50 : 0.1951 ndcg@10 : 0.078 ndcg@50 : 0.0935
Fri 20 Oct 2023 06:47:12 INFO Discovering multi-modal user interest before 85-th epoch
Fri 20 Oct 2023 06:47:12 INFO Finish multi-modal interest discovery before 85-th epoch
Fri 20 Oct 2023 06:48:06 INFO epoch 85 training [time: 54.01s, train loss: 7034.8809]
Fri 20 Oct 2023 06:48:13 INFO epoch 85 evaluating [time: 7.37s, valid_score: 0.078700]
Fri 20 Oct 2023 06:48:13 INFO valid result:
hit@10 : 0.1234 hit@50 : 0.1961 ndcg@10 : 0.0787 ndcg@50 : 0.0943
Fri 20 Oct 2023 06:48:14 INFO Saving current: saved/MISSRec-Oct-20-2023_05-20-22.pth
Fri 20 Oct 2023 06:48:14 INFO Discovering multi-modal user interest before 86-th epoch
Fri 20 Oct 2023 06:48:14 INFO Finish multi-modal interest discovery before 86-th epoch
Fri 20 Oct 2023 06:49:07 INFO epoch 86 training [time: 53.68s, train loss: 7032.3561]
Fri 20 Oct 2023 06:49:15 INFO epoch 86 evaluating [time: 7.40s, valid_score: 0.078400]
Fri 20 Oct 2023 06:49:15 INFO valid result:
hit@10 : 0.1223 hit@50 : 0.1965 ndcg@10 : 0.0784 ndcg@50 : 0.0943
Fri 20 Oct 2023 06:49:15 INFO Discovering multi-modal user interest before 87-th epoch
Fri 20 Oct 2023 06:49:15 INFO Finish multi-modal interest discovery before 87-th epoch
Fri 20 Oct 2023 06:50:09 INFO epoch 87 training [time: 54.27s, train loss: 7033.8954]
Fri 20 Oct 2023 06:50:17 INFO epoch 87 evaluating [time: 7.40s, valid_score: 0.077600]
Fri 20 Oct 2023 06:50:17 INFO valid result:
hit@10 : 0.1226 hit@50 : 0.1947 ndcg@10 : 0.0776 ndcg@50 : 0.0931
Fri 20 Oct 2023 06:50:17 INFO Discovering multi-modal user interest before 88-th epoch
Fri 20 Oct 2023 06:50:17 INFO Finish multi-modal interest discovery before 88-th epoch
Fri 20 Oct 2023 06:51:10 INFO epoch 88 training [time: 53.90s, train loss: 7032.4752]
Fri 20 Oct 2023 06:51:18 INFO epoch 88 evaluating [time: 7.35s, valid_score: 0.078500]
Fri 20 Oct 2023 06:51:18 INFO valid result:
hit@10 : 0.1228 hit@50 : 0.1961 ndcg@10 : 0.0785 ndcg@50 : 0.0943
Fri 20 Oct 2023 06:51:18 INFO Discovering multi-modal user interest before 89-th epoch
Fri 20 Oct 2023 06:51:18 INFO Finish multi-modal interest discovery before 89-th epoch
Fri 20 Oct 2023 06:52:12 INFO epoch 89 training [time: 54.23s, train loss: 7031.7978]
Fri 20 Oct 2023 06:52:19 INFO epoch 89 evaluating [time: 7.37s, valid_score: 0.078100]
Fri 20 Oct 2023 06:52:19 INFO valid result:
hit@10 : 0.1221 hit@50 : 0.195 ndcg@10 : 0.0781 ndcg@50 : 0.0937
Fri 20 Oct 2023 06:52:19 INFO Discovering multi-modal user interest before 90-th epoch
Fri 20 Oct 2023 06:52:20 INFO Finish multi-modal interest discovery before 90-th epoch
Fri 20 Oct 2023 06:53:14 INFO epoch 90 training [time: 54.15s, train loss: 7032.4937]
Fri 20 Oct 2023 06:53:21 INFO epoch 90 evaluating [time: 7.42s, valid_score: 0.078600]
Fri 20 Oct 2023 06:53:21 INFO valid result:
hit@10 : 0.1233 hit@50 : 0.1955 ndcg@10 : 0.0786 ndcg@50 : 0.0941
Fri 20 Oct 2023 06:53:21 INFO Discovering multi-modal user interest before 91-th epoch
Fri 20 Oct 2023 06:53:21 INFO Finish multi-modal interest discovery before 91-th epoch
Fri 20 Oct 2023 06:54:15 INFO epoch 91 training [time: 53.60s, train loss: 7031.2165]
Fri 20 Oct 2023 06:54:22 INFO epoch 91 evaluating [time: 7.40s, valid_score: 0.078500]
Fri 20 Oct 2023 06:54:22 INFO valid result:
hit@10 : 0.1227 hit@50 : 0.1949 ndcg@10 : 0.0785 ndcg@50 : 0.0939
Fri 20 Oct 2023 06:54:22 INFO Discovering multi-modal user interest before 92-th epoch
Fri 20 Oct 2023 06:54:22 INFO Finish multi-modal interest discovery before 92-th epoch
Fri 20 Oct 2023 06:55:16 INFO epoch 92 training [time: 53.68s, train loss: 7030.6614]
Fri 20 Oct 2023 06:55:23 INFO epoch 92 evaluating [time: 7.37s, valid_score: 0.078700]
Fri 20 Oct 2023 06:55:23 INFO valid result:
hit@10 : 0.1238 hit@50 : 0.1969 ndcg@10 : 0.0787 ndcg@50 : 0.0944
Fri 20 Oct 2023 06:55:24 INFO Saving current: saved/MISSRec-Oct-20-2023_05-20-22.pth
Fri 20 Oct 2023 06:55:24 INFO Discovering multi-modal user interest before 93-th epoch
Fri 20 Oct 2023 06:55:24 INFO Finish multi-modal interest discovery before 93-th epoch
Fri 20 Oct 2023 06:56:17 INFO epoch 93 training [time: 53.55s, train loss: 7029.1525]
Fri 20 Oct 2023 06:56:25 INFO epoch 93 evaluating [time: 7.59s, valid_score: 0.078500]
Fri 20 Oct 2023 06:56:25 INFO valid result:
hit@10 : 0.1237 hit@50 : 0.1958 ndcg@10 : 0.0785 ndcg@50 : 0.094
Fri 20 Oct 2023 06:56:25 INFO Discovering multi-modal user interest before 94-th epoch
Fri 20 Oct 2023 06:56:25 INFO Finish multi-modal interest discovery before 94-th epoch
Fri 20 Oct 2023 06:57:18 INFO epoch 94 training [time: 53.52s, train loss: 7029.0034]
Fri 20 Oct 2023 06:57:26 INFO epoch 94 evaluating [time: 7.35s, valid_score: 0.078700]
Fri 20 Oct 2023 06:57:26 INFO valid result:
hit@10 : 0.1236 hit@50 : 0.1959 ndcg@10 : 0.0787 ndcg@50 : 0.0942
Fri 20 Oct 2023 06:57:27 INFO Saving current: saved/MISSRec-Oct-20-2023_05-20-22.pth
Fri 20 Oct 2023 06:57:27 INFO Discovering multi-modal user interest before 95-th epoch
Fri 20 Oct 2023 06:57:27 INFO Finish multi-modal interest discovery before 95-th epoch
Fri 20 Oct 2023 06:58:21 INFO epoch 95 training [time: 54.39s, train loss: 7028.2609]
Fri 20 Oct 2023 06:58:28 INFO epoch 95 evaluating [time: 7.37s, valid_score: 0.078200]
Fri 20 Oct 2023 06:58:28 INFO valid result:
hit@10 : 0.123 hit@50 : 0.1952 ndcg@10 : 0.0782 ndcg@50 : 0.0937
Fri 20 Oct 2023 06:58:28 INFO Discovering multi-modal user interest before 96-th epoch
Fri 20 Oct 2023 06:58:29 INFO Finish multi-modal interest discovery before 96-th epoch
Fri 20 Oct 2023 06:59:22 INFO epoch 96 training [time: 53.38s, train loss: 7028.6032]
Fri 20 Oct 2023 06:59:29 INFO epoch 96 evaluating [time: 7.36s, valid_score: 0.077900]
Fri 20 Oct 2023 06:59:29 INFO valid result:
hit@10 : 0.1225 hit@50 : 0.1954 ndcg@10 : 0.0779 ndcg@50 : 0.0936
Fri 20 Oct 2023 06:59:29 INFO Discovering multi-modal user interest before 97-th epoch
Fri 20 Oct 2023 06:59:29 INFO Finish multi-modal interest discovery before 97-th epoch
Fri 20 Oct 2023 07:00:23 INFO epoch 97 training [time: 53.93s, train loss: 7028.7473]
Fri 20 Oct 2023 07:00:30 INFO epoch 97 evaluating [time: 7.36s, valid_score: 0.078600]
Fri 20 Oct 2023 07:00:30 INFO valid result:
hit@10 : 0.1232 hit@50 : 0.1964 ndcg@10 : 0.0786 ndcg@50 : 0.0943
Fri 20 Oct 2023 07:00:30 INFO Discovering multi-modal user interest before 98-th epoch
Fri 20 Oct 2023 07:00:31 INFO Finish multi-modal interest discovery before 98-th epoch
Fri 20 Oct 2023 07:01:24 INFO epoch 98 training [time: 54.01s, train loss: 7027.9181]
Fri 20 Oct 2023 07:01:32 INFO epoch 98 evaluating [time: 7.35s, valid_score: 0.078500]
Fri 20 Oct 2023 07:01:32 INFO valid result:
hit@10 : 0.1231 hit@50 : 0.1954 ndcg@10 : 0.0785 ndcg@50 : 0.094
Fri 20 Oct 2023 07:01:32 INFO Discovering multi-modal user interest before 99-th epoch
Fri 20 Oct 2023 07:01:32 INFO Finish multi-modal interest discovery before 99-th epoch
Fri 20 Oct 2023 07:02:26 INFO epoch 99 training [time: 53.72s, train loss: 7027.4714]
Fri 20 Oct 2023 07:02:33 INFO epoch 99 evaluating [time: 7.33s, valid_score: 0.078700]
Fri 20 Oct 2023 07:02:33 INFO valid result:
hit@10 : 0.1235 hit@50 : 0.196 ndcg@10 : 0.0787 ndcg@50 : 0.0943
Fri 20 Oct 2023 07:02:34 INFO Saving current: saved/MISSRec-Oct-20-2023_05-20-22.pth
Fri 20 Oct 2023 07:02:34 INFO Discovering multi-modal user interest before 100-th epoch
Fri 20 Oct 2023 07:02:34 INFO Finish multi-modal interest discovery before 100-th epoch
Fri 20 Oct 2023 07:03:28 INFO epoch 100 training [time: 54.16s, train loss: 7026.8339]
Fri 20 Oct 2023 07:03:35 INFO epoch 100 evaluating [time: 7.38s, valid_score: 0.078800]
Fri 20 Oct 2023 07:03:35 INFO valid result:
hit@10 : 0.1229 hit@50 : 0.1968 ndcg@10 : 0.0788 ndcg@50 : 0.0947
Fri 20 Oct 2023 07:03:36 INFO Saving current: saved/MISSRec-Oct-20-2023_05-20-22.pth
Fri 20 Oct 2023 07:03:36 INFO Discovering multi-modal user interest before 101-th epoch
Fri 20 Oct 2023 07:03:36 INFO Finish multi-modal interest discovery before 101-th epoch
Fri 20 Oct 2023 07:04:30 INFO epoch 101 training [time: 54.05s, train loss: 7026.0251]
Fri 20 Oct 2023 07:04:38 INFO epoch 101 evaluating [time: 7.55s, valid_score: 0.078600]
Fri 20 Oct 2023 07:04:38 INFO valid result:
hit@10 : 0.1233 hit@50 : 0.1967 ndcg@10 : 0.0786 ndcg@50 : 0.0944
Fri 20 Oct 2023 07:04:38 INFO Discovering multi-modal user interest before 102-th epoch
Fri 20 Oct 2023 07:04:38 INFO Finish multi-modal interest discovery before 102-th epoch
Fri 20 Oct 2023 07:05:31 INFO epoch 102 training [time: 53.25s, train loss: 7025.3037]
Fri 20 Oct 2023 07:05:38 INFO epoch 102 evaluating [time: 7.36s, valid_score: 0.078300]
Fri 20 Oct 2023 07:05:38 INFO valid result:
hit@10 : 0.1231 hit@50 : 0.1955 ndcg@10 : 0.0783 ndcg@50 : 0.0938
Fri 20 Oct 2023 07:05:38 INFO Discovering multi-modal user interest before 103-th epoch
Fri 20 Oct 2023 07:05:38 INFO Finish multi-modal interest discovery before 103-th epoch
Fri 20 Oct 2023 07:06:32 INFO epoch 103 training [time: 53.33s, train loss: 7024.8450]
Fri 20 Oct 2023 07:06:39 INFO epoch 103 evaluating [time: 7.34s, valid_score: 0.078900]
Fri 20 Oct 2023 07:06:39 INFO valid result:
hit@10 : 0.1233 hit@50 : 0.196 ndcg@10 : 0.0789 ndcg@50 : 0.0945
Fri 20 Oct 2023 07:06:40 INFO Saving current: saved/MISSRec-Oct-20-2023_05-20-22.pth
Fri 20 Oct 2023 07:06:40 INFO Discovering multi-modal user interest before 104-th epoch
Fri 20 Oct 2023 07:06:40 INFO Finish multi-modal interest discovery before 104-th epoch
Fri 20 Oct 2023 07:07:34 INFO epoch 104 training [time: 54.02s, train loss: 7024.3887]
Fri 20 Oct 2023 07:07:41 INFO epoch 104 evaluating [time: 7.34s, valid_score: 0.078900]
Fri 20 Oct 2023 07:07:41 INFO valid result:
hit@10 : 0.1236 hit@50 : 0.1963 ndcg@10 : 0.0789 ndcg@50 : 0.0944
Fri 20 Oct 2023 07:07:42 INFO Saving current: saved/MISSRec-Oct-20-2023_05-20-22.pth
Fri 20 Oct 2023 07:07:42 INFO Discovering multi-modal user interest before 105-th epoch
Fri 20 Oct 2023 07:07:42 INFO Finish multi-modal interest discovery before 105-th epoch
Fri 20 Oct 2023 07:08:35 INFO epoch 105 training [time: 53.49s, train loss: 7023.7570]
Fri 20 Oct 2023 07:08:43 INFO epoch 105 evaluating [time: 7.38s, valid_score: 0.078600]
Fri 20 Oct 2023 07:08:43 INFO valid result:
hit@10 : 0.1232 hit@50 : 0.1959 ndcg@10 : 0.0786 ndcg@50 : 0.0943
Fri 20 Oct 2023 07:08:43 INFO Discovering multi-modal user interest before 106-th epoch
Fri 20 Oct 2023 07:08:43 INFO Finish multi-modal interest discovery before 106-th epoch
Fri 20 Oct 2023 07:09:37 INFO epoch 106 training [time: 53.77s, train loss: 7022.3569]
Fri 20 Oct 2023 07:09:44 INFO epoch 106 evaluating [time: 7.57s, valid_score: 0.078000]
Fri 20 Oct 2023 07:09:44 INFO valid result:
hit@10 : 0.1221 hit@50 : 0.1926 ndcg@10 : 0.078 ndcg@50 : 0.0931
Fri 20 Oct 2023 07:09:44 INFO Discovering multi-modal user interest before 107-th epoch
Fri 20 Oct 2023 07:09:44 INFO Finish multi-modal interest discovery before 107-th epoch
Fri 20 Oct 2023 07:10:38 INFO epoch 107 training [time: 53.38s, train loss: 7023.8250]
Fri 20 Oct 2023 07:10:45 INFO epoch 107 evaluating [time: 7.33s, valid_score: 0.078700]
Fri 20 Oct 2023 07:10:45 INFO valid result:
hit@10 : 0.1232 hit@50 : 0.1959 ndcg@10 : 0.0787 ndcg@50 : 0.0944
Fri 20 Oct 2023 07:10:45 INFO Discovering multi-modal user interest before 108-th epoch
Fri 20 Oct 2023 07:10:45 INFO Finish multi-modal interest discovery before 108-th epoch
Fri 20 Oct 2023 07:11:38 INFO epoch 108 training [time: 53.55s, train loss: 7023.0368]
Fri 20 Oct 2023 07:11:46 INFO epoch 108 evaluating [time: 7.35s, valid_score: 0.078900]
Fri 20 Oct 2023 07:11:46 INFO valid result:
hit@10 : 0.1239 hit@50 : 0.1949 ndcg@10 : 0.0789 ndcg@50 : 0.0941
Fri 20 Oct 2023 07:11:47 INFO Saving current: saved/MISSRec-Oct-20-2023_05-20-22.pth
Fri 20 Oct 2023 07:11:47 INFO Discovering multi-modal user interest before 109-th epoch
Fri 20 Oct 2023 07:11:47 INFO Finish multi-modal interest discovery before 109-th epoch
Fri 20 Oct 2023 07:12:40 INFO epoch 109 training [time: 53.43s, train loss: 7021.2561]
Fri 20 Oct 2023 07:12:47 INFO epoch 109 evaluating [time: 7.53s, valid_score: 0.078300]
Fri 20 Oct 2023 07:12:47 INFO valid result:
hit@10 : 0.1225 hit@50 : 0.196 ndcg@10 : 0.0783 ndcg@50 : 0.0941
Fri 20 Oct 2023 07:12:47 INFO Discovering multi-modal user interest before 110-th epoch
Fri 20 Oct 2023 07:12:48 INFO Finish multi-modal interest discovery before 110-th epoch
Fri 20 Oct 2023 07:13:41 INFO epoch 110 training [time: 53.63s, train loss: 7021.9771]
Fri 20 Oct 2023 07:13:48 INFO epoch 110 evaluating [time: 7.33s, valid_score: 0.078600]
Fri 20 Oct 2023 07:13:48 INFO valid result:
hit@10 : 0.1229 hit@50 : 0.1964 ndcg@10 : 0.0786 ndcg@50 : 0.0944
Fri 20 Oct 2023 07:13:48 INFO Discovering multi-modal user interest before 111-th epoch
Fri 20 Oct 2023 07:13:49 INFO Finish multi-modal interest discovery before 111-th epoch
Fri 20 Oct 2023 07:14:42 INFO epoch 111 training [time: 53.75s, train loss: 7021.6767]
Fri 20 Oct 2023 07:14:50 INFO epoch 111 evaluating [time: 7.32s, valid_score: 0.078800]
Fri 20 Oct 2023 07:14:50 INFO valid result:
hit@10 : 0.1237 hit@50 : 0.1972 ndcg@10 : 0.0788 ndcg@50 : 0.0947
Fri 20 Oct 2023 07:14:50 INFO Discovering multi-modal user interest before 112-th epoch
Fri 20 Oct 2023 07:14:50 INFO Finish multi-modal interest discovery before 112-th epoch
Fri 20 Oct 2023 07:15:43 INFO epoch 112 training [time: 53.41s, train loss: 7020.9005]
Fri 20 Oct 2023 07:15:50 INFO epoch 112 evaluating [time: 7.35s, valid_score: 0.079100]
Fri 20 Oct 2023 07:15:50 INFO valid result:
hit@10 : 0.1237 hit@50 : 0.1965 ndcg@10 : 0.0791 ndcg@50 : 0.0946
Fri 20 Oct 2023 07:15:51 INFO Saving current: saved/MISSRec-Oct-20-2023_05-20-22.pth
Fri 20 Oct 2023 07:15:51 INFO Discovering multi-modal user interest before 113-th epoch
Fri 20 Oct 2023 07:15:51 INFO Finish multi-modal interest discovery before 113-th epoch
Fri 20 Oct 2023 07:16:45 INFO epoch 113 training [time: 53.79s, train loss: 7019.6198]
Fri 20 Oct 2023 07:16:52 INFO epoch 113 evaluating [time: 7.34s, valid_score: 0.078700]
Fri 20 Oct 2023 07:16:52 INFO valid result:
hit@10 : 0.1233 hit@50 : 0.1967 ndcg@10 : 0.0787 ndcg@50 : 0.0944
Fri 20 Oct 2023 07:16:52 INFO Discovering multi-modal user interest before 114-th epoch
Fri 20 Oct 2023 07:16:52 INFO Finish multi-modal interest discovery before 114-th epoch
Fri 20 Oct 2023 07:17:46 INFO epoch 114 training [time: 53.51s, train loss: 7020.4097]
Fri 20 Oct 2023 07:17:53 INFO epoch 114 evaluating [time: 7.60s, valid_score: 0.078300]
Fri 20 Oct 2023 07:17:53 INFO valid result:
hit@10 : 0.1225 hit@50 : 0.196 ndcg@10 : 0.0783 ndcg@50 : 0.094
Fri 20 Oct 2023 07:17:53 INFO Discovering multi-modal user interest before 115-th epoch
Fri 20 Oct 2023 07:17:53 INFO Finish multi-modal interest discovery before 115-th epoch
Fri 20 Oct 2023 07:18:47 INFO epoch 115 training [time: 53.58s, train loss: 7020.0334]
Fri 20 Oct 2023 07:18:54 INFO epoch 115 evaluating [time: 7.36s, valid_score: 0.078900]
Fri 20 Oct 2023 07:18:54 INFO valid result:
hit@10 : 0.123 hit@50 : 0.1958 ndcg@10 : 0.0789 ndcg@50 : 0.0945
Fri 20 Oct 2023 07:18:54 INFO Discovering multi-modal user interest before 116-th epoch
Fri 20 Oct 2023 07:18:54 INFO Finish multi-modal interest discovery before 116-th epoch
Fri 20 Oct 2023 07:19:48 INFO epoch 116 training [time: 54.21s, train loss: 7018.9834]
Fri 20 Oct 2023 07:19:56 INFO epoch 116 evaluating [time: 7.36s, valid_score: 0.079400]
Fri 20 Oct 2023 07:19:56 INFO valid result:
hit@10 : 0.1237 hit@50 : 0.1975 ndcg@10 : 0.0794 ndcg@50 : 0.0953
Fri 20 Oct 2023 07:19:57 INFO Saving current: saved/MISSRec-Oct-20-2023_05-20-22.pth
Fri 20 Oct 2023 07:19:57 INFO Discovering multi-modal user interest before 117-th epoch
Fri 20 Oct 2023 07:19:57 INFO Finish multi-modal interest discovery before 117-th epoch
Fri 20 Oct 2023 07:20:50 INFO epoch 117 training [time: 53.11s, train loss: 7018.0540]
Fri 20 Oct 2023 07:20:57 INFO epoch 117 evaluating [time: 7.58s, valid_score: 0.078900]
Fri 20 Oct 2023 07:20:57 INFO valid result:
hit@10 : 0.1231 hit@50 : 0.1958 ndcg@10 : 0.0789 ndcg@50 : 0.0945
Fri 20 Oct 2023 07:20:57 INFO Discovering multi-modal user interest before 118-th epoch
Fri 20 Oct 2023 07:20:57 INFO Finish multi-modal interest discovery before 118-th epoch
Fri 20 Oct 2023 07:21:51 INFO epoch 118 training [time: 54.02s, train loss: 7017.6514]
Fri 20 Oct 2023 07:21:59 INFO epoch 118 evaluating [time: 7.40s, valid_score: 0.079300]
Fri 20 Oct 2023 07:21:59 INFO valid result:
hit@10 : 0.1245 hit@50 : 0.1971 ndcg@10 : 0.0793 ndcg@50 : 0.0948
Fri 20 Oct 2023 07:21:59 INFO Discovering multi-modal user interest before 119-th epoch
Fri 20 Oct 2023 07:21:59 INFO Finish multi-modal interest discovery before 119-th epoch
Fri 20 Oct 2023 07:22:53 INFO epoch 119 training [time: 54.14s, train loss: 7018.3909]
Fri 20 Oct 2023 07:23:00 INFO epoch 119 evaluating [time: 7.40s, valid_score: 0.078700]
Fri 20 Oct 2023 07:23:00 INFO valid result:
hit@10 : 0.1229 hit@50 : 0.1962 ndcg@10 : 0.0787 ndcg@50 : 0.0944
Fri 20 Oct 2023 07:23:00 INFO Discovering multi-modal user interest before 120-th epoch
Fri 20 Oct 2023 07:23:00 INFO Finish multi-modal interest discovery before 120-th epoch
Fri 20 Oct 2023 07:23:54 INFO epoch 120 training [time: 53.52s, train loss: 7018.5521]
Fri 20 Oct 2023 07:24:01 INFO epoch 120 evaluating [time: 7.37s, valid_score: 0.079000]
Fri 20 Oct 2023 07:24:01 INFO valid result:
hit@10 : 0.1232 hit@50 : 0.1964 ndcg@10 : 0.079 ndcg@50 : 0.0947
Fri 20 Oct 2023 07:24:01 INFO Discovering multi-modal user interest before 121-th epoch
Fri 20 Oct 2023 07:24:01 INFO Finish multi-modal interest discovery before 121-th epoch
Fri 20 Oct 2023 07:24:55 INFO epoch 121 training [time: 53.61s, train loss: 7016.9552]
Fri 20 Oct 2023 07:25:02 INFO epoch 121 evaluating [time: 7.36s, valid_score: 0.079300]
Fri 20 Oct 2023 07:25:02 INFO valid result:
hit@10 : 0.124 hit@50 : 0.1979 ndcg@10 : 0.0793 ndcg@50 : 0.0951
Fri 20 Oct 2023 07:25:02 INFO Discovering multi-modal user interest before 122-th epoch
Fri 20 Oct 2023 07:25:02 INFO Finish multi-modal interest discovery before 122-th epoch
Fri 20 Oct 2023 07:25:55 INFO epoch 122 training [time: 53.31s, train loss: 7016.8348]
Fri 20 Oct 2023 07:26:03 INFO epoch 122 evaluating [time: 7.62s, valid_score: 0.079900]
Fri 20 Oct 2023 07:26:03 INFO valid result:
hit@10 : 0.1242 hit@50 : 0.1968 ndcg@10 : 0.0799 ndcg@50 : 0.0955
Fri 20 Oct 2023 07:26:04 INFO Saving current: saved/MISSRec-Oct-20-2023_05-20-22.pth
Fri 20 Oct 2023 07:26:04 INFO Discovering multi-modal user interest before 123-th epoch
Fri 20 Oct 2023 07:26:04 INFO Finish multi-modal interest discovery before 123-th epoch
Fri 20 Oct 2023 07:26:57 INFO epoch 123 training [time: 53.20s, train loss: 7016.0329]
Fri 20 Oct 2023 07:27:04 INFO epoch 123 evaluating [time: 7.35s, valid_score: 0.078600]
Fri 20 Oct 2023 07:27:04 INFO valid result:
hit@10 : 0.1231 hit@50 : 0.1959 ndcg@10 : 0.0786 ndcg@50 : 0.0943
Fri 20 Oct 2023 07:27:04 INFO Discovering multi-modal user interest before 124-th epoch
Fri 20 Oct 2023 07:27:05 INFO Finish multi-modal interest discovery before 124-th epoch
Fri 20 Oct 2023 07:27:58 INFO epoch 124 training [time: 53.58s, train loss: 7016.2865]
Fri 20 Oct 2023 07:28:05 INFO epoch 124 evaluating [time: 7.33s, valid_score: 0.079500]
Fri 20 Oct 2023 07:28:05 INFO valid result:
hit@10 : 0.1238 hit@50 : 0.1974 ndcg@10 : 0.0795 ndcg@50 : 0.0953
Fri 20 Oct 2023 07:28:05 INFO Discovering multi-modal user interest before 125-th epoch
Fri 20 Oct 2023 07:28:05 INFO Finish multi-modal interest discovery before 125-th epoch
Fri 20 Oct 2023 07:28:59 INFO epoch 125 training [time: 53.63s, train loss: 7017.3044]
Fri 20 Oct 2023 07:29:06 INFO epoch 125 evaluating [time: 7.34s, valid_score: 0.080000]
Fri 20 Oct 2023 07:29:06 INFO valid result:
hit@10 : 0.1248 hit@50 : 0.1986 ndcg@10 : 0.08 ndcg@50 : 0.0959
Fri 20 Oct 2023 07:29:07 INFO Saving current: saved/MISSRec-Oct-20-2023_05-20-22.pth
Fri 20 Oct 2023 07:29:07 INFO Discovering multi-modal user interest before 126-th epoch
Fri 20 Oct 2023 07:29:07 INFO Finish multi-modal interest discovery before 126-th epoch
Fri 20 Oct 2023 07:30:01 INFO epoch 126 training [time: 53.99s, train loss: 7015.9189]
Fri 20 Oct 2023 07:30:08 INFO epoch 126 evaluating [time: 7.36s, valid_score: 0.079200]
Fri 20 Oct 2023 07:30:08 INFO valid result:
hit@10 : 0.1234 hit@50 : 0.197 ndcg@10 : 0.0792 ndcg@50 : 0.095
Fri 20 Oct 2023 07:30:08 INFO Discovering multi-modal user interest before 127-th epoch
Fri 20 Oct 2023 07:30:09 INFO Finish multi-modal interest discovery before 127-th epoch
Fri 20 Oct 2023 07:31:02 INFO epoch 127 training [time: 53.28s, train loss: 7015.1726]
Fri 20 Oct 2023 07:31:09 INFO epoch 127 evaluating [time: 7.55s, valid_score: 0.079600]
Fri 20 Oct 2023 07:31:09 INFO valid result:
hit@10 : 0.1246 hit@50 : 0.1981 ndcg@10 : 0.0796 ndcg@50 : 0.0953
Fri 20 Oct 2023 07:31:09 INFO Discovering multi-modal user interest before 128-th epoch
Fri 20 Oct 2023 07:31:09 INFO Finish multi-modal interest discovery before 128-th epoch
Fri 20 Oct 2023 07:32:03 INFO epoch 128 training [time: 54.08s, train loss: 7015.3906]
Fri 20 Oct 2023 07:32:11 INFO epoch 128 evaluating [time: 7.33s, valid_score: 0.079400]
Fri 20 Oct 2023 07:32:11 INFO valid result:
hit@10 : 0.1243 hit@50 : 0.1976 ndcg@10 : 0.0794 ndcg@50 : 0.0951