-
Notifications
You must be signed in to change notification settings - Fork 7
/
Copy pathOct-20-2023_03-33-51.log
590 lines (584 loc) · 37.3 KB
/
Oct-20-2023_03-33-51.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
Fri 20 Oct 2023 03:33:51 INFO Change train stage from 'transductive_ft' to 'inductive_ft'
Fri 20 Oct 2023 03:33:51 INFO
General Hyper Parameters:
gpu_id = 0
use_gpu = True
seed = 2020
state = INFO
reproducibility = True
data_path = dataset/downstream/Pantry_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 = gpu2
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 03:33:53 INFO Pantry_mm_full
The number of users: 13102
Average actions of users: 8.691015952980688
The number of items: 4899
Average actions of items: 23.24642711310739
The number of inters: 113861
The sparsity of the dataset: 99.82260966283076%
Remain Fields: ['user_id', 'item_id_list', 'item_id', 'item_length']
Fri 20 Oct 2023 03:33:54 INFO [Training]: train_batch_size = [512] negative sampling: [None]
Fri 20 Oct 2023 03:33:54 INFO [Evaluation]: eval_batch_size = [1024] eval_args: [{'split': {'LS': 'valid_and_test'}, 'order': 'TO', 'mode': 'full', 'group_by': 'user'}]
Fri 20 Oct 2023 03:33:57 INFO Loading from pretrained_models/MISSRec-FHCKM_mm_full-100-gamma1e-4.pth
Fri 20 Oct 2023 03:33:57 INFO Transfer [FHCKM_mm_full] -> [Pantry_mm_full
The number of users: 13102
Average actions of users: 8.691015952980688
The number of items: 4899
Average actions of items: 23.24642711310739
The number of inters: 113861
The sparsity of the dataset: 99.82260966283076%
Remain Fields: ['user_id', 'item_id_list', 'item_id', 'item_length']]
Fri 20 Oct 2023 03:33:57 INFO Fix encoder parameters.
Fri 20 Oct 2023 03:33:57 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(4899, 512, padding_idx=0)
(img_embedding): Embedding(4899, 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: 308401.0
Fri 20 Oct 2023 03:33:57 INFO Trainable parameters: ['fusion_factor', 'LayerNorm.weight', 'LayerNorm.bias', 'text_adaptor.weight', 'text_adaptor.bias', 'img_adaptor.weight', 'img_adaptor.bias']
Fri 20 Oct 2023 03:33:58 INFO Discovering multi-modal user interest before 0-th epoch
Fri 20 Oct 2023 03:34:00 INFO Finish multi-modal interest discovery before 0-th epoch
Fri 20 Oct 2023 03:34:09 INFO epoch 0 training [time: 11.00s, train loss: 1405.2885]
Fri 20 Oct 2023 03:34:10 INFO epoch 0 evaluating [time: 1.15s, valid_score: 0.023300]
Fri 20 Oct 2023 03:34:10 INFO valid result:
hit@10 : 0.0521 hit@50 : 0.1224 ndcg@10 : 0.0233 ndcg@50 : 0.0382
Fri 20 Oct 2023 03:34:10 INFO Saving current: saved/MISSRec-Oct-20-2023_03-33-58.pth
Fri 20 Oct 2023 03:34:10 INFO Discovering multi-modal user interest before 1-th epoch
Fri 20 Oct 2023 03:34:10 INFO Finish multi-modal interest discovery before 1-th epoch
Fri 20 Oct 2023 03:34:19 INFO epoch 1 training [time: 8.76s, train loss: 1384.3398]
Fri 20 Oct 2023 03:34:20 INFO epoch 1 evaluating [time: 1.01s, valid_score: 0.024400]
Fri 20 Oct 2023 03:34:20 INFO valid result:
hit@10 : 0.0551 hit@50 : 0.1353 ndcg@10 : 0.0244 ndcg@50 : 0.0414
Fri 20 Oct 2023 03:34:20 INFO Saving current: saved/MISSRec-Oct-20-2023_03-33-58.pth
Fri 20 Oct 2023 03:34:20 INFO Discovering multi-modal user interest before 2-th epoch
Fri 20 Oct 2023 03:34:20 INFO Finish multi-modal interest discovery before 2-th epoch
Fri 20 Oct 2023 03:34:29 INFO epoch 2 training [time: 8.27s, train loss: 1373.5408]
Fri 20 Oct 2023 03:34:30 INFO epoch 2 evaluating [time: 1.05s, valid_score: 0.026700]
Fri 20 Oct 2023 03:34:30 INFO valid result:
hit@10 : 0.06 hit@50 : 0.1461 ndcg@10 : 0.0267 ndcg@50 : 0.045
Fri 20 Oct 2023 03:34:30 INFO Saving current: saved/MISSRec-Oct-20-2023_03-33-58.pth
Fri 20 Oct 2023 03:34:30 INFO Discovering multi-modal user interest before 3-th epoch
Fri 20 Oct 2023 03:34:30 INFO Finish multi-modal interest discovery before 3-th epoch
Fri 20 Oct 2023 03:34:38 INFO epoch 3 training [time: 8.47s, train loss: 1363.9316]
Fri 20 Oct 2023 03:34:39 INFO epoch 3 evaluating [time: 1.03s, valid_score: 0.026900]
Fri 20 Oct 2023 03:34:39 INFO valid result:
hit@10 : 0.0597 hit@50 : 0.1516 ndcg@10 : 0.0269 ndcg@50 : 0.0464
Fri 20 Oct 2023 03:34:39 INFO Saving current: saved/MISSRec-Oct-20-2023_03-33-58.pth
Fri 20 Oct 2023 03:34:39 INFO Discovering multi-modal user interest before 4-th epoch
Fri 20 Oct 2023 03:34:39 INFO Finish multi-modal interest discovery before 4-th epoch
Fri 20 Oct 2023 03:34:48 INFO epoch 4 training [time: 8.74s, train loss: 1356.0939]
Fri 20 Oct 2023 03:34:49 INFO epoch 4 evaluating [time: 1.05s, valid_score: 0.028200]
Fri 20 Oct 2023 03:34:49 INFO valid result:
hit@10 : 0.0614 hit@50 : 0.1603 ndcg@10 : 0.0282 ndcg@50 : 0.0491
Fri 20 Oct 2023 03:34:49 INFO Saving current: saved/MISSRec-Oct-20-2023_03-33-58.pth
Fri 20 Oct 2023 03:34:49 INFO Discovering multi-modal user interest before 5-th epoch
Fri 20 Oct 2023 03:34:49 INFO Finish multi-modal interest discovery before 5-th epoch
Fri 20 Oct 2023 03:34:58 INFO epoch 5 training [time: 8.98s, train loss: 1349.6805]
Fri 20 Oct 2023 03:34:59 INFO epoch 5 evaluating [time: 1.08s, valid_score: 0.028300]
Fri 20 Oct 2023 03:34:59 INFO valid result:
hit@10 : 0.0619 hit@50 : 0.1618 ndcg@10 : 0.0283 ndcg@50 : 0.0495
Fri 20 Oct 2023 03:35:00 INFO Saving current: saved/MISSRec-Oct-20-2023_03-33-58.pth
Fri 20 Oct 2023 03:35:00 INFO Discovering multi-modal user interest before 6-th epoch
Fri 20 Oct 2023 03:35:00 INFO Finish multi-modal interest discovery before 6-th epoch
Fri 20 Oct 2023 03:35:08 INFO epoch 6 training [time: 8.80s, train loss: 1345.2341]
Fri 20 Oct 2023 03:35:09 INFO epoch 6 evaluating [time: 1.05s, valid_score: 0.028900]
Fri 20 Oct 2023 03:35:09 INFO valid result:
hit@10 : 0.0632 hit@50 : 0.1656 ndcg@10 : 0.0289 ndcg@50 : 0.0507
Fri 20 Oct 2023 03:35:10 INFO Saving current: saved/MISSRec-Oct-20-2023_03-33-58.pth
Fri 20 Oct 2023 03:35:10 INFO Discovering multi-modal user interest before 7-th epoch
Fri 20 Oct 2023 03:35:10 INFO Finish multi-modal interest discovery before 7-th epoch
Fri 20 Oct 2023 03:35:18 INFO epoch 7 training [time: 8.71s, train loss: 1340.8705]
Fri 20 Oct 2023 03:35:19 INFO epoch 7 evaluating [time: 1.10s, valid_score: 0.029700]
Fri 20 Oct 2023 03:35:19 INFO valid result:
hit@10 : 0.0644 hit@50 : 0.1676 ndcg@10 : 0.0297 ndcg@50 : 0.0516
Fri 20 Oct 2023 03:35:20 INFO Saving current: saved/MISSRec-Oct-20-2023_03-33-58.pth
Fri 20 Oct 2023 03:35:20 INFO Discovering multi-modal user interest before 8-th epoch
Fri 20 Oct 2023 03:35:20 INFO Finish multi-modal interest discovery before 8-th epoch
Fri 20 Oct 2023 03:35:28 INFO epoch 8 training [time: 8.76s, train loss: 1337.7013]
Fri 20 Oct 2023 03:35:29 INFO epoch 8 evaluating [time: 1.04s, valid_score: 0.029700]
Fri 20 Oct 2023 03:35:29 INFO valid result:
hit@10 : 0.0638 hit@50 : 0.1704 ndcg@10 : 0.0297 ndcg@50 : 0.0525
Fri 20 Oct 2023 03:35:30 INFO Saving current: saved/MISSRec-Oct-20-2023_03-33-58.pth
Fri 20 Oct 2023 03:35:30 INFO Discovering multi-modal user interest before 9-th epoch
Fri 20 Oct 2023 03:35:30 INFO Finish multi-modal interest discovery before 9-th epoch
Fri 20 Oct 2023 03:35:38 INFO epoch 9 training [time: 8.69s, train loss: 1334.1543]
Fri 20 Oct 2023 03:35:39 INFO epoch 9 evaluating [time: 1.07s, valid_score: 0.030200]
Fri 20 Oct 2023 03:35:39 INFO valid result:
hit@10 : 0.065 hit@50 : 0.1691 ndcg@10 : 0.0302 ndcg@50 : 0.0523
Fri 20 Oct 2023 03:35:40 INFO Saving current: saved/MISSRec-Oct-20-2023_03-33-58.pth
Fri 20 Oct 2023 03:35:40 INFO Discovering multi-modal user interest before 10-th epoch
Fri 20 Oct 2023 03:35:40 INFO Finish multi-modal interest discovery before 10-th epoch
Fri 20 Oct 2023 03:35:48 INFO epoch 10 training [time: 8.84s, train loss: 1331.7097]
Fri 20 Oct 2023 03:35:49 INFO epoch 10 evaluating [time: 1.07s, valid_score: 0.030300]
Fri 20 Oct 2023 03:35:49 INFO valid result:
hit@10 : 0.066 hit@50 : 0.172 ndcg@10 : 0.0303 ndcg@50 : 0.0528
Fri 20 Oct 2023 03:35:50 INFO Saving current: saved/MISSRec-Oct-20-2023_03-33-58.pth
Fri 20 Oct 2023 03:35:50 INFO Discovering multi-modal user interest before 11-th epoch
Fri 20 Oct 2023 03:35:50 INFO Finish multi-modal interest discovery before 11-th epoch
Fri 20 Oct 2023 03:35:58 INFO epoch 11 training [time: 8.74s, train loss: 1329.0679]
Fri 20 Oct 2023 03:35:59 INFO epoch 11 evaluating [time: 1.06s, valid_score: 0.030300]
Fri 20 Oct 2023 03:35:59 INFO valid result:
hit@10 : 0.0667 hit@50 : 0.1724 ndcg@10 : 0.0303 ndcg@50 : 0.0528
Fri 20 Oct 2023 03:36:00 INFO Saving current: saved/MISSRec-Oct-20-2023_03-33-58.pth
Fri 20 Oct 2023 03:36:00 INFO Discovering multi-modal user interest before 12-th epoch
Fri 20 Oct 2023 03:36:00 INFO Finish multi-modal interest discovery before 12-th epoch
Fri 20 Oct 2023 03:36:08 INFO epoch 12 training [time: 8.87s, train loss: 1327.5887]
Fri 20 Oct 2023 03:36:10 INFO epoch 12 evaluating [time: 1.08s, valid_score: 0.030300]
Fri 20 Oct 2023 03:36:10 INFO valid result:
hit@10 : 0.0663 hit@50 : 0.1738 ndcg@10 : 0.0303 ndcg@50 : 0.0531
Fri 20 Oct 2023 03:36:10 INFO Saving current: saved/MISSRec-Oct-20-2023_03-33-58.pth
Fri 20 Oct 2023 03:36:10 INFO Discovering multi-modal user interest before 13-th epoch
Fri 20 Oct 2023 03:36:10 INFO Finish multi-modal interest discovery before 13-th epoch
Fri 20 Oct 2023 03:36:18 INFO epoch 13 training [time: 8.64s, train loss: 1325.6006]
Fri 20 Oct 2023 03:36:19 INFO epoch 13 evaluating [time: 1.04s, valid_score: 0.030600]
Fri 20 Oct 2023 03:36:19 INFO valid result:
hit@10 : 0.0669 hit@50 : 0.1759 ndcg@10 : 0.0306 ndcg@50 : 0.0537
Fri 20 Oct 2023 03:36:20 INFO Saving current: saved/MISSRec-Oct-20-2023_03-33-58.pth
Fri 20 Oct 2023 03:36:20 INFO Discovering multi-modal user interest before 14-th epoch
Fri 20 Oct 2023 03:36:20 INFO Finish multi-modal interest discovery before 14-th epoch
Fri 20 Oct 2023 03:36:29 INFO epoch 14 training [time: 9.21s, train loss: 1323.6270]
Fri 20 Oct 2023 03:36:30 INFO epoch 14 evaluating [time: 1.21s, valid_score: 0.030700]
Fri 20 Oct 2023 03:36:30 INFO valid result:
hit@10 : 0.0674 hit@50 : 0.1737 ndcg@10 : 0.0307 ndcg@50 : 0.0533
Fri 20 Oct 2023 03:36:30 INFO Saving current: saved/MISSRec-Oct-20-2023_03-33-58.pth
Fri 20 Oct 2023 03:36:30 INFO Discovering multi-modal user interest before 15-th epoch
Fri 20 Oct 2023 03:36:30 INFO Finish multi-modal interest discovery before 15-th epoch
Fri 20 Oct 2023 03:36:39 INFO epoch 15 training [time: 8.62s, train loss: 1322.3439]
Fri 20 Oct 2023 03:36:40 INFO epoch 15 evaluating [time: 1.04s, valid_score: 0.030600]
Fri 20 Oct 2023 03:36:40 INFO valid result:
hit@10 : 0.0668 hit@50 : 0.1759 ndcg@10 : 0.0306 ndcg@50 : 0.0538
Fri 20 Oct 2023 03:36:40 INFO Discovering multi-modal user interest before 16-th epoch
Fri 20 Oct 2023 03:36:40 INFO Finish multi-modal interest discovery before 16-th epoch
Fri 20 Oct 2023 03:36:48 INFO epoch 16 training [time: 8.58s, train loss: 1321.3307]
Fri 20 Oct 2023 03:36:49 INFO epoch 16 evaluating [time: 1.06s, valid_score: 0.030900]
Fri 20 Oct 2023 03:36:49 INFO valid result:
hit@10 : 0.068 hit@50 : 0.1758 ndcg@10 : 0.0309 ndcg@50 : 0.0538
Fri 20 Oct 2023 03:36:50 INFO Saving current: saved/MISSRec-Oct-20-2023_03-33-58.pth
Fri 20 Oct 2023 03:36:50 INFO Discovering multi-modal user interest before 17-th epoch
Fri 20 Oct 2023 03:36:50 INFO Finish multi-modal interest discovery before 17-th epoch
Fri 20 Oct 2023 03:36:58 INFO epoch 17 training [time: 8.57s, train loss: 1319.6906]
Fri 20 Oct 2023 03:36:59 INFO epoch 17 evaluating [time: 1.03s, valid_score: 0.031300]
Fri 20 Oct 2023 03:36:59 INFO valid result:
hit@10 : 0.0687 hit@50 : 0.1782 ndcg@10 : 0.0313 ndcg@50 : 0.0544
Fri 20 Oct 2023 03:36:59 INFO Saving current: saved/MISSRec-Oct-20-2023_03-33-58.pth
Fri 20 Oct 2023 03:36:59 INFO Discovering multi-modal user interest before 18-th epoch
Fri 20 Oct 2023 03:36:59 INFO Finish multi-modal interest discovery before 18-th epoch
Fri 20 Oct 2023 03:37:08 INFO epoch 18 training [time: 8.64s, train loss: 1318.6700]
Fri 20 Oct 2023 03:37:09 INFO epoch 18 evaluating [time: 1.26s, valid_score: 0.031200]
Fri 20 Oct 2023 03:37:09 INFO valid result:
hit@10 : 0.0682 hit@50 : 0.1779 ndcg@10 : 0.0312 ndcg@50 : 0.0544
Fri 20 Oct 2023 03:37:09 INFO Discovering multi-modal user interest before 19-th epoch
Fri 20 Oct 2023 03:37:09 INFO Finish multi-modal interest discovery before 19-th epoch
Fri 20 Oct 2023 03:37:18 INFO epoch 19 training [time: 8.59s, train loss: 1317.2482]
Fri 20 Oct 2023 03:37:19 INFO epoch 19 evaluating [time: 1.14s, valid_score: 0.031500]
Fri 20 Oct 2023 03:37:19 INFO valid result:
hit@10 : 0.0692 hit@50 : 0.1778 ndcg@10 : 0.0315 ndcg@50 : 0.0545
Fri 20 Oct 2023 03:37:19 INFO Saving current: saved/MISSRec-Oct-20-2023_03-33-58.pth
Fri 20 Oct 2023 03:37:19 INFO Discovering multi-modal user interest before 20-th epoch
Fri 20 Oct 2023 03:37:19 INFO Finish multi-modal interest discovery before 20-th epoch
Fri 20 Oct 2023 03:37:28 INFO epoch 20 training [time: 9.12s, train loss: 1316.2362]
Fri 20 Oct 2023 03:37:30 INFO epoch 20 evaluating [time: 1.15s, valid_score: 0.031800]
Fri 20 Oct 2023 03:37:30 INFO valid result:
hit@10 : 0.0687 hit@50 : 0.1778 ndcg@10 : 0.0318 ndcg@50 : 0.0549
Fri 20 Oct 2023 03:37:30 INFO Saving current: saved/MISSRec-Oct-20-2023_03-33-58.pth
Fri 20 Oct 2023 03:37:30 INFO Discovering multi-modal user interest before 21-th epoch
Fri 20 Oct 2023 03:37:30 INFO Finish multi-modal interest discovery before 21-th epoch
Fri 20 Oct 2023 03:37:38 INFO epoch 21 training [time: 8.64s, train loss: 1314.9631]
Fri 20 Oct 2023 03:37:39 INFO epoch 21 evaluating [time: 1.05s, valid_score: 0.031200]
Fri 20 Oct 2023 03:37:39 INFO valid result:
hit@10 : 0.0683 hit@50 : 0.1771 ndcg@10 : 0.0312 ndcg@50 : 0.0542
Fri 20 Oct 2023 03:37:39 INFO Discovering multi-modal user interest before 22-th epoch
Fri 20 Oct 2023 03:37:39 INFO Finish multi-modal interest discovery before 22-th epoch
Fri 20 Oct 2023 03:37:48 INFO epoch 22 training [time: 8.44s, train loss: 1314.3941]
Fri 20 Oct 2023 03:37:49 INFO epoch 22 evaluating [time: 1.06s, valid_score: 0.031200]
Fri 20 Oct 2023 03:37:49 INFO valid result:
hit@10 : 0.0689 hit@50 : 0.1802 ndcg@10 : 0.0312 ndcg@50 : 0.0547
Fri 20 Oct 2023 03:37:49 INFO Discovering multi-modal user interest before 23-th epoch
Fri 20 Oct 2023 03:37:49 INFO Finish multi-modal interest discovery before 23-th epoch
Fri 20 Oct 2023 03:37:57 INFO epoch 23 training [time: 8.52s, train loss: 1313.5000]
Fri 20 Oct 2023 03:37:58 INFO epoch 23 evaluating [time: 1.08s, valid_score: 0.031600]
Fri 20 Oct 2023 03:37:58 INFO valid result:
hit@10 : 0.0688 hit@50 : 0.1801 ndcg@10 : 0.0316 ndcg@50 : 0.0551
Fri 20 Oct 2023 03:37:58 INFO Discovering multi-modal user interest before 24-th epoch
Fri 20 Oct 2023 03:37:59 INFO Finish multi-modal interest discovery before 24-th epoch
Fri 20 Oct 2023 03:38:07 INFO epoch 24 training [time: 8.47s, train loss: 1312.1649]
Fri 20 Oct 2023 03:38:08 INFO epoch 24 evaluating [time: 1.02s, valid_score: 0.031200]
Fri 20 Oct 2023 03:38:08 INFO valid result:
hit@10 : 0.068 hit@50 : 0.1795 ndcg@10 : 0.0312 ndcg@50 : 0.0548
Fri 20 Oct 2023 03:38:08 INFO Discovering multi-modal user interest before 25-th epoch
Fri 20 Oct 2023 03:38:08 INFO Finish multi-modal interest discovery before 25-th epoch
Fri 20 Oct 2023 03:38:17 INFO epoch 25 training [time: 8.81s, train loss: 1311.7240]
Fri 20 Oct 2023 03:38:18 INFO epoch 25 evaluating [time: 1.28s, valid_score: 0.031900]
Fri 20 Oct 2023 03:38:18 INFO valid result:
hit@10 : 0.0701 hit@50 : 0.1793 ndcg@10 : 0.0319 ndcg@50 : 0.055
Fri 20 Oct 2023 03:38:18 INFO Saving current: saved/MISSRec-Oct-20-2023_03-33-58.pth
Fri 20 Oct 2023 03:38:18 INFO Discovering multi-modal user interest before 26-th epoch
Fri 20 Oct 2023 03:38:18 INFO Finish multi-modal interest discovery before 26-th epoch
Fri 20 Oct 2023 03:38:27 INFO epoch 26 training [time: 8.56s, train loss: 1310.6431]
Fri 20 Oct 2023 03:38:28 INFO epoch 26 evaluating [time: 1.03s, valid_score: 0.031400]
Fri 20 Oct 2023 03:38:28 INFO valid result:
hit@10 : 0.0692 hit@50 : 0.1801 ndcg@10 : 0.0314 ndcg@50 : 0.0549
Fri 20 Oct 2023 03:38:28 INFO Discovering multi-modal user interest before 27-th epoch
Fri 20 Oct 2023 03:38:28 INFO Finish multi-modal interest discovery before 27-th epoch
Fri 20 Oct 2023 03:38:37 INFO epoch 27 training [time: 8.66s, train loss: 1309.9296]
Fri 20 Oct 2023 03:38:38 INFO epoch 27 evaluating [time: 1.03s, valid_score: 0.031300]
Fri 20 Oct 2023 03:38:38 INFO valid result:
hit@10 : 0.0688 hit@50 : 0.1795 ndcg@10 : 0.0313 ndcg@50 : 0.0548
Fri 20 Oct 2023 03:38:38 INFO Discovering multi-modal user interest before 28-th epoch
Fri 20 Oct 2023 03:38:38 INFO Finish multi-modal interest discovery before 28-th epoch
Fri 20 Oct 2023 03:38:46 INFO epoch 28 training [time: 8.45s, train loss: 1309.3269]
Fri 20 Oct 2023 03:38:47 INFO epoch 28 evaluating [time: 1.03s, valid_score: 0.031800]
Fri 20 Oct 2023 03:38:47 INFO valid result:
hit@10 : 0.0701 hit@50 : 0.1809 ndcg@10 : 0.0318 ndcg@50 : 0.0552
Fri 20 Oct 2023 03:38:47 INFO Discovering multi-modal user interest before 29-th epoch
Fri 20 Oct 2023 03:38:47 INFO Finish multi-modal interest discovery before 29-th epoch
Fri 20 Oct 2023 03:38:55 INFO epoch 29 training [time: 8.37s, train loss: 1308.5806]
Fri 20 Oct 2023 03:38:56 INFO epoch 29 evaluating [time: 1.02s, valid_score: 0.031500]
Fri 20 Oct 2023 03:38:56 INFO valid result:
hit@10 : 0.0701 hit@50 : 0.1804 ndcg@10 : 0.0315 ndcg@50 : 0.0548
Fri 20 Oct 2023 03:38:56 INFO Discovering multi-modal user interest before 30-th epoch
Fri 20 Oct 2023 03:38:56 INFO Finish multi-modal interest discovery before 30-th epoch
Fri 20 Oct 2023 03:39:05 INFO epoch 30 training [time: 8.69s, train loss: 1308.1249]
Fri 20 Oct 2023 03:39:06 INFO epoch 30 evaluating [time: 1.02s, valid_score: 0.031900]
Fri 20 Oct 2023 03:39:06 INFO valid result:
hit@10 : 0.0701 hit@50 : 0.1783 ndcg@10 : 0.0319 ndcg@50 : 0.0549
Fri 20 Oct 2023 03:39:06 INFO Saving current: saved/MISSRec-Oct-20-2023_03-33-58.pth
Fri 20 Oct 2023 03:39:06 INFO Discovering multi-modal user interest before 31-th epoch
Fri 20 Oct 2023 03:39:06 INFO Finish multi-modal interest discovery before 31-th epoch
Fri 20 Oct 2023 03:39:15 INFO epoch 31 training [time: 8.79s, train loss: 1307.4011]
Fri 20 Oct 2023 03:39:16 INFO epoch 31 evaluating [time: 1.03s, valid_score: 0.032100]
Fri 20 Oct 2023 03:39:16 INFO valid result:
hit@10 : 0.0714 hit@50 : 0.1783 ndcg@10 : 0.0321 ndcg@50 : 0.0548
Fri 20 Oct 2023 03:39:16 INFO Saving current: saved/MISSRec-Oct-20-2023_03-33-58.pth
Fri 20 Oct 2023 03:39:16 INFO Discovering multi-modal user interest before 32-th epoch
Fri 20 Oct 2023 03:39:16 INFO Finish multi-modal interest discovery before 32-th epoch
Fri 20 Oct 2023 03:39:25 INFO epoch 32 training [time: 8.35s, train loss: 1306.7943]
Fri 20 Oct 2023 03:39:26 INFO epoch 32 evaluating [time: 1.01s, valid_score: 0.032300]
Fri 20 Oct 2023 03:39:26 INFO valid result:
hit@10 : 0.0711 hit@50 : 0.1814 ndcg@10 : 0.0323 ndcg@50 : 0.0556
Fri 20 Oct 2023 03:39:26 INFO Saving current: saved/MISSRec-Oct-20-2023_03-33-58.pth
Fri 20 Oct 2023 03:39:26 INFO Discovering multi-modal user interest before 33-th epoch
Fri 20 Oct 2023 03:39:26 INFO Finish multi-modal interest discovery before 33-th epoch
Fri 20 Oct 2023 03:39:34 INFO epoch 33 training [time: 8.63s, train loss: 1305.8299]
Fri 20 Oct 2023 03:39:36 INFO epoch 33 evaluating [time: 1.16s, valid_score: 0.032400]
Fri 20 Oct 2023 03:39:36 INFO valid result:
hit@10 : 0.0701 hit@50 : 0.179 ndcg@10 : 0.0324 ndcg@50 : 0.0555
Fri 20 Oct 2023 03:39:36 INFO Saving current: saved/MISSRec-Oct-20-2023_03-33-58.pth
Fri 20 Oct 2023 03:39:36 INFO Discovering multi-modal user interest before 34-th epoch
Fri 20 Oct 2023 03:39:36 INFO Finish multi-modal interest discovery before 34-th epoch
Fri 20 Oct 2023 03:39:44 INFO epoch 34 training [time: 8.30s, train loss: 1305.1780]
Fri 20 Oct 2023 03:39:45 INFO epoch 34 evaluating [time: 1.01s, valid_score: 0.032500]
Fri 20 Oct 2023 03:39:45 INFO valid result:
hit@10 : 0.0708 hit@50 : 0.1797 ndcg@10 : 0.0325 ndcg@50 : 0.0555
Fri 20 Oct 2023 03:39:45 INFO Saving current: saved/MISSRec-Oct-20-2023_03-33-58.pth
Fri 20 Oct 2023 03:39:45 INFO Discovering multi-modal user interest before 35-th epoch
Fri 20 Oct 2023 03:39:45 INFO Finish multi-modal interest discovery before 35-th epoch
Fri 20 Oct 2023 03:39:54 INFO epoch 35 training [time: 8.29s, train loss: 1304.9568]
Fri 20 Oct 2023 03:39:55 INFO epoch 35 evaluating [time: 1.14s, valid_score: 0.031900]
Fri 20 Oct 2023 03:39:55 INFO valid result:
hit@10 : 0.07 hit@50 : 0.178 ndcg@10 : 0.0319 ndcg@50 : 0.0548
Fri 20 Oct 2023 03:39:55 INFO Discovering multi-modal user interest before 36-th epoch
Fri 20 Oct 2023 03:39:55 INFO Finish multi-modal interest discovery before 36-th epoch
Fri 20 Oct 2023 03:40:03 INFO epoch 36 training [time: 8.47s, train loss: 1304.4070]
Fri 20 Oct 2023 03:40:04 INFO epoch 36 evaluating [time: 1.08s, valid_score: 0.032600]
Fri 20 Oct 2023 03:40:04 INFO valid result:
hit@10 : 0.0716 hit@50 : 0.1801 ndcg@10 : 0.0326 ndcg@50 : 0.0556
Fri 20 Oct 2023 03:40:04 INFO Saving current: saved/MISSRec-Oct-20-2023_03-33-58.pth
Fri 20 Oct 2023 03:40:04 INFO Discovering multi-modal user interest before 37-th epoch
Fri 20 Oct 2023 03:40:04 INFO Finish multi-modal interest discovery before 37-th epoch
Fri 20 Oct 2023 03:40:13 INFO epoch 37 training [time: 8.89s, train loss: 1304.0231]
Fri 20 Oct 2023 03:40:14 INFO epoch 37 evaluating [time: 1.10s, valid_score: 0.032100]
Fri 20 Oct 2023 03:40:14 INFO valid result:
hit@10 : 0.0713 hit@50 : 0.1788 ndcg@10 : 0.0321 ndcg@50 : 0.0549
Fri 20 Oct 2023 03:40:14 INFO Discovering multi-modal user interest before 38-th epoch
Fri 20 Oct 2023 03:40:14 INFO Finish multi-modal interest discovery before 38-th epoch
Fri 20 Oct 2023 03:40:23 INFO epoch 38 training [time: 8.36s, train loss: 1303.9279]
Fri 20 Oct 2023 03:40:24 INFO epoch 38 evaluating [time: 1.04s, valid_score: 0.032000]
Fri 20 Oct 2023 03:40:24 INFO valid result:
hit@10 : 0.0697 hit@50 : 0.1796 ndcg@10 : 0.032 ndcg@50 : 0.0553
Fri 20 Oct 2023 03:40:24 INFO Discovering multi-modal user interest before 39-th epoch
Fri 20 Oct 2023 03:40:24 INFO Finish multi-modal interest discovery before 39-th epoch
Fri 20 Oct 2023 03:40:32 INFO epoch 39 training [time: 8.40s, train loss: 1302.5069]
Fri 20 Oct 2023 03:40:33 INFO epoch 39 evaluating [time: 1.23s, valid_score: 0.032800]
Fri 20 Oct 2023 03:40:33 INFO valid result:
hit@10 : 0.0715 hit@50 : 0.1787 ndcg@10 : 0.0328 ndcg@50 : 0.0554
Fri 20 Oct 2023 03:40:34 INFO Saving current: saved/MISSRec-Oct-20-2023_03-33-58.pth
Fri 20 Oct 2023 03:40:34 INFO Discovering multi-modal user interest before 40-th epoch
Fri 20 Oct 2023 03:40:34 INFO Finish multi-modal interest discovery before 40-th epoch
Fri 20 Oct 2023 03:40:42 INFO epoch 40 training [time: 8.31s, train loss: 1301.9692]
Fri 20 Oct 2023 03:40:43 INFO epoch 40 evaluating [time: 1.03s, valid_score: 0.031900]
Fri 20 Oct 2023 03:40:43 INFO valid result:
hit@10 : 0.0702 hit@50 : 0.1789 ndcg@10 : 0.0319 ndcg@50 : 0.0549
Fri 20 Oct 2023 03:40:43 INFO Discovering multi-modal user interest before 41-th epoch
Fri 20 Oct 2023 03:40:43 INFO Finish multi-modal interest discovery before 41-th epoch
Fri 20 Oct 2023 03:40:51 INFO epoch 41 training [time: 8.34s, train loss: 1302.0147]
Fri 20 Oct 2023 03:40:52 INFO epoch 41 evaluating [time: 1.01s, valid_score: 0.032200]
Fri 20 Oct 2023 03:40:52 INFO valid result:
hit@10 : 0.0709 hit@50 : 0.1801 ndcg@10 : 0.0322 ndcg@50 : 0.0553
Fri 20 Oct 2023 03:40:52 INFO Discovering multi-modal user interest before 42-th epoch
Fri 20 Oct 2023 03:40:52 INFO Finish multi-modal interest discovery before 42-th epoch
Fri 20 Oct 2023 03:41:01 INFO epoch 42 training [time: 8.34s, train loss: 1301.2819]
Fri 20 Oct 2023 03:41:02 INFO epoch 42 evaluating [time: 1.00s, valid_score: 0.032300]
Fri 20 Oct 2023 03:41:02 INFO valid result:
hit@10 : 0.071 hit@50 : 0.1798 ndcg@10 : 0.0323 ndcg@50 : 0.0553
Fri 20 Oct 2023 03:41:02 INFO Discovering multi-modal user interest before 43-th epoch
Fri 20 Oct 2023 03:41:02 INFO Finish multi-modal interest discovery before 43-th epoch
Fri 20 Oct 2023 03:41:10 INFO epoch 43 training [time: 8.60s, train loss: 1300.8743]
Fri 20 Oct 2023 03:41:11 INFO epoch 43 evaluating [time: 1.08s, valid_score: 0.032500]
Fri 20 Oct 2023 03:41:11 INFO valid result:
hit@10 : 0.072 hit@50 : 0.1824 ndcg@10 : 0.0325 ndcg@50 : 0.0558
Fri 20 Oct 2023 03:41:11 INFO Discovering multi-modal user interest before 44-th epoch
Fri 20 Oct 2023 03:41:11 INFO Finish multi-modal interest discovery before 44-th epoch
Fri 20 Oct 2023 03:41:20 INFO epoch 44 training [time: 8.33s, train loss: 1300.3663]
Fri 20 Oct 2023 03:41:21 INFO epoch 44 evaluating [time: 1.02s, valid_score: 0.032200]
Fri 20 Oct 2023 03:41:21 INFO valid result:
hit@10 : 0.0707 hit@50 : 0.1811 ndcg@10 : 0.0322 ndcg@50 : 0.0555
Fri 20 Oct 2023 03:41:21 INFO Discovering multi-modal user interest before 45-th epoch
Fri 20 Oct 2023 03:41:21 INFO Finish multi-modal interest discovery before 45-th epoch
Fri 20 Oct 2023 03:41:29 INFO epoch 45 training [time: 8.50s, train loss: 1300.3910]
Fri 20 Oct 2023 03:41:30 INFO epoch 45 evaluating [time: 1.01s, valid_score: 0.032700]
Fri 20 Oct 2023 03:41:30 INFO valid result:
hit@10 : 0.0718 hit@50 : 0.1801 ndcg@10 : 0.0327 ndcg@50 : 0.0557
Fri 20 Oct 2023 03:41:30 INFO Discovering multi-modal user interest before 46-th epoch
Fri 20 Oct 2023 03:41:30 INFO Finish multi-modal interest discovery before 46-th epoch
Fri 20 Oct 2023 03:41:39 INFO epoch 46 training [time: 8.40s, train loss: 1299.4321]
Fri 20 Oct 2023 03:41:40 INFO epoch 46 evaluating [time: 1.22s, valid_score: 0.032600]
Fri 20 Oct 2023 03:41:40 INFO valid result:
hit@10 : 0.0711 hit@50 : 0.1811 ndcg@10 : 0.0326 ndcg@50 : 0.056
Fri 20 Oct 2023 03:41:40 INFO Discovering multi-modal user interest before 47-th epoch
Fri 20 Oct 2023 03:41:40 INFO Finish multi-modal interest discovery before 47-th epoch
Fri 20 Oct 2023 03:41:48 INFO epoch 47 training [time: 8.34s, train loss: 1299.1792]
Fri 20 Oct 2023 03:41:49 INFO epoch 47 evaluating [time: 1.01s, valid_score: 0.032500]
Fri 20 Oct 2023 03:41:49 INFO valid result:
hit@10 : 0.0705 hit@50 : 0.1773 ndcg@10 : 0.0325 ndcg@50 : 0.0552
Fri 20 Oct 2023 03:41:49 INFO Discovering multi-modal user interest before 48-th epoch
Fri 20 Oct 2023 03:41:49 INFO Finish multi-modal interest discovery before 48-th epoch
Fri 20 Oct 2023 03:41:58 INFO epoch 48 training [time: 8.30s, train loss: 1298.3864]
Fri 20 Oct 2023 03:41:59 INFO epoch 48 evaluating [time: 1.01s, valid_score: 0.032700]
Fri 20 Oct 2023 03:41:59 INFO valid result:
hit@10 : 0.0718 hit@50 : 0.181 ndcg@10 : 0.0327 ndcg@50 : 0.0559
Fri 20 Oct 2023 03:41:59 INFO Discovering multi-modal user interest before 49-th epoch
Fri 20 Oct 2023 03:41:59 INFO Finish multi-modal interest discovery before 49-th epoch
Fri 20 Oct 2023 03:42:07 INFO epoch 49 training [time: 8.48s, train loss: 1298.7989]
Fri 20 Oct 2023 03:42:08 INFO epoch 49 evaluating [time: 1.09s, valid_score: 0.032900]
Fri 20 Oct 2023 03:42:08 INFO valid result:
hit@10 : 0.0718 hit@50 : 0.1795 ndcg@10 : 0.0329 ndcg@50 : 0.0558
Fri 20 Oct 2023 03:42:08 INFO Saving current: saved/MISSRec-Oct-20-2023_03-33-58.pth
Fri 20 Oct 2023 03:42:08 INFO Discovering multi-modal user interest before 50-th epoch
Fri 20 Oct 2023 03:42:08 INFO Finish multi-modal interest discovery before 50-th epoch
Fri 20 Oct 2023 03:42:17 INFO epoch 50 training [time: 8.78s, train loss: 1297.9739]
Fri 20 Oct 2023 03:42:18 INFO epoch 50 evaluating [time: 1.11s, valid_score: 0.032500]
Fri 20 Oct 2023 03:42:18 INFO valid result:
hit@10 : 0.0716 hit@50 : 0.1807 ndcg@10 : 0.0325 ndcg@50 : 0.0557
Fri 20 Oct 2023 03:42:18 INFO Discovering multi-modal user interest before 51-th epoch
Fri 20 Oct 2023 03:42:18 INFO Finish multi-modal interest discovery before 51-th epoch
Fri 20 Oct 2023 03:42:27 INFO epoch 51 training [time: 8.28s, train loss: 1297.4005]
Fri 20 Oct 2023 03:42:28 INFO epoch 51 evaluating [time: 1.09s, valid_score: 0.032400]
Fri 20 Oct 2023 03:42:28 INFO valid result:
hit@10 : 0.0715 hit@50 : 0.181 ndcg@10 : 0.0324 ndcg@50 : 0.0557
Fri 20 Oct 2023 03:42:28 INFO Discovering multi-modal user interest before 52-th epoch
Fri 20 Oct 2023 03:42:28 INFO Finish multi-modal interest discovery before 52-th epoch
Fri 20 Oct 2023 03:42:36 INFO epoch 52 training [time: 8.25s, train loss: 1297.5634]
Fri 20 Oct 2023 03:42:37 INFO epoch 52 evaluating [time: 1.17s, valid_score: 0.032700]
Fri 20 Oct 2023 03:42:37 INFO valid result:
hit@10 : 0.0728 hit@50 : 0.1807 ndcg@10 : 0.0327 ndcg@50 : 0.0556
Fri 20 Oct 2023 03:42:37 INFO Discovering multi-modal user interest before 53-th epoch
Fri 20 Oct 2023 03:42:37 INFO Finish multi-modal interest discovery before 53-th epoch
Fri 20 Oct 2023 03:42:45 INFO epoch 53 training [time: 8.33s, train loss: 1296.9155]
Fri 20 Oct 2023 03:42:47 INFO epoch 53 evaluating [time: 1.21s, valid_score: 0.032300]
Fri 20 Oct 2023 03:42:47 INFO valid result:
hit@10 : 0.0705 hit@50 : 0.1789 ndcg@10 : 0.0323 ndcg@50 : 0.0553
Fri 20 Oct 2023 03:42:47 INFO Discovering multi-modal user interest before 54-th epoch
Fri 20 Oct 2023 03:42:47 INFO Finish multi-modal interest discovery before 54-th epoch
Fri 20 Oct 2023 03:42:55 INFO epoch 54 training [time: 8.29s, train loss: 1296.7335]
Fri 20 Oct 2023 03:42:56 INFO epoch 54 evaluating [time: 1.00s, valid_score: 0.032100]
Fri 20 Oct 2023 03:42:56 INFO valid result:
hit@10 : 0.0713 hit@50 : 0.18 ndcg@10 : 0.0321 ndcg@50 : 0.0551
Fri 20 Oct 2023 03:42:56 INFO Discovering multi-modal user interest before 55-th epoch
Fri 20 Oct 2023 03:42:56 INFO Finish multi-modal interest discovery before 55-th epoch
Fri 20 Oct 2023 03:43:04 INFO epoch 55 training [time: 8.30s, train loss: 1295.8664]
Fri 20 Oct 2023 03:43:05 INFO epoch 55 evaluating [time: 1.05s, valid_score: 0.032200]
Fri 20 Oct 2023 03:43:05 INFO valid result:
hit@10 : 0.0712 hit@50 : 0.1791 ndcg@10 : 0.0322 ndcg@50 : 0.055
Fri 20 Oct 2023 03:43:05 INFO Discovering multi-modal user interest before 56-th epoch
Fri 20 Oct 2023 03:43:05 INFO Finish multi-modal interest discovery before 56-th epoch
Fri 20 Oct 2023 03:43:14 INFO epoch 56 training [time: 8.32s, train loss: 1295.9864]
Fri 20 Oct 2023 03:43:15 INFO epoch 56 evaluating [time: 1.01s, valid_score: 0.032400]
Fri 20 Oct 2023 03:43:15 INFO valid result:
hit@10 : 0.0709 hit@50 : 0.1801 ndcg@10 : 0.0324 ndcg@50 : 0.0556
Fri 20 Oct 2023 03:43:15 INFO Discovering multi-modal user interest before 57-th epoch
Fri 20 Oct 2023 03:43:15 INFO Finish multi-modal interest discovery before 57-th epoch
Fri 20 Oct 2023 03:43:23 INFO epoch 57 training [time: 8.25s, train loss: 1295.9437]
Fri 20 Oct 2023 03:43:24 INFO epoch 57 evaluating [time: 1.01s, valid_score: 0.032600]
Fri 20 Oct 2023 03:43:24 INFO valid result:
hit@10 : 0.072 hit@50 : 0.1814 ndcg@10 : 0.0326 ndcg@50 : 0.0557
Fri 20 Oct 2023 03:43:24 INFO Discovering multi-modal user interest before 58-th epoch
Fri 20 Oct 2023 03:43:24 INFO Finish multi-modal interest discovery before 58-th epoch
Fri 20 Oct 2023 03:43:32 INFO epoch 58 training [time: 8.42s, train loss: 1295.2119]
Fri 20 Oct 2023 03:43:33 INFO epoch 58 evaluating [time: 1.04s, valid_score: 0.032300]
Fri 20 Oct 2023 03:43:33 INFO valid result:
hit@10 : 0.0708 hit@50 : 0.1789 ndcg@10 : 0.0323 ndcg@50 : 0.0553
Fri 20 Oct 2023 03:43:33 INFO Discovering multi-modal user interest before 59-th epoch
Fri 20 Oct 2023 03:43:33 INFO Finish multi-modal interest discovery before 59-th epoch
Fri 20 Oct 2023 03:43:42 INFO epoch 59 training [time: 8.27s, train loss: 1294.8368]
Fri 20 Oct 2023 03:43:43 INFO epoch 59 evaluating [time: 1.00s, valid_score: 0.032400]
Fri 20 Oct 2023 03:43:43 INFO valid result:
hit@10 : 0.0708 hit@50 : 0.1827 ndcg@10 : 0.0324 ndcg@50 : 0.0561
Fri 20 Oct 2023 03:43:43 INFO Discovering multi-modal user interest before 60-th epoch
Fri 20 Oct 2023 03:43:43 INFO Finish multi-modal interest discovery before 60-th epoch
Fri 20 Oct 2023 03:43:51 INFO epoch 60 training [time: 8.36s, train loss: 1294.4570]
Fri 20 Oct 2023 03:43:52 INFO epoch 60 evaluating [time: 1.23s, valid_score: 0.032800]
Fri 20 Oct 2023 03:43:52 INFO valid result:
hit@10 : 0.0719 hit@50 : 0.1806 ndcg@10 : 0.0328 ndcg@50 : 0.0559
Fri 20 Oct 2023 03:43:52 INFO Finished training, best eval result in epoch 49
Fri 20 Oct 2023 03:43:52 INFO Loading model structure and parameters from saved/MISSRec-Oct-20-2023_03-33-58.pth
Fri 20 Oct 2023 03:43:53 INFO best valid : OrderedDict([('hit@10', 0.0718), ('hit@50', 0.1795), ('ndcg@10', 0.0329), ('ndcg@50', 0.0558)])
Fri 20 Oct 2023 03:43:53 INFO test result: OrderedDict([('hit@10', 0.0771), ('hit@50', 0.1833), ('ndcg@10', 0.0345), ('ndcg@50', 0.0571)])
Fri 20 Oct 2023 03:43:53 INFO Write log to /data/wangjinpeng/MISSRec_clear/log/MISSRec_gpu2/Oct-20-2023_03-33-51_.log