-
Notifications
You must be signed in to change notification settings - Fork 0
/
nohup_bootea_rotate.txt
726 lines (621 loc) · 33.7 KB
/
nohup_bootea_rotate.txt
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
load arguments: {'training_data': '../../OntologySummit/AirlinesCustomerSatisfaction/EntityAlignment/', 'output': '../../OntologySummit/AirlinesCustomerSatisfaction/EntityAlignment/results/', 'dataset_division': '541_5fold', 'embedding_module': 'BootEA_RotatE', 'alignment_module': 'swapping', 'search_module': 'greedy', 'dim': 100, 'init': 'normal', 'ent_l2_norm': True, 'rel_l2_norm': False, 'gamma': 12.0, 'learning_rate': 0.01, 'optimizer': 'Adam', 'max_epoch': 2000, 'batch_size': 5000, 'min_iter': 40, 'neg_sampling': 'uniform', 'neg_triple_num': 10, 'truncated_epsilon': 0.9, 'truncated_freq': 10, 'batch_threads_num': 4, 'test_threads_num': 4, 'ordered': True, 'start_valid': 10, 'start_bp': 5000, 'eval_freq': 10, 'stop_metric': 'hits1', 'eval_metric': 'inner', 'csls': 10, 'top_k': [1, 5, 10, 50], 'is_save': True, 'eval_norm': True, 'sim_th': 0.75, 'k': 10, 'sub_epoch': 10, 'align_times': 1}
BootEA_RotatE
<openea.modules.args.args_hander.ARGs object at 0x7f1ce22f68d0>
read relation triples: ../../OntologySummit/AirlinesCustomerSatisfaction/EntityAlignment/Basic-Gold/rel_triples_1
read relation triples: ../../OntologySummit/AirlinesCustomerSatisfaction/EntityAlignment/Basic-Gold/rel_triples_2
read attribute triples: ../../OntologySummit/AirlinesCustomerSatisfaction/EntityAlignment/Basic-Gold/attr_triples_1
read attribute triples: ../../OntologySummit/AirlinesCustomerSatisfaction/EntityAlignment/Basic-Gold/attr_triples_2
read links: ../../OntologySummit/AirlinesCustomerSatisfaction/EntityAlignment/Basic-Gold/541_5fold/1/train_links
read links: ../../OntologySummit/AirlinesCustomerSatisfaction/EntityAlignment/Basic-Gold/541_5fold/1/valid_links
read links: ../../OntologySummit/AirlinesCustomerSatisfaction/EntityAlignment/Basic-Gold/541_5fold/1/test_links
Number of rt_dict: 20000
Number of hr_dict: 1
entity relations dict: 20000
Number of av_dict: 20000
entity attributes dict: 20000
KG statistics:
Number of entities: 20001
Number of relations: 1
Number of attributes: 23
Number of relation triples: 20000
Number of attribute triples: 459923
Number of local relation triples: 20000
Number of local attribute triples: 459923
Number of rt_dict: 60077
Number of hr_dict: 40094
entity relations dict: 60077
Number of av_dict: 60000
entity attributes dict: 60000
KG statistics:
Number of entities: 60094
Number of relations: 4
Number of attributes: 9
Number of relation triples: 380077
Number of attribute triples: 179923
Number of local relation triples: 380077
Number of local attribute triples: 179923
Number of rt_dict: 20000
Number of hr_dict: 1
entity relations dict: 20000
Number of av_dict: 20000
entity attributes dict: 20000
KG statistics:
Number of entities: 20001
Number of relations: 1
Number of attributes: 23
Number of relation triples: 20000
Number of attribute triples: 459923
Number of local relation triples: 20000
Number of local attribute triples: 459923
Number of rt_dict: 60077
Number of hr_dict: 40094
entity relations dict: 60077
Number of av_dict: 60000
entity attributes dict: 60000
KG statistics:
Number of entities: 60094
Number of relations: 4
Number of attributes: 9
Number of relation triples: 380077
Number of attribute triples: 179923
Number of local relation triples: 380077
Number of local attribute triples: 179923
supervised relation triples: 10000, 170000
supervised attribute triples: 229967, 10000
../../OntologySummit/AirlinesCustomerSatisfaction/EntityAlignment/results/ ../../OntologySummit/AirlinesCustomerSatisfaction/EntityAlignment/Basic-Gold/ ['..', '..', 'OntologySummit', 'AirlinesCustomerSatisfaction', 'EntityAlignment', 'Basic-Gold'] 541_5fold/1/ BootEA_RotatE
results output folder: ../../OntologySummit/AirlinesCustomerSatisfaction/EntityAlignment/results/BootEA_RotatE/Basic-Gold/541_5fold/1/20231111111622/
iteration 1
epoch 1, avg. triple loss: 3.0969, cost time: 116.9567s
epoch 2, avg. triple loss: 1.2046, cost time: 115.0207s
epoch 3, avg. triple loss: 0.7623, cost time: 115.6748s
epoch 4, avg. triple loss: 0.6355, cost time: 115.1937s
epoch 5, avg. triple loss: 0.5608, cost time: 103.0182s
epoch 6, avg. triple loss: 0.5063, cost time: 101.4512s
epoch 7, avg. triple loss: 0.4652, cost time: 99.1938s
epoch 8, avg. triple loss: 0.4335, cost time: 99.8354s
epoch 9, avg. triple loss: 0.4095, cost time: 100.3274s
epoch 10, avg. triple loss: 0.3898, cost time: 100.1956s
quick results: hits@[1, 5, 10, 50] = [0. 0.15 0.2 0.85]%, time = 2.400 s
iteration 2
epoch 11, avg. triple loss: 0.3751, cost time: 102.1175s
epoch 12, avg. triple loss: 0.3631, cost time: 99.4800s
epoch 13, avg. triple loss: 0.3549, cost time: 99.2170s
epoch 14, avg. triple loss: 0.3473, cost time: 99.6590s
epoch 15, avg. triple loss: 0.3408, cost time: 99.6194s
epoch 16, avg. triple loss: 0.3356, cost time: 98.5614s
epoch 17, avg. triple loss: 0.3308, cost time: 189.3388s
epoch 18, avg. triple loss: 0.3263, cost time: 293.8111s
epoch 19, avg. triple loss: 0.3231, cost time: 300.9874s
epoch 20, avg. triple loss: 0.3200, cost time: 295.9025s
quick results: hits@[1, 5, 10, 50] = [0. 0. 0.15 0.45]%, time = 8.236 s
iteration 3
epoch 21, avg. triple loss: 0.3169, cost time: 295.0641s
epoch 22, avg. triple loss: 0.3153, cost time: 291.0407s
epoch 23, avg. triple loss: 0.3131, cost time: 294.5501s
epoch 24, avg. triple loss: 0.3096, cost time: 295.3147s
epoch 25, avg. triple loss: 0.3089, cost time: 300.0190s
epoch 26, avg. triple loss: 0.3071, cost time: 295.6260s
epoch 27, avg. triple loss: 0.3051, cost time: 308.8964s
epoch 28, avg. triple loss: 0.3036, cost time: 301.2163s
epoch 29, avg. triple loss: 0.3015, cost time: 282.8940s
epoch 30, avg. triple loss: 0.3004, cost time: 275.7154s
quick results: hits@[1, 5, 10, 50] = [0. 0.1 0.2 0.5]%, time = 7.454 s
== should early stop ==
iteration 4
epoch 31, avg. triple loss: 0.2994, cost time: 274.6441s
epoch 32, avg. triple loss: 0.2983, cost time: 287.7153s
epoch 33, avg. triple loss: 0.2965, cost time: 292.6220s
epoch 34, avg. triple loss: 0.2953, cost time: 293.5882s
epoch 35, avg. triple loss: 0.2941, cost time: 291.0002s
epoch 36, avg. triple loss: 0.2931, cost time: 284.3938s
epoch 37, avg. triple loss: 0.2923, cost time: 290.8560s
epoch 38, avg. triple loss: 0.2917, cost time: 301.0288s
epoch 39, avg. triple loss: 0.2902, cost time: 302.5876s
epoch 40, avg. triple loss: 0.2895, cost time: 297.3568s
quick results: hits@[1, 5, 10, 50] = [0. 0.05 0.15 0.6 ]%, time = 6.798 s
== should early stop ==
iteration 5
epoch 41, avg. triple loss: 0.2885, cost time: 298.4276s
epoch 42, avg. triple loss: 0.2876, cost time: 292.9691s
epoch 43, avg. triple loss: 0.2867, cost time: 296.8959s
epoch 44, avg. triple loss: 0.2861, cost time: 281.4507s
epoch 45, avg. triple loss: 0.2854, cost time: 285.5901s
epoch 46, avg. triple loss: 0.2841, cost time: 282.6468s
epoch 47, avg. triple loss: 0.2837, cost time: 286.5930s
epoch 48, avg. triple loss: 0.2831, cost time: 285.0369s
epoch 49, avg. triple loss: 0.2818, cost time: 299.1105s
epoch 50, avg. triple loss: 0.2812, cost time: 291.3536s
quick results: hits@[1, 5, 10, 50] = [0.05 0.1 0.1 0.65]%, time = 6.608 s
iteration 6
epoch 51, avg. triple loss: 0.2805, cost time: 297.5870s
epoch 52, avg. triple loss: 0.2803, cost time: 291.8235s
epoch 53, avg. triple loss: 0.2795, cost time: 291.9211s
epoch 54, avg. triple loss: 0.2786, cost time: 292.1665s
epoch 55, avg. triple loss: 0.2783, cost time: 284.9905s
epoch 56, avg. triple loss: 0.2774, cost time: 289.7626s
epoch 57, avg. triple loss: 0.2771, cost time: 296.0978s
epoch 58, avg. triple loss: 0.2766, cost time: 295.7449s
epoch 59, avg. triple loss: 0.2763, cost time: 304.5698s
epoch 60, avg. triple loss: 0.2751, cost time: 284.7628s
quick results: hits@[1, 5, 10, 50] = [0. 0.15 0.25 0.9 ]%, time = 7.288 s
iteration 7
epoch 61, avg. triple loss: 0.2748, cost time: 293.3973s
epoch 62, avg. triple loss: 0.2745, cost time: 280.0418s
epoch 63, avg. triple loss: 0.2738, cost time: 273.5856s
epoch 64, avg. triple loss: 0.2739, cost time: 281.3771s
epoch 65, avg. triple loss: 0.2728, cost time: 292.2474s
epoch 66, avg. triple loss: 0.2728, cost time: 292.3342s
epoch 67, avg. triple loss: 0.2715, cost time: 296.6624s
epoch 68, avg. triple loss: 0.2713, cost time: 282.4528s
epoch 69, avg. triple loss: 0.2707, cost time: 300.3315s
epoch 70, avg. triple loss: 0.2703, cost time: 298.8895s
quick results: hits@[1, 5, 10, 50] = [0.05 0.1 0.15 0.6 ]%, time = 7.188 s
iteration 8
epoch 71, avg. triple loss: 0.2708, cost time: 293.2977s
epoch 72, avg. triple loss: 0.2695, cost time: 297.5448s
epoch 73, avg. triple loss: 0.2682, cost time: 291.4092s
epoch 74, avg. triple loss: 0.2684, cost time: 287.6381s
epoch 75, avg. triple loss: 0.2679, cost time: 289.8342s
epoch 76, avg. triple loss: 0.2675, cost time: 280.9328s
epoch 77, avg. triple loss: 0.2671, cost time: 274.0599s
epoch 78, avg. triple loss: 0.2667, cost time: 274.1544s
epoch 79, avg. triple loss: 0.2668, cost time: 278.4198s
epoch 80, avg. triple loss: 0.2658, cost time: 283.9418s
quick results: hits@[1, 5, 10, 50] = [0. 0.1 0.25 0.75]%, time = 6.525 s
iteration 9
epoch 81, avg. triple loss: 0.2658, cost time: 282.9194s
epoch 82, avg. triple loss: 0.2656, cost time: 280.7151s
epoch 83, avg. triple loss: 0.2648, cost time: 290.6530s
epoch 84, avg. triple loss: 0.2643, cost time: 293.3764s
epoch 85, avg. triple loss: 0.2648, cost time: 297.8255s
epoch 86, avg. triple loss: 0.2638, cost time: 291.1851s
epoch 87, avg. triple loss: 0.2626, cost time: 287.6995s
epoch 88, avg. triple loss: 0.2630, cost time: 308.1868s
epoch 89, avg. triple loss: 0.2626, cost time: 310.3107s
epoch 90, avg. triple loss: 0.2631, cost time: 309.6025s
quick results: hits@[1, 5, 10, 50] = [0.05 0.15 0.3 0.6 ]%, time = 6.035 s
iteration 10
epoch 91, avg. triple loss: 0.2621, cost time: 299.4057s
epoch 92, avg. triple loss: 0.2616, cost time: 294.5854s
epoch 93, avg. triple loss: 0.2616, cost time: 286.3099s
epoch 94, avg. triple loss: 0.2611, cost time: 299.6117s
epoch 95, avg. triple loss: 0.2601, cost time: 299.5209s
epoch 96, avg. triple loss: 0.2604, cost time: 306.1153s
epoch 97, avg. triple loss: 0.2603, cost time: 307.0799s
epoch 98, avg. triple loss: 0.2596, cost time: 306.4706s
epoch 99, avg. triple loss: 0.2595, cost time: 297.8890s
epoch 100, avg. triple loss: 0.2591, cost time: 306.3583s
quick results: hits@[1, 5, 10, 50] = [0. 0.1 0.2 0.75]%, time = 7.747 s
iteration 11
epoch 101, avg. triple loss: 0.2591, cost time: 311.8497s
epoch 102, avg. triple loss: 0.2588, cost time: 313.2457s
epoch 103, avg. triple loss: 0.2581, cost time: 318.4633s
epoch 104, avg. triple loss: 0.2581, cost time: 307.7193s
epoch 105, avg. triple loss: 0.2582, cost time: 298.9750s
epoch 106, avg. triple loss: 0.2577, cost time: 312.9223s
epoch 107, avg. triple loss: 0.2568, cost time: 298.8244s
epoch 108, avg. triple loss: 0.2572, cost time: 292.7315s
epoch 109, avg. triple loss: 0.2570, cost time: 297.6829s
epoch 110, avg. triple loss: 0.2563, cost time: 285.2630s
quick results: hits@[1, 5, 10, 50] = [0. 0.1 0.2 0.8]%, time = 5.052 s
== should early stop ==
iteration 12
epoch 111, avg. triple loss: 0.2575, cost time: 275.4375s
epoch 112, avg. triple loss: 0.2566, cost time: 302.8366s
epoch 113, avg. triple loss: 0.2558, cost time: 306.5345s
epoch 114, avg. triple loss: 0.2555, cost time: 303.4760s
epoch 115, avg. triple loss: 0.2558, cost time: 309.3051s
epoch 116, avg. triple loss: 0.2551, cost time: 304.1502s
epoch 117, avg. triple loss: 0.2553, cost time: 312.5114s
epoch 118, avg. triple loss: 0.2547, cost time: 472.4856s
epoch 119, avg. triple loss: 0.2548, cost time: 478.5311s
epoch 120, avg. triple loss: 0.2543, cost time: 460.0097s
quick results: hits@[1, 5, 10, 50] = [0. 0.1 0.2 0.55]%, time = 26.268 s
== should early stop ==
iteration 13
epoch 121, avg. triple loss: 0.2540, cost time: 538.8612s
epoch 122, avg. triple loss: 0.2542, cost time: 504.3553s
epoch 123, avg. triple loss: 0.2535, cost time: 519.6636s
epoch 124, avg. triple loss: 0.2534, cost time: 526.5273s
epoch 125, avg. triple loss: 0.2539, cost time: 558.8559s
epoch 126, avg. triple loss: 0.2536, cost time: 508.0045s
epoch 127, avg. triple loss: 0.2530, cost time: 511.1637s
epoch 128, avg. triple loss: 0.2519, cost time: 504.3311s
epoch 129, avg. triple loss: 0.2528, cost time: 544.9998s
epoch 130, avg. triple loss: 0.2532, cost time: 548.4427s
quick results: hits@[1, 5, 10, 50] = [0. 0.05 0.1 0.65]%, time = 17.630 s
== should early stop ==
iteration 14
epoch 131, avg. triple loss: 0.2516, cost time: 607.7021s
epoch 132, avg. triple loss: 0.2519, cost time: 585.3517s
epoch 133, avg. triple loss: 0.2527, cost time: 544.4016s
epoch 134, avg. triple loss: 0.2517, cost time: 564.1607s
epoch 135, avg. triple loss: 0.2523, cost time: 585.7431s
epoch 136, avg. triple loss: 0.2522, cost time: 605.7550s
epoch 137, avg. triple loss: 0.2516, cost time: 587.4250s
epoch 138, avg. triple loss: 0.2507, cost time: 658.5405s
epoch 139, avg. triple loss: 0.2507, cost time: 582.9270s
epoch 140, avg. triple loss: 0.2512, cost time: 506.3942s
quick results: hits@[1, 5, 10, 50] = [0. 0.05 0.1 0.55]%, time = 14.121 s
== should early stop ==
iteration 15
epoch 141, avg. triple loss: 0.2514, cost time: 504.7123s
epoch 142, avg. triple loss: 0.2512, cost time: 490.2815s
epoch 143, avg. triple loss: 0.2505, cost time: 467.0500s
epoch 144, avg. triple loss: 0.2499, cost time: 508.7815s
epoch 145, avg. triple loss: 0.2504, cost time: 502.8758s
epoch 146, avg. triple loss: 0.2501, cost time: 509.1900s
epoch 147, avg. triple loss: 0.2500, cost time: 540.6261s
epoch 148, avg. triple loss: 0.2498, cost time: 672.4268s
epoch 149, avg. triple loss: 0.2491, cost time: 665.1689s
epoch 150, avg. triple loss: 0.2494, cost time: 661.2637s
quick results: hits@[1, 5, 10, 50] = [0. 0.05 0.15 0.45]%, time = 6.883 s
== should early stop ==
iteration 16
epoch 151, avg. triple loss: 0.2500, cost time: 602.3182s
epoch 152, avg. triple loss: 0.2488, cost time: 597.7917s
epoch 153, avg. triple loss: 0.2492, cost time: 566.0203s
epoch 154, avg. triple loss: 0.2494, cost time: 511.0303s
epoch 155, avg. triple loss: 0.2494, cost time: 526.0346s
epoch 156, avg. triple loss: 0.2491, cost time: 525.5496s
epoch 157, avg. triple loss: 0.2487, cost time: 528.4309s
epoch 158, avg. triple loss: 0.2480, cost time: 531.5412s
epoch 159, avg. triple loss: 0.2489, cost time: 529.2798s
epoch 160, avg. triple loss: 0.2485, cost time: 531.9004s
quick results: hits@[1, 5, 10, 50] = [0. 0.15 0.25 0.7 ]%, time = 6.808 s
== should early stop ==
iteration 17
epoch 161, avg. triple loss: 0.2480, cost time: 545.0967s
epoch 162, avg. triple loss: 0.2481, cost time: 551.0503s
epoch 163, avg. triple loss: 0.2478, cost time: 537.9956s
epoch 164, avg. triple loss: 0.2477, cost time: 555.6472s
epoch 165, avg. triple loss: 0.2477, cost time: 533.0205s
epoch 166, avg. triple loss: 0.2470, cost time: 542.1197s
epoch 167, avg. triple loss: 0.2477, cost time: 540.3216s
epoch 168, avg. triple loss: 0.2477, cost time: 524.1947s
epoch 169, avg. triple loss: 0.2469, cost time: 539.3468s
epoch 170, avg. triple loss: 0.2465, cost time: 536.1561s
quick results: hits@[1, 5, 10, 50] = [0. 0.15 0.2 0.55]%, time = 6.444 s
== should early stop ==
iteration 18
epoch 171, avg. triple loss: 0.2468, cost time: 525.9436s
epoch 172, avg. triple loss: 0.2465, cost time: 511.4844s
epoch 173, avg. triple loss: 0.2462, cost time: 517.4624s
epoch 174, avg. triple loss: 0.2469, cost time: 542.8068s
epoch 175, avg. triple loss: 0.2466, cost time: 553.4591s
epoch 176, avg. triple loss: 0.2468, cost time: 519.3218s
epoch 177, avg. triple loss: 0.2468, cost time: 530.8335s
epoch 178, avg. triple loss: 0.2461, cost time: 541.6418s
epoch 179, avg. triple loss: 0.2463, cost time: 559.5416s
epoch 180, avg. triple loss: 0.2462, cost time: 542.1270s
quick results: hits@[1, 5, 10, 50] = [0.05 0.1 0.2 0.35]%, time = 5.355 s
iteration 19
epoch 181, avg. triple loss: 0.2456, cost time: 533.8240s
epoch 182, avg. triple loss: 0.2452, cost time: 546.9057s
epoch 183, avg. triple loss: 0.2454, cost time: 549.1144s
epoch 184, avg. triple loss: 0.2460, cost time: 521.8018s
epoch 185, avg. triple loss: 0.2447, cost time: 537.7362s
epoch 186, avg. triple loss: 0.2453, cost time: 532.1055s
epoch 187, avg. triple loss: 0.2447, cost time: 539.9706s
epoch 188, avg. triple loss: 0.2452, cost time: 545.7881s
epoch 189, avg. triple loss: 0.2453, cost time: 516.6155s
epoch 190, avg. triple loss: 0.2447, cost time: 510.6506s
quick results: hits@[1, 5, 10, 50] = [0. 0. 0.15 0.25]%, time = 8.225 s
iteration 20
epoch 191, avg. triple loss: 0.2449, cost time: 549.2405s
epoch 192, avg. triple loss: 0.2445, cost time: 550.7095s
epoch 193, avg. triple loss: 0.2450, cost time: 522.1751s
epoch 194, avg. triple loss: 0.2446, cost time: 535.3758s
epoch 195, avg. triple loss: 0.2448, cost time: 531.6357s
epoch 196, avg. triple loss: 0.2439, cost time: 551.9840s
epoch 197, avg. triple loss: 0.2444, cost time: 499.2512s
epoch 198, avg. triple loss: 0.2440, cost time: 510.6044s
epoch 199, avg. triple loss: 0.2452, cost time: 532.5957s
epoch 200, avg. triple loss: 0.2440, cost time: 521.6233s
quick results: hits@[1, 5, 10, 50] = [0. 0.05 0.05 0.35]%, time = 10.625 s
== should early stop ==
iteration 21
epoch 201, avg. triple loss: 0.2439, cost time: 482.3609s
epoch 202, avg. triple loss: 0.2439, cost time: 431.2662s
epoch 203, avg. triple loss: 0.2444, cost time: 437.7732s
epoch 204, avg. triple loss: 0.2437, cost time: 448.3287s
epoch 205, avg. triple loss: 0.2438, cost time: 446.4268s
epoch 206, avg. triple loss: 0.2430, cost time: 447.6732s
epoch 207, avg. triple loss: 0.2437, cost time: 457.5388s
epoch 208, avg. triple loss: 0.2440, cost time: 435.9798s
epoch 209, avg. triple loss: 0.2433, cost time: 410.4893s
epoch 210, avg. triple loss: 0.2432, cost time: 439.0202s
quick results: hits@[1, 5, 10, 50] = [0. 0.05 0.1 0.5 ]%, time = 5.073 s
== should early stop ==
iteration 22
epoch 211, avg. triple loss: 0.2427, cost time: 458.8949s
epoch 212, avg. triple loss: 0.2438, cost time: 456.7858s
epoch 213, avg. triple loss: 0.2434, cost time: 451.3010s
epoch 214, avg. triple loss: 0.2436, cost time: 450.3505s
epoch 215, avg. triple loss: 0.2439, cost time: 467.3996s
epoch 216, avg. triple loss: 0.2428, cost time: 460.1255s
epoch 217, avg. triple loss: 0.2424, cost time: 441.7670s
epoch 218, avg. triple loss: 0.2420, cost time: 440.5954s
epoch 219, avg. triple loss: 0.2431, cost time: 411.5187s
epoch 220, avg. triple loss: 0.2427, cost time: 415.3810s
quick results: hits@[1, 5, 10, 50] = [0. 0. 0.05 0.35]%, time = 8.994 s
== should early stop ==
iteration 23
epoch 221, avg. triple loss: 0.2426, cost time: 416.3607s
epoch 222, avg. triple loss: 0.2424, cost time: 398.4025s
epoch 223, avg. triple loss: 0.2422, cost time: 402.0847s
epoch 224, avg. triple loss: 0.2423, cost time: 408.3075s
epoch 225, avg. triple loss: 0.2421, cost time: 401.5900s
epoch 226, avg. triple loss: 0.2419, cost time: 423.7396s
epoch 227, avg. triple loss: 0.2427, cost time: 433.2937s
epoch 228, avg. triple loss: 0.2421, cost time: 407.4300s
epoch 229, avg. triple loss: 0.2422, cost time: 404.2646s
epoch 230, avg. triple loss: 0.2425, cost time: 406.6610s
quick results: hits@[1, 5, 10, 50] = [0. 0.05 0.1 0.5 ]%, time = 7.852 s
== should early stop ==
iteration 24
epoch 231, avg. triple loss: 0.2420, cost time: 388.5381s
epoch 232, avg. triple loss: 0.2426, cost time: 398.7903s
epoch 233, avg. triple loss: 0.2423, cost time: 427.2977s
epoch 234, avg. triple loss: 0.2416, cost time: 428.6123s
epoch 235, avg. triple loss: 0.2422, cost time: 413.1592s
epoch 236, avg. triple loss: 0.2418, cost time: 392.6093s
epoch 237, avg. triple loss: 0.2410, cost time: 390.5210s
epoch 238, avg. triple loss: 0.2412, cost time: 383.0285s
epoch 239, avg. triple loss: 0.2414, cost time: 398.7721s
epoch 240, avg. triple loss: 0.2417, cost time: 403.1361s
quick results: hits@[1, 5, 10, 50] = [0. 0.05 0.1 0.3 ]%, time = 7.599 s
== should early stop ==
iteration 25
epoch 241, avg. triple loss: 0.2410, cost time: 409.5333s
epoch 242, avg. triple loss: 0.2412, cost time: 392.5026s
epoch 243, avg. triple loss: 0.2419, cost time: 370.5120s
epoch 244, avg. triple loss: 0.2413, cost time: 377.7091s
epoch 245, avg. triple loss: 0.2413, cost time: 397.8555s
epoch 246, avg. triple loss: 0.2414, cost time: 396.8975s
epoch 247, avg. triple loss: 0.2415, cost time: 417.2065s
epoch 248, avg. triple loss: 0.2414, cost time: 391.1927s
epoch 249, avg. triple loss: 0.2411, cost time: 379.3154s
epoch 250, avg. triple loss: 0.2411, cost time: 398.4620s
quick results: hits@[1, 5, 10, 50] = [0.05 0.05 0.1 0.35]%, time = 9.315 s
iteration 26
epoch 251, avg. triple loss: 0.2406, cost time: 395.9733s
epoch 252, avg. triple loss: 0.2412, cost time: 382.8828s
epoch 253, avg. triple loss: 0.2406, cost time: 386.9491s
epoch 254, avg. triple loss: 0.2411, cost time: 390.6248s
epoch 255, avg. triple loss: 0.2408, cost time: 372.5498s
epoch 256, avg. triple loss: 0.2412, cost time: 368.8752s
epoch 257, avg. triple loss: 0.2397, cost time: 387.0403s
epoch 258, avg. triple loss: 0.2404, cost time: 392.1696s
epoch 259, avg. triple loss: 0.2397, cost time: 380.8219s
epoch 260, avg. triple loss: 0.2396, cost time: 391.4878s
quick results: hits@[1, 5, 10, 50] = [0.05 0.1 0.1 0.35]%, time = 10.521 s
iteration 27
epoch 261, avg. triple loss: 0.2407, cost time: 392.2292s
epoch 262, avg. triple loss: 0.2401, cost time: 394.0136s
epoch 263, avg. triple loss: 0.2403, cost time: 391.7308s
epoch 264, avg. triple loss: 0.2401, cost time: 394.2771s
epoch 265, avg. triple loss: 0.2396, cost time: 393.7995s
epoch 266, avg. triple loss: 0.2400, cost time: 390.1398s
epoch 267, avg. triple loss: 0.2394, cost time: 376.4761s
epoch 268, avg. triple loss: 0.2395, cost time: 388.8184s
epoch 269, avg. triple loss: 0.2395, cost time: 410.6923s
epoch 270, avg. triple loss: 0.2396, cost time: 380.7116s
quick results: hits@[1, 5, 10, 50] = [0.05 0.1 0.15 0.45]%, time = 8.654 s
== should early stop ==
iteration 28
epoch 271, avg. triple loss: 0.2403, cost time: 394.2502s
epoch 272, avg. triple loss: 0.2393, cost time: 395.4470s
epoch 273, avg. triple loss: 0.2397, cost time: 393.9749s
epoch 274, avg. triple loss: 0.2392, cost time: 391.4684s
epoch 275, avg. triple loss: 0.2395, cost time: 405.5564s
epoch 276, avg. triple loss: 0.2396, cost time: 401.8892s
epoch 277, avg. triple loss: 0.2391, cost time: 382.8426s
epoch 278, avg. triple loss: 0.2394, cost time: 375.0363s
epoch 279, avg. triple loss: 0.2389, cost time: 369.8924s
epoch 280, avg. triple loss: 0.2385, cost time: 354.1804s
quick results: hits@[1, 5, 10, 50] = [0.05 0.05 0.05 0.35]%, time = 9.138 s
== should early stop ==
iteration 29
epoch 281, avg. triple loss: 0.2394, cost time: 377.6166s
epoch 282, avg. triple loss: 0.2391, cost time: 394.7162s
epoch 283, avg. triple loss: 0.2386, cost time: 398.8931s
epoch 284, avg. triple loss: 0.2392, cost time: 390.1170s
epoch 285, avg. triple loss: 0.2393, cost time: 380.2245s
epoch 286, avg. triple loss: 0.2383, cost time: 387.4663s
epoch 287, avg. triple loss: 0.2385, cost time: 380.3835s
epoch 288, avg. triple loss: 0.2390, cost time: 386.2048s
epoch 289, avg. triple loss: 0.2391, cost time: 392.7972s
epoch 290, avg. triple loss: 0.2395, cost time: 369.5145s
quick results: hits@[1, 5, 10, 50] = [0. 0.05 0.05 0.3 ]%, time = 8.045 s
== should early stop ==
iteration 30
epoch 291, avg. triple loss: 0.2392, cost time: 381.2957s
epoch 292, avg. triple loss: 0.2385, cost time: 401.0282s
epoch 293, avg. triple loss: 0.2393, cost time: 417.5812s
epoch 294, avg. triple loss: 0.2386, cost time: 422.0385s
epoch 295, avg. triple loss: 0.2374, cost time: 427.5623s
epoch 296, avg. triple loss: 0.2392, cost time: 419.7249s
epoch 297, avg. triple loss: 0.2387, cost time: 429.8225s
epoch 298, avg. triple loss: 0.2389, cost time: 426.4846s
epoch 299, avg. triple loss: 0.2392, cost time: 424.5836s
epoch 300, avg. triple loss: 0.2386, cost time: 427.1329s
quick results: hits@[1, 5, 10, 50] = [0. 0. 0.05 0.35]%, time = 11.969 s
== should early stop ==
iteration 31
epoch 301, avg. triple loss: 0.2381, cost time: 434.2397s
epoch 302, avg. triple loss: 0.2380, cost time: 461.0056s
epoch 303, avg. triple loss: 0.2384, cost time: 416.1293s
epoch 304, avg. triple loss: 0.2387, cost time: 369.5881s
epoch 305, avg. triple loss: 0.2387, cost time: 367.7179s
epoch 306, avg. triple loss: 0.2386, cost time: 366.8453s
epoch 307, avg. triple loss: 0.2378, cost time: 363.0045s
epoch 308, avg. triple loss: 0.2384, cost time: 374.9454s
epoch 309, avg. triple loss: 0.2385, cost time: 394.7115s
epoch 310, avg. triple loss: 0.2378, cost time: 385.8561s
quick results: hits@[1, 5, 10, 50] = [0. 0.05 0.05 0.3 ]%, time = 7.757 s
== should early stop ==
iteration 32
epoch 311, avg. triple loss: 0.2381, cost time: 410.6609s
epoch 312, avg. triple loss: 0.2387, cost time: 382.3529s
epoch 313, avg. triple loss: 0.2383, cost time: 386.3495s
epoch 314, avg. triple loss: 0.2371, cost time: 384.5124s
epoch 315, avg. triple loss: 0.2381, cost time: 367.7950s
epoch 316, avg. triple loss: 0.2381, cost time: 348.6799s
epoch 317, avg. triple loss: 0.2380, cost time: 362.7141s
epoch 318, avg. triple loss: 0.2367, cost time: 349.8156s
epoch 319, avg. triple loss: 0.2379, cost time: 344.0705s
epoch 320, avg. triple loss: 0.2378, cost time: 349.3074s
quick results: hits@[1, 5, 10, 50] = [0. 0.1 0.1 0.3]%, time = 8.627 s
== should early stop ==
iteration 33
epoch 321, avg. triple loss: 0.2378, cost time: 365.7523s
epoch 322, avg. triple loss: 0.2370, cost time: 360.4619s
epoch 323, avg. triple loss: 0.2376, cost time: 369.6822s
epoch 324, avg. triple loss: 0.2378, cost time: 367.6255s
epoch 325, avg. triple loss: 0.2375, cost time: 360.8856s
epoch 326, avg. triple loss: 0.2375, cost time: 352.5796s
epoch 327, avg. triple loss: 0.2372, cost time: 347.6526s
epoch 328, avg. triple loss: 0.2373, cost time: 358.2660s
epoch 329, avg. triple loss: 0.2372, cost time: 376.7635s
epoch 330, avg. triple loss: 0.2382, cost time: 374.5492s
quick results: hits@[1, 5, 10, 50] = [0. 0.05 0.1 0.25]%, time = 7.177 s
== should early stop ==
iteration 34
epoch 331, avg. triple loss: 0.2376, cost time: 351.9705s
epoch 332, avg. triple loss: 0.2379, cost time: 368.3442s
epoch 333, avg. triple loss: 0.2379, cost time: 357.9805s
epoch 334, avg. triple loss: 0.2370, cost time: 347.8115s
epoch 335, avg. triple loss: 0.2370, cost time: 348.5237s
epoch 336, avg. triple loss: 0.2377, cost time: 350.6488s
epoch 337, avg. triple loss: 0.2370, cost time: 347.0569s
epoch 338, avg. triple loss: 0.2374, cost time: 355.4183s
epoch 339, avg. triple loss: 0.2369, cost time: 345.3578s
epoch 340, avg. triple loss: 0.2375, cost time: 362.7469s
quick results: hits@[1, 5, 10, 50] = [0. 0.05 0.05 0.3 ]%, time = 9.470 s
== should early stop ==
iteration 35
epoch 341, avg. triple loss: 0.2370, cost time: 376.4497s
epoch 342, avg. triple loss: 0.2377, cost time: 377.9028s
epoch 343, avg. triple loss: 0.2364, cost time: 376.6839s
epoch 344, avg. triple loss: 0.2367, cost time: 369.5031s
epoch 345, avg. triple loss: 0.2363, cost time: 364.9480s
epoch 346, avg. triple loss: 0.2378, cost time: 372.0084s
epoch 347, avg. triple loss: 0.2365, cost time: 359.5766s
epoch 348, avg. triple loss: 0.2368, cost time: 365.8785s
epoch 349, avg. triple loss: 0.2369, cost time: 352.0205s
epoch 350, avg. triple loss: 0.2369, cost time: 331.4918s
quick results: hits@[1, 5, 10, 50] = [0. 0. 0. 0.2]%, time = 7.847 s
== should early stop ==
iteration 36
epoch 351, avg. triple loss: 0.2365, cost time: 323.5472s
epoch 352, avg. triple loss: 0.2367, cost time: 338.3058s
epoch 353, avg. triple loss: 0.2371, cost time: 347.1060s
epoch 354, avg. triple loss: 0.2370, cost time: 357.0812s
epoch 355, avg. triple loss: 0.2367, cost time: 354.9146s
epoch 356, avg. triple loss: 0.2362, cost time: 349.4544s
epoch 357, avg. triple loss: 0.2364, cost time: 342.1508s
epoch 358, avg. triple loss: 0.2366, cost time: 336.7513s
epoch 359, avg. triple loss: 0.2367, cost time: 335.8629s
epoch 360, avg. triple loss: 0.2364, cost time: 347.2717s
quick results: hits@[1, 5, 10, 50] = [0. 0. 0. 0.25]%, time = 7.257 s
== should early stop ==
iteration 37
epoch 361, avg. triple loss: 0.2367, cost time: 340.1943s
epoch 362, avg. triple loss: 0.2360, cost time: 318.2256s
epoch 363, avg. triple loss: 0.2362, cost time: 316.5954s
epoch 364, avg. triple loss: 0.2368, cost time: 339.1421s
epoch 365, avg. triple loss: 0.2364, cost time: 336.8207s
epoch 366, avg. triple loss: 0.2354, cost time: 330.6010s
epoch 367, avg. triple loss: 0.2366, cost time: 325.5259s
epoch 368, avg. triple loss: 0.2369, cost time: 323.1147s
epoch 369, avg. triple loss: 0.2359, cost time: 329.5031s
epoch 370, avg. triple loss: 0.2361, cost time: 333.9699s
quick results: hits@[1, 5, 10, 50] = [0. 0. 0. 0.15]%, time = 7.627 s
== should early stop ==
iteration 38
epoch 371, avg. triple loss: 0.2360, cost time: 341.9991s
epoch 372, avg. triple loss: 0.2358, cost time: 341.7293s
epoch 373, avg. triple loss: 0.2360, cost time: 344.4402s
epoch 374, avg. triple loss: 0.2369, cost time: 336.2188s
epoch 375, avg. triple loss: 0.2366, cost time: 325.4578s
epoch 376, avg. triple loss: 0.2356, cost time: 346.3358s
epoch 377, avg. triple loss: 0.2349, cost time: 343.0927s
epoch 378, avg. triple loss: 0.2355, cost time: 350.8597s
epoch 379, avg. triple loss: 0.2359, cost time: 339.3643s
epoch 380, avg. triple loss: 0.2357, cost time: 331.2295s
quick results: hits@[1, 5, 10, 50] = [0. 0. 0. 0.2]%, time = 8.771 s
== should early stop ==
iteration 39
epoch 381, avg. triple loss: 0.2362, cost time: 331.2891s
epoch 382, avg. triple loss: 0.2360, cost time: 328.8608s
epoch 383, avg. triple loss: 0.2361, cost time: 322.1466s
epoch 384, avg. triple loss: 0.2352, cost time: 319.7352s
epoch 385, avg. triple loss: 0.2360, cost time: 323.3439s
epoch 386, avg. triple loss: 0.2359, cost time: 335.1352s
epoch 387, avg. triple loss: 0.2357, cost time: 339.5748s
epoch 388, avg. triple loss: 0.2349, cost time: 345.0213s
epoch 389, avg. triple loss: 0.2359, cost time: 336.7820s
epoch 390, avg. triple loss: 0.2354, cost time: 352.0914s
quick results: hits@[1, 5, 10, 50] = [0.05 0.05 0.1 0.35]%, time = 9.189 s
iteration 40
epoch 391, avg. triple loss: 0.2356, cost time: 339.0681s
epoch 392, avg. triple loss: 0.2353, cost time: 344.2754s
epoch 393, avg. triple loss: 0.2355, cost time: 349.6008s
epoch 394, avg. triple loss: 0.2361, cost time: 346.2128s
epoch 395, avg. triple loss: 0.2360, cost time: 345.4490s
epoch 396, avg. triple loss: 0.2354, cost time: 332.0204s
epoch 397, avg. triple loss: 0.2352, cost time: 315.8849s
epoch 398, avg. triple loss: 0.2352, cost time: 308.2756s
epoch 399, avg. triple loss: 0.2356, cost time: 316.1305s
epoch 400, avg. triple loss: 0.2358, cost time: 323.3351s
quick results: hits@[1, 5, 10, 50] = [0. 0.05 0.05 0.35]%, time = 8.739 s
iteration 41
epoch 401, avg. triple loss: 0.2352, cost time: 327.8828s
epoch 402, avg. triple loss: 0.2350, cost time: 339.4975s
epoch 403, avg. triple loss: 0.2352, cost time: 347.2973s
epoch 404, avg. triple loss: 0.2356, cost time: 342.7356s
epoch 405, avg. triple loss: 0.2354, cost time: 341.9793s
epoch 406, avg. triple loss: 0.2353, cost time: 339.9094s
epoch 407, avg. triple loss: 0.2355, cost time: 346.8773s
epoch 408, avg. triple loss: 0.2343, cost time: 343.9952s
epoch 409, avg. triple loss: 0.2349, cost time: 338.0568s
epoch 410, avg. triple loss: 0.2350, cost time: 331.0306s
quick results: hits@[1, 5, 10, 50] = [0.05 0.05 0.05 0.35]%, time = 9.145 s
iteration 42
epoch 411, avg. triple loss: 0.2353, cost time: 333.6188s
epoch 412, avg. triple loss: 0.2348, cost time: 336.8352s
epoch 413, avg. triple loss: 0.2347, cost time: 325.1616s
epoch 414, avg. triple loss: 0.2358, cost time: 328.4648s
epoch 415, avg. triple loss: 0.2352, cost time: 327.5124s
epoch 416, avg. triple loss: 0.2348, cost time: 344.7427s
epoch 417, avg. triple loss: 0.2350, cost time: 338.8196s
epoch 418, avg. triple loss: 0.2342, cost time: 339.5605s
epoch 419, avg. triple loss: 0.2354, cost time: 353.8488s
epoch 420, avg. triple loss: 0.2348, cost time: 334.7515s
quick results: hits@[1, 5, 10, 50] = [0.05 0.05 0.05 0.35]%, time = 8.314 s
iteration 43
epoch 421, avg. triple loss: 0.2351, cost time: 329.4247s
epoch 422, avg. triple loss: 0.2344, cost time: 331.0098s
epoch 423, avg. triple loss: 0.2347, cost time: 337.4855s
epoch 424, avg. triple loss: 0.2348, cost time: 349.8967s
epoch 425, avg. triple loss: 0.2349, cost time: 342.3199s
epoch 426, avg. triple loss: 0.2352, cost time: 338.7261s
epoch 427, avg. triple loss: 0.2350, cost time: 334.4845s
epoch 428, avg. triple loss: 0.2343, cost time: 331.7068s
epoch 429, avg. triple loss: 0.2345, cost time: 323.3698s
epoch 430, avg. triple loss: 0.2343, cost time: 323.8667s
quick results: hits@[1, 5, 10, 50] = [0.05 0.05 0.05 0.6 ]%, time = 6.910 s
== should early stop ==
Training ends. Total time = 162933.717 s.
accurate results: hits@[1, 5, 10, 50] = [0.012 0.062 0.088 0.525]%, mr = 4004.218, mrr = 0.001132, time = 20.059 s
accurate results with csls: csls=10, hits@[1, 5, 10, 50] = [0. 0.075 0.137 0.5 ]%, mr = 4008.188, mrr = 0.001087, time = 35.386 s
Results saved!
../../OntologySummit/AirlinesCustomerSatisfaction/EntityAlignment/results/BootEA_RotatE/Basic-Gold/541_5fold/1/20231111111622/kg1_ent_ids saved.
../../OntologySummit/AirlinesCustomerSatisfaction/EntityAlignment/results/BootEA_RotatE/Basic-Gold/541_5fold/1/20231111111622/kg2_ent_ids saved.
../../OntologySummit/AirlinesCustomerSatisfaction/EntityAlignment/results/BootEA_RotatE/Basic-Gold/541_5fold/1/20231111111622/kg1_rel_ids saved.
../../OntologySummit/AirlinesCustomerSatisfaction/EntityAlignment/results/BootEA_RotatE/Basic-Gold/541_5fold/1/20231111111622/kg2_rel_ids saved.
../../OntologySummit/AirlinesCustomerSatisfaction/EntityAlignment/results/BootEA_RotatE/Basic-Gold/541_5fold/1/20231111111622/kg1_attr_ids saved.
../../OntologySummit/AirlinesCustomerSatisfaction/EntityAlignment/results/BootEA_RotatE/Basic-Gold/541_5fold/1/20231111111622/kg2_attr_ids saved.
Embeddings saved!
Total run time = 163086.360 s.