wanchichen commited on
Commit
4565585
·
verified ·
1 Parent(s): 8a61d12

Upload 2 files

Browse files
Files changed (2) hide show
  1. model/38epoch.pth +3 -0
  2. model/config.yaml +495 -2062
model/38epoch.pth ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:4fd02581b4dd06736d1a6aa29e20c442afe3d9b299c88359f63320292a5c5cff
3
+ size 2306233340
model/config.yaml CHANGED
@@ -1,37 +1,37 @@
1
- config: conf/tuning/train_ssl_espnethubert_ebf_ce_large_p3.yaml
2
  print_config: false
3
  log_level: INFO
4
- drop_last_iter: true
5
  dry_run: false
6
  iterator_type: sequence
7
  valid_iterator_type: null
8
- output_dir: exp_900k/hubert_iter2_train_ssl_espnethubert_ebf_ce_large_p3_raw
9
  ngpu: 1
10
  seed: 1
11
  num_workers: 4
12
  num_att_plot: 0
13
  dist_backend: nccl
14
  dist_init_method: env://
15
- dist_world_size: 4
16
- dist_rank: 0
17
  local_rank: 0
18
- dist_master_addr: localhost
19
- dist_master_port: 38545
20
  dist_launcher: null
21
- multiprocessing_distributed: true
22
  unused_parameters: false
23
  sharded_ddp: false
24
- static_graph: true
 
25
  gradient_as_bucket_view: true
26
- broadcast_buffers: false
27
- bucket_cap_mb: 10
28
- compress_gradients: true
29
  cudnn_enabled: true
30
  cudnn_benchmark: false
31
- cudnn_deterministic: false
 
32
  collect_stats: false
33
  write_collected_feats: false
34
- max_epoch: 38
35
  patience: null
36
  val_scheduler_criterion:
37
  - valid
@@ -42,7 +42,7 @@ early_stopping_criterion:
42
  - min
43
  best_model_criterion:
44
  - - valid
45
- - hubert_losses_m_18
46
  - min
47
  keep_nbest_models: 5
48
  nbest_averaging_interval: 0
@@ -73,16 +73,17 @@ pretrain_path: null
73
  init_param: []
74
  ignore_init_mismatch: false
75
  freeze_param: []
76
- num_iters_per_epoch: null
77
  batch_size: 20
78
  valid_batch_size: null
79
  batch_bins: 1600000
80
  valid_batch_bins: null
 
81
  train_shape_file:
82
- - exp_900k/hubert_iter2_stats_raw/splits200/speech_shape
83
  valid_shape_file:
84
- - exp_900k/hubert_iter2_stats_raw/valid/speech_shape
85
- batch_type: grouped
86
  valid_batch_type: null
87
  fold_length:
88
  - 80000
@@ -90,27 +91,29 @@ fold_length:
90
  sort_in_batch: descending
91
  shuffle_within_batch: false
92
  sort_batch: descending
93
- multiple_iterator: true
94
- validate_each_iter_factory: true
95
  chunk_length: 500
96
  chunk_shift_ratio: 0.5
97
  num_cache_chunks: 1024
98
  chunk_excluded_key_prefixes: []
99
  chunk_default_fs: null
 
 
100
  train_data_path_and_name_and_type:
101
- - - exp_900k/hubert_iter2_stats_raw/splits200/wav.scp
102
  - speech
103
- - kaldi_ark
104
- - - exp_900k/hubert_iter2_stats_raw/splits200/text
105
  - text
106
  - text
107
  valid_data_path_and_name_and_type:
108
- - - dump/raw/de_cp_dev/wav.scp
109
  - speech
110
- - kaldi_ark
111
- - - dump/raw/de_cp_dev/text
112
  - text
113
  - text
 
114
  allow_variable_data_keys: false
115
  max_cache_size: 0.0
116
  max_cache_fd: 32
@@ -125,2054 +128,506 @@ scheduler: warmuplr
125
  scheduler_conf:
126
  warmup_steps: 32000
127
  token_list:
128
- - '0'
129
- - '1'
130
- - '2'
131
- - '3'
132
  - '4'
133
- - '5'
134
- - '6'
135
- - '7'
 
 
 
 
 
 
 
 
 
 
 
136
  - '8'
137
- - '9'
138
- - '10'
139
- - '11'
140
- - '12'
141
- - '13'
142
  - '14'
143
- - '15'
144
- - '16'
145
- - '17'
146
- - '18'
147
- - '19'
148
- - '20'
149
- - '21'
150
- - '22'
151
- - '23'
152
- - '24'
153
- - '25'
154
- - '26'
155
- - '27'
156
- - '28'
157
- - '29'
158
- - '30'
159
- - '31'
160
- - '32'
161
- - '33'
162
- - '34'
163
- - '35'
164
- - '36'
165
- - '37'
166
- - '38'
167
- - '39'
168
- - '40'
169
  - '41'
170
- - '42'
171
- - '43'
172
  - '44'
173
- - '45'
174
- - '46'
175
- - '47'
176
- - '48'
177
- - '49'
178
- - '50'
179
- - '51'
180
- - '52'
181
- - '53'
182
- - '54'
183
- - '55'
184
- - '56'
185
- - '57'
186
- - '58'
187
- - '59'
188
- - '60'
189
- - '61'
190
- - '62'
191
- - '63'
192
- - '64'
193
- - '65'
194
- - '66'
195
- - '67'
196
- - '68'
197
- - '69'
198
- - '70'
199
- - '71'
200
- - '72'
201
- - '73'
202
  - '74'
203
- - '75'
 
 
 
204
  - '76'
205
- - '77'
206
- - '78'
207
- - '79'
208
- - '80'
209
- - '81'
210
- - '82'
211
- - '83'
212
- - '84'
213
- - '85'
214
- - '86'
215
- - '87'
216
- - '88'
217
- - '89'
218
- - '90'
219
- - '91'
220
- - '92'
221
- - '93'
222
- - '94'
223
- - '95'
224
  - '96'
225
- - '97'
 
 
226
  - '98'
227
- - '99'
228
- - '100'
229
- - '101'
230
- - '102'
231
- - '103'
232
- - '104'
233
- - '105'
234
- - '106'
235
- - '107'
236
- - '108'
237
- - '109'
238
- - '110'
239
- - '111'
240
- - '112'
241
- - '113'
242
- - '114'
243
- - '115'
244
- - '116'
245
- - '117'
246
- - '118'
247
- - '119'
248
- - '120'
249
- - '121'
250
- - '122'
251
- - '123'
252
- - '124'
253
- - '125'
254
- - '126'
255
  - '127'
256
- - '128'
257
- - '129'
258
- - '130'
259
- - '131'
260
- - '132'
261
- - '133'
262
- - '134'
263
- - '135'
264
- - '136'
265
- - '137'
266
- - '138'
267
  - '139'
268
- - '140'
269
- - '141'
270
- - '142'
271
- - '143'
272
- - '144'
273
- - '145'
274
- - '146'
275
- - '147'
276
- - '148'
277
- - '149'
278
- - '150'
279
  - '151'
280
- - '152'
281
- - '153'
282
  - '154'
283
  - '155'
284
- - '156'
285
- - '157'
286
- - '158'
287
- - '159'
288
- - '160'
289
- - '161'
290
- - '162'
291
- - '163'
292
- - '164'
293
- - '165'
294
- - '166'
295
- - '167'
296
- - '168'
297
- - '169'
298
- - '170'
299
- - '171'
300
- - '172'
301
- - '173'
302
- - '174'
303
- - '175'
304
- - '176'
305
- - '177'
306
- - '178'
307
- - '179'
308
- - '180'
309
- - '181'
310
- - '182'
311
- - '183'
312
- - '184'
313
- - '185'
314
- - '186'
315
- - '187'
316
- - '188'
317
- - '189'
318
- - '190'
319
- - '191'
320
- - '192'
321
- - '193'
322
- - '194'
323
- - '195'
324
- - '196'
325
- - '197'
326
- - '198'
327
- - '199'
328
- - '200'
329
- - '201'
330
- - '202'
331
  - '203'
332
- - '204'
 
 
 
 
 
 
 
 
 
333
  - '205'
334
- - '206'
335
- - '207'
336
- - '208'
337
- - '209'
338
- - '210'
339
- - '211'
340
- - '212'
341
- - '213'
342
- - '214'
343
- - '215'
344
- - '216'
345
- - '217'
346
- - '218'
347
- - '219'
348
- - '220'
349
- - '221'
350
- - '222'
351
- - '223'
352
- - '224'
353
- - '225'
354
- - '226'
355
- - '227'
356
- - '228'
357
- - '229'
358
- - '230'
359
- - '231'
360
- - '232'
361
- - '233'
362
- - '234'
363
- - '235'
364
- - '236'
365
- - '237'
366
  - '238'
367
- - '239'
368
- - '240'
369
- - '241'
370
- - '242'
371
- - '243'
372
- - '244'
373
- - '245'
374
- - '246'
375
- - '247'
376
- - '248'
377
- - '249'
378
- - '250'
379
- - '251'
380
- - '252'
381
- - '253'
382
- - '254'
383
- - '255'
384
  - '256'
385
- - '257'
386
- - '258'
387
- - '259'
388
- - '260'
389
- - '261'
390
- - '262'
391
- - '263'
392
  - '264'
393
- - '265'
394
- - '266'
395
- - '267'
396
- - '268'
 
 
 
 
 
 
 
 
 
 
 
 
 
 
397
  - '269'
398
- - '270'
 
 
 
 
 
399
  - '271'
400
- - '272'
401
- - '273'
402
- - '274'
403
- - '275'
404
- - '276'
405
- - '277'
406
- - '278'
407
  - '279'
408
- - '280'
409
- - '281'
410
- - '282'
411
- - '283'
412
- - '284'
413
- - '285'
414
- - '286'
415
  - '287'
 
 
 
 
 
 
 
 
 
 
 
 
416
  - '288'
417
- - '289'
418
- - '290'
419
- - '291'
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
420
  - '292'
421
- - '293'
422
- - '294'
423
- - '295'
424
- - '296'
425
- - '297'
426
- - '298'
427
- - '299'
 
 
428
  - '300'
429
- - '301'
430
- - '302'
431
- - '303'
432
- - '304'
433
- - '305'
434
- - '306'
435
- - '307'
436
- - '308'
437
- - '309'
438
- - '310'
439
- - '311'
440
- - '312'
441
- - '313'
442
- - '314'
443
- - '315'
444
- - '316'
445
  - '317'
446
- - '318'
447
- - '319'
448
- - '320'
449
- - '321'
450
- - '322'
451
- - '323'
452
- - '324'
453
- - '325'
454
- - '326'
455
- - '327'
456
- - '328'
457
  - '329'
 
 
 
 
 
 
 
 
458
  - '330'
459
- - '331'
460
- - '332'
461
- - '333'
462
- - '334'
463
- - '335'
464
- - '336'
465
- - '337'
466
- - '338'
467
- - '339'
468
- - '340'
469
- - '341'
470
- - '342'
471
- - '343'
472
- - '344'
473
- - '345'
474
- - '346'
475
- - '347'
476
- - '348'
477
- - '349'
478
- - '350'
479
- - '351'
480
- - '352'
481
- - '353'
482
- - '354'
483
- - '355'
484
- - '356'
485
  - '357'
486
- - '358'
 
 
 
487
  - '359'
488
- - '360'
489
- - '361'
490
- - '362'
491
- - '363'
 
 
 
 
 
 
 
 
 
492
  - '364'
493
- - '365'
494
- - '366'
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
495
  - '367'
496
- - '368'
497
- - '369'
498
- - '370'
499
- - '371'
500
- - '372'
501
- - '373'
502
- - '374'
503
- - '375'
504
- - '376'
505
- - '377'
506
- - '378'
507
- - '379'
508
  - '380'
509
- - '381'
510
- - '382'
511
- - '383'
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
512
  - '384'
513
- - '385'
514
- - '386'
515
- - '387'
516
- - '388'
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
517
  - '389'
 
 
 
518
  - '390'
519
- - '391'
520
- - '392'
521
- - '393'
522
- - '394'
523
- - '395'
524
- - '396'
525
- - '397'
526
- - '398'
527
- - '399'
528
- - '400'
529
- - '401'
 
 
 
530
  - '402'
531
- - '403'
532
- - '404'
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
533
  - '405'
 
 
 
534
  - '406'
535
- - '407'
536
- - '408'
537
- - '409'
538
- - '410'
539
- - '411'
540
- - '412'
541
- - '413'
542
- - '414'
543
- - '415'
544
- - '416'
545
- - '417'
546
- - '418'
547
- - '419'
548
- - '420'
549
- - '421'
550
- - '422'
551
- - '423'
552
- - '424'
553
- - '425'
554
- - '426'
555
  - '427'
556
- - '428'
557
- - '429'
558
- - '430'
559
- - '431'
560
  - '432'
561
- - '433'
562
- - '434'
563
- - '435'
564
- - '436'
565
- - '437'
566
- - '438'
567
- - '439'
568
- - '440'
569
- - '441'
570
  - '442'
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
571
  - '443'
572
- - '444'
573
- - '445'
574
- - '446'
575
- - '447'
576
  - '448'
577
- - '449'
578
- - '450'
 
 
 
 
 
 
 
 
 
 
 
 
579
  - '451'
580
- - '452'
581
- - '453'
582
- - '454'
583
- - '455'
584
- - '456'
585
- - '457'
586
- - '458'
587
- - '459'
588
- - '460'
 
 
 
589
  - '461'
590
- - '462'
591
- - '463'
592
- - '464'
593
- - '465'
594
- - '466'
595
- - '467'
596
- - '468'
597
- - '469'
598
- - '470'
599
  - '471'
 
600
  - '472'
601
- - '473'
602
- - '474'
603
- - '475'
604
- - '476'
605
- - '477'
606
- - '478'
607
- - '479'
608
- - '480'
609
- - '481'
610
- - '482'
611
- - '483'
612
- - '484'
613
- - '485'
614
  - '486'
 
 
 
 
615
  - '487'
616
- - '488'
617
- - '489'
618
- - '490'
619
- - '491'
620
- - '492'
621
- - '493'
622
- - '494'
623
- - '495'
624
- - '496'
625
- - '497'
626
- - '498'
627
- - '499'
628
- - '500'
629
- - '501'
630
- - '502'
631
- - '503'
632
- - '504'
633
- - '505'
634
- - '506'
635
- - '507'
636
- - '508'
637
- - '509'
638
- - '510'
639
- - '511'
640
- - '512'
641
- - '513'
642
- - '514'
643
- - '515'
644
- - '516'
645
- - '517'
646
- - '518'
647
- - '519'
648
- - '520'
649
- - '521'
650
- - '522'
651
- - '523'
652
- - '524'
653
- - '525'
654
- - '526'
655
- - '527'
656
- - '528'
657
- - '529'
658
- - '530'
659
- - '531'
660
- - '532'
661
- - '533'
662
- - '534'
663
- - '535'
664
- - '536'
665
- - '537'
666
- - '538'
667
- - '539'
668
- - '540'
669
- - '541'
670
- - '542'
671
- - '543'
672
- - '544'
673
- - '545'
674
- - '546'
675
- - '547'
676
- - '548'
677
- - '549'
678
- - '550'
679
- - '551'
680
- - '552'
681
- - '553'
682
- - '554'
683
- - '555'
684
- - '556'
685
- - '557'
686
- - '558'
687
- - '559'
688
- - '560'
689
- - '561'
690
- - '562'
691
- - '563'
692
- - '564'
693
- - '565'
694
- - '566'
695
- - '567'
696
- - '568'
697
- - '569'
698
- - '570'
699
- - '571'
700
- - '572'
701
- - '573'
702
- - '574'
703
- - '575'
704
- - '576'
705
- - '577'
706
- - '578'
707
- - '579'
708
- - '580'
709
- - '581'
710
- - '582'
711
- - '583'
712
- - '584'
713
- - '585'
714
- - '586'
715
- - '587'
716
- - '588'
717
- - '589'
718
- - '590'
719
- - '591'
720
- - '592'
721
- - '593'
722
- - '594'
723
- - '595'
724
- - '596'
725
- - '597'
726
- - '598'
727
- - '599'
728
- - '600'
729
- - '601'
730
- - '602'
731
- - '603'
732
- - '604'
733
- - '605'
734
- - '606'
735
- - '607'
736
- - '608'
737
- - '609'
738
- - '610'
739
- - '611'
740
- - '612'
741
- - '613'
742
- - '614'
743
- - '615'
744
- - '616'
745
- - '617'
746
- - '618'
747
- - '619'
748
- - '620'
749
- - '621'
750
- - '622'
751
- - '623'
752
- - '624'
753
- - '625'
754
- - '626'
755
- - '627'
756
- - '628'
757
- - '629'
758
- - '630'
759
- - '631'
760
- - '632'
761
- - '633'
762
- - '634'
763
- - '635'
764
- - '636'
765
- - '637'
766
- - '638'
767
- - '639'
768
- - '640'
769
- - '641'
770
- - '642'
771
- - '643'
772
- - '644'
773
- - '645'
774
- - '646'
775
- - '647'
776
- - '648'
777
- - '649'
778
- - '650'
779
- - '651'
780
- - '652'
781
- - '653'
782
- - '654'
783
- - '655'
784
- - '656'
785
- - '657'
786
- - '658'
787
- - '659'
788
- - '660'
789
- - '661'
790
- - '662'
791
- - '663'
792
- - '664'
793
- - '665'
794
- - '666'
795
- - '667'
796
- - '668'
797
- - '669'
798
- - '670'
799
- - '671'
800
- - '672'
801
- - '673'
802
- - '674'
803
- - '675'
804
- - '676'
805
- - '677'
806
- - '678'
807
- - '679'
808
- - '680'
809
- - '681'
810
- - '682'
811
- - '683'
812
- - '684'
813
- - '685'
814
- - '686'
815
- - '687'
816
- - '688'
817
- - '689'
818
- - '690'
819
- - '691'
820
- - '692'
821
- - '693'
822
- - '694'
823
- - '695'
824
- - '696'
825
- - '697'
826
- - '698'
827
- - '699'
828
- - '700'
829
- - '701'
830
- - '702'
831
- - '703'
832
- - '704'
833
- - '705'
834
- - '706'
835
- - '707'
836
- - '708'
837
- - '709'
838
- - '710'
839
- - '711'
840
- - '712'
841
- - '713'
842
- - '714'
843
- - '715'
844
- - '716'
845
- - '717'
846
- - '718'
847
- - '719'
848
- - '720'
849
- - '721'
850
- - '722'
851
- - '723'
852
- - '724'
853
- - '725'
854
- - '726'
855
- - '727'
856
- - '728'
857
- - '729'
858
- - '730'
859
- - '731'
860
- - '732'
861
- - '733'
862
- - '734'
863
- - '735'
864
- - '736'
865
- - '737'
866
- - '738'
867
- - '739'
868
- - '740'
869
- - '741'
870
- - '742'
871
- - '743'
872
- - '744'
873
- - '745'
874
- - '746'
875
- - '747'
876
- - '748'
877
- - '749'
878
- - '750'
879
- - '751'
880
- - '752'
881
- - '753'
882
- - '754'
883
- - '755'
884
- - '756'
885
- - '757'
886
- - '758'
887
- - '759'
888
- - '760'
889
- - '761'
890
- - '762'
891
- - '763'
892
- - '764'
893
- - '765'
894
- - '766'
895
- - '767'
896
- - '768'
897
- - '769'
898
- - '770'
899
- - '771'
900
- - '772'
901
- - '773'
902
- - '774'
903
- - '775'
904
- - '776'
905
- - '777'
906
- - '778'
907
- - '779'
908
- - '780'
909
- - '781'
910
- - '782'
911
- - '783'
912
- - '784'
913
- - '785'
914
- - '786'
915
- - '787'
916
- - '788'
917
- - '789'
918
- - '790'
919
- - '791'
920
- - '792'
921
- - '793'
922
- - '794'
923
- - '795'
924
- - '796'
925
- - '797'
926
- - '798'
927
- - '799'
928
- - '800'
929
- - '801'
930
- - '802'
931
- - '803'
932
- - '804'
933
- - '805'
934
- - '806'
935
- - '807'
936
- - '808'
937
- - '809'
938
- - '810'
939
- - '811'
940
- - '812'
941
- - '813'
942
- - '814'
943
- - '815'
944
- - '816'
945
- - '817'
946
- - '818'
947
- - '819'
948
- - '820'
949
- - '821'
950
- - '822'
951
- - '823'
952
- - '824'
953
- - '825'
954
- - '826'
955
- - '827'
956
- - '828'
957
- - '829'
958
- - '830'
959
- - '831'
960
- - '832'
961
- - '833'
962
- - '834'
963
- - '835'
964
- - '836'
965
- - '837'
966
- - '838'
967
- - '839'
968
- - '840'
969
- - '841'
970
- - '842'
971
- - '843'
972
- - '844'
973
- - '845'
974
- - '846'
975
- - '847'
976
- - '848'
977
- - '849'
978
- - '850'
979
- - '851'
980
- - '852'
981
- - '853'
982
- - '854'
983
- - '855'
984
- - '856'
985
- - '857'
986
- - '858'
987
- - '859'
988
- - '860'
989
- - '861'
990
- - '862'
991
- - '863'
992
- - '864'
993
- - '865'
994
- - '866'
995
- - '867'
996
- - '868'
997
- - '869'
998
- - '870'
999
- - '871'
1000
- - '872'
1001
- - '873'
1002
- - '874'
1003
- - '875'
1004
- - '876'
1005
- - '877'
1006
- - '878'
1007
- - '879'
1008
- - '880'
1009
- - '881'
1010
- - '882'
1011
- - '883'
1012
- - '884'
1013
- - '885'
1014
- - '886'
1015
- - '887'
1016
- - '888'
1017
- - '889'
1018
- - '890'
1019
- - '891'
1020
- - '892'
1021
- - '893'
1022
- - '894'
1023
- - '895'
1024
- - '896'
1025
- - '897'
1026
- - '898'
1027
- - '899'
1028
- - '900'
1029
- - '901'
1030
- - '902'
1031
- - '903'
1032
- - '904'
1033
- - '905'
1034
- - '906'
1035
- - '907'
1036
- - '908'
1037
- - '909'
1038
- - '910'
1039
- - '911'
1040
- - '912'
1041
- - '913'
1042
- - '914'
1043
- - '915'
1044
- - '916'
1045
- - '917'
1046
- - '918'
1047
- - '919'
1048
- - '920'
1049
- - '921'
1050
- - '922'
1051
- - '923'
1052
- - '924'
1053
- - '925'
1054
- - '926'
1055
- - '927'
1056
- - '928'
1057
- - '929'
1058
- - '930'
1059
- - '931'
1060
- - '932'
1061
- - '933'
1062
- - '934'
1063
- - '935'
1064
- - '936'
1065
- - '937'
1066
- - '938'
1067
- - '939'
1068
- - '940'
1069
- - '941'
1070
- - '942'
1071
- - '943'
1072
- - '944'
1073
- - '945'
1074
- - '946'
1075
- - '947'
1076
- - '948'
1077
- - '949'
1078
- - '950'
1079
- - '951'
1080
- - '952'
1081
- - '953'
1082
- - '954'
1083
- - '955'
1084
- - '956'
1085
- - '957'
1086
- - '958'
1087
- - '959'
1088
- - '960'
1089
- - '961'
1090
- - '962'
1091
- - '963'
1092
- - '964'
1093
- - '965'
1094
- - '966'
1095
- - '967'
1096
- - '968'
1097
- - '969'
1098
- - '970'
1099
- - '971'
1100
- - '972'
1101
- - '973'
1102
- - '974'
1103
- - '975'
1104
- - '976'
1105
- - '977'
1106
- - '978'
1107
- - '979'
1108
- - '980'
1109
- - '981'
1110
- - '982'
1111
- - '983'
1112
- - '984'
1113
- - '985'
1114
- - '986'
1115
- - '987'
1116
- - '988'
1117
- - '989'
1118
- - '990'
1119
- - '991'
1120
- - '992'
1121
- - '993'
1122
- - '994'
1123
- - '995'
1124
- - '996'
1125
- - '997'
1126
- - '998'
1127
- - '999'
1128
- - '1000'
1129
- - '1001'
1130
- - '1002'
1131
- - '1003'
1132
- - '1004'
1133
- - '1005'
1134
- - '1006'
1135
- - '1007'
1136
- - '1008'
1137
- - '1009'
1138
- - '1010'
1139
- - '1011'
1140
- - '1012'
1141
- - '1013'
1142
- - '1014'
1143
- - '1015'
1144
- - '1016'
1145
- - '1017'
1146
- - '1018'
1147
- - '1019'
1148
- - '1020'
1149
- - '1021'
1150
- - '1022'
1151
- - '1023'
1152
- - '1024'
1153
- - '1025'
1154
- - '1026'
1155
- - '1027'
1156
- - '1028'
1157
- - '1029'
1158
- - '1030'
1159
- - '1031'
1160
- - '1032'
1161
- - '1033'
1162
- - '1034'
1163
- - '1035'
1164
- - '1036'
1165
- - '1037'
1166
- - '1038'
1167
- - '1039'
1168
- - '1040'
1169
- - '1041'
1170
- - '1042'
1171
- - '1043'
1172
- - '1044'
1173
- - '1045'
1174
- - '1046'
1175
- - '1047'
1176
- - '1048'
1177
- - '1049'
1178
- - '1050'
1179
- - '1051'
1180
- - '1052'
1181
- - '1053'
1182
- - '1054'
1183
- - '1055'
1184
- - '1056'
1185
- - '1057'
1186
- - '1058'
1187
- - '1059'
1188
- - '1060'
1189
- - '1061'
1190
- - '1062'
1191
- - '1063'
1192
- - '1064'
1193
- - '1065'
1194
- - '1066'
1195
- - '1067'
1196
- - '1068'
1197
- - '1069'
1198
- - '1070'
1199
- - '1071'
1200
- - '1072'
1201
- - '1073'
1202
- - '1074'
1203
- - '1075'
1204
- - '1076'
1205
- - '1077'
1206
- - '1078'
1207
- - '1079'
1208
- - '1080'
1209
- - '1081'
1210
- - '1082'
1211
- - '1083'
1212
- - '1084'
1213
- - '1085'
1214
- - '1086'
1215
- - '1087'
1216
- - '1088'
1217
- - '1089'
1218
- - '1090'
1219
- - '1091'
1220
- - '1092'
1221
- - '1093'
1222
- - '1094'
1223
- - '1095'
1224
- - '1096'
1225
- - '1097'
1226
- - '1098'
1227
- - '1099'
1228
- - '1100'
1229
- - '1101'
1230
- - '1102'
1231
- - '1103'
1232
- - '1104'
1233
- - '1105'
1234
- - '1106'
1235
- - '1107'
1236
- - '1108'
1237
- - '1109'
1238
- - '1110'
1239
- - '1111'
1240
- - '1112'
1241
- - '1113'
1242
- - '1114'
1243
- - '1115'
1244
- - '1116'
1245
- - '1117'
1246
- - '1118'
1247
- - '1119'
1248
- - '1120'
1249
- - '1121'
1250
- - '1122'
1251
- - '1123'
1252
- - '1124'
1253
- - '1125'
1254
- - '1126'
1255
- - '1127'
1256
- - '1128'
1257
- - '1129'
1258
- - '1130'
1259
- - '1131'
1260
- - '1132'
1261
- - '1133'
1262
- - '1134'
1263
- - '1135'
1264
- - '1136'
1265
- - '1137'
1266
- - '1138'
1267
- - '1139'
1268
- - '1140'
1269
- - '1141'
1270
- - '1142'
1271
- - '1143'
1272
- - '1144'
1273
- - '1145'
1274
- - '1146'
1275
- - '1147'
1276
- - '1148'
1277
- - '1149'
1278
- - '1150'
1279
- - '1151'
1280
- - '1152'
1281
- - '1153'
1282
- - '1154'
1283
- - '1155'
1284
- - '1156'
1285
- - '1157'
1286
- - '1158'
1287
- - '1159'
1288
- - '1160'
1289
- - '1161'
1290
- - '1162'
1291
- - '1163'
1292
- - '1164'
1293
- - '1165'
1294
- - '1166'
1295
- - '1167'
1296
- - '1168'
1297
- - '1169'
1298
- - '1170'
1299
- - '1171'
1300
- - '1172'
1301
- - '1173'
1302
- - '1174'
1303
- - '1175'
1304
- - '1176'
1305
- - '1177'
1306
- - '1178'
1307
- - '1179'
1308
- - '1180'
1309
- - '1181'
1310
- - '1182'
1311
- - '1183'
1312
- - '1184'
1313
- - '1185'
1314
- - '1186'
1315
- - '1187'
1316
- - '1188'
1317
- - '1189'
1318
- - '1190'
1319
- - '1191'
1320
- - '1192'
1321
- - '1193'
1322
- - '1194'
1323
- - '1195'
1324
- - '1196'
1325
- - '1197'
1326
- - '1198'
1327
- - '1199'
1328
- - '1200'
1329
- - '1201'
1330
- - '1202'
1331
- - '1203'
1332
- - '1204'
1333
- - '1205'
1334
- - '1206'
1335
- - '1207'
1336
- - '1208'
1337
- - '1209'
1338
- - '1210'
1339
- - '1211'
1340
- - '1212'
1341
- - '1213'
1342
- - '1214'
1343
- - '1215'
1344
- - '1216'
1345
- - '1217'
1346
- - '1218'
1347
- - '1219'
1348
- - '1220'
1349
- - '1221'
1350
- - '1222'
1351
- - '1223'
1352
- - '1224'
1353
- - '1225'
1354
- - '1226'
1355
- - '1227'
1356
- - '1228'
1357
- - '1229'
1358
- - '1230'
1359
- - '1231'
1360
- - '1232'
1361
- - '1233'
1362
- - '1234'
1363
- - '1235'
1364
- - '1236'
1365
- - '1237'
1366
- - '1238'
1367
- - '1239'
1368
- - '1240'
1369
- - '1241'
1370
- - '1242'
1371
- - '1243'
1372
- - '1244'
1373
- - '1245'
1374
- - '1246'
1375
- - '1247'
1376
- - '1248'
1377
- - '1249'
1378
- - '1250'
1379
- - '1251'
1380
- - '1252'
1381
- - '1253'
1382
- - '1254'
1383
- - '1255'
1384
- - '1256'
1385
- - '1257'
1386
- - '1258'
1387
- - '1259'
1388
- - '1260'
1389
- - '1261'
1390
- - '1262'
1391
- - '1263'
1392
- - '1264'
1393
- - '1265'
1394
- - '1266'
1395
- - '1267'
1396
- - '1268'
1397
- - '1269'
1398
- - '1270'
1399
- - '1271'
1400
- - '1272'
1401
- - '1273'
1402
- - '1274'
1403
- - '1275'
1404
- - '1276'
1405
- - '1277'
1406
- - '1278'
1407
- - '1279'
1408
- - '1280'
1409
- - '1281'
1410
- - '1282'
1411
- - '1283'
1412
- - '1284'
1413
- - '1285'
1414
- - '1286'
1415
- - '1287'
1416
- - '1288'
1417
- - '1289'
1418
- - '1290'
1419
- - '1291'
1420
- - '1292'
1421
- - '1293'
1422
- - '1294'
1423
- - '1295'
1424
- - '1296'
1425
- - '1297'
1426
- - '1298'
1427
- - '1299'
1428
- - '1300'
1429
- - '1301'
1430
- - '1302'
1431
- - '1303'
1432
- - '1304'
1433
- - '1305'
1434
- - '1306'
1435
- - '1307'
1436
- - '1308'
1437
- - '1309'
1438
- - '1310'
1439
- - '1311'
1440
- - '1312'
1441
- - '1313'
1442
- - '1314'
1443
- - '1315'
1444
- - '1316'
1445
- - '1317'
1446
- - '1318'
1447
- - '1319'
1448
- - '1320'
1449
- - '1321'
1450
- - '1322'
1451
- - '1323'
1452
- - '1324'
1453
- - '1325'
1454
- - '1326'
1455
- - '1327'
1456
- - '1328'
1457
- - '1329'
1458
- - '1330'
1459
- - '1331'
1460
- - '1332'
1461
- - '1333'
1462
- - '1334'
1463
- - '1335'
1464
- - '1336'
1465
- - '1337'
1466
- - '1338'
1467
- - '1339'
1468
- - '1340'
1469
- - '1341'
1470
- - '1342'
1471
- - '1343'
1472
- - '1344'
1473
- - '1345'
1474
- - '1346'
1475
- - '1347'
1476
- - '1348'
1477
- - '1349'
1478
- - '1350'
1479
- - '1351'
1480
- - '1352'
1481
- - '1353'
1482
- - '1354'
1483
- - '1355'
1484
- - '1356'
1485
- - '1357'
1486
- - '1358'
1487
- - '1359'
1488
- - '1360'
1489
- - '1361'
1490
- - '1362'
1491
- - '1363'
1492
- - '1364'
1493
- - '1365'
1494
- - '1366'
1495
- - '1367'
1496
- - '1368'
1497
- - '1369'
1498
- - '1370'
1499
- - '1371'
1500
- - '1372'
1501
- - '1373'
1502
- - '1374'
1503
- - '1375'
1504
- - '1376'
1505
- - '1377'
1506
- - '1378'
1507
- - '1379'
1508
- - '1380'
1509
- - '1381'
1510
- - '1382'
1511
- - '1383'
1512
- - '1384'
1513
- - '1385'
1514
- - '1386'
1515
- - '1387'
1516
- - '1388'
1517
- - '1389'
1518
- - '1390'
1519
- - '1391'
1520
- - '1392'
1521
- - '1393'
1522
- - '1394'
1523
- - '1395'
1524
- - '1396'
1525
- - '1397'
1526
- - '1398'
1527
- - '1399'
1528
- - '1400'
1529
- - '1401'
1530
- - '1402'
1531
- - '1403'
1532
- - '1404'
1533
- - '1405'
1534
- - '1406'
1535
- - '1407'
1536
- - '1408'
1537
- - '1409'
1538
- - '1410'
1539
- - '1411'
1540
- - '1412'
1541
- - '1413'
1542
- - '1414'
1543
- - '1415'
1544
- - '1416'
1545
- - '1417'
1546
- - '1418'
1547
- - '1419'
1548
- - '1420'
1549
- - '1421'
1550
- - '1422'
1551
- - '1423'
1552
- - '1424'
1553
- - '1425'
1554
- - '1426'
1555
- - '1427'
1556
- - '1428'
1557
- - '1429'
1558
- - '1430'
1559
- - '1431'
1560
- - '1432'
1561
- - '1433'
1562
- - '1434'
1563
- - '1435'
1564
- - '1436'
1565
- - '1437'
1566
- - '1438'
1567
- - '1439'
1568
- - '1440'
1569
- - '1441'
1570
- - '1442'
1571
- - '1443'
1572
- - '1444'
1573
- - '1445'
1574
- - '1446'
1575
- - '1447'
1576
- - '1448'
1577
- - '1449'
1578
- - '1450'
1579
- - '1451'
1580
- - '1452'
1581
- - '1453'
1582
- - '1454'
1583
- - '1455'
1584
- - '1456'
1585
- - '1457'
1586
- - '1458'
1587
- - '1459'
1588
- - '1460'
1589
- - '1461'
1590
- - '1462'
1591
- - '1463'
1592
- - '1464'
1593
- - '1465'
1594
- - '1466'
1595
- - '1467'
1596
- - '1468'
1597
- - '1469'
1598
- - '1470'
1599
- - '1471'
1600
- - '1472'
1601
- - '1473'
1602
- - '1474'
1603
- - '1475'
1604
- - '1476'
1605
- - '1477'
1606
- - '1478'
1607
- - '1479'
1608
- - '1480'
1609
- - '1481'
1610
- - '1482'
1611
- - '1483'
1612
- - '1484'
1613
- - '1485'
1614
- - '1486'
1615
- - '1487'
1616
- - '1488'
1617
- - '1489'
1618
- - '1490'
1619
- - '1491'
1620
- - '1492'
1621
- - '1493'
1622
- - '1494'
1623
- - '1495'
1624
- - '1496'
1625
- - '1497'
1626
- - '1498'
1627
- - '1499'
1628
- - '1500'
1629
- - '1501'
1630
- - '1502'
1631
- - '1503'
1632
- - '1504'
1633
- - '1505'
1634
- - '1506'
1635
- - '1507'
1636
- - '1508'
1637
- - '1509'
1638
- - '1510'
1639
- - '1511'
1640
- - '1512'
1641
- - '1513'
1642
- - '1514'
1643
- - '1515'
1644
- - '1516'
1645
- - '1517'
1646
- - '1518'
1647
- - '1519'
1648
- - '1520'
1649
- - '1521'
1650
- - '1522'
1651
- - '1523'
1652
- - '1524'
1653
- - '1525'
1654
- - '1526'
1655
- - '1527'
1656
- - '1528'
1657
- - '1529'
1658
- - '1530'
1659
- - '1531'
1660
- - '1532'
1661
- - '1533'
1662
- - '1534'
1663
- - '1535'
1664
- - '1536'
1665
- - '1537'
1666
- - '1538'
1667
- - '1539'
1668
- - '1540'
1669
- - '1541'
1670
- - '1542'
1671
- - '1543'
1672
- - '1544'
1673
- - '1545'
1674
- - '1546'
1675
- - '1547'
1676
- - '1548'
1677
- - '1549'
1678
- - '1550'
1679
- - '1551'
1680
- - '1552'
1681
- - '1553'
1682
- - '1554'
1683
- - '1555'
1684
- - '1556'
1685
- - '1557'
1686
- - '1558'
1687
- - '1559'
1688
- - '1560'
1689
- - '1561'
1690
- - '1562'
1691
- - '1563'
1692
- - '1564'
1693
- - '1565'
1694
- - '1566'
1695
- - '1567'
1696
- - '1568'
1697
- - '1569'
1698
- - '1570'
1699
- - '1571'
1700
- - '1572'
1701
- - '1573'
1702
- - '1574'
1703
- - '1575'
1704
- - '1576'
1705
- - '1577'
1706
- - '1578'
1707
- - '1579'
1708
- - '1580'
1709
- - '1581'
1710
- - '1582'
1711
- - '1583'
1712
- - '1584'
1713
- - '1585'
1714
- - '1586'
1715
- - '1587'
1716
- - '1588'
1717
- - '1589'
1718
- - '1590'
1719
- - '1591'
1720
- - '1592'
1721
- - '1593'
1722
- - '1594'
1723
- - '1595'
1724
- - '1596'
1725
- - '1597'
1726
- - '1598'
1727
- - '1599'
1728
- - '1600'
1729
- - '1601'
1730
- - '1602'
1731
- - '1603'
1732
- - '1604'
1733
- - '1605'
1734
- - '1606'
1735
- - '1607'
1736
- - '1608'
1737
- - '1609'
1738
- - '1610'
1739
- - '1611'
1740
- - '1612'
1741
- - '1613'
1742
- - '1614'
1743
- - '1615'
1744
- - '1616'
1745
- - '1617'
1746
- - '1618'
1747
- - '1619'
1748
- - '1620'
1749
- - '1621'
1750
- - '1622'
1751
- - '1623'
1752
- - '1624'
1753
- - '1625'
1754
- - '1626'
1755
- - '1627'
1756
- - '1628'
1757
- - '1629'
1758
- - '1630'
1759
- - '1631'
1760
- - '1632'
1761
- - '1633'
1762
- - '1634'
1763
- - '1635'
1764
- - '1636'
1765
- - '1637'
1766
- - '1638'
1767
- - '1639'
1768
- - '1640'
1769
- - '1641'
1770
- - '1642'
1771
- - '1643'
1772
- - '1644'
1773
- - '1645'
1774
- - '1646'
1775
- - '1647'
1776
- - '1648'
1777
- - '1649'
1778
- - '1650'
1779
- - '1651'
1780
- - '1652'
1781
- - '1653'
1782
- - '1654'
1783
- - '1655'
1784
- - '1656'
1785
- - '1657'
1786
- - '1658'
1787
- - '1659'
1788
- - '1660'
1789
- - '1661'
1790
- - '1662'
1791
- - '1663'
1792
- - '1664'
1793
- - '1665'
1794
- - '1666'
1795
- - '1667'
1796
- - '1668'
1797
- - '1669'
1798
- - '1670'
1799
- - '1671'
1800
- - '1672'
1801
- - '1673'
1802
- - '1674'
1803
- - '1675'
1804
- - '1676'
1805
- - '1677'
1806
- - '1678'
1807
- - '1679'
1808
- - '1680'
1809
- - '1681'
1810
- - '1682'
1811
- - '1683'
1812
- - '1684'
1813
- - '1685'
1814
- - '1686'
1815
- - '1687'
1816
- - '1688'
1817
- - '1689'
1818
- - '1690'
1819
- - '1691'
1820
- - '1692'
1821
- - '1693'
1822
- - '1694'
1823
- - '1695'
1824
- - '1696'
1825
- - '1697'
1826
- - '1698'
1827
- - '1699'
1828
- - '1700'
1829
- - '1701'
1830
- - '1702'
1831
- - '1703'
1832
- - '1704'
1833
- - '1705'
1834
- - '1706'
1835
- - '1707'
1836
- - '1708'
1837
- - '1709'
1838
- - '1710'
1839
- - '1711'
1840
- - '1712'
1841
- - '1713'
1842
- - '1714'
1843
- - '1715'
1844
- - '1716'
1845
- - '1717'
1846
- - '1718'
1847
- - '1719'
1848
- - '1720'
1849
- - '1721'
1850
- - '1722'
1851
- - '1723'
1852
- - '1724'
1853
- - '1725'
1854
- - '1726'
1855
- - '1727'
1856
- - '1728'
1857
- - '1729'
1858
- - '1730'
1859
- - '1731'
1860
- - '1732'
1861
- - '1733'
1862
- - '1734'
1863
- - '1735'
1864
- - '1736'
1865
- - '1737'
1866
- - '1738'
1867
- - '1739'
1868
- - '1740'
1869
- - '1741'
1870
- - '1742'
1871
- - '1743'
1872
- - '1744'
1873
- - '1745'
1874
- - '1746'
1875
- - '1747'
1876
- - '1748'
1877
- - '1749'
1878
- - '1750'
1879
- - '1751'
1880
- - '1752'
1881
- - '1753'
1882
- - '1754'
1883
- - '1755'
1884
- - '1756'
1885
- - '1757'
1886
- - '1758'
1887
- - '1759'
1888
- - '1760'
1889
- - '1761'
1890
- - '1762'
1891
- - '1763'
1892
- - '1764'
1893
- - '1765'
1894
- - '1766'
1895
- - '1767'
1896
- - '1768'
1897
- - '1769'
1898
- - '1770'
1899
- - '1771'
1900
- - '1772'
1901
- - '1773'
1902
- - '1774'
1903
- - '1775'
1904
- - '1776'
1905
- - '1777'
1906
- - '1778'
1907
- - '1779'
1908
- - '1780'
1909
- - '1781'
1910
- - '1782'
1911
- - '1783'
1912
- - '1784'
1913
- - '1785'
1914
- - '1786'
1915
- - '1787'
1916
- - '1788'
1917
- - '1789'
1918
- - '1790'
1919
- - '1791'
1920
- - '1792'
1921
- - '1793'
1922
- - '1794'
1923
- - '1795'
1924
- - '1796'
1925
- - '1797'
1926
- - '1798'
1927
- - '1799'
1928
- - '1800'
1929
- - '1801'
1930
- - '1802'
1931
- - '1803'
1932
- - '1804'
1933
- - '1805'
1934
- - '1806'
1935
- - '1807'
1936
- - '1808'
1937
- - '1809'
1938
- - '1810'
1939
- - '1811'
1940
- - '1812'
1941
- - '1813'
1942
- - '1814'
1943
- - '1815'
1944
- - '1816'
1945
- - '1817'
1946
- - '1818'
1947
- - '1819'
1948
- - '1820'
1949
- - '1821'
1950
- - '1822'
1951
- - '1823'
1952
- - '1824'
1953
- - '1825'
1954
- - '1826'
1955
- - '1827'
1956
- - '1828'
1957
- - '1829'
1958
- - '1830'
1959
- - '1831'
1960
- - '1832'
1961
- - '1833'
1962
- - '1834'
1963
- - '1835'
1964
- - '1836'
1965
- - '1837'
1966
- - '1838'
1967
- - '1839'
1968
- - '1840'
1969
- - '1841'
1970
- - '1842'
1971
- - '1843'
1972
- - '1844'
1973
- - '1845'
1974
- - '1846'
1975
- - '1847'
1976
- - '1848'
1977
- - '1849'
1978
- - '1850'
1979
- - '1851'
1980
- - '1852'
1981
- - '1853'
1982
- - '1854'
1983
- - '1855'
1984
- - '1856'
1985
- - '1857'
1986
- - '1858'
1987
- - '1859'
1988
- - '1860'
1989
- - '1861'
1990
- - '1862'
1991
- - '1863'
1992
- - '1864'
1993
- - '1865'
1994
- - '1866'
1995
- - '1867'
1996
- - '1868'
1997
- - '1869'
1998
- - '1870'
1999
- - '1871'
2000
- - '1872'
2001
- - '1873'
2002
- - '1874'
2003
- - '1875'
2004
- - '1876'
2005
- - '1877'
2006
- - '1878'
2007
- - '1879'
2008
- - '1880'
2009
- - '1881'
2010
- - '1882'
2011
- - '1883'
2012
- - '1884'
2013
- - '1885'
2014
- - '1886'
2015
- - '1887'
2016
- - '1888'
2017
- - '1889'
2018
- - '1890'
2019
- - '1891'
2020
- - '1892'
2021
- - '1893'
2022
- - '1894'
2023
- - '1895'
2024
- - '1896'
2025
- - '1897'
2026
- - '1898'
2027
- - '1899'
2028
- - '1900'
2029
- - '1901'
2030
- - '1902'
2031
- - '1903'
2032
- - '1904'
2033
- - '1905'
2034
- - '1906'
2035
- - '1907'
2036
- - '1908'
2037
- - '1909'
2038
- - '1910'
2039
- - '1911'
2040
- - '1912'
2041
- - '1913'
2042
- - '1914'
2043
- - '1915'
2044
- - '1916'
2045
- - '1917'
2046
- - '1918'
2047
- - '1919'
2048
- - '1920'
2049
- - '1921'
2050
- - '1922'
2051
- - '1923'
2052
- - '1924'
2053
- - '1925'
2054
- - '1926'
2055
- - '1927'
2056
- - '1928'
2057
- - '1929'
2058
- - '1930'
2059
- - '1931'
2060
- - '1932'
2061
- - '1933'
2062
- - '1934'
2063
- - '1935'
2064
- - '1936'
2065
- - '1937'
2066
- - '1938'
2067
- - '1939'
2068
- - '1940'
2069
- - '1941'
2070
- - '1942'
2071
- - '1943'
2072
- - '1944'
2073
- - '1945'
2074
- - '1946'
2075
- - '1947'
2076
- - '1948'
2077
- - '1949'
2078
- - '1950'
2079
- - '1951'
2080
- - '1952'
2081
- - '1953'
2082
- - '1954'
2083
- - '1955'
2084
- - '1956'
2085
- - '1957'
2086
- - '1958'
2087
- - '1959'
2088
- - '1960'
2089
- - '1961'
2090
- - '1962'
2091
- - '1963'
2092
- - '1964'
2093
- - '1965'
2094
- - '1966'
2095
- - '1967'
2096
- - '1968'
2097
- - '1969'
2098
- - '1970'
2099
- - '1971'
2100
- - '1972'
2101
- - '1973'
2102
- - '1974'
2103
- - '1975'
2104
- - '1976'
2105
- - '1977'
2106
- - '1978'
2107
- - '1979'
2108
- - '1980'
2109
- - '1981'
2110
- - '1982'
2111
- - '1983'
2112
- - '1984'
2113
- - '1985'
2114
- - '1986'
2115
- - '1987'
2116
- - '1988'
2117
- - '1989'
2118
- - '1990'
2119
- - '1991'
2120
- - '1992'
2121
- - '1993'
2122
- - '1994'
2123
- - '1995'
2124
- - '1996'
2125
- - '1997'
2126
- - '1998'
2127
- - '1999'
2128
- - '2000'
2129
- - '2001'
2130
- - '2002'
2131
- - '2003'
2132
- - '2004'
2133
- - '2005'
2134
- - '2006'
2135
- - '2007'
2136
- - '2008'
2137
- - '2009'
2138
- - '2010'
2139
- - '2011'
2140
- - '2012'
2141
- - '2013'
2142
- - '2014'
2143
- - '2015'
2144
- - '2016'
2145
- - '2017'
2146
- - '2018'
2147
- - '2019'
2148
- - '2020'
2149
- - '2021'
2150
- - '2022'
2151
- - '2023'
2152
- - '2024'
2153
- - '2025'
2154
- - '2026'
2155
- - '2027'
2156
- - '2028'
2157
- - '2029'
2158
- - '2030'
2159
- - '2031'
2160
- - '2032'
2161
- - '2033'
2162
- - '2034'
2163
- - '2035'
2164
- - '2036'
2165
- - '2037'
2166
- - '2038'
2167
- - '2039'
2168
- - '2040'
2169
- - '2041'
2170
- - '2042'
2171
- - '2043'
2172
- - '2044'
2173
- - '2045'
2174
- - '2046'
2175
- - '2047'
2176
  - <unk>
2177
  - <sos/eos>
2178
  init: xavier_uniform
@@ -2181,13 +636,8 @@ collate_fn_conf:
2181
  pad: false
2182
  rand_crop: true
2183
  crop_audio: true
2184
- mix_speech: true
2185
- noise_apply_prob: 0.2
2186
- dynamic_mixing_prob: 0.5
2187
- reverb_speech: true
2188
- rir_apply_prob: 0.3
2189
  input_size: null
2190
- num_classes: 2048
2191
  use_preprocessor: true
2192
  token_type: word
2193
  bpemodel: null
@@ -2200,15 +650,23 @@ rir_apply_prob: 1.0
2200
  noise_scp: null
2201
  noise_apply_prob: 1.0
2202
  noise_db_range: '13_15'
2203
- pred_masked_weight: 1.0
2204
- pred_nomask_weight: 0.0
2205
- loss_weights: 0.0
 
 
 
 
 
 
 
2206
  frontend: wav2vec_cnn
2207
  frontend_conf:
2208
  norm_mode: layer_norm
2209
  conv_mode: standard
2210
  bias: true
2211
  normalize_audio: true
 
2212
  fs: 16k
2213
  specaug: null
2214
  specaug_conf: {}
@@ -2232,42 +690,17 @@ encoder_conf:
2232
  dropout_rate: 0.1
2233
  positional_dropout_rate: 0.1
2234
  attention_dropout_rate: 0.1
2235
- input_layer: wav2vec
2236
  layer_drop_rate: 0.0
2237
  linear_units: 4096
2238
  positionwise_layer_type: linear
2239
  macaron_ffn: true
2240
  use_ffn: true
2241
  merge_conv_kernel: 31
2242
- use_flash_attn: false
2243
- activation_ckpt: true
2244
  model: espnet
2245
- model_conf:
2246
- feature_grad_mult: 0.1
2247
- masker: hubert
2248
- masker_conf:
2249
- mask_prob: 0.8
2250
- mask_selection: uniform #static
2251
- mask_other: 0.0
2252
- mask_length: 10
2253
- no_mask_overlap: false
2254
- mask_min_space: 1
2255
- mask_channel_prob: 0.0
2256
- mask_channel_selection: static
2257
- mask_channel_other: 0.0
2258
- mask_channel_length: 10
2259
- no_mask_channel_overlap: false
2260
- mask_channel_min_space: 0
2261
- loss: hubert_ce
2262
- loss_conf:
2263
- num_classes: 2048
2264
- final_dim: 768
2265
- layers:
2266
- - 18
2267
- layer_weights:
2268
- - 1.0
2269
  required:
2270
  - output_dir
2271
  - token_list
2272
- version: '202402'
2273
- distributed: true
 
1
+ config: conf/tuning/train_xeus.yaml
2
  print_config: false
3
  log_level: INFO
4
+ drop_last_iter: false
5
  dry_run: false
6
  iterator_type: sequence
7
  valid_iterator_type: null
8
+ output_dir: exp/ssl_train_xeus_raw
9
  ngpu: 1
10
  seed: 1
11
  num_workers: 4
12
  num_att_plot: 0
13
  dist_backend: nccl
14
  dist_init_method: env://
15
+ dist_world_size: null
16
+ dist_rank: null
17
  local_rank: 0
18
+ dist_master_addr: null
19
+ dist_master_port: null
20
  dist_launcher: null
21
+ multiprocessing_distributed: false
22
  unused_parameters: false
23
  sharded_ddp: false
24
+ use_deepspeed: false
25
+ deepspeed_config: null
26
  gradient_as_bucket_view: true
27
+ ddp_comm_hook: null
 
 
28
  cudnn_enabled: true
29
  cudnn_benchmark: false
30
+ cudnn_deterministic: true
31
+ use_tf32: false
32
  collect_stats: false
33
  write_collected_feats: false
34
+ max_epoch: 1
35
  patience: null
36
  val_scheduler_criterion:
37
  - valid
 
42
  - min
43
  best_model_criterion:
44
  - - valid
45
+ - loss
46
  - min
47
  keep_nbest_models: 5
48
  nbest_averaging_interval: 0
 
73
  init_param: []
74
  ignore_init_mismatch: false
75
  freeze_param: []
76
+ num_iters_per_epoch: 10
77
  batch_size: 20
78
  valid_batch_size: null
79
  batch_bins: 1600000
80
  valid_batch_bins: null
81
+ category_sample_size: 10
82
  train_shape_file:
83
+ - exp/ssl_stats_raw/train/speech_shape
84
  valid_shape_file:
85
+ - exp/ssl_stats_raw/valid/speech_shape
86
+ batch_type: numel
87
  valid_batch_type: null
88
  fold_length:
89
  - 80000
 
91
  sort_in_batch: descending
92
  shuffle_within_batch: false
93
  sort_batch: descending
94
+ multiple_iterator: false
 
95
  chunk_length: 500
96
  chunk_shift_ratio: 0.5
97
  num_cache_chunks: 1024
98
  chunk_excluded_key_prefixes: []
99
  chunk_default_fs: null
100
+ chunk_max_abs_length: null
101
+ chunk_discard_short_samples: true
102
  train_data_path_and_name_and_type:
103
+ - - dump/raw/train_960/wav.scp
104
  - speech
105
+ - sound
106
+ - - dump/raw/train_960/text
107
  - text
108
  - text
109
  valid_data_path_and_name_and_type:
110
+ - - dump/raw/dev/wav.scp
111
  - speech
112
+ - sound
113
+ - - dump/raw/dev/text
114
  - text
115
  - text
116
+ multi_task_dataset: false
117
  allow_variable_data_keys: false
118
  max_cache_size: 0.0
119
  max_cache_fd: 32
 
128
  scheduler_conf:
129
  warmup_steps: 32000
130
  token_list:
131
+ - '30'
 
 
 
132
  - '4'
133
+ - '72'
134
+ - '305'
135
+ - '275'
136
+ - '24'
137
+ - '369'
138
+ - '125'
139
+ - '202'
140
+ - '368'
141
+ - '270'
142
+ - '296'
143
+ - '68'
144
+ - '188'
145
+ - '418'
146
+ - '223'
147
  - '8'
148
+ - '338'
149
+ - '437'
 
 
 
150
  - '14'
151
+ - '299'
152
+ - '469'
153
+ - '415'
154
+ - '11'
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
155
  - '41'
156
+ - '227'
 
157
  - '44'
158
+ - '35'
159
+ - '179'
160
+ - '449'
161
+ - '23'
162
+ - '10'
163
+ - '416'
164
+ - '291'
165
+ - '100'
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
166
  - '74'
167
+ - '327'
168
+ - '107'
169
+ - '321'
170
+ - '208'
171
  - '76'
172
+ - '267'
173
+ - '130'
174
+ - '173'
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
175
  - '96'
176
+ - '162'
177
+ - '456'
178
+ - '84'
179
  - '98'
180
+ - '217'
181
+ - '48'
182
+ - '482'
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
183
  - '127'
184
+ - '110'
185
+ - '366'
186
+ - '336'
187
+ - '387'
188
+ - '105'
189
+ - '373'
 
 
 
 
 
190
  - '139'
191
+ - '61'
192
+ - '370'
193
+ - '464'
194
+ - '397'
195
+ - '281'
 
 
 
 
 
 
196
  - '151'
 
 
197
  - '154'
198
  - '155'
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
199
  - '203'
200
+ - '440'
201
+ - '119'
202
+ - '71'
203
+ - '320'
204
+ - '93'
205
+ - '20'
206
+ - '138'
207
+ - '78'
208
+ - '216'
209
+ - '104'
210
  - '205'
211
+ - '38'
212
+ - '382'
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
213
  - '238'
214
+ - '474'
215
+ - '225'
216
+ - '465'
217
+ - '309'
218
+ - '17'
219
+ - '285'
220
+ - '90'
221
+ - '375'
222
+ - '356'
 
 
 
 
 
 
 
 
223
  - '256'
224
+ - '392'
225
+ - '311'
226
+ - '398'
227
+ - '9'
 
 
 
228
  - '264'
229
+ - '341'
230
+ - '168'
231
+ - '339'
232
+ - '40'
233
+ - '344'
234
+ - '422'
235
+ - '63'
236
+ - '396'
237
+ - '51'
238
+ - '184'
239
+ - '441'
240
+ - '346'
241
+ - '252'
242
+ - '206'
243
+ - '322'
244
+ - '444'
245
+ - '198'
246
+ - '66'
247
  - '269'
248
+ - '145'
249
+ - '69'
250
+ - '244'
251
+ - '463'
252
+ - '37'
253
+ - '172'
254
  - '271'
255
+ - '313'
 
 
 
 
 
 
256
  - '279'
257
+ - '106'
258
+ - '377'
259
+ - '158'
260
+ - '5'
261
+ - '445'
262
+ - '455'
263
+ - '134'
264
  - '287'
265
+ - '7'
266
+ - '297'
267
+ - '420'
268
+ - '13'
269
+ - '31'
270
+ - '484'
271
+ - '91'
272
+ - '34'
273
+ - '488'
274
+ - '468'
275
+ - '21'
276
+ - '193'
277
  - '288'
278
+ - '159'
279
+ - '247'
280
+ - '476'
281
+ - '25'
282
+ - '265'
283
+ - '115'
284
+ - '50'
285
+ - '394'
286
+ - '197'
287
+ - '116'
288
+ - '57'
289
+ - '182'
290
+ - '378'
291
+ - '135'
292
+ - '89'
293
+ - '167'
294
+ - '19'
295
+ - '148'
296
+ - '425'
297
+ - '103'
298
+ - '95'
299
+ - '454'
300
+ - '376'
301
+ - '178'
302
+ - '79'
303
+ - '424'
304
+ - '261'
305
+ - '36'
306
+ - '426'
307
+ - '152'
308
+ - '102'
309
  - '292'
310
+ - '258'
311
+ - '60'
312
+ - '328'
313
+ - '280'
314
+ - '273'
315
+ - '111'
316
+ - '240'
317
+ - '213'
318
+ - '483'
319
  - '300'
320
+ - '363'
321
+ - '174'
 
 
 
 
 
 
 
 
 
 
 
 
 
 
322
  - '317'
323
+ - '419'
324
+ - '439'
325
+ - '42'
326
+ - '118'
327
+ - '222'
328
+ - '15'
329
+ - '276'
330
+ - '277'
331
+ - '166'
332
+ - '304'
333
+ - '114'
334
  - '329'
335
+ - '395'
336
+ - '413'
337
+ - '435'
338
+ - '33'
339
+ - '266'
340
+ - '133'
341
+ - '210'
342
+ - '408'
343
  - '330'
344
+ - '315'
345
+ - '251'
346
+ - '6'
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
347
  - '357'
348
+ - '171'
349
+ - '56'
350
+ - '1'
351
+ - '59'
352
  - '359'
353
+ - '28'
354
+ - '215'
355
+ - '97'
356
+ - '274'
357
+ - '170'
358
+ - '49'
359
+ - '81'
360
+ - '108'
361
+ - '282'
362
+ - '85'
363
+ - '200'
364
+ - '80'
365
+ - '243'
366
  - '364'
367
+ - '113'
368
+ - '176'
369
+ - '433'
370
+ - '77'
371
+ - '335'
372
+ - '231'
373
+ - '462'
374
+ - '62'
375
+ - '286'
376
+ - '67'
377
+ - '191'
378
+ - '228'
379
+ - '16'
380
+ - '22'
381
+ - '122'
382
+ - '235'
383
+ - '331'
384
+ - '137'
385
+ - '289'
386
+ - '92'
387
+ - '157'
388
+ - '417'
389
+ - '319'
390
+ - '2'
391
+ - '101'
392
+ - '129'
393
+ - '169'
394
+ - '26'
395
+ - '165'
396
+ - '143'
397
+ - '229'
398
+ - '220'
399
+ - '324'
400
+ - '393'
401
+ - '272'
402
+ - '43'
403
  - '367'
404
+ - '204'
405
+ - '410'
406
+ - '278'
407
+ - '73'
408
+ - '65'
409
+ - '428'
410
+ - '411'
 
 
 
 
 
411
  - '380'
412
+ - '99'
413
+ - '83'
414
+ - '412'
415
+ - '307'
416
+ - '306'
417
+ - '201'
418
+ - '361'
419
+ - '232'
420
+ - '290'
421
+ - '109'
422
+ - '140'
423
+ - '438'
424
+ - '64'
425
+ - '447'
426
+ - '374'
427
+ - '301'
428
+ - '249'
429
+ - '186'
430
+ - '234'
431
+ - '121'
432
+ - '239'
433
+ - '255'
434
+ - '82'
435
  - '384'
436
+ - '160'
437
+ - '494'
438
+ - '351'
439
+ - '283'
440
+ - '32'
441
+ - '54'
442
+ - '52'
443
+ - '187'
444
+ - '337'
445
+ - '112'
446
+ - '260'
447
+ - '132'
448
+ - '47'
449
+ - '457'
450
+ - '211'
451
+ - '490'
452
+ - '430'
453
+ - '423'
454
+ - '175'
455
+ - '142'
456
+ - '499'
457
+ - '407'
458
+ - '303'
459
+ - '12'
460
+ - '403'
461
+ - '209'
462
+ - '233'
463
+ - '262'
464
+ - '146'
465
+ - '436'
466
+ - '219'
467
+ - '316'
468
+ - '123'
469
+ - '460'
470
+ - '39'
471
+ - '58'
472
+ - '333'
473
+ - '475'
474
+ - '70'
475
+ - '218'
476
+ - '199'
477
+ - '295'
478
  - '389'
479
+ - '345'
480
+ - '156'
481
+ - '383'
482
  - '390'
483
+ - '192'
484
+ - '343'
485
+ - '150'
486
+ - '318'
487
+ - '196'
488
+ - '94'
489
+ - '194'
490
+ - '27'
491
+ - '459'
492
+ - '257'
493
+ - '371'
494
+ - '498'
495
+ - '485'
496
+ - '190'
497
  - '402'
498
+ - '163'
499
+ - '491'
500
+ - '0'
501
+ - '241'
502
+ - '467'
503
+ - '149'
504
+ - '18'
505
+ - '429'
506
+ - '421'
507
+ - '189'
508
+ - '365'
509
+ - '3'
510
+ - '75'
511
+ - '141'
512
+ - '259'
513
+ - '120'
514
+ - '372'
515
  - '405'
516
+ - '354'
517
+ - '446'
518
+ - '340'
519
  - '406'
520
+ - '353'
521
+ - '53'
522
+ - '334'
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
523
  - '427'
 
 
 
 
524
  - '432'
 
 
 
 
 
 
 
 
 
525
  - '442'
526
+ - '131'
527
+ - '88'
528
+ - '470'
529
+ - '473'
530
+ - '254'
531
+ - '349'
532
+ - '214'
533
+ - '153'
534
+ - '342'
535
+ - '212'
536
+ - '434'
537
+ - '46'
538
+ - '86'
539
+ - '350'
540
+ - '284'
541
+ - '308'
542
+ - '323'
543
+ - '381'
544
+ - '161'
545
+ - '391'
546
+ - '248'
547
+ - '180'
548
+ - '230'
549
+ - '452'
550
+ - '325'
551
+ - '246'
552
+ - '224'
553
+ - '347'
554
+ - '195'
555
+ - '128'
556
+ - '55'
557
+ - '314'
558
+ - '126'
559
+ - '147'
560
+ - '481'
561
+ - '185'
562
+ - '358'
563
+ - '478'
564
+ - '400'
565
+ - '495'
566
+ - '388'
567
+ - '177'
568
+ - '181'
569
+ - '466'
570
+ - '362'
571
+ - '268'
572
+ - '326'
573
+ - '144'
574
+ - '493'
575
+ - '489'
576
+ - '450'
577
+ - '399'
578
  - '443'
579
+ - '253'
580
+ - '236'
581
+ - '117'
 
582
  - '448'
583
+ - '312'
584
+ - '379'
585
+ - '492'
586
+ - '496'
587
+ - '87'
588
+ - '332'
589
+ - '298'
590
+ - '497'
591
+ - '221'
592
+ - '480'
593
+ - '226'
594
+ - '302'
595
+ - '348'
596
+ - '136'
597
  - '451'
598
+ - '479'
599
+ - '183'
600
+ - '45'
601
+ - '404'
602
+ - '263'
603
+ - '477'
604
+ - '355'
605
+ - '29'
606
+ - '414'
607
+ - '237'
608
+ - '409'
609
+ - '385'
610
  - '461'
611
+ - '386'
612
+ - '124'
613
+ - '401'
614
+ - '352'
615
+ - '293'
 
 
 
 
616
  - '471'
617
+ - '458'
618
  - '472'
 
 
 
 
 
 
 
 
 
 
 
 
 
619
  - '486'
620
+ - '164'
621
+ - '453'
622
+ - '310'
623
+ - '207'
624
  - '487'
625
+ - '294'
626
+ - '360'
627
+ - '245'
628
+ - '242'
629
+ - '431'
630
+ - '250'
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
631
  - <unk>
632
  - <sos/eos>
633
  init: xavier_uniform
 
636
  pad: false
637
  rand_crop: true
638
  crop_audio: true
 
 
 
 
 
639
  input_size: null
640
+ num_classes: null
641
  use_preprocessor: true
642
  token_type: word
643
  bpemodel: null
 
650
  noise_scp: null
651
  noise_apply_prob: 1.0
652
  noise_db_range: '13_15'
653
+ window_size: null
654
+ window_shift: null
655
+ loss:
656
+ - name: hubert
657
+ conf:
658
+ num_classes: 2048
659
+ final_dim: 768
660
+ util:
661
+ - name: mask
662
+ conf: {}
663
  frontend: wav2vec_cnn
664
  frontend_conf:
665
  norm_mode: layer_norm
666
  conv_mode: standard
667
  bias: true
668
  normalize_audio: true
669
+ normalize_output: false
670
  fs: 16k
671
  specaug: null
672
  specaug_conf: {}
 
690
  dropout_rate: 0.1
691
  positional_dropout_rate: 0.1
692
  attention_dropout_rate: 0.1
693
+ input_layer: null
694
  layer_drop_rate: 0.0
695
  linear_units: 4096
696
  positionwise_layer_type: linear
697
  macaron_ffn: true
698
  use_ffn: true
699
  merge_conv_kernel: 31
 
 
700
  model: espnet
701
+ model_conf: {}
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
702
  required:
703
  - output_dir
704
  - token_list
705
+ version: '202412'
706
+ distributed: false