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  1. .gitattributes +28 -0
  2. dump/raw_ssl_asr_tedlium2/dev/data.json +490 -0
  3. dump/raw_ssl_asr_tedlium2/dev/data/wav_ssl_s3prl.1.ark +0 -0
  4. dump/raw_ssl_asr_tedlium2/dev/data/wav_ssl_s3prl.1.scp +30 -0
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  8. dump/raw_ssl_asr_tedlium2/dev/data/wav_ssl_s3prl.11.scp +30 -0
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  10. dump/raw_ssl_asr_tedlium2/dev/data/wav_ssl_s3prl.12.scp +30 -0
  11. dump/raw_ssl_asr_tedlium2/dev/data/wav_ssl_s3prl.13.ark +0 -0
  12. dump/raw_ssl_asr_tedlium2/dev/data/wav_ssl_s3prl.13.scp +30 -0
  13. dump/raw_ssl_asr_tedlium2/dev/data/wav_ssl_s3prl.14.ark +0 -0
  14. dump/raw_ssl_asr_tedlium2/dev/data/wav_ssl_s3prl.14.scp +29 -0
  15. dump/raw_ssl_asr_tedlium2/dev/data/wav_ssl_s3prl.15.ark +0 -0
  16. dump/raw_ssl_asr_tedlium2/dev/data/wav_ssl_s3prl.15.scp +29 -0
  17. dump/raw_ssl_asr_tedlium2/dev/data/wav_ssl_s3prl.16.ark +0 -0
  18. dump/raw_ssl_asr_tedlium2/dev/data/wav_ssl_s3prl.16.scp +29 -0
  19. dump/raw_ssl_asr_tedlium2/dev/data/wav_ssl_s3prl.2.ark +0 -0
  20. dump/raw_ssl_asr_tedlium2/dev/data/wav_ssl_s3prl.2.scp +30 -0
  21. dump/raw_ssl_asr_tedlium2/dev/data/wav_ssl_s3prl.3.ark +0 -0
  22. dump/raw_ssl_asr_tedlium2/dev/data/wav_ssl_s3prl.3.scp +30 -0
  23. dump/raw_ssl_asr_tedlium2/dev/data/wav_ssl_s3prl.4.ark +0 -0
  24. dump/raw_ssl_asr_tedlium2/dev/data/wav_ssl_s3prl.4.scp +30 -0
  25. dump/raw_ssl_asr_tedlium2/dev/data/wav_ssl_s3prl.5.ark +0 -0
  26. dump/raw_ssl_asr_tedlium2/dev/data/wav_ssl_s3prl.5.scp +30 -0
  27. dump/raw_ssl_asr_tedlium2/dev/data/wav_ssl_s3prl.6.ark +0 -0
  28. dump/raw_ssl_asr_tedlium2/dev/data/wav_ssl_s3prl.6.scp +30 -0
  29. dump/raw_ssl_asr_tedlium2/dev/data/wav_ssl_s3prl.7.ark +0 -0
  30. dump/raw_ssl_asr_tedlium2/dev/data/wav_ssl_s3prl.7.scp +30 -0
  31. dump/raw_ssl_asr_tedlium2/dev/data/wav_ssl_s3prl.8.ark +0 -0
  32. dump/raw_ssl_asr_tedlium2/dev/data/wav_ssl_s3prl.8.scp +30 -0
  33. dump/raw_ssl_asr_tedlium2/dev/data/wav_ssl_s3prl.9.ark +0 -0
  34. dump/raw_ssl_asr_tedlium2/dev/data/wav_ssl_s3prl.9.scp +30 -0
  35. dump/raw_ssl_asr_tedlium2/dev/index_files/text +0 -0
  36. dump/raw_ssl_asr_tedlium2/dev/index_files/wav.scp +477 -0
  37. dump/raw_ssl_asr_tedlium2/dev/stats/.done +0 -0
  38. dump/raw_ssl_asr_tedlium2/dev/stats/dec_seq_shape +477 -0
  39. dump/raw_ssl_asr_tedlium2/dev/stats/logs/collect_stat.1.log +68 -0
  40. dump/raw_ssl_asr_tedlium2/dev/stats/logs/collect_stat.10.log +68 -0
  41. dump/raw_ssl_asr_tedlium2/dev/stats/logs/collect_stat.11.log +68 -0
  42. dump/raw_ssl_asr_tedlium2/dev/stats/logs/collect_stat.12.log +68 -0
  43. dump/raw_ssl_asr_tedlium2/dev/stats/logs/collect_stat.13.log +68 -0
  44. dump/raw_ssl_asr_tedlium2/dev/stats/logs/collect_stat.14.log +68 -0
  45. dump/raw_ssl_asr_tedlium2/dev/stats/logs/collect_stat.15.log +68 -0
  46. dump/raw_ssl_asr_tedlium2/dev/stats/logs/collect_stat.16.log +68 -0
  47. dump/raw_ssl_asr_tedlium2/dev/stats/logs/collect_stat.17.log +68 -0
  48. dump/raw_ssl_asr_tedlium2/dev/stats/logs/collect_stat.18.log +68 -0
  49. dump/raw_ssl_asr_tedlium2/dev/stats/logs/collect_stat.19.log +68 -0
  50. dump/raw_ssl_asr_tedlium2/dev/stats/logs/collect_stat.2.log +68 -0
.gitattributes CHANGED
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  # Video files - compressed
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+ ssl_asr_BlaiseAguerayArcas_2007-0023363-0024109 422
217
+ ssl_asr_BlaiseAguerayArcas_2007-0041420-0041924 281
218
+ ssl_asr_CraigVenter_2008-0021692-0022326 342
219
+ ssl_asr_DavidMerrill_2009-0008151-0009981 1011
220
+ ssl_asr_ElizabethGilbert_2009-0005908-0007914 1095
221
+ ssl_asr_ElizabethGilbert_2009-0042733-0044882 1169
222
+ ssl_asr_ElizabethGilbert_2009-0094319-0096005 921
223
+ ssl_asr_WadeDavis_2003-0004094-0006252 1169
224
+ ssl_asr_WadeDavis_2003-0071736-0073158 786
225
+ ssl_asr_WadeDavis_2003-0124224-0125288 579
226
+ ssl_asr_AlGore_2009-0012659-0013511 468
227
+ ssl_asr_BarrySchwartz_2005G-0001955-0002689 396
228
+ ssl_asr_BarrySchwartz_2005G-0022404-0023325 497
229
+ ssl_asr_BarrySchwartz_2005G-0057498-0058253 422
230
+ ssl_asr_BarrySchwartz_2005G-0100615-0101431 437
231
+ ssl_asr_BlaiseAguerayArcas_2007-0025330-0025999 378
232
+ ssl_asr_CraigVenter_2008-0006856-0007334 257
233
+ ssl_asr_CraigVenter_2008-0014905-0015526 336
234
+ ssl_asr_CraigVenter_2008-0091950-0093714 940
235
+ ssl_asr_ElizabethGilbert_2009-0023143-0025109 1055
236
+ ssl_asr_ElizabethGilbert_2009-0066905-0068848 1068
237
+ ssl_asr_ElizabethGilbert_2009-0096005-0097660 910
238
+ ssl_asr_WadeDavis_2003-0041342-0043370 1115
239
+ ssl_asr_WadeDavis_2003-0079232-0080643 764
240
+ ssl_asr_WadeDavis_2003-0125288-0126243 521
241
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242
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243
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244
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245
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246
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247
+ ssl_asr_BlaiseAguerayArcas_2007-0040996-0041419 231
248
+ ssl_asr_CraigVenter_2008-0057184-0059600 1310
249
+ ssl_asr_DavidMerrill_2009-0001148-0002562 775
250
+ ssl_asr_ElizabethGilbert_2009-0025109-0026962 1016
251
+ ssl_asr_ElizabethGilbert_2009-0055633-0057516 1009
252
+ ssl_asr_ElizabethGilbert_2009-0075177-0076796 898
253
+ ssl_asr_WadeDavis_2003-0016322-0018004 925
254
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255
+ ssl_asr_WadeDavis_2003-0112021-0112972 515
256
+ ssl_asr_AlGore_2009-0011830-0012659 454
257
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258
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259
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260
+ ssl_asr_BarrySchwartz_2005G-0099870-0100615 400
261
+ ssl_asr_BlaiseAguerayArcas_2007-0027083-0027692 352
262
+ ssl_asr_CraigVenter_2008-0003143-0003524 208
263
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264
+ ssl_asr_DavidMerrill_2009-0012424-0013732 728
265
+ ssl_asr_ElizabethGilbert_2009-0028749-0030567 984
266
+ ssl_asr_ElizabethGilbert_2009-0061061-0062915 1013
267
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268
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269
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270
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271
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272
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274
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275
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278
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279
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280
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281
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282
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283
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284
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285
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286
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287
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288
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289
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290
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291
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292
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293
+ ssl_asr_CraigVenter_2008-0055214-0057184 1055
294
+ ssl_asr_DavidMerrill_2009-0015322-0016598 708
295
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296
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297
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298
+ ssl_asr_WadeDavis_2003-0006252-0007542 717
299
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300
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301
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302
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303
+ ssl_asr_BarrySchwartz_2005G-0044742-0045623 477
304
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305
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306
+ ssl_asr_BrianCox_2009U-0017422-0019378 1052
307
+ ssl_asr_CraigVenter_2008-0035697-0037646 1055
308
+ ssl_asr_CraigVenter_2008-0083636-0085328 909
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310
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311
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312
+ ssl_asr_ElizabethGilbert_2009-0071604-0073114 843
313
+ ssl_asr_WadeDavis_2003-0018004-0019241 676
314
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315
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316
+ ssl_asr_AlGore_2009-0030430-0031168 406
317
+ ssl_asr_AlGore_2009-0039066-0039615 307
318
+ ssl_asr_BarrySchwartz_2005G-0051115-0051894 415
319
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320
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321
+ ssl_asr_CraigVenter_2008-0001566-0003143 840
322
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323
+ ssl_asr_CraigVenter_2008-0068260-0069935 899
324
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325
+ ssl_asr_ElizabethGilbert_2009-0007914-0009442 836
326
+ ssl_asr_ElizabethGilbert_2009-0034762-0036273 831
327
+ ssl_asr_ElizabethGilbert_2009-0082189-0083664 798
328
+ ssl_asr_WadeDavis_2003-0024877-0026029 649
329
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330
+ ssl_asr_WadeDavis_2003-0110559-0111419 466
331
+ ssl_asr_AlGore_2009-0031304-0031979 373
332
+ ssl_asr_AlGore_2009-0038534-0039066 282
333
+ ssl_asr_BarrySchwartz_2005G-0034166-0034940 422
334
+ ssl_asr_BarrySchwartz_2005G-0085781-0086326 294
335
+ ssl_asr_BlaiseAguerayArcas_2007-0014984-0017141 1190
336
+ ssl_asr_BrianCox_2009U-0002336-0003911 860
337
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338
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339
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340
+ ssl_asr_ElizabethGilbert_2009-0018718-0020202 808
341
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342
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343
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344
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345
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346
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347
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348
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349
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350
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351
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352
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353
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354
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355
+ ssl_asr_ElizabethGilbert_2009-0001280-0002715 772
356
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358
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359
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360
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361
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362
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363
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364
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368
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369
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371
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372
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373
+ ssl_asr_ElizabethGilbert_2009-0113291-0114314 561
374
+ ssl_asr_WadeDavis_2003-0086744-0087786 577
375
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376
+ ssl_asr_AlGore_2009-0035977-0036537 306
377
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378
+ ssl_asr_BarrySchwartz_2005G-0030333-0030923 313
379
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380
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381
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382
+ ssl_asr_CraigVenter_2008-0049731-0051264 835
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385
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386
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387
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388
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389
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390
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391
+ ssl_asr_AlGore_2009-0035176-0035680 287
392
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393
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394
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395
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396
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397
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398
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399
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400
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401
+ ssl_asr_ElizabethGilbert_2009-0045575-0046816 683
402
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403
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404
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405
+ ssl_asr_WadeDavis_2003-0111419-0112021 326
406
+ ssl_asr_AlGore_2009-0034538-0035003 251
407
+ ssl_asr_AlGore_2009-0044281-0044591 170
408
+ ssl_asr_BarrySchwartz_2005G-0084041-0085502 788
409
+ ssl_asr_BlaiseAguerayArcas_2007-0004061-0005460 776
410
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411
+ ssl_asr_BrianCox_2009U-0015255-0016691 767
412
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413
+ ssl_asr_CraigVenter_2008-0051264-0052819 839
414
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415
+ ssl_asr_ElizabethGilbert_2009-0011565-0012800 674
416
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417
+ ssl_asr_ElizabethGilbert_2009-0085316-0086595 701
418
+ ssl_asr_WadeDavis_2003-0029562-0030516 526
419
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420
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421
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422
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423
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428
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429
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430
+ ssl_asr_ElizabethGilbert_2009-0017687-0018700 552
431
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432
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433
+ ssl_asr_WadeDavis_2003-0009881-0010764 484
434
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435
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436
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437
+ ssl_asr_BarrySchwartz_2005G-0051894-0054066 1174
438
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439
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440
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442
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446
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447
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448
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449
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450
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451
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455
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456
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457
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458
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459
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460
+ ssl_asr_ElizabethGilbert_2009-0049584-0050475 490
461
+ ssl_asr_ElizabethGilbert_2009-0105046-0106099 579
462
+ ssl_asr_WadeDavis_2003-0027025-0027860 456
463
+ ssl_asr_WadeDavis_2003-0094068-0094780 400
464
+ ssl_asr_BarrySchwartz_2005G-0015043-0016393 738
465
+ ssl_asr_BarrySchwartz_2005G-0020164-0021506 715
466
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468
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469
+ ssl_asr_CraigVenter_2008-0010453-0011745 694
470
+ ssl_asr_CraigVenter_2008-0025927-0027295 746
471
+ ssl_asr_CraigVenter_2008-0063267-0064454 639
472
+ ssl_asr_DavidMerrill_2009-0021701-0022565 461
473
+ ssl_asr_ElizabethGilbert_2009-0022300-0023143 464
474
+ ssl_asr_ElizabethGilbert_2009-0041841-0042732 481
475
+ ssl_asr_ElizabethGilbert_2009-0102756-0103586 443
476
+ ssl_asr_WadeDavis_2003-0032712-0033422 384
477
+ ssl_asr_WadeDavis_2003-0074978-0075379 222
dump/raw_ssl_asr_tedlium2/dev/stats/logs/collect_stat.1.log ADDED
@@ -0,0 +1,68 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ # python3 -m espnet2.bin.speechlm_train --collect_stats true --use_preprocessor true --token_list data/token_list/ssl_asr_tedlium2/token_list.json --token_bias data/token_list/ssl_asr_tedlium2/token_bias.json --non_linguistic_symbols none --cleaner none --g2p g2p_en --subword_choice sentencepiece --subword_model data/token_list/ssl_asr_tedlium2/text_bpe --multi_task_dataset true --output_dir dump/raw_ssl_asr_tedlium2/dev/stats/split32/1 --config conf/train_delay_asr_small.yaml --train_data_path_and_name_and_type dump/raw_ssl_asr_tedlium2/dev/stats/split32/1/data.json,_,dataset_json
2
+ # Started at Sat Nov 2 18:06:29 CDT 2024
3
+ #
4
+ /work/nvme/bbjs/jtian1/espnet_ta/tools/miniconda3/envs/espnet_ta/bin/python3 /work/nvme/bbjs/jtian1/espnet_ta/espnet2/bin/speechlm_train.py --collect_stats true --use_preprocessor true --token_list data/token_list/ssl_asr_tedlium2/token_list.json --token_bias data/token_list/ssl_asr_tedlium2/token_bias.json --non_linguistic_symbols none --cleaner none --g2p g2p_en --subword_choice sentencepiece --subword_model data/token_list/ssl_asr_tedlium2/text_bpe --multi_task_dataset true --output_dir dump/raw_ssl_asr_tedlium2/dev/stats/split32/1 --config conf/train_delay_asr_small.yaml --train_data_path_and_name_and_type dump/raw_ssl_asr_tedlium2/dev/stats/split32/1/data.json,_,dataset_json
5
+ [gpub001] 2024-11-02 18:12:06,638 (speechlm:340) INFO: Vocabulary size: 7253
6
+ [gpub001] 2024-11-02 18:12:06,664 (speechlm:351) INFO: Token Bias: {'ssl': (256, 2256), 'text_bpe': (2256, 7253), 'special_token': (0, 256)}
7
+ [gpub001] 2024-11-02 18:12:06,977 (loss:36) WARNING: The specified modality codec is not in token_bias. Skip it
8
+ [gpub001] 2024-11-02 18:12:07,675 (abs_task:1451) INFO: pytorch.version=2.4.0, cuda.available=True, cudnn.version=90100, cudnn.benchmark=False, cudnn.deterministic=True
9
+ [gpub001] 2024-11-02 18:12:07,676 (abs_task:1452) INFO: Model structure:
10
+ ESPnetSpeechLMModel(
11
+ (corelm): ARDelayLM(
12
+ (decoders): TransformerDecoder(
13
+ (pos_emb): Embedding(128, 128)
14
+ (blocks): ModuleList(
15
+ (0-3): 4 x ResidualAttentionBlock(
16
+ (attn): MultiHeadAttention(
17
+ (query): Linear(in_features=128, out_features=128, bias=True)
18
+ (key): Linear(in_features=128, out_features=128, bias=False)
19
+ (value): Linear(in_features=128, out_features=128, bias=True)
20
+ (out): Linear(in_features=128, out_features=128, bias=True)
21
+ )
22
+ (attn_ln): LayerNorm((128,), eps=1e-05, elementwise_affine=True)
23
+ (attn_dropout): Dropout(p=0.0, inplace=False)
24
+ (mlp): Sequential(
25
+ (0): Linear(in_features=128, out_features=512, bias=True)
26
+ (1): GELU(approximate='none')
27
+ (2): Linear(in_features=512, out_features=128, bias=True)
28
+ )
29
+ (mlp_ln): LayerNorm((128,), eps=1e-05, elementwise_affine=True)
30
+ (mlp_dropout): Dropout(p=0.0, inplace=False)
31
+ )
32
+ )
33
+ (ln): LayerNorm((128,), eps=1e-05, elementwise_affine=True)
34
+ )
35
+ (emb): Embedding(7253, 128)
36
+ (lm_head): Linear(in_features=128, out_features=7253, bias=False)
37
+ (head_emb): Embedding(12, 128)
38
+ )
39
+ (criterion): SpeechLMCrossEntropyLoss()
40
+ )
41
+
42
+ Model summary:
43
+ Class Name: ESPnetSpeechLMModel
44
+ Total Number of model parameters: 2.67 M
45
+ Number of trainable parameters: 2.67 M (100.0%)
46
+ Size: 10.67 MB
47
+ Type: torch.float32
48
+ [gpub001] 2024-11-02 18:12:07,676 (abs_task:1455) INFO: Optimizer:
49
+ AdamW (
50
+ Parameter Group 0
51
+ amsgrad: False
52
+ betas: [0.9, 0.95]
53
+ capturable: False
54
+ differentiable: False
55
+ eps: 1e-08
56
+ foreach: None
57
+ fused: None
58
+ initial_lr: 0.001
59
+ lr: 2.5e-07
60
+ maximize: False
61
+ weight_decay: 0.01
62
+ )
63
+ [gpub001] 2024-11-02 18:12:07,676 (abs_task:1456) INFO: Scheduler: WarmupLR(warmup_steps=4000)
64
+ [gpub001] 2024-11-02 18:12:07,906 (abs_task:1465) INFO: Saving the configuration in dump/raw_ssl_asr_tedlium2/dev/stats/split32/1/config.yaml
65
+ [gpub001] 2024-11-02 18:12:11,994 (abs_task:1476) INFO: Namespace(config='conf/train_delay_asr_small.yaml', print_config=False, log_level='INFO', drop_last_iter=True, dry_run=False, iterator_type='sequence', valid_iterator_type=None, output_dir='dump/raw_ssl_asr_tedlium2/dev/stats/split32/1', ngpu=0, seed=0, num_workers=6, num_att_plot=0, dist_backend='nccl', dist_init_method='env://', dist_world_size=None, dist_rank=None, local_rank=None, dist_master_addr=None, dist_master_port=None, dist_launcher=None, multiprocessing_distributed=False, unused_parameters=False, sharded_ddp=False, use_fsdp=False, min_num_params_fsdp=30000000.0, use_deepspeed=False, deepspeed_config=None, deepspeed_step_sync=True, cudnn_enabled=True, cudnn_benchmark=False, cudnn_deterministic=True, use_tf32=False, collect_stats=True, write_collected_feats=False, max_epoch=80, patience=None, val_scheduler_criterion=('valid', 'loss'), early_stopping_criterion=('valid', 'loss', 'min'), best_model_criterion=[['valid', 'total_count', 'max']], keep_nbest_models=[10], nbest_averaging_interval=0, grad_clip=5, grad_clip_type=2.0, grad_noise=False, accum_grad=1, no_forward_run=False, resume=False, train_dtype='float32', use_amp=True, max_loss_scale=10000000000.0, log_interval=200, use_matplotlib=True, use_tensorboard=True, create_graph_in_tensorboard=False, use_wandb=False, wandb_project=None, wandb_id=None, wandb_entity=None, wandb_name=None, wandb_model_log_interval=-1, detect_anomaly=False, use_adapter=False, adapter='lora', save_strategy='all', adapter_conf={}, pretrain_path=None, init_param=[], ignore_init_mismatch=False, freeze_param=[], num_iters_per_epoch=5000, batch_size=20, valid_batch_size=None, batch_bins=60000, valid_batch_bins=None, sampler_allow_duplication=False, train_shape_file=[], valid_shape_file=[], batch_type='numel', valid_batch_type=None, fold_length=[], sort_in_batch='descending', shuffle_within_batch=False, sort_batch='descending', multiple_iterator=False, chunk_length=500, chunk_shift_ratio=0.5, num_cache_chunks=1024, chunk_excluded_key_prefixes=[], chunk_default_fs=None, chunk_max_abs_length=None, chunk_discard_short_samples=True, train_data_path_and_name_and_type=[('dump/raw_ssl_asr_tedlium2/dev/stats/split32/1/data.json', '_', 'dataset_json')], valid_data_path_and_name_and_type=[], multi_task_dataset=True, sharded_dataset=False, allow_variable_data_keys=False, max_cache_size=0.0, max_cache_fd=32, allow_multi_rates=False, valid_max_cache_size=None, exclude_weight_decay=False, exclude_weight_decay_conf={}, optim='adamw', optim_conf={'lr': 0.001, 'betas': [0.9, 0.95]}, scheduler='warmuplr', scheduler_conf={'warmup_steps': 4000}, token_list=['<pad>', '<unk>', '<blank>', '<space>', '<continuous_placeholder>', '<sos/eos>', '<local_sos/eos>', '<unkown_task_identifer>', '<unused_token_8>', '<unused_token_9>', '<unused_token_10>', '<unused_token_11>', '<unused_token_12>', '<unused_token_13>', '<unused_token_14>', '<unused_token_15>', '<unused_token_16>', 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'▁fif', '-0044', 'ating', '▁ele', '▁mak', '▁import', '▁inv', 'ition', '▁ob', '▁ask', '-0048', '21', 'ily', 'ram', '▁last', '▁lear', '53', '▁end', '29', '▁own', '▁quest', '▁turn', 'uc', 'oll', 'ward', '▁E', '▁sci', '▁rel', '-0054', '▁underst', 'oc', '▁person', 'ner', '▁interest', 'ities', 'az', '▁soci', 'ise', '▁sch', '71', '▁cour', '▁idea', '▁gl', '▁mean', '▁brain', 'ail', '▁important', '▁another', '▁thought', 'ott', '93', '▁creat', '-011', '▁its', '▁trans', 'Br', '▁wom', 'ize', 'Ge', '65', 'nds', '▁change', 'ough', '▁play', '25', '▁ke', 'ata', '▁hel', '▁sort', '▁exper', 'Peter', '79', 'ier', 'ution', 'con', 'icha', '▁gra', 'ope', '▁ins', '▁didn', '▁power', '▁started', '▁produ', '▁old', '▁tra', 'St', 'ik', '▁before', '▁exam', '▁cons', '-0058', '▁went', 'ov', 'ction', '▁understand', '▁feel', '23', 'ular', 'reen', 'erg', '▁never', 'ger', 'au', 'read', '▁bit', 'ility', '▁might', '75', '▁course', '▁mon', '-0064', 'der', '▁coll', '▁him', '▁cent', 'atter', '69', '▁sl', '▁tak', '▁each', '▁plan', '▁belie', 'ky', '▁ten', 'athan', '-0001', '▁tog', '▁high', '▁better', '63', '▁together', 'ave', '▁give', '20', 'John', '▁ter', 'ichael', 'iss', '-0074', 'ms', '▁imag', 'ann', '▁ago', '▁found', '50', 'ss', '▁sol', '▁commun', '▁eng', 'Car', 'ists', '-0068', '▁few', '▁help', 'ling', '▁story', 'ety', '▁next', '▁art', 'velop', '▁able', '▁school', 'ween', '10', '73', '▁ent', '▁pol', 'ey', '▁came', '▁develop', '▁fam', 'ense', '▁technology', 'Sch', '▁place', 'Steven', '60', '70', '▁ser', '▁water', 'air', '▁kid', '▁N', '▁num', 'ines', '▁seco', '▁comple', 'lic', '▁med', 'atch', 'obert', 'ler', '▁nat', '▁still', '▁op', '▁cell', '-0078', '▁eff', '▁ed', 'eric', 'ures', '▁fin', 'vin', '▁ext', '▁looking', 'ichard', '▁comput', 'ings', 'ale', '▁min', 'ina', 'ash', '▁small', 'Al', 'alth', '▁learn', '▁used', '▁light', '▁between', '▁bo', 'ited', 'oney', 'cer', '-010', '-0084', 'ets', 'ason', 'ane', '▁rec', '▁question', 'ized', 'ness', 'iam', '▁cre', '▁americ', 'Mc', 'rist', '▁maybe', '▁example', 'ley', 'io', 'iness', '▁grow', 'ied', 'arry', 'ific', '▁project', 'Ke', 'ably', 'cept', 'ross', '▁partic', 'arch', '▁stu', '▁cr', '-0088', '▁data', '▁mus', '▁read', 'ced', '▁move', '▁whole', '▁mom', 'ience', '▁children', '▁rep', '▁million', '▁second', 'arm', '▁inform', '▁cor', '-0007', '9-01', '▁doesn', '▁gener', 'land', 'ways', '▁cap', 'Ne', '▁care', 'ett', 'conom', '▁doll', 'ote', '▁book', 'ute', '▁done', '▁wanted', '▁el', '▁lar', '▁econom', '▁poss', '▁chang', '-0017', 'Jon', 'ds', '▁love', '▁pict', '▁expl', 'En', '▁fifty', '▁univer', '▁att', '▁health', '▁believe', 'its', '▁thirty', '▁trying', '▁afric', '▁bus', '▁live', '▁organ', '-0006', 'And', '▁beh', 'El', '▁bi', '▁ok', 'selves', 'ational', '▁away', 'ative', 'ork', 'rop', 'ural', '▁hard', '▁space', '▁sub', '▁pres', '▁supp', '-0094', '▁acc', 'me', 'ism', '1-01', 'nect', '▁cou', '▁tri', '▁less', 'vers', '▁str', '▁always', '▁ever', '▁money', '▁women', '▁form', '▁using', '▁working', 'els', '▁vis', 'Ar', 'ruct', '▁everything', 'Ph', '_19', '-0022', '▁nine', 'Ben', '▁inf', '▁energ', '▁int', 'eng', '▁country', 'gg', 'hing', '▁information', 'att', 'aces', '▁prob', 'teen', '▁thinking', '▁T', '▁open', '-0016', '▁hand', 'ives', '▁mod', '▁anim', '▁L', '▁means', '▁mind', '▁took', 'que', '-0011', '▁seven', 'rew', '▁spec', '▁energy', '-0026', '▁nin', 'ments', '▁create', 'ron', 'ead', '▁sw', 'Bill', '▁sing', '▁run', 'Hans', 'ng', 'ps', 'Will', '▁food', '▁process', '▁home', '▁reg', '▁fut', 'ries', '▁sense', '▁number', 'aut', '▁tru', '▁left', '▁resp', '▁quite', 'ton', '▁mark', 'ek', '▁kids', '▁wo', 'Fran', '▁interesting', '▁earth', '▁sk', '▁beg', '▁dem', '▁hal', 'hip', '▁David', '▁met', '-0027', '-0037', '▁times', '-0098', 'ital', '▁lead', '▁become', '▁enough', '▁building', '▁future', 'ank', '▁z', '▁best', '▁stuff', 'led', 'lear', 'wh', 'Ros', '▁elect', '▁connect', '▁pat', '▁intern', 'Michael', '-0012', '▁comes', '▁making', '▁probably', '▁compan', '▁contro', 'vern', '▁frie', 'ret', '▁air', 'ready', '▁getting', '▁head', 'ond', '▁pub', '▁prog', 'ues', '▁glob', '83', 'ever', '▁govern', 'ham', 'ots', 'berg', '▁half', '▁conf', '▁social', 'Robert', '▁env', 'ala', '▁col', '▁grou', '▁month', 'idd', 'ouse', '▁body', 'ertain', '▁ty', '▁pie', '▁pop', '▁room', '85', '▁thank', '▁science', '▁hist', '▁walk', '▁fun', 'Bl', 'Mar', 'iew', 'ention', '▁side', 'amer', '▁char', '▁talking', '-0047', '-0032', 'ows', 'ories', '-0021', 'rand', 'anS', '▁phys', '▁stand', '▁war', 'Phil', '-0036', 'iting', '▁cur', 'ient', 'wart', '▁top', '-0046', '▁dist', '▁set', '▁without', 'cy', 'atz', 'orge', '▁sev', '-0002', 'iron', 'br', '▁environ', 'orn', '▁wonder', '▁sign', 'ont', '▁happened', 'omas', '82', '▁eas', 'ime', 'osh', 'Brown', '▁educ', 'sw', '▁cult', '89', '-0066', 'ogra', 'Cl', '▁seem', '▁such', '▁pret', 'imate', 'olution', '41', '47', '86', 'na', '▁answ', '▁beaut', '▁bring', 'Richard', '▁basically', 'Char', '▁dollars', 'ten', '▁hour', 'James', '▁living', '▁job', '▁rese', '▁fig', '▁effect', '▁pretty', 'ield', '▁far', '▁anything', 'iel', '45', 'Chris', '▁Dan', '-0077', '▁picture', '49', '▁africa', '▁add', '▁across', '▁dr', '▁mach', '▁prot', '▁coming', '▁val', '▁keep', '▁city', 'ared', '▁reason', '▁moment', '▁else', '▁phot', 'ew', 'rib', '-0100', '▁planet', '▁land', '▁level', 'lf', '▁goes', 'Gl', 'aid', '▁scient', '▁business', '80', 'ivid', '▁sound', '▁simple', '▁pass', '▁having', 'aps', '-0101', 'uring', '▁research', '▁prof', '▁matter', 'ices', '▁bad', '▁global', '▁teach', '42', 'ince', '▁lives', '▁particular', 'ograph', 'af', '-0031', '-0042', '▁opp', '▁ideas', '▁case', '▁environment', 'ai', '-0102', '▁countries', '▁begin', '▁imagine', 'ters', '▁told', 'Har', 'bor', 'cial', '▁rob', '▁hope', '▁once', '▁says', '▁computer', '▁problems', 'Rob', 'imon', '-0051', '▁later', 'my', 'acy', 'cc', '▁mor', '▁family', '▁aut', '-0057', '▁def', '▁makes', '▁sit', '▁ways', '▁list', '▁young', '-0067', '▁experience', '▁dise', '▁happens', 'eil', '▁mem', '▁forty', '▁age', '46', '▁saw', 'Ab', 'ony', '-0056', '▁both', '▁within', '▁amaz', '▁rest', '▁seen', '▁mil', '_1998', '▁days', 'ipp', 'George', '▁remem', 'den', 'iter', '▁single', '▁billion', 'Denn', '▁stop', '40', '-0005', 'amp', '▁ey', 'most', 'ying', '▁dev', '▁cells', 'William', 'ants', '▁lang', 'ization', 'ulation', '▁yet', '▁state', '-0009', '88', '▁complete', '▁men', 'aP', 'yl', '▁K', '▁inside', '▁states', '▁par', '43', 'HansRos', '▁certain', 'HansRosling', 'ani', 'ney', '▁remember', '▁music', 'Sm', 'str', '▁che', '▁face', '▁langu', '▁ref', '▁history', '▁whether', 'Ram', '▁loc', 'where', '▁dire', '▁test', '▁polit', '▁while', '-0052', '▁exc', '▁heart', '▁cost', '▁vir', 'ister', 'ilt', '-0003', '▁pain', '▁nothing', '▁bre', '▁almost', '-0033', '▁self', '-0041', '▁watch', '▁asked', '▁suc', 'itive', 'Charles', 'ality', '▁vide', 'rick', '▁sure', 'aur', 'ury', '-0015', 'reas', '▁net', 'An', '▁equ', '▁answer', 'ences', 'aly', 'ortun', '▁cond', '▁saying', '▁already', '▁fore', '▁looks', '▁contin', '▁incred', '▁inte', 'Be', '-012', '▁possible', 'Wol', '-0013', '-0104', '▁figure', '▁product', 'Thomas', '▁wrong', '▁community', '▁lab', '▁looked', 'imes', 'less', 'Frank', 'iddle', '▁speak', '▁control', 'ided', 'Jonathan', '▁leg', '▁hear', '▁public', 'ior', 'ivity', '▁Paul', '▁sou', '-0076', '▁individ', '▁everybody', 'oot', 'augh', '▁large', 'ole', 'lish', '▁mag', '87', 'van', '▁treat', '▁law', '▁often', '▁mar', 'uge', 'osed', 'Green', 'ream', '▁guy', '▁sec', 'ape', 'ug', 'ined', '-0023', '-0087', 'ides', '▁tre', '-0019', '-0029', '▁amazing', '▁ted', '▁unt', '▁program', 'ero', '▁ant', '▁cancer', '▁ge', 'pect', 'unch', '▁mater', '▁line', '▁chall', '▁couple', '▁engine', '▁class', 'ruce', '▁gir', '▁fund', 'Christ', 'sh', 'ene', '▁kill', '▁news', '▁disco', 'elly', '▁gi', 'eff', '▁order', '▁pri', '▁allow', 'rog', '▁C', 'ware', '▁ass', '▁iss', '▁piece', '▁fil', '▁somet', 'side', 'ns', 'Stef', '▁built', '▁nature', 'ages', 'itch', 'off', '-0025', '▁exact', '▁months', '▁myself', '▁beautif', '▁god', '-0062', 'ering', '▁true', '▁universe', '-0055', '▁instead', 'jor', 'utes', '▁abs', 'yn', '▁ret', '-0072', '▁model', '▁government', '▁group', '▁heard', 'aK', 'uan', 'arent', '▁market', '▁united', 'lyn', '▁nor', 'Kevin', '▁entire', '▁education', '▁foll', 'Lee', '▁house', 'Jack', 'oshu', '▁places', 'get', '▁species', 'Se', '▁full', '▁ninety', 'row', '▁train', '▁yes', '▁middle', '-0061', '▁must', '▁John', '▁deep', '▁free', '▁sometimes', 'ison', '▁oce', 'ider', '-0106', '▁itself', '▁language', 'rey', '▁green', '▁until', '▁someone', 'Ed', '-0045', '▁object', '▁result', 'ctor', '▁cal', '▁pay', 'raham', '▁behav', '▁front', 'ructure', '81', 'atic', '▁dra', '▁red', '▁words', '▁somebody', '▁isn', '▁okay', '▁video', '▁internet', '▁beautiful', 'Ad', '-0071', '▁const', '▁third', '▁deal', '▁night', 'work', '▁aff', '▁pos', '▁girl', '▁tool', '▁success', 'tern', '▁huge', 'ung', 'omes', '▁quick', '▁turns', '-0039', '▁arch', '▁rather', 'ases', 'ately', 'olas', '▁experim', '-0107', '▁disease', '▁Sh', 'phen', '▁view', '▁spend', '▁D', 'win', 'vious', '▁kinds', '▁taking', '▁av', '▁mic', '▁works', '▁complex', '▁det', '▁inn', '▁woman', 'Stewart', '▁indust', '▁though', '▁hy', '-0035', 'aster', '▁completely', 'cl', 'bers', '▁foc', '▁wind', '▁rev', '▁since', '▁follow', '▁ste', '▁share', 'icholas', '▁del', 'quez', '-0053', 'ites', '▁happening', '▁di', '-0082', '▁along', '▁mother', 'etic', 'Ken', 'Enri', 'anna', '-0086', 'acter', 'uanEnri', 'uanEnriquez', 'ror', '▁ris', '-0049', '▁students', 'bs', 'ired', 'ental', '▁bott', '▁eighty', 'Re', '▁past', 'Stephen', '▁focus', 'uck', 'face', '▁word', '▁society', 'Mac', 'ians', '▁dep', '▁dri', '▁close', '▁india', '▁decided', 'lex', 'ales', '▁study', 'anK', '▁math', 'ats', 'Bur', '▁oil', '▁mass', 'he', 'uss', '▁ca', '▁hours', '▁var', 'ional', '▁knew', '▁meas', 'ove', 'aper', '▁Peter', 'oice', '-0043', '▁stories', 'Dun', 'irc', '▁ourselves', 'enti', 'wards', '▁area', '▁animals', '▁rad', '▁everyone', 'Sher', 'istic', '▁gets', '▁bir', '▁liter', '▁themselves', 'line', '▁sun', 'Mark', '▁learned', '44', 'ern', 'ogn', 'artin', 'olved', '▁game', '▁wasn', '▁america', 'Clay', 'rove', '-0108', '▁meet', '▁early', '▁became', '▁exactly', 'rug', '▁company', 'ocr', '▁name', '▁collect', 'Tim', '▁norm', '▁fifteen', '▁friends', '▁thousands', '▁dig', '-0081', '▁circ', '▁minutes', 'ules', '▁mot', 'Jul', 'ax', 'Bar', '▁imm', 'ision', '▁oper', '▁created', 'oz', 'gest', '▁sixty', 'ode', '▁machine', '▁relations', '-0097', '▁field', '▁amount', '▁present', 'inson', '▁lots', '▁pred', 'well', '▁bab', '▁fly', '▁step', '▁clear', '▁id', '▁ones', '▁seventy', 'ract', 'cing', '▁sens', '▁univers', '▁discover', 'ential', '▁century', 'ma', 'awk', '▁invest', '▁aud', '▁fish', '▁systems', '▁american', 'ator', '▁diffic', '▁against', 'Daniel', '▁team', 'ability', 'ones', '▁bro', '▁eur', '▁oth', '▁pur', '-0096', '▁guys', '▁listen', 'ption', '▁inde', '▁outside', 'ike', 'ibly', '▁Bill', '▁others', 'Jac', 'ny', 'haps', 'ature', '▁least', '▁protect', '▁technolog', 'reg', '▁perhaps', 'ster', '▁miss', '▁stre', 'itting', '▁natural', 'pend', '▁mill', '▁micro', '▁opportun', 'mer', '▁ill', 'Gar', 'elt', '▁hold', '▁neur', 'ush', '▁scale', '▁center', 'Good', '▁fre', '▁typ', '▁china', '▁culture', '▁interact', '▁H', 'up', 'imb', '▁es', '▁couldn', '▁difference', '▁appro', '▁pot', '▁sym', '▁innov', '-0010', 'ients', 'utions', '▁based', '▁colle', 'rian', '▁happy', '▁recent', '▁ocean', 'iving', '▁prop', '▁york', '▁learning', 'app', 'Mull', '▁cra', '▁gave', '▁mess', '▁prov', '▁extra', '▁during', 'ral', '-0069', '▁terms', 'right', 'itions', '▁takes', 'Anderson', '▁beginning', '▁questions', 'ok', '▁worked', '_2002-01', 'Bre', '▁finally', '▁communic', '▁Michael', 'ted', '▁wa', '-0065', '▁cut', '-0059', 'inary', '▁instit', '▁non', '▁exist', '▁moving', 'ox', '▁tem', '▁black', '-0030', '-0092', '▁common', 'aul', '_2001', '▁given', '▁wonderful', '▁population', '▁relationship', 'sy', 'Lev', '▁expect', 'erz', '▁size', 'verage', '▁behavior', 'olute', '��death', 'lli', '▁won', '-0091', 'abeth', '▁democr', '▁seeing', 'ee', 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'▁threat', '▁content', 'ennartGreen', 'DanAriely', '364', '379', '914', 'ati', 'erve', 'oles', '▁jud', '▁wife', '-00151', '-00204', '-00251', '▁urban', '_2012-003', '▁collabor', 'ym', '026', '064', '386', '565', '572', 'agh', 'ami', '▁tv', '-00184', '-00218', 'Wilson', '▁enjoy', '▁print', '▁stars', 'Francis', 'Fr', '017', '326', 'Saf', 'isi', 'lor', 'tem', '▁fa', 'Jere', 'erge', 'inct', '▁hop', '▁cart', '-00097', '-00157', '-00216', '-00517', '▁assum', '▁forms', '▁minds', '▁series', '▁sevent', '▁finding', '▁healthy', '▁reading', '▁service', 'Li', 'Sam', 'Russell', '584', 'ived', 'otton', 'verty', '▁trou', '-00107', '-00158', '-00207', '-00292', '-00518', 'Singer', 'estern', 'Johnson', '▁poverty', '▁strange', 'ev', '375', '548', '574', 'book', 'irth', 'nsky', 'Burty', '▁brit', '-00067', '-00231', '-00402', '-00527', '▁older', '▁genetic', 'Burtynsky', 'wardBurtynsky', 'Mish', 'uw', '024', '517', 'oah', 'oke', 'akes', 'ardo', 'ford', 'rage', 'soci', '-0112', 'grove', 'uland', '▁shap', '-00152', '▁glass', '▁ready', '▁christ', 'iversity', '▁clearly', '▁excited', '▁solutions', '310', '370', '923', 'resh', 'ties', '▁whe', '▁alth', '▁heav', '▁kept', '▁upon', '-00174', '-00418', '▁drugs', '▁military', '▁position', '▁straight', '340', '528', 'Blak', 'olyn', '▁nar', 'Steve', 'odies', '▁fuel', '-00188', '-00244', '-00257', 'Blakley', '▁expert', '▁launch', '▁freedom', '▁respect', '▁although', 'DavidPogue', 'annaBlakley', '▁perspective', 'Con', 'ki', 'mb', '014', '964', '975', 'Por', '▁od', 'kind', 'riel', 'winN', 'andis', 'istry', '▁rand', '▁rise', '▁webs', '-00148', '-00167', '-00302', '▁enorm', '▁influ', '▁simpl', '▁discuss', 'winNuland', '▁bacteria', '▁critical', '▁electricity', '▁environmental', 'JonathanHaidt', '047', '049', '318', '578', '974', '980', 'yle', 'elan', 'ener', '▁alg', 'annon', 'worth', '-00254', '-00264', '▁magic', '▁tells', '▁descri', '▁engage', '▁killed', '▁region', '▁continu', '▁treatment', '▁Bruce', '008', '072', '547', 'Kro', 'She', 'aker', 'omer', '▁pig', 'utsch', 'works', '-00104', '-00156', '-00357', '-00564', 'Brooks', 'beater', 'istics', '▁forth', '▁genes', '▁crisis', '▁terror', '▁greater', 'Diamandis', '_2007-006', '▁therefore', '▁transport', 'Ric', '365', '399', '563', '915', '976', 'nal', '▁emb', 'ising', '▁afgh', '-00077', '-00214', '-00444', '-00534', 'Whites', '▁occur', '▁effort', '▁violence', 'Whitesides', '▁recognize', '▁conversation', '▁Eric', 'StevenPinker', 'SirKenRobinson', '524', '965', 'dom', 'Lead', '▁card', '▁mist', '-00078', '-00338', 'athryn', 'ration', '▁specific', 'Leadbeater', '▁engineering', '917', '989', 'key', 'ulz', 'atory', '-00284', '-00388', 'Schulz', 'atalie', 'enomen', 'iction', 'uwirth', '▁floor', '▁worry', '▁associ', '▁beauty', '▁convin', '▁phenomen', 'athrynSchulz', '041', '367', '570', '580', '948', 'ille', 'ured', '▁sad', '▁late', '-00228', '-00356', 'Forbes', '▁crazy', 'Deutsch', 'atthieu', '▁income', 'Neuwirth', 'izations', '▁colleag', '▁earlier', '▁western', '▁written', '▁decision', '▁Jan', '011', '346', '368', '546', '944', 'bol', 'ona', 'Roth', 'etry', 'ippe', '▁pan', '▁vict', '-00574', '▁deliver', '▁various', '▁version', '_2007-007', 'Rachel', 'zz', '007', '023', '315', 'ims', 'odin', 'olom', 'sequ', '▁mix', '▁drop', '▁pack', '-00238', '-00336', '-00424', '-00508', 'Warren', 'ipping', '▁achieve', '▁physics', '▁listening', '▁production', 'aF', '009', '021', '926', '978', 'acre', 'aryn', '▁hyd', '▁swe', '▁unl', '▁anal', '▁tiss', '-00131', '-00191', '-00306', '-00307', '-00401', '-00416', '-00526', 'Chryst', 'atrick', '▁broad', '▁virus', '▁afghan', '▁author', '▁levels', '▁stress', '▁himself', '▁strateg', 'utherland', '▁painting', 'RobertFull', 'Laur', '▁Sher', '004', '070', '335', '928', 'iet', 'igV', 'raigV', '▁inse', '-00066', '-00308', '-00392', '-00558', '▁alive', '▁capac', '▁price', '▁worse', '▁actual', '▁brains', '▁surger', 'atically', 'arynSimon', '▁controll', '▁services', 'raigVenter', 'Jennifer', 'FeisalAbdulRauf', '044', '347', '360', '361', '567', '913', '929', '942', 'put', 'ulf', 'amic', '▁sus', 'Godin', 'Jamie', 'oller', 'rient', '▁wait', '-00358', '▁unique', '▁provide', '▁Y', 'eda', 'airs', 'iers', 'raft', '▁ign', '▁unc', 'ought', '-00201', '-00256', '-00296', '-00337', '-00400', 'Ricard', '▁oxygen', '▁remind', 'Philippe', '▁including', '▁industrial', 'atthieuRicard', '005', '349', '▁hun', 'ounds', 'thern', '▁base', '-00258', '-00288', '-00427', '-00506', '-00674', '▁truly', '▁choose', '▁mental', '▁philos', '▁prison', '▁mention', '▁expensive', '▁traditional', '▁Joshu', 'oe', '030', '061', '099', '515', '949', '986', 'oid', 'ande', '▁Tom', '▁atm', '▁dyn', '-0105', 'eiler', '▁gold', '▁hall', '-00227', '-00297', '-00344', 'Hansen', 'ertrand', '▁values', 'Sutherland', '▁financial', '▁institutions', 'BillyGraham', 'Kam', 'cz', '048', '079', '084', '086', '348', '927', 'Jou', 'das', 'idis', '▁mut', '▁san', 'attle', 'enich', '▁prep', '-00178', '-00237', '-00314', '-00354', '-00454', '-00514', '-00528', 'Feiler', '▁board', 'Joubert', '▁afford', '▁employ', '▁plastic', 'Merzenich', '▁teaching', '▁americans', 'BreneBrown', 'RichardDawkins', 'wa', '020', '085', '363', '520', 'Hol', 'ube', 'feld', 'ycle', 'ynth', '▁cam', '▁harv', '▁roll', '▁task', '-00736', 'reeman', 'ricult', '▁blind', '▁Thomas', '▁commer', '▁determ', '▁famous', '▁policy', '▁express', '▁agricult', '▁families', '924', 'ede', 'ops', 'iels', '▁pen', '▁wide', '-00352', '-00436', 'Mullis', '▁range', '▁rights', '▁however', '▁massive', '▁neurons', 'aryMullis', '▁anywhere', '▁standard', '002', '339', '344', '568', '589', '968', 'akis', 'ancy', 'ches', '▁desp', '▁rule', '-00234', '-00294', '-00404', '-00524', '▁gradu', '▁slide', 'Branson', '_2007-008', '▁humanity', '▁religion', 'Christakis', 'Sal', '018', '325', '960', 'Ven', '▁cru', '▁kil', 'itude', 'thony', '-00324', '-00536', '-00584', '-00607', '-00627', 'Shimon', '▁Larry', '▁autom', 'Wolfram', '▁multip', '▁contrib', '▁familiar', '▁decisions', '▁effective', 'Mi', 'ta', '067', '320', '383', '384', '910', '940', 'ana', '▁pal', '▁conv', '▁fort', '-00364', '-00452', '-00484', '-00507', '-00658', '▁store', '▁trade', 'reasure', '▁mostly', '▁driving', '▁unfortun', '015', '540', '561', '961', 'edy', '▁ut', 'ased', 'roll', '▁thr', '▁fold', '-00197', '-00226', '-00291', '-00317', '-00328', '-00474', '-00557', '-00656', 'Ramdas', '▁optim', '▁genome', '▁evolved', '▁becoming', '▁cultural', '▁mountain', 'Rick', '074', '323', '513', '525', 'May', 'eal', 'oom', 'Diff', 'koll', 'ndon', 'umar', 'uted', '▁cat', '▁laws', '-00076', '-00414', '-00437', '-00494', '-00496', '-00498', '-00504', '-00544', '-00664', 'anRock', 'aCarter', '▁mobile', 'ielsDiff', 'joraCarter', '▁temperature', 'ielsDiffrient', 'Ny', 'Rh', '090', '510', '518', '586', '963', '970', 'aph', 'let', 'anth', 'Atala', 'Prest', 'Ramus', 'eless', 'rager', 'rince', '-00300', '-00304', '-00391', '-00426', '-00432', '▁airpl', '▁types', '▁nation', '▁networks', 'rinceRamus', 'thonyAtala', '▁direction', '▁fantastic', 'Christopher', '▁remarkable', '▁JuanEnriquez', 'BillStrickland', '▁Nicholas', 'JaneGoodall', 'Gr', 'of', '068', '277', '373', '378', '390', 'Mul', '▁ir', 'bell', 'eyer', '▁dar', 'ining', '▁blog', '-00232', '-00428', '-00458', '-00538', '-00567', '-00634', '-00702', 'vision', '▁whose', '▁slight', '▁Stephen', '▁citizens', '▁produced', '▁speaking', 'Emily', 'New', 'Newton', 'AM', 'Pu', '076', '313', '575', '587', 'nda', 'Bono', 'Gore', '▁dad', '▁bang', '▁fine', '▁heat', '▁radi', '-00252', '-00318', '-00537', '-00597', '-00638', 'inated', '▁concl', '▁final', '▁manage', 'Schocken', '▁seconds', '▁waiting', '▁increase', '▁independ', '▁throughout', 'StevenStrogatz', '266', '387', '544', '946', 'sey', 'the', 'aced', 'ugan', '▁doc', '▁mid', '▁ran', 'urman', '▁hair', '▁none', '-00274', '-00298', '-00616', '▁match', '▁motiv', '▁causes', '▁physic', '▁symbol', '▁ancient', '▁anymore', '▁Jane', '046', '053', '062', '063', '065', '082', '343', 'Vir', 'roy', 'Jill', 'Till', 'aind', 'iced', '-00406', '-00491', '-00502', '-00552', 'Joseph', 'olomon', '▁costs', '▁demon', 'inating', '▁consequ', '▁popular', '▁sixteen', '▁patterns', 'DanGilbert', '▁condition', '▁connection', '▁communication', '519', '560', '979', 'Mad', 'lly', '▁dan', '▁veh', 'antic', '▁appl', '▁uses', '-00408', 'iences', '▁apply', '▁impro', 'Thurman', '▁doctors', '▁private', '▁purpose', '▁directly', '▁diseases', '▁electron', '▁instance', '▁dangerous', '▁designers', '��immediately', 'dam', '▁Rob', 'Eli', '▁Neil', '581', 'Tab', 'cks', 'odney', '▁mamm', '▁moon', '▁shot', '▁wood', '-00316', '-00434', '-00602', '-00626', 'Glenny', 'aindeB', '▁throw', 'aGlenny', '▁babies', '▁compon', '▁comfort', '▁willing', '▁politics', '▁following', '▁president', 'aindeBotton', 'Hall', 'Scott', 'LarryBrilliant', 'MalcolmGladwell', '573', '921', '983', 'acht', 'adow', 'come', 'lebr', 'ping', 'eties', '▁fasc', '▁weap', '-00407', '-00438', '-00456', '-00501', '-00631', 'Diller', 'Dunbar', '▁quant', '▁forces', '▁forget', '▁random', '▁enormous', '019', '080', '122', '523', '585', 'Walk', 'aron', 'aries', 'encer', '▁fash', '▁legs', '-00176', '-00394', '▁bridge', '▁celebr', '▁london', '▁useful', '▁survive', '_2007-009', '▁capacity', '▁pressure', '045', '521', '920', 'kel', '▁lat', 'oston', '▁coff', '-00332', '-00417', '-00604', '-00654', '-00704', 'otsman', '▁birds', '▁oppos', '▁integr', '▁invent', '▁method', 'ologists', '▁address', '▁fourteen', '▁surround', '▁television', '089', '362', '543', 'aKK', 'bal', 'eles', 'iles', 'Schne', 'aghav', '▁plat', '-00334', '-00351', '-00451', '-00718', '▁party', 'itation', 'ologist', '▁decade', 'Rockwell', 'aghavaKK', '▁greatest', '▁efficient', '▁challenges', '▁creativity', '▁performance', 'Bol', 'ened', '▁aid', '▁fit', '▁isl', 'angle', 'erner', 'itted', '▁jump', '▁wire', '-00431', '-00488', '-00532', '-00701', '▁loved', '▁parad', 'Botsman', 'Gabriel', '▁gather', '▁landsc', '▁shared', '▁effects', '▁infrast', '▁instrum', '▁journal', '▁prevent', '▁website', '▁laughter', '▁relative', '385', '959', 'ays', 'kes', 'oty', 'uct', 'vert', 'osaur', '▁copy', '▁musc', '▁tens', '-00248', '-00578', '-00594', '-00751', '▁bound', '▁radio', '▁easily', '▁struct', 'Treasure', '▁tremend', '_2006-008', '_2008-008', '▁demonstr', '▁understood', '▁neighborhood', '▁consciousness', 'Van', 'Ash', '166', '549', '925', '971', 'Ras', 'Row', 'rag', 'Ward', 'aime', 'aria', 'ceed', 'rees', 'vant', 'aimeL', '▁dram', '▁hole', '-00374', '-00396', '-00500', '-00606', '▁frank', '▁raise', '▁describ', '▁fashion', 'aimeLerner', 'Colin', 'NathanMyhrvold', 'iM', '312', 'ery', '▁et', '▁ju', 'oint', 'oris', 'aging', 'ained', '▁gene', '-00177', '-00278', 'Kelley', '▁catch', '▁bodies', '▁flying', '▁decades', '▁reflect', '▁invented', '▁possibly', '▁programs', '▁biological', 'BarrySchwartz', 'Ellen', 'anj', 'bel', 'olve', 'Turok', 'eters', '▁swim', '-00384', '-00531', '-00598', '-00624', '-00700', 'Savage', 'ulated', '▁coast', '▁helped', '▁focused', '▁meeting', 'Sheryl', 'Ob', '010', 'ela', 'Dian', '-00554', '-00608', '▁email', '▁twice', '▁career', '▁desert', '▁markets', '_2005-008', '▁terrible', 'Sarah', 'ni', '001', '028', '369', 'Paw', 'lan', 'illa', 'inaD', '▁ord', '▁rom', '▁sam', 'Griff', 'leton', '▁Mark', '▁Rory', '-00464', '-00467', '-00614', '-00694', 'ynthia', '▁basis', '▁below', 'inaDugan', '▁nations', '▁respond', 'cr', 'li', '069', '078', 'die', 'ird', 'och', 'ands', 'ball', 'ells', 'imee', '▁tax', 'arasw', '▁Marc', '▁harm', '▁vacc', '-00516', '-00551', '-00724', '-00728', '-00734', '-00774', 'Steiner', '▁coffee', '▁honest', '▁resist', '▁strugg', '▁weight', 'araswati', 'ulations', '▁surgery', '▁original', '▁molecules', 'eslieMorgan', '▁conference', '▁infrastructure', 'Tal', 'JanineBenyus', '161', '241', '912', '918', '950', '973', '987', 'hib', 'ango', 'iber', '▁mos', '▁sor', '-0103', 'Klein', 'rogen', '▁conc', '▁ecos', '▁loss', '-00397', '-00448', '-00600', '-00651', '-00717', '▁liber', '▁aspect', '▁flight', '▁german', '▁indian', '▁insect', '▁police', '▁atmosphere', '▁unfortunately', 'PaulMacCready', 'Taylor', 'uy', '319', 'Dick', 'aign', '-00326', 'Hillis', '▁total', '▁notion', 'Margaret', '_2011-01', 'nyHillis', '▁attract', '▁washing', '_2009-008', '▁campaign', '▁daughter', '▁communicate', '▁sustainable', '▁intelligence', '▁Jack', 'ChrisAbani', 'ChrisAnderson', '083', '330', '▁da', 'Nick', 'Maeda', '▁tail', '-00086', '-00378', '-00732', '-00794', '▁displ', '▁river', '▁appear', '▁eating', '▁female', '▁supply', '▁related', '▁profound', 'Lisa', '245', '919', 'Bal', 'Mes', 'Nor', 'obs', '▁', 'e', 't', 'a', 'o', 'i', 'n', 's', '0', 'r', 'h', 'l', 'd', 'u', 'c', '-', 'm', 'y', 'p', '1', 'w', 'g', '2', 'f', 'b', '9', 'v', '3', 'k', '4', '5', '7', '_', '6', '8', '.', "'", 'G', 'S', 'x', 'P', 'j', 'B', 'J', 'M', 'z', 'D', 'R', 'X', 'A', 'C', 'q', 'K', 'L', 'W', 'H', 'T', 'E', 'N', 'F', 'I', 'Z', 'U', 'V', 'O', 'Y', 'Q', 'ă', 'ō', 'ť'], token_bias={'ssl': (256, 2256), 'text_bpe': (2256, 7253), 'special_token': (0, 256)}, encoder_decoder_format=False, speaker_prompt_length=150, pad_speaker_prompt=True, init=None, reflm=None, use_preprocessor=True, subword_choice='sentencepiece', subword_model='data/token_list/ssl_asr_tedlium2/text_bpe', non_linguistic_symbols=None, cleaner=None, g2p='g2p_en', codec_token_per_frame=1, codec_token_in_use=1, codec_ssl_corrupt_prob=0.0, loss_region='target', modality_weights={'ssl': 1.0, 'codec': 0.125, 'text_bpe': 1.0, 'special_token': 10.0}, asr_apply_time_mask=True, asr_time_mask_config={'mask_width_ratio_range': [0.0, 0.05], 'num_mask': 10}, transformer='builtin', transformer_conf={'n_ctx': 3600, 'n_state': 512, 'n_head': 4, 'n_layer': 12, 'qk_norm': True}, corelm='ar_delay', corelm_conf={'share_emb': False}, tokenizer=None, tokenizer_conf={}, model='espnet', model_conf={}, required=['output_dir', 'token_list', 'token_bias'], version='202402', distributed=False)
66
+ [gpub001] 2024-11-02 18:12:11,995 (abs_task:1492) INFO: Skipping collect_feats in collect_stats stage.
67
+ # Accounting: time=369 threads=1
68
+ # Ended (code 0) at Sat Nov 2 18:12:38 CDT 2024, elapsed time 369 seconds
dump/raw_ssl_asr_tedlium2/dev/stats/logs/collect_stat.10.log ADDED
@@ -0,0 +1,68 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ # python3 -m espnet2.bin.speechlm_train --collect_stats true --use_preprocessor true --token_list data/token_list/ssl_asr_tedlium2/token_list.json --token_bias data/token_list/ssl_asr_tedlium2/token_bias.json --non_linguistic_symbols none --cleaner none --g2p g2p_en --subword_choice sentencepiece --subword_model data/token_list/ssl_asr_tedlium2/text_bpe --multi_task_dataset true --output_dir dump/raw_ssl_asr_tedlium2/dev/stats/split32/10 --config conf/train_delay_asr_small.yaml --train_data_path_and_name_and_type dump/raw_ssl_asr_tedlium2/dev/stats/split32/10/data.json,_,dataset_json
2
+ # Started at Sat Nov 2 18:06:29 CDT 2024
3
+ #
4
+ /work/nvme/bbjs/jtian1/espnet_ta/tools/miniconda3/envs/espnet_ta/bin/python3 /work/nvme/bbjs/jtian1/espnet_ta/espnet2/bin/speechlm_train.py --collect_stats true --use_preprocessor true --token_list data/token_list/ssl_asr_tedlium2/token_list.json --token_bias data/token_list/ssl_asr_tedlium2/token_bias.json --non_linguistic_symbols none --cleaner none --g2p g2p_en --subword_choice sentencepiece --subword_model data/token_list/ssl_asr_tedlium2/text_bpe --multi_task_dataset true --output_dir dump/raw_ssl_asr_tedlium2/dev/stats/split32/10 --config conf/train_delay_asr_small.yaml --train_data_path_and_name_and_type dump/raw_ssl_asr_tedlium2/dev/stats/split32/10/data.json,_,dataset_json
5
+ [gpub001] 2024-11-02 18:12:07,555 (speechlm:340) INFO: Vocabulary size: 7253
6
+ [gpub001] 2024-11-02 18:12:07,582 (speechlm:351) INFO: Token Bias: {'ssl': (256, 2256), 'text_bpe': (2256, 7253), 'special_token': (0, 256)}
7
+ [gpub001] 2024-11-02 18:12:07,967 (loss:36) WARNING: The specified modality codec is not in token_bias. Skip it
8
+ [gpub001] 2024-11-02 18:12:08,627 (abs_task:1451) INFO: pytorch.version=2.4.0, cuda.available=True, cudnn.version=90100, cudnn.benchmark=False, cudnn.deterministic=True
9
+ [gpub001] 2024-11-02 18:12:08,628 (abs_task:1452) INFO: Model structure:
10
+ ESPnetSpeechLMModel(
11
+ (corelm): ARDelayLM(
12
+ (decoders): TransformerDecoder(
13
+ (pos_emb): Embedding(128, 128)
14
+ (blocks): ModuleList(
15
+ (0-3): 4 x ResidualAttentionBlock(
16
+ (attn): MultiHeadAttention(
17
+ (query): Linear(in_features=128, out_features=128, bias=True)
18
+ (key): Linear(in_features=128, out_features=128, bias=False)
19
+ (value): Linear(in_features=128, out_features=128, bias=True)
20
+ (out): Linear(in_features=128, out_features=128, bias=True)
21
+ )
22
+ (attn_ln): LayerNorm((128,), eps=1e-05, elementwise_affine=True)
23
+ (attn_dropout): Dropout(p=0.0, inplace=False)
24
+ (mlp): Sequential(
25
+ (0): Linear(in_features=128, out_features=512, bias=True)
26
+ (1): GELU(approximate='none')
27
+ (2): Linear(in_features=512, out_features=128, bias=True)
28
+ )
29
+ (mlp_ln): LayerNorm((128,), eps=1e-05, elementwise_affine=True)
30
+ (mlp_dropout): Dropout(p=0.0, inplace=False)
31
+ )
32
+ )
33
+ (ln): LayerNorm((128,), eps=1e-05, elementwise_affine=True)
34
+ )
35
+ (emb): Embedding(7253, 128)
36
+ (lm_head): Linear(in_features=128, out_features=7253, bias=False)
37
+ (head_emb): Embedding(12, 128)
38
+ )
39
+ (criterion): SpeechLMCrossEntropyLoss()
40
+ )
41
+
42
+ Model summary:
43
+ Class Name: ESPnetSpeechLMModel
44
+ Total Number of model parameters: 2.67 M
45
+ Number of trainable parameters: 2.67 M (100.0%)
46
+ Size: 10.67 MB
47
+ Type: torch.float32
48
+ [gpub001] 2024-11-02 18:12:08,628 (abs_task:1455) INFO: Optimizer:
49
+ AdamW (
50
+ Parameter Group 0
51
+ amsgrad: False
52
+ betas: [0.9, 0.95]
53
+ capturable: False
54
+ differentiable: False
55
+ eps: 1e-08
56
+ foreach: None
57
+ fused: None
58
+ initial_lr: 0.001
59
+ lr: 2.5e-07
60
+ maximize: False
61
+ weight_decay: 0.01
62
+ )
63
+ [gpub001] 2024-11-02 18:12:08,629 (abs_task:1456) INFO: Scheduler: WarmupLR(warmup_steps=4000)
64
+ [gpub001] 2024-11-02 18:12:08,828 (abs_task:1465) INFO: Saving the configuration in dump/raw_ssl_asr_tedlium2/dev/stats/split32/10/config.yaml
65
+ [gpub001] 2024-11-02 18:12:12,736 (abs_task:1476) INFO: Namespace(config='conf/train_delay_asr_small.yaml', print_config=False, log_level='INFO', drop_last_iter=True, dry_run=False, iterator_type='sequence', valid_iterator_type=None, output_dir='dump/raw_ssl_asr_tedlium2/dev/stats/split32/10', ngpu=0, seed=0, num_workers=6, num_att_plot=0, dist_backend='nccl', dist_init_method='env://', dist_world_size=None, dist_rank=None, local_rank=None, dist_master_addr=None, dist_master_port=None, dist_launcher=None, multiprocessing_distributed=False, unused_parameters=False, sharded_ddp=False, use_fsdp=False, min_num_params_fsdp=30000000.0, use_deepspeed=False, deepspeed_config=None, deepspeed_step_sync=True, cudnn_enabled=True, cudnn_benchmark=False, cudnn_deterministic=True, use_tf32=False, collect_stats=True, write_collected_feats=False, max_epoch=80, patience=None, val_scheduler_criterion=('valid', 'loss'), early_stopping_criterion=('valid', 'loss', 'min'), best_model_criterion=[['valid', 'total_count', 'max']], keep_nbest_models=[10], nbest_averaging_interval=0, grad_clip=5, grad_clip_type=2.0, grad_noise=False, accum_grad=1, no_forward_run=False, resume=False, train_dtype='float32', use_amp=True, max_loss_scale=10000000000.0, log_interval=200, use_matplotlib=True, use_tensorboard=True, create_graph_in_tensorboard=False, use_wandb=False, wandb_project=None, wandb_id=None, wandb_entity=None, wandb_name=None, wandb_model_log_interval=-1, detect_anomaly=False, use_adapter=False, adapter='lora', save_strategy='all', adapter_conf={}, pretrain_path=None, init_param=[], ignore_init_mismatch=False, freeze_param=[], num_iters_per_epoch=5000, batch_size=20, valid_batch_size=None, batch_bins=60000, valid_batch_bins=None, sampler_allow_duplication=False, train_shape_file=[], valid_shape_file=[], batch_type='numel', valid_batch_type=None, fold_length=[], sort_in_batch='descending', shuffle_within_batch=False, sort_batch='descending', multiple_iterator=False, chunk_length=500, chunk_shift_ratio=0.5, num_cache_chunks=1024, chunk_excluded_key_prefixes=[], chunk_default_fs=None, chunk_max_abs_length=None, chunk_discard_short_samples=True, train_data_path_and_name_and_type=[('dump/raw_ssl_asr_tedlium2/dev/stats/split32/10/data.json', '_', 'dataset_json')], valid_data_path_and_name_and_type=[], multi_task_dataset=True, sharded_dataset=False, allow_variable_data_keys=False, max_cache_size=0.0, max_cache_fd=32, allow_multi_rates=False, valid_max_cache_size=None, exclude_weight_decay=False, exclude_weight_decay_conf={}, optim='adamw', optim_conf={'lr': 0.001, 'betas': [0.9, 0.95]}, scheduler='warmuplr', scheduler_conf={'warmup_steps': 4000}, token_list=['<pad>', '<unk>', '<blank>', '<space>', '<continuous_placeholder>', '<sos/eos>', '<local_sos/eos>', '<unkown_task_identifer>', '<unused_token_8>', '<unused_token_9>', '<unused_token_10>', '<unused_token_11>', '<unused_token_12>', '<unused_token_13>', '<unused_token_14>', '<unused_token_15>', '<unused_token_16>', 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'▁plan', '▁belie', 'ky', '▁ten', 'athan', '-0001', '▁tog', '▁high', '▁better', '63', '▁together', 'ave', '▁give', '20', 'John', '▁ter', 'ichael', 'iss', '-0074', 'ms', '▁imag', 'ann', '▁ago', '▁found', '50', 'ss', '▁sol', '▁commun', '▁eng', 'Car', 'ists', '-0068', '▁few', '▁help', 'ling', '▁story', 'ety', '▁next', '▁art', 'velop', '▁able', '▁school', 'ween', '10', '73', '▁ent', '▁pol', 'ey', '▁came', '▁develop', '▁fam', 'ense', '▁technology', 'Sch', '▁place', 'Steven', '60', '70', '▁ser', '▁water', 'air', '▁kid', '▁N', '▁num', 'ines', '▁seco', '▁comple', 'lic', '▁med', 'atch', 'obert', 'ler', '▁nat', '▁still', '▁op', '▁cell', '-0078', '▁eff', '▁ed', 'eric', 'ures', '▁fin', 'vin', '▁ext', '▁looking', 'ichard', '▁comput', 'ings', 'ale', '▁min', 'ina', 'ash', '▁small', 'Al', 'alth', '▁learn', '▁used', '▁light', '▁between', '▁bo', 'ited', 'oney', 'cer', '-010', '-0084', 'ets', 'ason', 'ane', '▁rec', '▁question', 'ized', 'ness', 'iam', '▁cre', '▁americ', 'Mc', 'rist', '▁maybe', '▁example', 'ley', 'io', 'iness', '▁grow', 'ied', 'arry', 'ific', '▁project', 'Ke', 'ably', 'cept', 'ross', '▁partic', 'arch', '▁stu', '▁cr', '-0088', '▁data', '▁mus', '▁read', 'ced', '▁move', '▁whole', '▁mom', 'ience', '▁children', '▁rep', '▁million', '▁second', 'arm', '▁inform', '▁cor', '-0007', '9-01', '▁doesn', '▁gener', 'land', 'ways', '▁cap', 'Ne', '▁care', 'ett', 'conom', '▁doll', 'ote', '▁book', 'ute', '▁done', '▁wanted', '▁el', '▁lar', '▁econom', '▁poss', '▁chang', '-0017', 'Jon', 'ds', '▁love', '▁pict', '▁expl', 'En', '▁fifty', '▁univer', '▁att', '▁health', '▁believe', 'its', '▁thirty', '▁trying', '▁afric', '▁bus', '▁live', '▁organ', '-0006', 'And', '▁beh', 'El', '▁bi', '▁ok', 'selves', 'ational', '▁away', 'ative', 'ork', 'rop', 'ural', '▁hard', '▁space', '▁sub', '▁pres', '▁supp', '-0094', '▁acc', 'me', 'ism', '1-01', 'nect', '▁cou', '▁tri', '▁less', 'vers', '▁str', '▁always', '▁ever', '▁money', '▁women', '▁form', '▁using', '▁working', 'els', '▁vis', 'Ar', 'ruct', '▁everything', 'Ph', '_19', '-0022', '▁nine', 'Ben', '▁inf', '▁energ', '▁int', 'eng', '▁country', 'gg', 'hing', '▁information', 'att', 'aces', '▁prob', 'teen', '▁thinking', '▁T', '▁open', '-0016', '▁hand', 'ives', '▁mod', '▁anim', '▁L', '▁means', '▁mind', '▁took', 'que', '-0011', '▁seven', 'rew', '▁spec', '▁energy', '-0026', '▁nin', 'ments', '▁create', 'ron', 'ead', '▁sw', 'Bill', '▁sing', '▁run', 'Hans', 'ng', 'ps', 'Will', '▁food', '▁process', '▁home', '▁reg', '▁fut', 'ries', '▁sense', '▁number', 'aut', '▁tru', '▁left', '▁resp', '▁quite', 'ton', '▁mark', 'ek', '▁kids', '▁wo', 'Fran', '▁interesting', '▁earth', '▁sk', '▁beg', '▁dem', '▁hal', 'hip', '▁David', '▁met', '-0027', '-0037', '▁times', '-0098', 'ital', '▁lead', '▁become', '▁enough', '▁building', '▁future', 'ank', '▁z', '▁best', '▁stuff', 'led', 'lear', 'wh', 'Ros', '▁elect', '▁connect', '▁pat', '▁intern', 'Michael', '-0012', '▁comes', '▁making', '▁probably', '▁compan', '▁contro', 'vern', '▁frie', 'ret', '▁air', 'ready', '▁getting', '▁head', 'ond', '▁pub', '▁prog', 'ues', '▁glob', '83', 'ever', '▁govern', 'ham', 'ots', 'berg', '▁half', '▁conf', '▁social', 'Robert', '▁env', 'ala', '▁col', '▁grou', '▁month', 'idd', 'ouse', '▁body', 'ertain', '▁ty', '▁pie', '▁pop', '▁room', '85', '▁thank', '▁science', '▁hist', '▁walk', '▁fun', 'Bl', 'Mar', 'iew', 'ention', '▁side', 'amer', '▁char', '▁talking', '-0047', '-0032', 'ows', 'ories', '-0021', 'rand', 'anS', '▁phys', '▁stand', '▁war', 'Phil', '-0036', 'iting', '▁cur', 'ient', 'wart', '▁top', '-0046', '▁dist', '▁set', '▁without', 'cy', 'atz', 'orge', '▁sev', '-0002', 'iron', 'br', '▁environ', 'orn', '▁wonder', '▁sign', 'ont', '▁happened', 'omas', '82', '▁eas', 'ime', 'osh', 'Brown', '▁educ', 'sw', '▁cult', '89', '-0066', 'ogra', 'Cl', '▁seem', '▁such', '▁pret', 'imate', 'olution', '41', '47', '86', 'na', '▁answ', '▁beaut', '▁bring', 'Richard', '▁basically', 'Char', '▁dollars', 'ten', '▁hour', 'James', '▁living', '▁job', '▁rese', '▁fig', '▁effect', '▁pretty', 'ield', '▁far', '▁anything', 'iel', '45', 'Chris', '▁Dan', '-0077', '▁picture', '49', '▁africa', '▁add', '▁across', '▁dr', '▁mach', '▁prot', '▁coming', '▁val', '▁keep', '▁city', 'ared', '▁reason', '▁moment', '▁else', '▁phot', 'ew', 'rib', '-0100', '▁planet', '▁land', '▁level', 'lf', '▁goes', 'Gl', 'aid', '▁scient', '▁business', '80', 'ivid', '▁sound', '▁simple', '▁pass', '▁having', 'aps', '-0101', 'uring', '▁research', '▁prof', '▁matter', 'ices', '▁bad', '▁global', '▁teach', '42', 'ince', '▁lives', '▁particular', 'ograph', 'af', '-0031', '-0042', '▁opp', '▁ideas', '▁case', '▁environment', 'ai', '-0102', '▁countries', '▁begin', '▁imagine', 'ters', '▁told', 'Har', 'bor', 'cial', '▁rob', '▁hope', '▁once', '▁says', '▁computer', '▁problems', 'Rob', 'imon', '-0051', '▁later', 'my', 'acy', 'cc', '▁mor', '▁family', '▁aut', '-0057', '▁def', '▁makes', '▁sit', '▁ways', '▁list', '▁young', '-0067', '▁experience', '▁dise', '▁happens', 'eil', '▁mem', '▁forty', '▁age', '46', '▁saw', 'Ab', 'ony', '-0056', '▁both', '▁within', '▁amaz', '▁rest', '▁seen', '▁mil', '_1998', '▁days', 'ipp', 'George', '▁remem', 'den', 'iter', '▁single', '▁billion', 'Denn', '▁stop', '40', '-0005', 'amp', '▁ey', 'most', 'ying', '▁dev', '▁cells', 'William', 'ants', '▁lang', 'ization', 'ulation', '▁yet', '▁state', '-0009', '88', '▁complete', '▁men', 'aP', 'yl', '▁K', '▁inside', '▁states', '▁par', '43', 'HansRos', '▁certain', 'HansRosling', 'ani', 'ney', '▁remember', '▁music', 'Sm', 'str', '▁che', '▁face', '▁langu', '▁ref', '▁history', '▁whether', 'Ram', '▁loc', 'where', '▁dire', '▁test', '▁polit', '▁while', '-0052', '▁exc', '▁heart', '▁cost', '▁vir', 'ister', 'ilt', '-0003', '▁pain', '▁nothing', '▁bre', '▁almost', '-0033', '▁self', '-0041', '▁watch', '▁asked', '▁suc', 'itive', 'Charles', 'ality', '▁vide', 'rick', '▁sure', 'aur', 'ury', '-0015', 'reas', '▁net', 'An', '▁equ', '▁answer', 'ences', 'aly', 'ortun', '▁cond', '▁saying', '▁already', '▁fore', '▁looks', '▁contin', '▁incred', '▁inte', 'Be', '-012', '▁possible', 'Wol', '-0013', '-0104', '▁figure', '▁product', 'Thomas', '▁wrong', '▁community', '▁lab', '▁looked', 'imes', 'less', 'Frank', 'iddle', '▁speak', '▁control', 'ided', 'Jonathan', '▁leg', '▁hear', '▁public', 'ior', 'ivity', '▁Paul', '▁sou', '-0076', '▁individ', '▁everybody', 'oot', 'augh', '▁large', 'ole', 'lish', '▁mag', '87', 'van', '▁treat', '▁law', '▁often', '▁mar', 'uge', 'osed', 'Green', 'ream', '▁guy', '▁sec', 'ape', 'ug', 'ined', '-0023', '-0087', 'ides', '▁tre', '-0019', '-0029', '▁amazing', '▁ted', '▁unt', '▁program', 'ero', '▁ant', '▁cancer', '▁ge', 'pect', 'unch', '▁mater', '▁line', '▁chall', '▁couple', '▁engine', '▁class', 'ruce', '▁gir', '▁fund', 'Christ', 'sh', 'ene', '▁kill', '▁news', '▁disco', 'elly', '▁gi', 'eff', '▁order', '▁pri', '▁allow', 'rog', '▁C', 'ware', '▁ass', '▁iss', '▁piece', '▁fil', '▁somet', 'side', 'ns', 'Stef', '▁built', '▁nature', 'ages', 'itch', 'off', '-0025', '▁exact', '▁months', '▁myself', '▁beautif', '▁god', '-0062', 'ering', '▁true', '▁universe', '-0055', '▁instead', 'jor', 'utes', '▁abs', 'yn', '▁ret', '-0072', '▁model', '▁government', '▁group', '▁heard', 'aK', 'uan', 'arent', '▁market', '▁united', 'lyn', '▁nor', 'Kevin', '▁entire', '▁education', '▁foll', 'Lee', '▁house', 'Jack', 'oshu', '▁places', 'get', '▁species', 'Se', '▁full', '▁ninety', 'row', '▁train', '▁yes', '▁middle', '-0061', '▁must', '▁John', '▁deep', '▁free', '▁sometimes', 'ison', '▁oce', 'ider', '-0106', '▁itself', '▁language', 'rey', '▁green', '▁until', '▁someone', 'Ed', '-0045', '▁object', '▁result', 'ctor', '▁cal', '▁pay', 'raham', '▁behav', '▁front', 'ructure', '81', 'atic', '▁dra', '▁red', '▁words', '▁somebody', '▁isn', '▁okay', '▁video', '▁internet', '▁beautiful', 'Ad', '-0071', '▁const', '▁third', '▁deal', '▁night', 'work', '▁aff', '▁pos', '▁girl', '▁tool', '▁success', 'tern', '▁huge', 'ung', 'omes', '▁quick', '▁turns', '-0039', '▁arch', '▁rather', 'ases', 'ately', 'olas', '▁experim', '-0107', '▁disease', '▁Sh', 'phen', '▁view', '▁spend', '▁D', 'win', 'vious', '▁kinds', '▁taking', '▁av', '▁mic', '▁works', '▁complex', '▁det', '▁inn', '▁woman', 'Stewart', '▁indust', '▁though', '▁hy', '-0035', 'aster', '▁completely', 'cl', 'bers', '▁foc', '▁wind', '▁rev', '▁since', '▁follow', '▁ste', '▁share', 'icholas', '▁del', 'quez', '-0053', 'ites', '▁happening', '▁di', '-0082', '▁along', '▁mother', 'etic', 'Ken', 'Enri', 'anna', '-0086', 'acter', 'uanEnri', 'uanEnriquez', 'ror', '▁ris', '-0049', '▁students', 'bs', 'ired', 'ental', '▁bott', '▁eighty', 'Re', '▁past', 'Stephen', '▁focus', 'uck', 'face', '▁word', '▁society', 'Mac', 'ians', '▁dep', '▁dri', '▁close', '▁india', '▁decided', 'lex', 'ales', '▁study', 'anK', '▁math', 'ats', 'Bur', '▁oil', '▁mass', 'he', 'uss', '▁ca', '▁hours', '▁var', 'ional', '▁knew', '▁meas', 'ove', 'aper', '▁Peter', 'oice', '-0043', '▁stories', 'Dun', 'irc', '▁ourselves', 'enti', 'wards', '▁area', '▁animals', '▁rad', '▁everyone', 'Sher', 'istic', '▁gets', '▁bir', '▁liter', '▁themselves', 'line', '▁sun', 'Mark', '▁learned', '44', 'ern', 'ogn', 'artin', 'olved', '▁game', '▁wasn', '▁america', 'Clay', 'rove', '-0108', '▁meet', '▁early', '▁became', '▁exactly', 'rug', '▁company', 'ocr', '▁name', '▁collect', 'Tim', '▁norm', '▁fifteen', '▁friends', '▁thousands', '▁dig', '-0081', '▁circ', '▁minutes', 'ules', '▁mot', 'Jul', 'ax', 'Bar', '▁imm', 'ision', '▁oper', '▁created', 'oz', 'gest', '▁sixty', 'ode', '▁machine', '▁relations', '-0097', '▁field', '▁amount', '▁present', 'inson', '▁lots', '▁pred', 'well', '▁bab', '▁fly', '▁step', '▁clear', '▁id', '▁ones', '▁seventy', 'ract', 'cing', '▁sens', '▁univers', '▁discover', 'ential', '▁century', 'ma', 'awk', '▁invest', '▁aud', '▁fish', '▁systems', '▁american', 'ator', '▁diffic', '▁against', 'Daniel', '▁team', 'ability', 'ones', '▁bro', '▁eur', '▁oth', '▁pur', '-0096', '▁guys', '▁listen', 'ption', '▁inde', '▁outside', 'ike', 'ibly', '▁Bill', '▁others', 'Jac', 'ny', 'haps', 'ature', '▁least', '▁protect', '▁technolog', 'reg', '▁perhaps', 'ster', '▁miss', '▁stre', 'itting', '▁natural', 'pend', '▁mill', '▁micro', '▁opportun', 'mer', '▁ill', 'Gar', 'elt', '▁hold', '▁neur', 'ush', '▁scale', '▁center', 'Good', '▁fre', '▁typ', '▁china', '▁culture', '▁interact', '▁H', 'up', 'imb', '▁es', '▁couldn', '▁difference', '▁appro', '▁pot', '▁sym', '▁innov', '-0010', 'ients', 'utions', '▁based', '▁colle', 'rian', '▁happy', '▁recent', '▁ocean', 'iving', '▁prop', '▁york', '▁learning', 'app', 'Mull', '▁cra', '▁gave', '▁mess', '▁prov', '▁extra', '▁during', 'ral', '-0069', '▁terms', 'right', 'itions', '▁takes', 'Anderson', '▁beginning', '▁questions', 'ok', '▁worked', '_2002-01', 'Bre', '▁finally', '▁communic', '▁Michael', 'ted', '▁wa', '-0065', '▁cut', '-0059', 'inary', '▁instit', '▁non', '▁exist', '▁moving', 'ox', '▁tem', '▁black', '-0030', '-0092', '▁common', 'aul', '_2001', '▁given', '▁wonderful', '▁population', '▁relationship', 'sy', 'Lev', '▁expect', 'erz', '▁size', 'verage', '▁behavior', 'olute', '▁death', 'lli', '▁won', '-0091', 'abeth', '▁democr', '▁seeing', 'ee', '▁vi', '▁fall', '▁break', '▁patter', '▁electric', '▁difficult', 'ts', 'Ant', '▁ve', '▁low', '-0020', '▁grand', '▁leave', 'izabeth', '▁record', '▁short', '▁absolute', '▁taken', 'ully', '▁adv', '▁jour', '▁serv', '▁oh', '▁fail', '▁intell', '-0063', '▁wall', '▁super', '▁parent', 'Ma', '▁ess', '▁occ', '▁drug', '▁sour', 'Graham', '▁europe', 'ste', '▁chem', '▁parts', 'ination', '▁explain', 'ged', 'not', 'ency', '▁emp', '▁ap', '▁local', '▁media', '▁obvious', '▁P', 'ium', '▁er', 'eline', 'ident', '▁changed', '▁image', 'sc', 'umb', 'ither', '▁relig', '▁direct', '▁support', '▁wee', '▁turned', 'Ag', 'xy', 'stein', '▁simp', '▁cities', 'itect', '▁pick', '▁consum', '▁surface', '▁architect', '▁Robert', '▁major', '▁reach', '▁evolution', 'Shir', 'yc', 'wor', 'usan', '▁access', '▁perform', '▁cle', '-0075', '▁south', '▁Al', 'aS', '▁sud', '▁began', 'oph', '▁ple', '▁tot', '▁ident', '▁yourself', '▁blue', '▁simply', '▁whatever', 'lec', 'ule', 'sych', '▁cop', 'mi', '▁jo', 'aren', 'cious', '▁surv', 'isa', 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'-00152', '▁glass', '▁ready', '▁christ', 'iversity', '▁clearly', '▁excited', '▁solutions', '310', '370', '923', 'resh', 'ties', '▁whe', '▁alth', '▁heav', '▁kept', '▁upon', '-00174', '-00418', '▁drugs', '▁military', '▁position', '▁straight', '340', '528', 'Blak', 'olyn', '▁nar', 'Steve', 'odies', '▁fuel', '-00188', '-00244', '-00257', 'Blakley', '▁expert', '▁launch', '▁freedom', '▁respect', '▁although', 'DavidPogue', 'annaBlakley', '▁perspective', 'Con', 'ki', 'mb', '014', '964', '975', 'Por', '▁od', 'kind', 'riel', 'winN', 'andis', 'istry', '▁rand', '▁rise', '▁webs', '-00148', '-00167', '-00302', '▁enorm', '▁influ', '▁simpl', '▁discuss', 'winNuland', '▁bacteria', '▁critical', '▁electricity', '▁environmental', 'JonathanHaidt', '047', '049', '318', '578', '974', '980', 'yle', 'elan', 'ener', '▁alg', 'annon', 'worth', '-00254', '-00264', '▁magic', '▁tells', '▁descri', '▁engage', '▁killed', '▁region', '▁continu', '▁treatment', '▁Bruce', '008', '072', '547', 'Kro', 'She', 'aker', 'omer', '▁pig', 'utsch', 'works', '-00104', '-00156', '-00357', '-00564', 'Brooks', 'beater', 'istics', '▁forth', '▁genes', '▁crisis', '▁terror', '▁greater', 'Diamandis', '_2007-006', '▁therefore', '▁transport', 'Ric', '365', '399', '563', '915', '976', 'nal', '▁emb', 'ising', '▁afgh', '-00077', '-00214', '-00444', '-00534', 'Whites', '▁occur', '▁effort', '▁violence', 'Whitesides', '▁recognize', '▁conversation', '▁Eric', 'StevenPinker', 'SirKenRobinson', '524', '965', 'dom', 'Lead', '▁card', '▁mist', '-00078', '-00338', 'athryn', 'ration', '▁specific', 'Leadbeater', '▁engineering', '917', '989', 'key', 'ulz', 'atory', '-00284', '-00388', 'Schulz', 'atalie', 'enomen', 'iction', 'uwirth', '▁floor', '▁worry', '▁associ', '▁beauty', '▁convin', '▁phenomen', 'athrynSchulz', '041', '367', '570', '580', '948', 'ille', 'ured', '▁sad', '▁late', '-00228', '-00356', 'Forbes', '▁crazy', 'Deutsch', 'atthieu', '▁income', 'Neuwirth', 'izations', '▁colleag', '▁earlier', '▁western', '▁written', '▁decision', '▁Jan', '011', '346', '368', '546', '944', 'bol', 'ona', 'Roth', 'etry', 'ippe', '▁pan', '▁vict', '-00574', '▁deliver', '▁various', '▁version', '_2007-007', 'Rachel', 'zz', '007', '023', '315', 'ims', 'odin', 'olom', 'sequ', '▁mix', '▁drop', '▁pack', '-00238', '-00336', '-00424', '-00508', 'Warren', 'ipping', '▁achieve', '▁physics', '▁listening', '▁production', 'aF', '009', '021', '926', '978', 'acre', 'aryn', '▁hyd', '▁swe', '▁unl', '▁anal', '▁tiss', '-00131', '-00191', '-00306', '-00307', '-00401', '-00416', '-00526', 'Chryst', 'atrick', '▁broad', '▁virus', '▁afghan', '▁author', '▁levels', '▁stress', '▁himself', '▁strateg', 'utherland', '▁painting', 'RobertFull', 'Laur', '▁Sher', '004', '070', '335', '928', 'iet', 'igV', 'raigV', '▁inse', '-00066', '-00308', '-00392', '-00558', '▁alive', '▁capac', '▁price', '▁worse', '▁actual', '▁brains', '▁surger', 'atically', 'arynSimon', '▁controll', '▁services', 'raigVenter', 'Jennifer', 'FeisalAbdulRauf', '044', '347', '360', '361', '567', '913', '929', '942', 'put', 'ulf', 'amic', '▁sus', 'Godin', 'Jamie', 'oller', 'rient', '▁wait', '-00358', '▁unique', '▁provide', '▁Y', 'eda', 'airs', 'iers', 'raft', '▁ign', '▁unc', 'ought', '-00201', '-00256', '-00296', '-00337', '-00400', 'Ricard', '▁oxygen', '▁remind', 'Philippe', '▁including', '▁industrial', 'atthieuRicard', '005', '349', '▁hun', 'ounds', 'thern', '▁base', '-00258', '-00288', '-00427', '-00506', '-00674', '▁truly', '▁choose', '▁mental', '▁philos', '▁prison', '▁mention', '▁expensive', '▁traditional', '▁Joshu', 'oe', '030', '061', '099', '515', '949', '986', 'oid', 'ande', '▁Tom', '▁atm', '▁dyn', '-0105', 'eiler', '▁gold', '▁hall', '-00227', '-00297', '-00344', 'Hansen', 'ertrand', '▁values', 'Sutherland', '▁financial', '▁institutions', 'BillyGraham', 'Kam', 'cz', '048', '079', '084', '086', '348', '927', 'Jou', 'das', 'idis', '▁mut', '▁san', 'attle', 'enich', '▁prep', '-00178', '-00237', '-00314', '-00354', '-00454', '-00514', '-00528', 'Feiler', '▁board', 'Joubert', '▁afford', '▁employ', '▁plastic', 'Merzenich', '▁teaching', '▁americans', 'BreneBrown', 'RichardDawkins', 'wa', '020', '085', '363', '520', 'Hol', 'ube', 'feld', 'ycle', 'ynth', '▁cam', '▁harv', '▁roll', '▁task', '-00736', 'reeman', 'ricult', '▁blind', '▁Thomas', '▁commer', '▁determ', '▁famous', '▁policy', '▁express', '▁agricult', '▁families', '924', 'ede', 'ops', 'iels', '▁pen', '▁wide', '-00352', '-00436', 'Mullis', '▁range', '▁rights', '▁however', '▁massive', '▁neurons', 'aryMullis', '▁anywhere', '▁standard', '002', '339', '344', '568', '589', '968', 'akis', 'ancy', 'ches', '▁desp', '▁rule', '-00234', '-00294', '-00404', '-00524', '▁gradu', '▁slide', 'Branson', '_2007-008', '▁humanity', '▁religion', 'Christakis', 'Sal', '018', '325', '960', 'Ven', '▁cru', '▁kil', 'itude', 'thony', '-00324', '-00536', '-00584', '-00607', '-00627', 'Shimon', '▁Larry', '▁autom', 'Wolfram', '▁multip', '▁contrib', '▁familiar', '▁decisions', '▁effective', 'Mi', 'ta', '067', '320', '383', '384', '910', '940', 'ana', '▁pal', '▁conv', '▁fort', '-00364', '-00452', '-00484', '-00507', '-00658', '▁store', '▁trade', 'reasure', '▁mostly', '▁driving', '▁unfortun', '015', '540', '561', '961', 'edy', '▁ut', 'ased', 'roll', '▁thr', '▁fold', '-00197', '-00226', '-00291', '-00317', '-00328', '-00474', '-00557', '-00656', 'Ramdas', '▁optim', '▁genome', '▁evolved', '▁becoming', '▁cultural', '▁mountain', 'Rick', '074', '323', '513', '525', 'May', 'eal', 'oom', 'Diff', 'koll', 'ndon', 'umar', 'uted', '▁cat', '▁laws', '-00076', '-00414', '-00437', '-00494', '-00496', '-00498', '-00504', '-00544', '-00664', 'anRock', 'aCarter', '▁mobile', 'ielsDiff', 'joraCarter', '▁temperature', 'ielsDiffrient', 'Ny', 'Rh', '090', '510', '518', '586', '963', '970', 'aph', 'let', 'anth', 'Atala', 'Prest', 'Ramus', 'eless', 'rager', 'rince', '-00300', '-00304', '-00391', '-00426', '-00432', '▁airpl', '▁types', '▁nation', '▁networks', 'rinceRamus', 'thonyAtala', '▁direction', '▁fantastic', 'Christopher', '▁remarkable', '▁JuanEnriquez', 'BillStrickland', '▁Nicholas', 'JaneGoodall', 'Gr', 'of', '068', '277', '373', '378', '390', 'Mul', '▁ir', 'bell', 'eyer', '▁dar', 'ining', '▁blog', '-00232', '-00428', '-00458', '-00538', '-00567', '-00634', '-00702', 'vision', '▁whose', '▁slight', '▁Stephen', '▁citizens', '▁produced', '▁speaking', 'Emily', 'New', 'Newton', 'AM', 'Pu', '076', '313', '575', '587', 'nda', 'Bono', 'Gore', '▁dad', '▁bang', '▁fine', '▁heat', '▁radi', '-00252', '-00318', '-00537', '-00597', '-00638', 'inated', '▁concl', '▁final', '▁manage', 'Schocken', '▁seconds', '▁waiting', '▁increase', '▁independ', '▁throughout', 'StevenStrogatz', '266', '387', '544', '946', 'sey', 'the', 'aced', 'ugan', '▁doc', '▁mid', '▁ran', 'urman', '▁hair', '▁none', '-00274', '-00298', '-00616', '▁match', '▁motiv', '▁causes', '▁physic', '▁symbol', '▁ancient', '▁anymore', '▁Jane', '046', '053', '062', '063', '065', '082', '343', 'Vir', 'roy', 'Jill', 'Till', 'aind', 'iced', '-00406', '-00491', '-00502', '-00552', 'Joseph', 'olomon', '▁costs', '▁demon', 'inating', '▁consequ', '▁popular', '▁sixteen', '▁patterns', 'DanGilbert', '▁condition', '▁connection', '▁communication', '519', '560', '979', 'Mad', 'lly', '▁dan', '▁veh', 'antic', '▁appl', '▁uses', '-00408', 'iences', '▁apply', '▁impro', 'Thurman', '▁doctors', '▁private', '▁purpose', '▁directly', '▁diseases', '▁electron', '▁instance', '▁dangerous', '▁designers', '▁immediately', 'dam', '▁Rob', 'Eli', '▁Neil', '581', 'Tab', 'cks', 'odney', '▁mamm', '▁moon', '▁shot', '▁wood', '-00316', '-00434', '-00602', '-00626', 'Glenny', 'aindeB', '▁throw', 'aGlenny', '▁babies', '▁compon', '▁comfort', '▁willing', '▁politics', '▁following', '▁president', 'aindeBotton', 'Hall', 'Scott', 'LarryBrilliant', 'MalcolmGladwell', '573', '921', '983', 'acht', 'adow', 'come', 'lebr', 'ping', 'eties', '▁fasc', '▁weap', '-00407', '-00438', '-00456', '-00501', '-00631', 'Diller', 'Dunbar', '▁quant', '▁forces', '▁forget', '▁random', '▁enormous', '019', '080', '122', '523', '585', 'Walk', 'aron', 'aries', 'encer', '▁fash', '▁legs', '-00176', '-00394', '▁bridge', '▁celebr', '▁london', '▁useful', '▁survive', '_2007-009', '▁capacity', '▁pressure', '045', '521', '920', 'kel', '▁lat', 'oston', '▁coff', '-00332', '-00417', '-00604', '-00654', '-00704', 'otsman', '▁birds', '▁oppos', '▁integr', '▁invent', '▁method', 'ologists', '▁address', '▁fourteen', '▁surround', '▁television', '089', '362', '543', 'aKK', 'bal', 'eles', 'iles', 'Schne', 'aghav', '▁plat', '-00334', '-00351', '-00451', '-00718', '▁party', 'itation', 'ologist', '▁decade', 'Rockwell', 'aghavaKK', '▁greatest', '▁efficient', '▁challenges', '▁creativity', '▁performance', 'Bol', 'ened', '▁aid', '▁fit', '▁isl', 'angle', 'erner', 'itted', '▁jump', '▁wire', '-00431', '-00488', '-00532', '-00701', '▁loved', '▁parad', 'Botsman', 'Gabriel', '▁gather', '▁landsc', '▁shared', '▁effects', '▁infrast', '▁instrum', '▁journal', '▁prevent', '▁website', '▁laughter', '▁relative', '385', '959', 'ays', 'kes', 'oty', 'uct', 'vert', 'osaur', '▁copy', '▁musc', '▁tens', '-00248', '-00578', '-00594', '-00751', '▁bound', '▁radio', '▁easily', '▁struct', 'Treasure', '▁tremend', '_2006-008', '_2008-008', '▁demonstr', '▁understood', '▁neighborhood', '▁consciousness', 'Van', 'Ash', '166', '549', '925', '971', 'Ras', 'Row', 'rag', 'Ward', 'aime', 'aria', 'ceed', 'rees', 'vant', 'aimeL', '▁dram', '▁hole', '-00374', '-00396', '-00500', '-00606', '▁frank', '▁raise', '▁describ', '▁fashion', 'aimeLerner', 'Colin', 'NathanMyhrvold', 'iM', '312', 'ery', '▁et', '▁ju', 'oint', 'oris', 'aging', 'ained', '▁gene', '-00177', '-00278', 'Kelley', '▁catch', '▁bodies', '▁flying', '▁decades', '▁reflect', '▁invented', '▁possibly', '▁programs', '▁biological', 'BarrySchwartz', 'Ellen', 'anj', 'bel', 'olve', 'Turok', 'eters', '▁swim', '-00384', '-00531', '-00598', '-00624', '-00700', 'Savage', 'ulated', '▁coast', '▁helped', '▁focused', '▁meeting', 'Sheryl', 'Ob', '010', 'ela', 'Dian', '-00554', '-00608', '▁email', '▁twice', '▁career', '▁desert', '▁markets', '_2005-008', '▁terrible', 'Sarah', 'ni', '001', '028', '369', 'Paw', 'lan', 'illa', 'inaD', '▁ord', '▁rom', '▁sam', 'Griff', 'leton', '▁Mark', '▁Rory', '-00464', '-00467', '-00614', '-00694', 'ynthia', '▁basis', '▁below', 'inaDugan', '▁nations', '▁respond', 'cr', 'li', '069', '078', 'die', 'ird', 'och', 'ands', 'ball', 'ells', 'imee', '▁tax', 'arasw', '▁Marc', '▁harm', '▁vacc', '-00516', '-00551', '-00724', '-00728', '-00734', '-00774', 'Steiner', '▁coffee', '▁honest', '▁resist', '▁strugg', '▁weight', 'araswati', 'ulations', '▁surgery', '▁original', '▁molecules', 'eslieMorgan', '▁conference', '▁infrastructure', 'Tal', 'JanineBenyus', '161', '241', '912', '918', '950', '973', '987', 'hib', 'ango', 'iber', '▁mos', '▁sor', '-0103', 'Klein', 'rogen', '▁conc', '▁ecos', '▁loss', '-00397', '-00448', '-00600', '-00651', '-00717', '▁liber', '▁aspect', '▁flight', '▁german', '▁indian', '▁insect', '▁police', '▁atmosphere', '▁unfortunately', 'PaulMacCready', 'Taylor', 'uy', '319', 'Dick', 'aign', '-00326', 'Hillis', '▁total', '▁notion', 'Margaret', '_2011-01', 'nyHillis', '▁attract', '▁washing', '_2009-008', '▁campaign', '▁daughter', '▁communicate', '▁sustainable', '▁intelligence', '▁Jack', 'ChrisAbani', 'ChrisAnderson', '083', '330', '▁da', 'Nick', 'Maeda', '▁tail', '-00086', '-00378', '-00732', '-00794', '▁displ', '▁river', '▁appear', '▁eating', '▁female', '▁supply', '▁related', '▁profound', 'Lisa', '245', '919', 'Bal', 'Mes', 'Nor', 'obs', '▁', 'e', 't', 'a', 'o', 'i', 'n', 's', '0', 'r', 'h', 'l', 'd', 'u', 'c', '-', 'm', 'y', 'p', '1', 'w', 'g', '2', 'f', 'b', '9', 'v', '3', 'k', '4', '5', '7', '_', '6', '8', '.', "'", 'G', 'S', 'x', 'P', 'j', 'B', 'J', 'M', 'z', 'D', 'R', 'X', 'A', 'C', 'q', 'K', 'L', 'W', 'H', 'T', 'E', 'N', 'F', 'I', 'Z', 'U', 'V', 'O', 'Y', 'Q', 'ă', 'ō', 'ť'], token_bias={'ssl': (256, 2256), 'text_bpe': (2256, 7253), 'special_token': (0, 256)}, encoder_decoder_format=False, speaker_prompt_length=150, pad_speaker_prompt=True, init=None, reflm=None, use_preprocessor=True, subword_choice='sentencepiece', subword_model='data/token_list/ssl_asr_tedlium2/text_bpe', non_linguistic_symbols=None, cleaner=None, g2p='g2p_en', codec_token_per_frame=1, codec_token_in_use=1, codec_ssl_corrupt_prob=0.0, loss_region='target', modality_weights={'ssl': 1.0, 'codec': 0.125, 'text_bpe': 1.0, 'special_token': 10.0}, asr_apply_time_mask=True, asr_time_mask_config={'mask_width_ratio_range': [0.0, 0.05], 'num_mask': 10}, transformer='builtin', transformer_conf={'n_ctx': 3600, 'n_state': 512, 'n_head': 4, 'n_layer': 12, 'qk_norm': True}, corelm='ar_delay', corelm_conf={'share_emb': False}, tokenizer=None, tokenizer_conf={}, model='espnet', model_conf={}, required=['output_dir', 'token_list', 'token_bias'], version='202402', distributed=False)
66
+ [gpub001] 2024-11-02 18:12:12,738 (abs_task:1492) INFO: Skipping collect_feats in collect_stats stage.
67
+ # Accounting: time=370 threads=1
68
+ # Ended (code 0) at Sat Nov 2 18:12:39 CDT 2024, elapsed time 370 seconds
dump/raw_ssl_asr_tedlium2/dev/stats/logs/collect_stat.11.log ADDED
@@ -0,0 +1,68 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ # python3 -m espnet2.bin.speechlm_train --collect_stats true --use_preprocessor true --token_list data/token_list/ssl_asr_tedlium2/token_list.json --token_bias data/token_list/ssl_asr_tedlium2/token_bias.json --non_linguistic_symbols none --cleaner none --g2p g2p_en --subword_choice sentencepiece --subword_model data/token_list/ssl_asr_tedlium2/text_bpe --multi_task_dataset true --output_dir dump/raw_ssl_asr_tedlium2/dev/stats/split32/11 --config conf/train_delay_asr_small.yaml --train_data_path_and_name_and_type dump/raw_ssl_asr_tedlium2/dev/stats/split32/11/data.json,_,dataset_json
2
+ # Started at Sat Nov 2 18:06:29 CDT 2024
3
+ #
4
+ /work/nvme/bbjs/jtian1/espnet_ta/tools/miniconda3/envs/espnet_ta/bin/python3 /work/nvme/bbjs/jtian1/espnet_ta/espnet2/bin/speechlm_train.py --collect_stats true --use_preprocessor true --token_list data/token_list/ssl_asr_tedlium2/token_list.json --token_bias data/token_list/ssl_asr_tedlium2/token_bias.json --non_linguistic_symbols none --cleaner none --g2p g2p_en --subword_choice sentencepiece --subword_model data/token_list/ssl_asr_tedlium2/text_bpe --multi_task_dataset true --output_dir dump/raw_ssl_asr_tedlium2/dev/stats/split32/11 --config conf/train_delay_asr_small.yaml --train_data_path_and_name_and_type dump/raw_ssl_asr_tedlium2/dev/stats/split32/11/data.json,_,dataset_json
5
+ [gpub001] 2024-11-02 18:12:07,149 (speechlm:340) INFO: Vocabulary size: 7253
6
+ [gpub001] 2024-11-02 18:12:07,151 (speechlm:351) INFO: Token Bias: {'ssl': (256, 2256), 'text_bpe': (2256, 7253), 'special_token': (0, 256)}
7
+ [gpub001] 2024-11-02 18:12:07,564 (loss:36) WARNING: The specified modality codec is not in token_bias. Skip it
8
+ [gpub001] 2024-11-02 18:12:07,893 (abs_task:1451) INFO: pytorch.version=2.4.0, cuda.available=True, cudnn.version=90100, cudnn.benchmark=False, cudnn.deterministic=True
9
+ [gpub001] 2024-11-02 18:12:07,895 (abs_task:1452) INFO: Model structure:
10
+ ESPnetSpeechLMModel(
11
+ (corelm): ARDelayLM(
12
+ (decoders): TransformerDecoder(
13
+ (pos_emb): Embedding(128, 128)
14
+ (blocks): ModuleList(
15
+ (0-3): 4 x ResidualAttentionBlock(
16
+ (attn): MultiHeadAttention(
17
+ (query): Linear(in_features=128, out_features=128, bias=True)
18
+ (key): Linear(in_features=128, out_features=128, bias=False)
19
+ (value): Linear(in_features=128, out_features=128, bias=True)
20
+ (out): Linear(in_features=128, out_features=128, bias=True)
21
+ )
22
+ (attn_ln): LayerNorm((128,), eps=1e-05, elementwise_affine=True)
23
+ (attn_dropout): Dropout(p=0.0, inplace=False)
24
+ (mlp): Sequential(
25
+ (0): Linear(in_features=128, out_features=512, bias=True)
26
+ (1): GELU(approximate='none')
27
+ (2): Linear(in_features=512, out_features=128, bias=True)
28
+ )
29
+ (mlp_ln): LayerNorm((128,), eps=1e-05, elementwise_affine=True)
30
+ (mlp_dropout): Dropout(p=0.0, inplace=False)
31
+ )
32
+ )
33
+ (ln): LayerNorm((128,), eps=1e-05, elementwise_affine=True)
34
+ )
35
+ (emb): Embedding(7253, 128)
36
+ (lm_head): Linear(in_features=128, out_features=7253, bias=False)
37
+ (head_emb): Embedding(12, 128)
38
+ )
39
+ (criterion): SpeechLMCrossEntropyLoss()
40
+ )
41
+
42
+ Model summary:
43
+ Class Name: ESPnetSpeechLMModel
44
+ Total Number of model parameters: 2.67 M
45
+ Number of trainable parameters: 2.67 M (100.0%)
46
+ Size: 10.67 MB
47
+ Type: torch.float32
48
+ [gpub001] 2024-11-02 18:12:07,895 (abs_task:1455) INFO: Optimizer:
49
+ AdamW (
50
+ Parameter Group 0
51
+ amsgrad: False
52
+ betas: [0.9, 0.95]
53
+ capturable: False
54
+ differentiable: False
55
+ eps: 1e-08
56
+ foreach: None
57
+ fused: None
58
+ initial_lr: 0.001
59
+ lr: 2.5e-07
60
+ maximize: False
61
+ weight_decay: 0.01
62
+ )
63
+ [gpub001] 2024-11-02 18:12:07,895 (abs_task:1456) INFO: Scheduler: WarmupLR(warmup_steps=4000)
64
+ [gpub001] 2024-11-02 18:12:08,401 (abs_task:1465) INFO: Saving the configuration in dump/raw_ssl_asr_tedlium2/dev/stats/split32/11/config.yaml
65
+ [gpub001] 2024-11-02 18:12:12,521 (abs_task:1476) INFO: Namespace(config='conf/train_delay_asr_small.yaml', print_config=False, log_level='INFO', drop_last_iter=True, dry_run=False, iterator_type='sequence', valid_iterator_type=None, output_dir='dump/raw_ssl_asr_tedlium2/dev/stats/split32/11', ngpu=0, seed=0, num_workers=6, num_att_plot=0, dist_backend='nccl', dist_init_method='env://', dist_world_size=None, dist_rank=None, local_rank=None, dist_master_addr=None, dist_master_port=None, dist_launcher=None, multiprocessing_distributed=False, unused_parameters=False, sharded_ddp=False, use_fsdp=False, min_num_params_fsdp=30000000.0, use_deepspeed=False, deepspeed_config=None, deepspeed_step_sync=True, cudnn_enabled=True, cudnn_benchmark=False, cudnn_deterministic=True, use_tf32=False, collect_stats=True, write_collected_feats=False, max_epoch=80, patience=None, val_scheduler_criterion=('valid', 'loss'), early_stopping_criterion=('valid', 'loss', 'min'), best_model_criterion=[['valid', 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'ley', 'io', 'iness', '▁grow', 'ied', 'arry', 'ific', '▁project', 'Ke', 'ably', 'cept', 'ross', '▁partic', 'arch', '▁stu', '▁cr', '-0088', '▁data', '▁mus', '▁read', 'ced', '▁move', '▁whole', '▁mom', 'ience', '▁children', '▁rep', '▁million', '▁second', 'arm', '▁inform', '▁cor', '-0007', '9-01', '▁doesn', '▁gener', 'land', 'ways', '▁cap', 'Ne', '▁care', 'ett', 'conom', '▁doll', 'ote', '▁book', 'ute', '▁done', '▁wanted', '▁el', '▁lar', '▁econom', '▁poss', '▁chang', '-0017', 'Jon', 'ds', '▁love', '▁pict', '▁expl', 'En', '▁fifty', '▁univer', '▁att', '▁health', '▁believe', 'its', '▁thirty', '▁trying', '▁afric', '▁bus', '▁live', '▁organ', '-0006', 'And', '▁beh', 'El', '▁bi', '▁ok', 'selves', 'ational', '▁away', 'ative', 'ork', 'rop', 'ural', '▁hard', '▁space', '▁sub', '▁pres', '▁supp', '-0094', '▁acc', 'me', 'ism', '1-01', 'nect', '▁cou', '▁tri', '▁less', 'vers', '▁str', '▁always', '▁ever', '▁money', '▁women', '▁form', '▁using', '▁working', 'els', '▁vis', 'Ar', 'ruct', '▁everything', 'Ph', '_19', '-0022', '▁nine', 'Ben', '▁inf', '▁energ', '▁int', 'eng', '▁country', 'gg', 'hing', '▁information', 'att', 'aces', '▁prob', 'teen', '▁thinking', '▁T', '▁open', '-0016', '▁hand', 'ives', '▁mod', '▁anim', '▁L', '▁means', '▁mind', '▁took', 'que', '-0011', '▁seven', 'rew', '▁spec', '▁energy', '-0026', '▁nin', 'ments', '▁create', 'ron', 'ead', '▁sw', 'Bill', '▁sing', '▁run', 'Hans', 'ng', 'ps', 'Will', '▁food', '▁process', '▁home', '▁reg', '▁fut', 'ries', '▁sense', '▁number', 'aut', '▁tru', '▁left', '▁resp', '▁quite', 'ton', '▁mark', 'ek', '▁kids', '▁wo', 'Fran', '▁interesting', '▁earth', '▁sk', '▁beg', '▁dem', '▁hal', 'hip', '▁David', '▁met', '-0027', '-0037', '▁times', '-0098', 'ital', '▁lead', '▁become', '▁enough', '▁building', '▁future', 'ank', '▁z', '▁best', '▁stuff', 'led', 'lear', 'wh', 'Ros', '▁elect', '▁connect', '▁pat', '▁intern', 'Michael', '-0012', '▁comes', '▁making', '▁probably', '▁compan', '▁contro', 'vern', '▁frie', 'ret', '▁air', 'ready', '▁getting', '▁head', 'ond', '▁pub', '▁prog', 'ues', '▁glob', '83', 'ever', '▁govern', 'ham', 'ots', 'berg', '▁half', '▁conf', '▁social', 'Robert', '▁env', 'ala', '▁col', '▁grou', '▁month', 'idd', 'ouse', '▁body', 'ertain', '▁ty', '▁pie', '▁pop', '▁room', '85', '▁thank', '▁science', '▁hist', '▁walk', '▁fun', 'Bl', 'Mar', 'iew', 'ention', '▁side', 'amer', '▁char', '▁talking', '-0047', '-0032', 'ows', 'ories', '-0021', 'rand', 'anS', '▁phys', '▁stand', '▁war', 'Phil', '-0036', 'iting', '▁cur', 'ient', 'wart', '▁top', '-0046', '▁dist', '▁set', '▁without', 'cy', 'atz', 'orge', '▁sev', '-0002', 'iron', 'br', '▁environ', 'orn', '▁wonder', '▁sign', 'ont', '▁happened', 'omas', '82', '▁eas', 'ime', 'osh', 'Brown', '▁educ', 'sw', '▁cult', '89', '-0066', 'ogra', 'Cl', '▁seem', '▁such', '▁pret', 'imate', 'olution', '41', '47', '86', 'na', '▁answ', '▁beaut', '▁bring', 'Richard', '▁basically', 'Char', '▁dollars', 'ten', '▁hour', 'James', '▁living', '▁job', '▁rese', '▁fig', '▁effect', '▁pretty', 'ield', '▁far', '▁anything', 'iel', '45', 'Chris', '▁Dan', '-0077', '▁picture', '49', '▁africa', '▁add', '▁across', '▁dr', '▁mach', '▁prot', '▁coming', '▁val', '▁keep', '▁city', 'ared', '▁reason', '▁moment', '▁else', '▁phot', 'ew', 'rib', '-0100', '▁planet', '▁land', '▁level', 'lf', '▁goes', 'Gl', 'aid', '▁scient', '▁business', '80', 'ivid', '▁sound', '▁simple', '▁pass', '▁having', 'aps', '-0101', 'uring', '▁research', '▁prof', '▁matter', 'ices', '▁bad', '▁global', '▁teach', '42', 'ince', '▁lives', '▁particular', 'ograph', 'af', '-0031', '-0042', '▁opp', '▁ideas', '▁case', '▁environment', 'ai', '-0102', '▁countries', '▁begin', '▁imagine', 'ters', '▁told', 'Har', 'bor', 'cial', '▁rob', '▁hope', '▁once', '▁says', '▁computer', '▁problems', 'Rob', 'imon', '-0051', '▁later', 'my', 'acy', 'cc', '▁mor', '▁family', '▁aut', '-0057', '▁def', '▁makes', '▁sit', '▁ways', '▁list', '▁young', '-0067', '▁experience', '▁dise', '▁happens', 'eil', '▁mem', '▁forty', '▁age', '46', '▁saw', 'Ab', 'ony', '-0056', '▁both', '▁within', '▁amaz', '▁rest', '▁seen', '▁mil', '_1998', '▁days', 'ipp', 'George', '▁remem', 'den', 'iter', '▁single', '▁billion', 'Denn', '▁stop', '40', '-0005', 'amp', '▁ey', 'most', 'ying', '▁dev', '▁cells', 'William', 'ants', '▁lang', 'ization', 'ulation', '▁yet', '▁state', '-0009', '88', '▁complete', '▁men', 'aP', 'yl', '▁K', '▁inside', '▁states', '▁par', '43', 'HansRos', '▁certain', 'HansRosling', 'ani', 'ney', '▁remember', '▁music', 'Sm', 'str', '▁che', '▁face', '▁langu', '▁ref', '▁history', '▁whether', 'Ram', '▁loc', 'where', '▁dire', '▁test', '▁polit', '▁while', '-0052', '▁exc', '▁heart', '▁cost', '▁vir', 'ister', 'ilt', '-0003', '▁pain', '▁nothing', '▁bre', '▁almost', '-0033', '▁self', '-0041', '▁watch', '▁asked', '▁suc', 'itive', 'Charles', 'ality', '▁vide', 'rick', '▁sure', 'aur', 'ury', '-0015', 'reas', '▁net', 'An', '▁equ', '▁answer', 'ences', 'aly', 'ortun', '▁cond', '▁saying', '▁already', '▁fore', '▁looks', '▁contin', '▁incred', '▁inte', 'Be', '-012', '▁possible', 'Wol', '-0013', '-0104', '▁figure', '▁product', 'Thomas', '▁wrong', '▁community', '▁lab', '▁looked', 'imes', 'less', 'Frank', 'iddle', '▁speak', '▁control', 'ided', 'Jonathan', '▁leg', '▁hear', '▁public', 'ior', 'ivity', '▁Paul', '▁sou', '-0076', '▁individ', '▁everybody', 'oot', 'augh', '▁large', 'ole', 'lish', '▁mag', '87', 'van', '▁treat', '▁law', '▁often', '▁mar', 'uge', 'osed', 'Green', 'ream', '▁guy', '▁sec', 'ape', 'ug', 'ined', '-0023', '-0087', 'ides', '▁tre', '-0019', '-0029', '▁amazing', '▁ted', '▁unt', '▁program', 'ero', '▁ant', '▁cancer', '▁ge', 'pect', 'unch', '▁mater', '▁line', '▁chall', '▁couple', '▁engine', '▁class', 'ruce', '▁gir', '▁fund', 'Christ', 'sh', 'ene', '▁kill', '▁news', '▁disco', 'elly', '▁gi', 'eff', '▁order', '▁pri', '▁allow', 'rog', '▁C', 'ware', '▁ass', '▁iss', '▁piece', '▁fil', '▁somet', 'side', 'ns', 'Stef', '▁built', '▁nature', 'ages', 'itch', 'off', '-0025', '▁exact', '▁months', '▁myself', '▁beautif', '▁god', '-0062', 'ering', '▁true', '▁universe', '-0055', '▁instead', 'jor', 'utes', '▁abs', 'yn', '▁ret', '-0072', '▁model', '▁government', '▁group', '▁heard', 'aK', 'uan', 'arent', '▁market', '▁united', 'lyn', '▁nor', 'Kevin', '▁entire', '▁education', '▁foll', 'Lee', '▁house', 'Jack', 'oshu', '▁places', 'get', '▁species', 'Se', '▁full', '▁ninety', 'row', '▁train', '▁yes', '▁middle', '-0061', '▁must', '▁John', '▁deep', '▁free', '▁sometimes', 'ison', '▁oce', 'ider', '-0106', '▁itself', '▁language', 'rey', '▁green', '▁until', '▁someone', 'Ed', '-0045', '▁object', '▁result', 'ctor', '▁cal', '▁pay', 'raham', '▁behav', '▁front', 'ructure', '81', 'atic', '▁dra', '▁red', '▁words', '▁somebody', '▁isn', '▁okay', '▁video', '▁internet', '▁beautiful', 'Ad', '-0071', '▁const', '▁third', '▁deal', '▁night', 'work', '▁aff', '▁pos', '▁girl', '▁tool', '▁success', 'tern', '▁huge', 'ung', 'omes', '▁quick', '▁turns', '-0039', '▁arch', '▁rather', 'ases', 'ately', 'olas', '▁experim', '-0107', '▁disease', '▁Sh', 'phen', '▁view', '▁spend', '▁D', 'win', 'vious', '▁kinds', '▁taking', '▁av', '▁mic', '▁works', '▁complex', '▁det', '▁inn', '▁woman', 'Stewart', '▁indust', '▁though', '▁hy', '-0035', 'aster', '▁completely', 'cl', 'bers', '▁foc', '▁wind', '▁rev', '▁since', '▁follow', '▁ste', '▁share', 'icholas', '▁del', 'quez', '-0053', 'ites', '▁happening', '▁di', '-0082', '▁along', '▁mother', 'etic', 'Ken', 'Enri', 'anna', '-0086', 'acter', 'uanEnri', 'uanEnriquez', 'ror', '▁ris', '-0049', '▁students', 'bs', 'ired', 'ental', '▁bott', '▁eighty', 'Re', '▁past', 'Stephen', '▁focus', 'uck', 'face', '▁word', '▁society', 'Mac', 'ians', '▁dep', '▁dri', '▁close', '▁india', '▁decided', 'lex', 'ales', '▁study', 'anK', '▁math', 'ats', 'Bur', '▁oil', '▁mass', 'he', 'uss', '▁ca', '▁hours', '▁var', 'ional', '▁knew', '▁meas', 'ove', 'aper', '▁Peter', 'oice', '-0043', '▁stories', 'Dun', 'irc', '▁ourselves', 'enti', 'wards', '▁area', '▁animals', '▁rad', '▁everyone', 'Sher', 'istic', '▁gets', '▁bir', '▁liter', '▁themselves', 'line', '▁sun', 'Mark', '▁learned', '44', 'ern', 'ogn', 'artin', 'olved', '▁game', '▁wasn', '▁america', 'Clay', 'rove', '-0108', '▁meet', '▁early', '▁became', '▁exactly', 'rug', '▁company', 'ocr', '▁name', '▁collect', 'Tim', '▁norm', '▁fifteen', '▁friends', '▁thousands', '▁dig', '-0081', '▁circ', '▁minutes', 'ules', '▁mot', 'Jul', 'ax', 'Bar', '▁imm', 'ision', '▁oper', '▁created', 'oz', 'gest', '▁sixty', 'ode', '▁machine', '▁relations', '-0097', '▁field', '▁amount', '▁present', 'inson', '▁lots', '▁pred', 'well', '▁bab', '▁fly', '▁step', '▁clear', '▁id', '▁ones', '▁seventy', 'ract', 'cing', '▁sens', '▁univers', '▁discover', 'ential', '▁century', 'ma', 'awk', '▁invest', '▁aud', '▁fish', '▁systems', '▁american', 'ator', '▁diffic', '▁against', 'Daniel', '▁team', 'ability', 'ones', '▁bro', '▁eur', '▁oth', '▁pur', '-0096', '▁guys', '▁listen', 'ption', '▁inde', '▁outside', 'ike', 'ibly', '▁Bill', '▁others', 'Jac', 'ny', 'haps', 'ature', '▁least', '▁protect', '▁technolog', 'reg', '▁perhaps', 'ster', '▁miss', '▁stre', 'itting', '▁natural', 'pend', '▁mill', '▁micro', '▁opportun', 'mer', '▁ill', 'Gar', 'elt', '▁hold', '▁neur', 'ush', '▁scale', '▁center', 'Good', '▁fre', '▁typ', '▁china', '▁culture', '▁interact', '▁H', 'up', 'imb', '▁es', '▁couldn', '▁difference', '▁appro', '▁pot', '▁sym', '▁innov', '-0010', 'ients', 'utions', '▁based', '▁colle', 'rian', '▁happy', '▁recent', '▁ocean', 'iving', '▁prop', '▁york', '▁learning', 'app', 'Mull', '▁cra', '▁gave', '▁mess', '▁prov', '▁extra', '▁during', 'ral', '-0069', '▁terms', 'right', 'itions', '▁takes', 'Anderson', '▁beginning', '▁questions', 'ok', '▁worked', '_2002-01', 'Bre', '▁finally', '▁communic', '▁Michael', 'ted', '▁wa', '-0065', '▁cut', '-0059', 'inary', '▁instit', '▁non', '▁exist', '▁moving', 'ox', '▁tem', '▁black', '-0030', '-0092', '▁common', 'aul', '_2001', '▁given', '▁wonderful', '▁population', '▁relationship', 'sy', 'Lev', '▁expect', 'erz', '▁size', 'verage', '▁behavior', 'olute', '▁death', 'lli', '▁won', '-0091', 'abeth', '▁democr', '▁seeing', 'ee', '▁vi', '▁fall', '▁break', '▁patter', '▁electric', '▁difficult', 'ts', 'Ant', '▁ve', '▁low', '-0020', '▁grand', '▁leave', 'izabeth', '▁record', '▁short', '▁absolute', '▁taken', 'ully', '▁adv', '▁jour', '▁serv', '▁oh', '▁fail', '▁intell', '-0063', '▁wall', '▁super', '▁parent', 'Ma', '▁ess', '▁occ', '▁drug', '▁sour', 'Graham', '▁europe', 'ste', '▁chem', '▁parts', 'ination', '▁explain', 'ged', 'not', 'ency', '▁emp', '▁ap', '▁local', '▁media', '▁obvious', '▁P', 'ium', '▁er', 'eline', 'ident', '▁changed', '▁image', 'sc', 'umb', 'ither', '▁relig', '▁direct', '▁support', '▁wee', '▁turned', 'Ag', 'xy', 'stein', '▁simp', '▁cities', 'itect', '▁pick', '▁consum', '▁surface', '▁architect', '▁Robert', '▁major', '▁reach', '▁evolution', 'Shir', 'yc', 'wor', 'usan', '▁access', '▁perform', '▁cle', '-0075', '▁south', '▁Al', 'aS', '▁sud', '▁began', 'oph', '▁ple', '▁tot', '▁ident', '▁yourself', '▁blue', '▁simply', '▁whatever', 'lec', 'ule', 'sych', '▁cop', 'mi', '▁jo', 'aren', 'cious', '▁surv', 'isa', 'Pink', '▁sum', '▁needs', '▁repres', 'rad', 'ried', '▁easy', '▁national', 'Bruce', 'aring', '▁film', 'iant', '▁longer', 'we', 'Gold', 'ills', '▁trad', '▁week', 'ameron', '▁Steven', 'Mor', 'Tur', 'han', 'amin', 'avor', '-0040', 'astic', '▁eyes', 'idence', '▁James', '▁psych', 'He', 'uses', 'Eric', 'hr', '▁known', '▁personal', '▁structure', '▁interested', 'pris', '▁foot', '▁vers', '▁areas', '▁friend', '▁photograph', 'Wh', '▁incl', 'uclear', '▁hands', '▁ability', 'Don', 'ama', '▁white', 'Jan', 'hry', 'fully', 'oster', '▁key', '▁powerful', 'ola', 'rent', '▁arg', 'ological', 'gle', '▁sent', '▁event', 'uel', '▁cannot', 'At', '▁civ', '▁dark', '▁resour', '▁dna', 'Shirky', '▁press', 'ClayShirky', 'bar', 'ouch', '▁twel', '▁economic', '▁realized', 'erv', '▁fac', 'Dennett', '▁behind', 'iO', 'fect', '▁mov', '-0073', '-0079', 'ledge', 'osp', 'pid', 'ump', 'Less', 'ilar', '▁felt', '▁tried', '▁measure', '▁quickly', '▁hundreds', '▁Jon', '-0050', 'Gehry', '▁orig', '▁molec', '▁needed', 'FrankGehry', 'Sto', '▁buy', 'bo', '▁bar', '▁pers', '▁requ', '▁situ', '▁robot', 'illiant', '▁reality', '▁ground', '▁economy', 'Joshu', 'Fis', 'Tom', 'oel', 'ude', 'more', '▁impact', 'amm', '▁sex', 'izing', 'aj', 'itra', 'rest', 'ivers', '▁desc', '▁weeks', '▁sudden', '▁companies', 'hood', 'ples', '▁squ', '▁transform', 'ogue', 'ented', '▁gone', '▁north', '▁bottom', 'aB', '▁soft', '▁incredible', '▁individual', '▁main', 'Harris', '▁blood', 'ibility', '▁humans', '▁travel', '▁twelve', '▁approach', '▁development', 'olm', 'olin', 'Kelly', '▁feet', '▁famil', '▁recogn', '▁enc', '▁emot', '▁stay', '▁extre', '▁spent', '▁value', 'oms', 'Larry', '▁pull', 'rought', '▁father', '▁fear', '▁slow', '▁books', '▁pract', '▁profess', '▁political', 'Coll', '▁sav', '-0060', 'awkins', 'arrySch', '▁climate', '▁technologies', 'ka', '▁eat', '-0085', '▁dream', '▁changes', 'urb', '▁Mar', '▁har', '▁tas', 'Simon', 'ators', '▁lost', 'Wil', 'ataM', 'oward', 'ropon', '▁disc', 'ugataM', '▁sitting', 'ugataMitra', 'ively', 'entially', 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'▁Jan', '011', '346', '368', '546', '944', 'bol', 'ona', 'Roth', 'etry', 'ippe', '▁pan', '▁vict', '-00574', '▁deliver', '▁various', '▁version', '_2007-007', 'Rachel', 'zz', '007', '023', '315', 'ims', 'odin', 'olom', 'sequ', '▁mix', '▁drop', '▁pack', '-00238', '-00336', '-00424', '-00508', 'Warren', 'ipping', '▁achieve', '▁physics', '▁listening', '▁production', 'aF', '009', '021', '926', '978', 'acre', 'aryn', '▁hyd', '▁swe', '▁unl', '▁anal', '▁tiss', '-00131', '-00191', '-00306', '-00307', '-00401', '-00416', '-00526', 'Chryst', 'atrick', '▁broad', '▁virus', '▁afghan', '▁author', '▁levels', '▁stress', '▁himself', '▁strateg', 'utherland', '▁painting', 'RobertFull', 'Laur', '▁Sher', '004', '070', '335', '928', 'iet', 'igV', 'raigV', '▁inse', '-00066', '-00308', '-00392', '-00558', '▁alive', '▁capac', '▁price', '▁worse', '▁actual', '▁brains', '▁surger', 'atically', 'arynSimon', '▁controll', '▁services', 'raigVenter', 'Jennifer', 'FeisalAbdulRauf', '044', '347', '360', '361', '567', '913', '929', '942', 'put', 'ulf', 'amic', '▁sus', 'Godin', 'Jamie', 'oller', 'rient', '▁wait', '-00358', '▁unique', '▁provide', '▁Y', 'eda', 'airs', 'iers', 'raft', '▁ign', '▁unc', 'ought', '-00201', '-00256', '-00296', '-00337', '-00400', 'Ricard', '▁oxygen', '▁remind', 'Philippe', '▁including', '▁industrial', 'atthieuRicard', '005', '349', '▁hun', 'ounds', 'thern', '▁base', '-00258', '-00288', '-00427', '-00506', '-00674', '▁truly', '▁choose', '▁mental', '▁philos', '▁prison', '▁mention', '▁expensive', '▁traditional', '▁Joshu', 'oe', '030', '061', '099', '515', '949', '986', 'oid', 'ande', '▁Tom', '▁atm', '▁dyn', '-0105', 'eiler', '▁gold', '▁hall', '-00227', '-00297', '-00344', 'Hansen', 'ertrand', '▁values', 'Sutherland', '▁financial', '▁institutions', 'BillyGraham', 'Kam', 'cz', '048', '079', '084', '086', '348', '927', 'Jou', 'das', 'idis', '▁mut', '▁san', 'attle', 'enich', '▁prep', '-00178', '-00237', '-00314', '-00354', '-00454', '-00514', '-00528', 'Feiler', '▁board', 'Joubert', '▁afford', '▁employ', '▁plastic', 'Merzenich', '▁teaching', '▁americans', 'BreneBrown', 'RichardDawkins', 'wa', '020', '085', '363', '520', 'Hol', 'ube', 'feld', 'ycle', 'ynth', '▁cam', '▁harv', '▁roll', '▁task', '-00736', 'reeman', 'ricult', '▁blind', '▁Thomas', '▁commer', '▁determ', '▁famous', '▁policy', '▁express', '▁agricult', '▁families', '924', 'ede', 'ops', 'iels', '▁pen', '▁wide', '-00352', '-00436', 'Mullis', '▁range', '▁rights', '▁however', '▁massive', '▁neurons', 'aryMullis', '▁anywhere', '▁standard', '002', '339', '344', '568', '589', '968', 'akis', 'ancy', 'ches', '▁desp', '▁rule', '-00234', '-00294', '-00404', '-00524', '▁gradu', '▁slide', 'Branson', '_2007-008', '▁humanity', '▁religion', 'Christakis', 'Sal', '018', '325', '960', 'Ven', '▁cru', '▁kil', 'itude', 'thony', '-00324', '-00536', '-00584', '-00607', '-00627', 'Shimon', '▁Larry', '▁autom', 'Wolfram', '▁multip', '▁contrib', '▁familiar', '▁decisions', '▁effective', 'Mi', 'ta', '067', '320', '383', '384', '910', '940', 'ana', '▁pal', '▁conv', '▁fort', '-00364', '-00452', '-00484', '-00507', '-00658', '▁store', '▁trade', 'reasure', '▁mostly', '▁driving', '▁unfortun', '015', '540', '561', '961', 'edy', '▁ut', 'ased', 'roll', '▁thr', '▁fold', '-00197', '-00226', '-00291', '-00317', '-00328', '-00474', '-00557', '-00656', 'Ramdas', '▁optim', '▁genome', '▁evolved', '▁becoming', '▁cultural', '▁mountain', 'Rick', '074', '323', '513', '525', 'May', 'eal', 'oom', 'Diff', 'koll', 'ndon', 'umar', 'uted', '▁cat', '▁laws', '-00076', '-00414', '-00437', '-00494', '-00496', '-00498', '-00504', '-00544', '-00664', 'anRock', 'aCarter', '▁mobile', 'ielsDiff', 'joraCarter', '▁temperature', 'ielsDiffrient', 'Ny', 'Rh', '090', '510', '518', '586', '963', '970', 'aph', 'let', 'anth', 'Atala', 'Prest', 'Ramus', 'eless', 'rager', 'rince', '-00300', '-00304', '-00391', '-00426', '-00432', '▁airpl', '▁types', '▁nation', '▁networks', 'rinceRamus', 'thonyAtala', '▁direction', '▁fantastic', 'Christopher', '▁remarkable', '▁JuanEnriquez', 'BillStrickland', '▁Nicholas', 'JaneGoodall', 'Gr', 'of', '068', '277', '373', '378', '390', 'Mul', '▁ir', 'bell', 'eyer', '▁dar', 'ining', '▁blog', '-00232', '-00428', '-00458', '-00538', '-00567', '-00634', '-00702', 'vision', '▁whose', '▁slight', '▁Stephen', '▁citizens', '▁produced', '▁speaking', 'Emily', 'New', 'Newton', 'AM', 'Pu', '076', '313', '575', '587', 'nda', 'Bono', 'Gore', '▁dad', '▁bang', '▁fine', '▁heat', '▁radi', '-00252', '-00318', '-00537', '-00597', '-00638', 'inated', '▁concl', '▁final', '▁manage', 'Schocken', '▁seconds', '▁waiting', '▁increase', '▁independ', '▁throughout', 'StevenStrogatz', '266', '387', '544', '946', 'sey', 'the', 'aced', 'ugan', '▁doc', '▁mid', '▁ran', 'urman', '▁hair', '▁none', '-00274', '-00298', '-00616', '▁match', '▁motiv', '▁causes', '▁physic', '▁symbol', '▁ancient', '▁anymore', '▁Jane', '046', '053', '062', '063', '065', '082', '343', 'Vir', 'roy', 'Jill', 'Till', 'aind', 'iced', '-00406', '-00491', '-00502', '-00552', 'Joseph', 'olomon', '▁costs', '▁demon', 'inating', '▁consequ', '▁popular', '▁sixteen', '▁patterns', 'DanGilbert', '▁condition', '▁connection', '▁communication', '519', '560', '979', 'Mad', 'lly', '▁dan', '▁veh', 'antic', '▁appl', '▁uses', '-00408', 'iences', '▁apply', '▁impro', 'Thurman', '▁doctors', '▁private', '▁purpose', '▁directly', '▁diseases', '▁electron', '▁instance', '▁dangerous', '▁designers', '▁immediately', 'dam', '▁Rob', 'Eli', '▁Neil', '581', 'Tab', 'cks', 'odney', '▁mamm', '▁moon', '▁shot', '▁wood', '-00316', '-00434', '-00602', '-00626', 'Glenny', 'aindeB', '▁throw', 'aGlenny', '▁babies', '▁compon', '▁comfort', '▁willing', '▁politics', '▁following', '▁president', 'aindeBotton', 'Hall', 'Scott', 'LarryBrilliant', 'MalcolmGladwell', '573', '921', '983', 'acht', 'adow', 'come', 'lebr', 'ping', 'eties', '▁fasc', '▁weap', '-00407', '-00438', '-00456', '-00501', '-00631', 'Diller', 'Dunbar', '▁quant', '▁forces', '▁forget', '▁random', '▁enormous', '019', '080', '122', '523', '585', 'Walk', 'aron', 'aries', 'encer', '▁fash', '▁legs', '-00176', '-00394', '▁bridge', '▁celebr', '▁london', '▁useful', '▁survive', '_2007-009', '▁capacity', '▁pressure', '045', '521', '920', 'kel', '▁lat', 'oston', '▁coff', '-00332', '-00417', '-00604', '-00654', '-00704', 'otsman', '▁birds', '▁oppos', '▁integr', '▁invent', '▁method', 'ologists', '▁address', '▁fourteen', '▁surround', '▁television', '089', '362', '543', 'aKK', 'bal', 'eles', 'iles', 'Schne', 'aghav', '▁plat', '-00334', '-00351', '-00451', '-00718', '▁party', 'itation', 'ologist', '▁decade', 'Rockwell', 'aghavaKK', '▁greatest', '▁efficient', '▁challenges', '▁creativity', '▁performance', 'Bol', 'ened', '▁aid', '▁fit', '▁isl', 'angle', 'erner', 'itted', '▁jump', '▁wire', '-00431', '-00488', '-00532', '-00701', '▁loved', '▁parad', 'Botsman', 'Gabriel', '▁gather', '▁landsc', '▁shared', '▁effects', '▁infrast', '▁instrum', '▁journal', '▁prevent', '▁website', '▁laughter', '▁relative', '385', '959', 'ays', 'kes', 'oty', 'uct', 'vert', 'osaur', '▁copy', '▁musc', '▁tens', '-00248', '-00578', '-00594', '-00751', '▁bound', '▁radio', '▁easily', '▁struct', 'Treasure', '▁tremend', '_2006-008', '_2008-008', '▁demonstr', '▁understood', '▁neighborhood', '▁consciousness', 'Van', 'Ash', '166', '549', '925', '971', 'Ras', 'Row', 'rag', 'Ward', 'aime', 'aria', 'ceed', 'rees', 'vant', 'aimeL', '▁dram', '▁hole', '-00374', '-00396', '-00500', '-00606', '▁frank', '▁raise', '▁describ', '▁fashion', 'aimeLerner', 'Colin', 'NathanMyhrvold', 'iM', '312', 'ery', '▁et', '▁ju', 'oint', 'oris', 'aging', 'ained', '▁gene', '-00177', '-00278', 'Kelley', '▁catch', '▁bodies', '▁flying', '▁decades', '▁reflect', '▁invented', '▁possibly', '▁programs', '▁biological', 'BarrySchwartz', 'Ellen', 'anj', 'bel', 'olve', 'Turok', 'eters', '▁swim', '-00384', '-00531', '-00598', '-00624', '-00700', 'Savage', 'ulated', '▁coast', '▁helped', '▁focused', '▁meeting', 'Sheryl', 'Ob', '010', 'ela', 'Dian', '-00554', '-00608', '▁email', '▁twice', '▁career', '▁desert', '▁markets', '_2005-008', '▁terrible', 'Sarah', 'ni', '001', '028', '369', 'Paw', 'lan', 'illa', 'inaD', '▁ord', '▁rom', '▁sam', 'Griff', 'leton', '▁Mark', '▁Rory', '-00464', '-00467', '-00614', '-00694', 'ynthia', '▁basis', '▁below', 'inaDugan', '▁nations', '▁respond', 'cr', 'li', '069', '078', 'die', 'ird', 'och', 'ands', 'ball', 'ells', 'imee', '▁tax', 'arasw', '▁Marc', '▁harm', '▁vacc', '-00516', '-00551', '-00724', '-00728', '-00734', '-00774', 'Steiner', '▁coffee', '▁honest', '▁resist', '▁strugg', '▁weight', 'araswati', 'ulations', '▁surgery', '▁original', '▁molecules', 'eslieMorgan', '▁conference', '▁infrastructure', 'Tal', 'JanineBenyus', '161', '241', '912', '918', '950', '973', '987', 'hib', 'ango', 'iber', '▁mos', '▁sor', '-0103', 'Klein', 'rogen', '▁conc', '▁ecos', '▁loss', '-00397', '-00448', '-00600', '-00651', '-00717', '▁liber', '▁aspect', '▁flight', '▁german', '▁indian', '▁insect', '▁police', '▁atmosphere', '▁unfortunately', 'PaulMacCready', 'Taylor', 'uy', '319', 'Dick', 'aign', '-00326', 'Hillis', '▁total', '▁notion', 'Margaret', '_2011-01', 'nyHillis', '▁attract', '▁washing', '_2009-008', '▁campaign', '▁daughter', '▁communicate', '▁sustainable', '▁intelligence', '▁Jack', 'ChrisAbani', 'ChrisAnderson', '083', '330', '▁da', 'Nick', 'Maeda', '▁tail', '-00086', '-00378', '-00732', '-00794', '▁displ', '▁river', '▁appear', '▁eating', '▁female', '▁supply', '▁related', '▁profound', 'Lisa', '245', '919', 'Bal', 'Mes', 'Nor', 'obs', '▁', 'e', 't', 'a', 'o', 'i', 'n', 's', '0', 'r', 'h', 'l', 'd', 'u', 'c', '-', 'm', 'y', 'p', '1', 'w', 'g', '2', 'f', 'b', '9', 'v', '3', 'k', '4', '5', '7', '_', '6', '8', '.', "'", 'G', 'S', 'x', 'P', 'j', 'B', 'J', 'M', 'z', 'D', 'R', 'X', 'A', 'C', 'q', 'K', 'L', 'W', 'H', 'T', 'E', 'N', 'F', 'I', 'Z', 'U', 'V', 'O', 'Y', 'Q', 'ă', 'ō', 'ť'], token_bias={'ssl': (256, 2256), 'text_bpe': (2256, 7253), 'special_token': (0, 256)}, encoder_decoder_format=False, speaker_prompt_length=150, pad_speaker_prompt=True, init=None, reflm=None, use_preprocessor=True, subword_choice='sentencepiece', subword_model='data/token_list/ssl_asr_tedlium2/text_bpe', non_linguistic_symbols=None, cleaner=None, g2p='g2p_en', codec_token_per_frame=1, codec_token_in_use=1, codec_ssl_corrupt_prob=0.0, loss_region='target', modality_weights={'ssl': 1.0, 'codec': 0.125, 'text_bpe': 1.0, 'special_token': 10.0}, asr_apply_time_mask=True, asr_time_mask_config={'mask_width_ratio_range': [0.0, 0.05], 'num_mask': 10}, transformer='builtin', transformer_conf={'n_ctx': 3600, 'n_state': 512, 'n_head': 4, 'n_layer': 12, 'qk_norm': True}, corelm='ar_delay', corelm_conf={'share_emb': False}, tokenizer=None, tokenizer_conf={}, model='espnet', model_conf={}, required=['output_dir', 'token_list', 'token_bias'], version='202402', distributed=False)
66
+ [gpub001] 2024-11-02 18:12:12,523 (abs_task:1492) INFO: Skipping collect_feats in collect_stats stage.
67
+ # Accounting: time=369 threads=1
68
+ # Ended (code 0) at Sat Nov 2 18:12:39 CDT 2024, elapsed time 369 seconds
dump/raw_ssl_asr_tedlium2/dev/stats/logs/collect_stat.12.log ADDED
@@ -0,0 +1,68 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ # python3 -m espnet2.bin.speechlm_train --collect_stats true --use_preprocessor true --token_list data/token_list/ssl_asr_tedlium2/token_list.json --token_bias data/token_list/ssl_asr_tedlium2/token_bias.json --non_linguistic_symbols none --cleaner none --g2p g2p_en --subword_choice sentencepiece --subword_model data/token_list/ssl_asr_tedlium2/text_bpe --multi_task_dataset true --output_dir dump/raw_ssl_asr_tedlium2/dev/stats/split32/12 --config conf/train_delay_asr_small.yaml --train_data_path_and_name_and_type dump/raw_ssl_asr_tedlium2/dev/stats/split32/12/data.json,_,dataset_json
2
+ # Started at Sat Nov 2 18:06:29 CDT 2024
3
+ #
4
+ /work/nvme/bbjs/jtian1/espnet_ta/tools/miniconda3/envs/espnet_ta/bin/python3 /work/nvme/bbjs/jtian1/espnet_ta/espnet2/bin/speechlm_train.py --collect_stats true --use_preprocessor true --token_list data/token_list/ssl_asr_tedlium2/token_list.json --token_bias data/token_list/ssl_asr_tedlium2/token_bias.json --non_linguistic_symbols none --cleaner none --g2p g2p_en --subword_choice sentencepiece --subword_model data/token_list/ssl_asr_tedlium2/text_bpe --multi_task_dataset true --output_dir dump/raw_ssl_asr_tedlium2/dev/stats/split32/12 --config conf/train_delay_asr_small.yaml --train_data_path_and_name_and_type dump/raw_ssl_asr_tedlium2/dev/stats/split32/12/data.json,_,dataset_json
5
+ [gpub001] 2024-11-02 18:12:06,732 (speechlm:340) INFO: Vocabulary size: 7253
6
+ [gpub001] 2024-11-02 18:12:06,746 (speechlm:351) INFO: Token Bias: {'ssl': (256, 2256), 'text_bpe': (2256, 7253), 'special_token': (0, 256)}
7
+ [gpub001] 2024-11-02 18:12:07,381 (loss:36) WARNING: The specified modality codec is not in token_bias. Skip it
8
+ [gpub001] 2024-11-02 18:12:07,753 (abs_task:1451) INFO: pytorch.version=2.4.0, cuda.available=True, cudnn.version=90100, cudnn.benchmark=False, cudnn.deterministic=True
9
+ [gpub001] 2024-11-02 18:12:07,755 (abs_task:1452) INFO: Model structure:
10
+ ESPnetSpeechLMModel(
11
+ (corelm): ARDelayLM(
12
+ (decoders): TransformerDecoder(
13
+ (pos_emb): Embedding(128, 128)
14
+ (blocks): ModuleList(
15
+ (0-3): 4 x ResidualAttentionBlock(
16
+ (attn): MultiHeadAttention(
17
+ (query): Linear(in_features=128, out_features=128, bias=True)
18
+ (key): Linear(in_features=128, out_features=128, bias=False)
19
+ (value): Linear(in_features=128, out_features=128, bias=True)
20
+ (out): Linear(in_features=128, out_features=128, bias=True)
21
+ )
22
+ (attn_ln): LayerNorm((128,), eps=1e-05, elementwise_affine=True)
23
+ (attn_dropout): Dropout(p=0.0, inplace=False)
24
+ (mlp): Sequential(
25
+ (0): Linear(in_features=128, out_features=512, bias=True)
26
+ (1): GELU(approximate='none')
27
+ (2): Linear(in_features=512, out_features=128, bias=True)
28
+ )
29
+ (mlp_ln): LayerNorm((128,), eps=1e-05, elementwise_affine=True)
30
+ (mlp_dropout): Dropout(p=0.0, inplace=False)
31
+ )
32
+ )
33
+ (ln): LayerNorm((128,), eps=1e-05, elementwise_affine=True)
34
+ )
35
+ (emb): Embedding(7253, 128)
36
+ (lm_head): Linear(in_features=128, out_features=7253, bias=False)
37
+ (head_emb): Embedding(12, 128)
38
+ )
39
+ (criterion): SpeechLMCrossEntropyLoss()
40
+ )
41
+
42
+ Model summary:
43
+ Class Name: ESPnetSpeechLMModel
44
+ Total Number of model parameters: 2.67 M
45
+ Number of trainable parameters: 2.67 M (100.0%)
46
+ Size: 10.67 MB
47
+ Type: torch.float32
48
+ [gpub001] 2024-11-02 18:12:07,755 (abs_task:1455) INFO: Optimizer:
49
+ AdamW (
50
+ Parameter Group 0
51
+ amsgrad: False
52
+ betas: [0.9, 0.95]
53
+ capturable: False
54
+ differentiable: False
55
+ eps: 1e-08
56
+ foreach: None
57
+ fused: None
58
+ initial_lr: 0.001
59
+ lr: 2.5e-07
60
+ maximize: False
61
+ weight_decay: 0.01
62
+ )
63
+ [gpub001] 2024-11-02 18:12:07,755 (abs_task:1456) INFO: Scheduler: WarmupLR(warmup_steps=4000)
64
+ [gpub001] 2024-11-02 18:12:08,036 (abs_task:1465) INFO: Saving the configuration in dump/raw_ssl_asr_tedlium2/dev/stats/split32/12/config.yaml
65
+ [gpub001] 2024-11-02 18:12:12,125 (abs_task:1476) INFO: Namespace(config='conf/train_delay_asr_small.yaml', print_config=False, log_level='INFO', drop_last_iter=True, dry_run=False, iterator_type='sequence', valid_iterator_type=None, output_dir='dump/raw_ssl_asr_tedlium2/dev/stats/split32/12', ngpu=0, seed=0, num_workers=6, num_att_plot=0, dist_backend='nccl', dist_init_method='env://', dist_world_size=None, dist_rank=None, local_rank=None, dist_master_addr=None, dist_master_port=None, dist_launcher=None, multiprocessing_distributed=False, unused_parameters=False, sharded_ddp=False, use_fsdp=False, min_num_params_fsdp=30000000.0, use_deepspeed=False, deepspeed_config=None, deepspeed_step_sync=True, cudnn_enabled=True, cudnn_benchmark=False, cudnn_deterministic=True, use_tf32=False, collect_stats=True, write_collected_feats=False, max_epoch=80, patience=None, val_scheduler_criterion=('valid', 'loss'), early_stopping_criterion=('valid', 'loss', 'min'), best_model_criterion=[['valid', 'total_count', 'max']], keep_nbest_models=[10], nbest_averaging_interval=0, grad_clip=5, grad_clip_type=2.0, grad_noise=False, accum_grad=1, no_forward_run=False, resume=False, train_dtype='float32', use_amp=True, max_loss_scale=10000000000.0, log_interval=200, use_matplotlib=True, use_tensorboard=True, create_graph_in_tensorboard=False, use_wandb=False, wandb_project=None, wandb_id=None, wandb_entity=None, wandb_name=None, wandb_model_log_interval=-1, detect_anomaly=False, use_adapter=False, adapter='lora', save_strategy='all', adapter_conf={}, pretrain_path=None, init_param=[], ignore_init_mismatch=False, freeze_param=[], num_iters_per_epoch=5000, batch_size=20, valid_batch_size=None, batch_bins=60000, valid_batch_bins=None, sampler_allow_duplication=False, train_shape_file=[], valid_shape_file=[], batch_type='numel', valid_batch_type=None, fold_length=[], sort_in_batch='descending', shuffle_within_batch=False, sort_batch='descending', multiple_iterator=False, chunk_length=500, 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'ley', 'io', 'iness', '▁grow', 'ied', 'arry', 'ific', '▁project', 'Ke', 'ably', 'cept', 'ross', '▁partic', 'arch', '▁stu', '▁cr', '-0088', '▁data', '▁mus', '▁read', 'ced', '▁move', '▁whole', '▁mom', 'ience', '▁children', '▁rep', '▁million', '▁second', 'arm', '▁inform', '▁cor', '-0007', '9-01', '▁doesn', '▁gener', 'land', 'ways', '▁cap', 'Ne', '▁care', 'ett', 'conom', '▁doll', 'ote', '▁book', 'ute', '▁done', '▁wanted', '▁el', '▁lar', '▁econom', '▁poss', '▁chang', '-0017', 'Jon', 'ds', '▁love', '▁pict', '▁expl', 'En', '▁fifty', '▁univer', '▁att', '▁health', '▁believe', 'its', '▁thirty', '▁trying', '▁afric', '▁bus', '▁live', '▁organ', '-0006', 'And', '▁beh', 'El', '▁bi', '▁ok', 'selves', 'ational', '▁away', 'ative', 'ork', 'rop', 'ural', '▁hard', '▁space', '▁sub', '▁pres', '▁supp', '-0094', '▁acc', 'me', 'ism', '1-01', 'nect', '▁cou', '▁tri', '▁less', 'vers', '▁str', '▁always', '▁ever', '▁money', '▁women', '▁form', '▁using', '▁working', 'els', '▁vis', 'Ar', 'ruct', '▁everything', 'Ph', '_19', '-0022', '▁nine', 'Ben', '▁inf', '▁energ', '▁int', 'eng', '▁country', 'gg', 'hing', '▁information', 'att', 'aces', '▁prob', 'teen', '▁thinking', '▁T', '▁open', '-0016', '▁hand', 'ives', '▁mod', '▁anim', '▁L', '▁means', '▁mind', '▁took', 'que', '-0011', '▁seven', 'rew', '▁spec', '▁energy', '-0026', '▁nin', 'ments', '▁create', 'ron', 'ead', '▁sw', 'Bill', '▁sing', '▁run', 'Hans', 'ng', 'ps', 'Will', '▁food', '▁process', '▁home', '▁reg', '▁fut', 'ries', '▁sense', '▁number', 'aut', '▁tru', '▁left', '▁resp', '▁quite', 'ton', '▁mark', 'ek', '▁kids', '▁wo', 'Fran', '▁interesting', '▁earth', '▁sk', '▁beg', '▁dem', '▁hal', 'hip', '▁David', '▁met', '-0027', '-0037', '▁times', '-0098', 'ital', '▁lead', '▁become', '▁enough', '▁building', '▁future', 'ank', '▁z', '▁best', '▁stuff', 'led', 'lear', 'wh', 'Ros', '▁elect', '▁connect', '▁pat', '▁intern', 'Michael', '-0012', '▁comes', '▁making', '▁probably', '▁compan', '▁contro', 'vern', '▁frie', 'ret', '▁air', 'ready', '▁getting', '▁head', 'ond', '▁pub', '▁prog', 'ues', '▁glob', '83', 'ever', '▁govern', 'ham', 'ots', 'berg', '▁half', '▁conf', '▁social', 'Robert', '▁env', 'ala', '▁col', '▁grou', '▁month', 'idd', 'ouse', '▁body', 'ertain', '▁ty', '▁pie', '▁pop', '▁room', '85', '▁thank', '▁science', '▁hist', '▁walk', '▁fun', 'Bl', 'Mar', 'iew', 'ention', '▁side', 'amer', '▁char', '▁talking', '-0047', '-0032', 'ows', 'ories', '-0021', 'rand', 'anS', '▁phys', '▁stand', '▁war', 'Phil', '-0036', 'iting', '▁cur', 'ient', 'wart', '▁top', '-0046', '▁dist', '▁set', '▁without', 'cy', 'atz', 'orge', '▁sev', '-0002', 'iron', 'br', '▁environ', 'orn', '▁wonder', '▁sign', 'ont', '▁happened', 'omas', '82', '▁eas', 'ime', 'osh', 'Brown', '▁educ', 'sw', '▁cult', '89', '-0066', 'ogra', 'Cl', '▁seem', '▁such', '▁pret', 'imate', 'olution', '41', '47', '86', 'na', '▁answ', '▁beaut', '▁bring', 'Richard', '▁basically', 'Char', '▁dollars', 'ten', '▁hour', 'James', '▁living', '▁job', '▁rese', '▁fig', '▁effect', '▁pretty', 'ield', '▁far', '▁anything', 'iel', '45', 'Chris', '▁Dan', '-0077', '▁picture', '49', '▁africa', '▁add', '▁across', '▁dr', '▁mach', '▁prot', '▁coming', '▁val', '▁keep', '▁city', 'ared', '▁reason', '▁moment', '▁else', '▁phot', 'ew', 'rib', '-0100', '▁planet', '▁land', '▁level', 'lf', '▁goes', 'Gl', 'aid', '▁scient', '▁business', '80', 'ivid', '▁sound', '▁simple', '▁pass', '▁having', 'aps', '-0101', 'uring', '▁research', '▁prof', '▁matter', 'ices', '▁bad', '▁global', '▁teach', '42', 'ince', '▁lives', '▁particular', 'ograph', 'af', '-0031', '-0042', '▁opp', '▁ideas', '▁case', '▁environment', 'ai', '-0102', '▁countries', '▁begin', '▁imagine', 'ters', '▁told', 'Har', 'bor', 'cial', '▁rob', '▁hope', '▁once', '▁says', '▁computer', '▁problems', 'Rob', 'imon', '-0051', '▁later', 'my', 'acy', 'cc', '▁mor', '▁family', '▁aut', '-0057', '▁def', '▁makes', '▁sit', '▁ways', '▁list', '▁young', '-0067', '▁experience', '▁dise', '▁happens', 'eil', '▁mem', '▁forty', '▁age', '46', '▁saw', 'Ab', 'ony', '-0056', '▁both', '▁within', '▁amaz', '▁rest', '▁seen', '▁mil', '_1998', '▁days', 'ipp', 'George', '▁remem', 'den', 'iter', '▁single', '▁billion', 'Denn', '▁stop', '40', '-0005', 'amp', '▁ey', 'most', 'ying', '▁dev', '▁cells', 'William', 'ants', '▁lang', 'ization', 'ulation', '▁yet', '▁state', '-0009', '88', '▁complete', '▁men', 'aP', 'yl', '▁K', '▁inside', '▁states', '▁par', '43', 'HansRos', '▁certain', 'HansRosling', 'ani', 'ney', '▁remember', '▁music', 'Sm', 'str', '▁che', '▁face', '▁langu', '▁ref', '▁history', '▁whether', 'Ram', '▁loc', 'where', '▁dire', '▁test', '▁polit', '▁while', '-0052', '▁exc', '▁heart', '▁cost', '▁vir', 'ister', 'ilt', '-0003', '▁pain', '▁nothing', '▁bre', '▁almost', '-0033', '▁self', '-0041', '▁watch', '▁asked', '▁suc', 'itive', 'Charles', 'ality', '▁vide', 'rick', '▁sure', 'aur', 'ury', '-0015', 'reas', '▁net', 'An', '▁equ', '▁answer', 'ences', 'aly', 'ortun', '▁cond', '▁saying', '▁already', '▁fore', '▁looks', '▁contin', '▁incred', '▁inte', 'Be', '-012', '▁possible', 'Wol', '-0013', '-0104', '▁figure', '▁product', 'Thomas', '▁wrong', '▁community', '▁lab', '▁looked', 'imes', 'less', 'Frank', 'iddle', '▁speak', '▁control', 'ided', 'Jonathan', '▁leg', '▁hear', '▁public', 'ior', 'ivity', '▁Paul', '▁sou', '-0076', '▁individ', '▁everybody', 'oot', 'augh', '▁large', 'ole', 'lish', '▁mag', '87', 'van', '▁treat', '▁law', '▁often', '▁mar', 'uge', 'osed', 'Green', 'ream', '▁guy', '▁sec', 'ape', 'ug', 'ined', '-0023', '-0087', 'ides', '▁tre', '-0019', '-0029', '▁amazing', '▁ted', '▁unt', '▁program', 'ero', '▁ant', '▁cancer', '▁ge', 'pect', 'unch', '▁mater', '▁line', '▁chall', '▁couple', '▁engine', '▁class', 'ruce', '▁gir', '▁fund', 'Christ', 'sh', 'ene', '▁kill', '▁news', '▁disco', 'elly', '▁gi', 'eff', '▁order', '▁pri', '▁allow', 'rog', '▁C', 'ware', '▁ass', '▁iss', '▁piece', '▁fil', '▁somet', 'side', 'ns', 'Stef', '▁built', '▁nature', 'ages', 'itch', 'off', '-0025', '▁exact', '▁months', '▁myself', '▁beautif', '▁god', '-0062', 'ering', '▁true', '▁universe', '-0055', '▁instead', 'jor', 'utes', '▁abs', 'yn', '▁ret', '-0072', '▁model', '▁government', '▁group', '▁heard', 'aK', 'uan', 'arent', '▁market', '▁united', 'lyn', '▁nor', 'Kevin', '▁entire', '▁education', '▁foll', 'Lee', '▁house', 'Jack', 'oshu', '▁places', 'get', '▁species', 'Se', '▁full', '▁ninety', 'row', '▁train', '▁yes', '▁middle', '-0061', '▁must', '▁John', '▁deep', '▁free', '▁sometimes', 'ison', '▁oce', 'ider', '-0106', '▁itself', '▁language', 'rey', '▁green', '▁until', '▁someone', 'Ed', '-0045', '▁object', '▁result', 'ctor', '▁cal', '▁pay', 'raham', '▁behav', '▁front', 'ructure', '81', 'atic', '▁dra', '▁red', '▁words', '▁somebody', '▁isn', '▁okay', '▁video', '▁internet', '▁beautiful', 'Ad', '-0071', '▁const', '▁third', '▁deal', '▁night', 'work', '▁aff', '▁pos', '▁girl', '▁tool', '▁success', 'tern', '▁huge', 'ung', 'omes', '▁quick', '▁turns', '-0039', '▁arch', '▁rather', 'ases', 'ately', 'olas', '▁experim', '-0107', '▁disease', '▁Sh', 'phen', '▁view', '▁spend', '▁D', 'win', 'vious', '▁kinds', '▁taking', '▁av', '▁mic', '▁works', '▁complex', '▁det', '▁inn', '▁woman', 'Stewart', '▁indust', '▁though', '▁hy', '-0035', 'aster', '▁completely', 'cl', 'bers', '▁foc', '▁wind', '▁rev', '▁since', '▁follow', '▁ste', '▁share', 'icholas', '▁del', 'quez', '-0053', 'ites', '▁happening', '▁di', '-0082', '▁along', '▁mother', 'etic', 'Ken', 'Enri', 'anna', '-0086', 'acter', 'uanEnri', 'uanEnriquez', 'ror', '▁ris', '-0049', '▁students', 'bs', 'ired', 'ental', '▁bott', '▁eighty', 'Re', '▁past', 'Stephen', '▁focus', 'uck', 'face', '▁word', '▁society', 'Mac', 'ians', '▁dep', '▁dri', '▁close', '▁india', '▁decided', 'lex', 'ales', '▁study', 'anK', '▁math', 'ats', 'Bur', '▁oil', '▁mass', 'he', 'uss', '▁ca', '▁hours', '▁var', 'ional', '▁knew', '▁meas', 'ove', 'aper', '▁Peter', 'oice', '-0043', '▁stories', 'Dun', 'irc', '▁ourselves', 'enti', 'wards', '▁area', '▁animals', '▁rad', '▁everyone', 'Sher', 'istic', '▁gets', '▁bir', '▁liter', '▁themselves', 'line', '▁sun', 'Mark', '▁learned', '44', 'ern', 'ogn', 'artin', 'olved', '▁game', '▁wasn', '▁america', 'Clay', 'rove', '-0108', '▁meet', '▁early', '▁became', '▁exactly', 'rug', '▁company', 'ocr', '▁name', '▁collect', 'Tim', '▁norm', '▁fifteen', '▁friends', '▁thousands', '▁dig', '-0081', '▁circ', '▁minutes', 'ules', '▁mot', 'Jul', 'ax', 'Bar', '▁imm', 'ision', '▁oper', '▁created', 'oz', 'gest', '▁sixty', 'ode', '▁machine', '▁relations', '-0097', '▁field', '▁amount', '▁present', 'inson', '▁lots', '▁pred', 'well', '▁bab', '▁fly', '▁step', '▁clear', '▁id', '▁ones', '▁seventy', 'ract', 'cing', '▁sens', '▁univers', '▁discover', 'ential', '▁century', 'ma', 'awk', '▁invest', '▁aud', '▁fish', '▁systems', '▁american', 'ator', '▁diffic', '▁against', 'Daniel', '▁team', 'ability', 'ones', '▁bro', '▁eur', '▁oth', '▁pur', '-0096', '▁guys', '▁listen', 'ption', '▁inde', '▁outside', 'ike', 'ibly', '▁Bill', '▁others', 'Jac', 'ny', 'haps', 'ature', '▁least', '▁protect', '▁technolog', 'reg', '▁perhaps', 'ster', '▁miss', '▁stre', 'itting', '▁natural', 'pend', '▁mill', '▁micro', '▁opportun', 'mer', '▁ill', 'Gar', 'elt', '▁hold', '▁neur', 'ush', '▁scale', '▁center', 'Good', '▁fre', '▁typ', '▁china', '▁culture', '▁interact', '▁H', 'up', 'imb', '▁es', '▁couldn', '▁difference', '▁appro', '▁pot', '▁sym', '▁innov', '-0010', 'ients', 'utions', '▁based', '▁colle', 'rian', '▁happy', '▁recent', '▁ocean', 'iving', '▁prop', '▁york', '▁learning', 'app', 'Mull', '▁cra', '▁gave', '▁mess', '▁prov', '▁extra', '▁during', 'ral', '-0069', '▁terms', 'right', 'itions', '▁takes', 'Anderson', '▁beginning', '▁questions', 'ok', '▁worked', '_2002-01', 'Bre', '▁finally', '▁communic', '▁Michael', 'ted', '▁wa', '-0065', '▁cut', '-0059', 'inary', '▁instit', '▁non', '▁exist', '▁moving', 'ox', '▁tem', '▁black', '-0030', '-0092', '▁common', 'aul', '_2001', '▁given', '▁wonderful', '▁population', '▁relationship', 'sy', 'Lev', '▁expect', 'erz', '▁size', 'verage', '▁behavior', 'olute', '▁death', 'lli', '▁won', '-0091', 'abeth', '▁democr', '▁seeing', 'ee', '▁vi', '▁fall', '▁break', '▁patter', '▁electric', '▁difficult', 'ts', 'Ant', '▁ve', '▁low', '-0020', '▁grand', '▁leave', 'izabeth', '▁record', '▁short', '▁absolute', '▁taken', 'ully', '▁adv', '▁jour', '▁serv', '▁oh', '▁fail', '▁intell', '-0063', '▁wall', '▁super', '▁parent', 'Ma', '▁ess', '▁occ', '▁drug', '▁sour', 'Graham', '▁europe', 'ste', '▁chem', '▁parts', 'ination', '▁explain', 'ged', 'not', 'ency', '▁emp', '▁ap', '▁local', '▁media', '▁obvious', '▁P', 'ium', '▁er', 'eline', 'ident', '▁changed', '▁image', 'sc', 'umb', 'ither', '▁relig', '▁direct', '▁support', '▁wee', '▁turned', 'Ag', 'xy', 'stein', '▁simp', '▁cities', 'itect', '▁pick', '▁consum', '▁surface', '▁architect', '▁Robert', '▁major', '▁reach', '▁evolution', 'Shir', 'yc', 'wor', 'usan', '▁access', '▁perform', '▁cle', '-0075', '▁south', '▁Al', 'aS', '▁sud', '▁began', 'oph', '▁ple', '▁tot', '▁ident', '▁yourself', '▁blue', '▁simply', '▁whatever', 'lec', 'ule', 'sych', '▁cop', 'mi', '▁jo', 'aren', 'cious', '▁surv', 'isa', 'Pink', '▁sum', '▁needs', '▁repres', 'rad', 'ried', '▁easy', '▁national', 'Bruce', 'aring', '▁film', 'iant', '▁longer', 'we', 'Gold', 'ills', '▁trad', '▁week', 'ameron', '▁Steven', 'Mor', 'Tur', 'han', 'amin', 'avor', '-0040', 'astic', '▁eyes', 'idence', '▁James', '▁psych', 'He', 'uses', 'Eric', 'hr', '▁known', '▁personal', '▁structure', '▁interested', 'pris', '▁foot', '▁vers', '▁areas', '▁friend', '▁photograph', 'Wh', '▁incl', 'uclear', '▁hands', '▁ability', 'Don', 'ama', '▁white', 'Jan', 'hry', 'fully', 'oster', '▁key', '▁powerful', 'ola', 'rent', '▁arg', 'ological', 'gle', '▁sent', '▁event', 'uel', '▁cannot', 'At', '▁civ', '▁dark', '▁resour', '▁dna', 'Shirky', '▁press', 'ClayShirky', 'bar', 'ouch', '▁twel', '▁economic', '▁realized', 'erv', '▁fac', 'Dennett', '▁behind', 'iO', 'fect', '▁mov', '-0073', '-0079', 'ledge', 'osp', 'pid', 'ump', 'Less', 'ilar', '▁felt', '▁tried', '▁measure', '▁quickly', '▁hundreds', '▁Jon', '-0050', 'Gehry', '▁orig', '▁molec', '▁needed', 'FrankGehry', 'Sto', '▁buy', 'bo', '▁bar', '▁pers', '▁requ', '▁situ', '▁robot', 'illiant', '▁reality', '▁ground', '▁economy', 'Joshu', 'Fis', 'Tom', 'oel', 'ude', 'more', '▁impact', 'amm', '▁sex', 'izing', 'aj', 'itra', 'rest', 'ivers', '▁desc', '▁weeks', '▁sudden', '▁companies', 'hood', 'ples', '▁squ', '▁transform', 'ogue', 'ented', '▁gone', '▁north', '▁bottom', 'aB', '▁soft', '▁incredible', '▁individual', '▁main', 'Harris', '▁blood', 'ibility', '▁humans', '▁travel', '▁twelve', '▁approach', '▁development', 'olm', 'olin', 'Kelly', '▁feet', '▁famil', '▁recogn', '▁enc', '▁emot', '▁stay', '▁extre', '▁spent', '▁value', 'oms', 'Larry', '▁pull', 'rought', '▁father', '▁fear', '▁slow', '▁books', '▁pract', '▁profess', '▁political', 'Coll', '▁sav', '-0060', 'awkins', 'arrySch', '▁climate', '▁technologies', 'ka', '▁eat', '-0085', '▁dream', '▁changes', 'urb', '▁Mar', '▁har', '▁tas', 'Simon', 'ators', '▁lost', 'Wil', 'ataM', 'oward', 'ropon', '▁disc', 'ugataM', '▁sitting', 'ugataMitra', 'ively', 'entially', 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'▁Jan', '011', '346', '368', '546', '944', 'bol', 'ona', 'Roth', 'etry', 'ippe', '▁pan', '▁vict', '-00574', '▁deliver', '▁various', '▁version', '_2007-007', 'Rachel', 'zz', '007', '023', '315', 'ims', 'odin', 'olom', 'sequ', '▁mix', '▁drop', '▁pack', '-00238', '-00336', '-00424', '-00508', 'Warren', 'ipping', '▁achieve', '▁physics', '▁listening', '▁production', 'aF', '009', '021', '926', '978', 'acre', 'aryn', '▁hyd', '▁swe', '▁unl', '▁anal', '▁tiss', '-00131', '-00191', '-00306', '-00307', '-00401', '-00416', '-00526', 'Chryst', 'atrick', '▁broad', '▁virus', '▁afghan', '▁author', '▁levels', '▁stress', '▁himself', '▁strateg', 'utherland', '▁painting', 'RobertFull', 'Laur', '▁Sher', '004', '070', '335', '928', 'iet', 'igV', 'raigV', '▁inse', '-00066', '-00308', '-00392', '-00558', '▁alive', '▁capac', '▁price', '▁worse', '▁actual', '▁brains', '▁surger', 'atically', 'arynSimon', '▁controll', '▁services', 'raigVenter', 'Jennifer', 'FeisalAbdulRauf', '044', '347', '360', '361', '567', '913', '929', '942', 'put', 'ulf', 'amic', '▁sus', 'Godin', 'Jamie', 'oller', 'rient', '▁wait', '-00358', '▁unique', '▁provide', '▁Y', 'eda', 'airs', 'iers', 'raft', '▁ign', '▁unc', 'ought', '-00201', '-00256', '-00296', '-00337', '-00400', 'Ricard', '▁oxygen', '▁remind', 'Philippe', '▁including', '▁industrial', 'atthieuRicard', '005', '349', '▁hun', 'ounds', 'thern', '▁base', '-00258', '-00288', '-00427', '-00506', '-00674', '▁truly', '▁choose', '▁mental', '▁philos', '▁prison', '▁mention', '▁expensive', '▁traditional', '▁Joshu', 'oe', '030', '061', '099', '515', '949', '986', 'oid', 'ande', '▁Tom', '▁atm', '▁dyn', '-0105', 'eiler', '▁gold', '▁hall', '-00227', '-00297', '-00344', 'Hansen', 'ertrand', '▁values', 'Sutherland', '▁financial', '▁institutions', 'BillyGraham', 'Kam', 'cz', '048', '079', '084', '086', '348', '927', 'Jou', 'das', 'idis', '▁mut', '▁san', 'attle', 'enich', '▁prep', '-00178', '-00237', '-00314', '-00354', '-00454', '-00514', '-00528', 'Feiler', '▁board', 'Joubert', '▁afford', '▁employ', '▁plastic', 'Merzenich', '▁teaching', '▁americans', 'BreneBrown', 'RichardDawkins', 'wa', '020', '085', '363', '520', 'Hol', 'ube', 'feld', 'ycle', 'ynth', '▁cam', '▁harv', '▁roll', '▁task', '-00736', 'reeman', 'ricult', '▁blind', '▁Thomas', '▁commer', '▁determ', '▁famous', '▁policy', '▁express', '▁agricult', '▁families', '924', 'ede', 'ops', 'iels', '▁pen', '▁wide', '-00352', '-00436', 'Mullis', '▁range', '▁rights', '▁however', '▁massive', '▁neurons', 'aryMullis', '▁anywhere', '▁standard', '002', '339', '344', '568', '589', '968', 'akis', 'ancy', 'ches', '▁desp', '▁rule', '-00234', '-00294', '-00404', '-00524', '▁gradu', '▁slide', 'Branson', '_2007-008', '▁humanity', '▁religion', 'Christakis', 'Sal', '018', '325', '960', 'Ven', '▁cru', '▁kil', 'itude', 'thony', '-00324', '-00536', '-00584', '-00607', '-00627', 'Shimon', '▁Larry', '▁autom', 'Wolfram', '▁multip', '▁contrib', '▁familiar', '▁decisions', '▁effective', 'Mi', 'ta', '067', '320', '383', '384', '910', '940', 'ana', '▁pal', '▁conv', '▁fort', '-00364', '-00452', '-00484', '-00507', '-00658', '▁store', '▁trade', 'reasure', '▁mostly', '▁driving', '▁unfortun', '015', '540', '561', '961', 'edy', '▁ut', 'ased', 'roll', '▁thr', '▁fold', '-00197', '-00226', '-00291', '-00317', '-00328', '-00474', '-00557', '-00656', 'Ramdas', '▁optim', '▁genome', '▁evolved', '▁becoming', '▁cultural', '▁mountain', 'Rick', '074', '323', '513', '525', 'May', 'eal', 'oom', 'Diff', 'koll', 'ndon', 'umar', 'uted', '▁cat', '▁laws', '-00076', '-00414', '-00437', '-00494', '-00496', '-00498', '-00504', '-00544', '-00664', 'anRock', 'aCarter', '▁mobile', 'ielsDiff', 'joraCarter', '▁temperature', 'ielsDiffrient', 'Ny', 'Rh', '090', '510', '518', '586', '963', '970', 'aph', 'let', 'anth', 'Atala', 'Prest', 'Ramus', 'eless', 'rager', 'rince', '-00300', '-00304', '-00391', '-00426', '-00432', '▁airpl', '▁types', '▁nation', '▁networks', 'rinceRamus', 'thonyAtala', '▁direction', '▁fantastic', 'Christopher', '▁remarkable', '▁JuanEnriquez', 'BillStrickland', '▁Nicholas', 'JaneGoodall', 'Gr', 'of', '068', '277', '373', '378', '390', 'Mul', '▁ir', 'bell', 'eyer', '▁dar', 'ining', '▁blog', '-00232', '-00428', '-00458', '-00538', '-00567', '-00634', '-00702', 'vision', '▁whose', '▁slight', '▁Stephen', '▁citizens', '▁produced', '▁speaking', 'Emily', 'New', 'Newton', 'AM', 'Pu', '076', '313', '575', '587', 'nda', 'Bono', 'Gore', '▁dad', '▁bang', '▁fine', '▁heat', '▁radi', '-00252', '-00318', '-00537', '-00597', '-00638', 'inated', '▁concl', '▁final', '▁manage', 'Schocken', '▁seconds', '▁waiting', '▁increase', '▁independ', '▁throughout', 'StevenStrogatz', '266', '387', '544', '946', 'sey', 'the', 'aced', 'ugan', '▁doc', '▁mid', '▁ran', 'urman', '▁hair', '▁none', '-00274', '-00298', '-00616', '▁match', '▁motiv', '▁causes', '▁physic', '▁symbol', '▁ancient', '▁anymore', '▁Jane', '046', '053', '062', '063', '065', '082', '343', 'Vir', 'roy', 'Jill', 'Till', 'aind', 'iced', '-00406', '-00491', '-00502', '-00552', 'Joseph', 'olomon', '▁costs', '▁demon', 'inating', '▁consequ', '▁popular', '▁sixteen', '▁patterns', 'DanGilbert', '▁condition', '▁connection', '▁communication', '519', '560', '979', 'Mad', 'lly', '▁dan', '▁veh', 'antic', '▁appl', '▁uses', '-00408', 'iences', '▁apply', '▁impro', 'Thurman', '▁doctors', '▁private', '▁purpose', '▁directly', '▁diseases', '▁electron', '▁instance', '▁dangerous', '▁designers', '▁immediately', 'dam', '▁Rob', 'Eli', '▁Neil', '581', 'Tab', 'cks', 'odney', '▁mamm', '▁moon', '▁shot', '▁wood', '-00316', '-00434', '-00602', '-00626', 'Glenny', 'aindeB', '▁throw', 'aGlenny', '▁babies', '▁compon', '▁comfort', '▁willing', '▁politics', '▁following', '▁president', 'aindeBotton', 'Hall', 'Scott', 'LarryBrilliant', 'MalcolmGladwell', '573', '921', '983', 'acht', 'adow', 'come', 'lebr', 'ping', 'eties', '▁fasc', '▁weap', '-00407', '-00438', '-00456', '-00501', '-00631', 'Diller', 'Dunbar', '▁quant', '▁forces', '▁forget', '▁random', '▁enormous', '019', '080', '122', '523', '585', 'Walk', 'aron', 'aries', 'encer', '▁fash', '▁legs', '-00176', '-00394', '▁bridge', '▁celebr', '▁london', '▁useful', '▁survive', '_2007-009', '▁capacity', '▁pressure', '045', '521', '920', 'kel', '▁lat', 'oston', '▁coff', '-00332', '-00417', '-00604', '-00654', '-00704', 'otsman', '▁birds', '▁oppos', '▁integr', '▁invent', '▁method', 'ologists', '▁address', '▁fourteen', '▁surround', '▁television', '089', '362', '543', 'aKK', 'bal', 'eles', 'iles', 'Schne', 'aghav', '▁plat', '-00334', '-00351', '-00451', '-00718', '▁party', 'itation', 'ologist', '▁decade', 'Rockwell', 'aghavaKK', '▁greatest', '▁efficient', '▁challenges', '▁creativity', '▁performance', 'Bol', 'ened', '▁aid', '▁fit', '▁isl', 'angle', 'erner', 'itted', '▁jump', '▁wire', '-00431', '-00488', '-00532', '-00701', '▁loved', '▁parad', 'Botsman', 'Gabriel', '▁gather', '▁landsc', '▁shared', '▁effects', '▁infrast', '▁instrum', '▁journal', '▁prevent', '▁website', '▁laughter', '▁relative', '385', '959', 'ays', 'kes', 'oty', 'uct', 'vert', 'osaur', '▁copy', '▁musc', '▁tens', '-00248', '-00578', '-00594', '-00751', '▁bound', '▁radio', '▁easily', '▁struct', 'Treasure', '▁tremend', '_2006-008', '_2008-008', '▁demonstr', '▁understood', '▁neighborhood', '▁consciousness', 'Van', 'Ash', '166', '549', '925', '971', 'Ras', 'Row', 'rag', 'Ward', 'aime', 'aria', 'ceed', 'rees', 'vant', 'aimeL', '▁dram', '▁hole', '-00374', '-00396', '-00500', '-00606', '▁frank', '▁raise', '▁describ', '▁fashion', 'aimeLerner', 'Colin', 'NathanMyhrvold', 'iM', '312', 'ery', '▁et', '▁ju', 'oint', 'oris', 'aging', 'ained', '▁gene', '-00177', '-00278', 'Kelley', '▁catch', '▁bodies', '▁flying', '▁decades', '▁reflect', '▁invented', '▁possibly', '▁programs', '▁biological', 'BarrySchwartz', 'Ellen', 'anj', 'bel', 'olve', 'Turok', 'eters', '▁swim', '-00384', '-00531', '-00598', '-00624', '-00700', 'Savage', 'ulated', '▁coast', '▁helped', '▁focused', '▁meeting', 'Sheryl', 'Ob', '010', 'ela', 'Dian', '-00554', '-00608', '▁email', '▁twice', '▁career', '▁desert', '▁markets', '_2005-008', '▁terrible', 'Sarah', 'ni', '001', '028', '369', 'Paw', 'lan', 'illa', 'inaD', '▁ord', '▁rom', '▁sam', 'Griff', 'leton', '▁Mark', '▁Rory', '-00464', '-00467', '-00614', '-00694', 'ynthia', '▁basis', '▁below', 'inaDugan', '▁nations', '▁respond', 'cr', 'li', '069', '078', 'die', 'ird', 'och', 'ands', 'ball', 'ells', 'imee', '▁tax', 'arasw', '▁Marc', '▁harm', '▁vacc', '-00516', '-00551', '-00724', '-00728', '-00734', '-00774', 'Steiner', '▁coffee', '▁honest', '▁resist', '▁strugg', '▁weight', 'araswati', 'ulations', '▁surgery', '▁original', '▁molecules', 'eslieMorgan', '▁conference', '▁infrastructure', 'Tal', 'JanineBenyus', '161', '241', '912', '918', '950', '973', '987', 'hib', 'ango', 'iber', '▁mos', '▁sor', '-0103', 'Klein', 'rogen', '▁conc', '▁ecos', '▁loss', '-00397', '-00448', '-00600', '-00651', '-00717', '▁liber', '▁aspect', '▁flight', '▁german', '▁indian', '▁insect', '▁police', '▁atmosphere', '▁unfortunately', 'PaulMacCready', 'Taylor', 'uy', '319', 'Dick', 'aign', '-00326', 'Hillis', '▁total', '▁notion', 'Margaret', '_2011-01', 'nyHillis', '▁attract', '▁washing', '_2009-008', '▁campaign', '▁daughter', '▁communicate', '▁sustainable', '▁intelligence', '▁Jack', 'ChrisAbani', 'ChrisAnderson', '083', '330', '▁da', 'Nick', 'Maeda', '▁tail', '-00086', '-00378', '-00732', '-00794', '▁displ', '▁river', '▁appear', '▁eating', '▁female', '▁supply', '▁related', '▁profound', 'Lisa', '245', '919', 'Bal', 'Mes', 'Nor', 'obs', '▁', 'e', 't', 'a', 'o', 'i', 'n', 's', '0', 'r', 'h', 'l', 'd', 'u', 'c', '-', 'm', 'y', 'p', '1', 'w', 'g', '2', 'f', 'b', '9', 'v', '3', 'k', '4', '5', '7', '_', '6', '8', '.', "'", 'G', 'S', 'x', 'P', 'j', 'B', 'J', 'M', 'z', 'D', 'R', 'X', 'A', 'C', 'q', 'K', 'L', 'W', 'H', 'T', 'E', 'N', 'F', 'I', 'Z', 'U', 'V', 'O', 'Y', 'Q', 'ă', 'ō', 'ť'], token_bias={'ssl': (256, 2256), 'text_bpe': (2256, 7253), 'special_token': (0, 256)}, encoder_decoder_format=False, speaker_prompt_length=150, pad_speaker_prompt=True, init=None, reflm=None, use_preprocessor=True, subword_choice='sentencepiece', subword_model='data/token_list/ssl_asr_tedlium2/text_bpe', non_linguistic_symbols=None, cleaner=None, g2p='g2p_en', codec_token_per_frame=1, codec_token_in_use=1, codec_ssl_corrupt_prob=0.0, loss_region='target', modality_weights={'ssl': 1.0, 'codec': 0.125, 'text_bpe': 1.0, 'special_token': 10.0}, asr_apply_time_mask=True, asr_time_mask_config={'mask_width_ratio_range': [0.0, 0.05], 'num_mask': 10}, transformer='builtin', transformer_conf={'n_ctx': 3600, 'n_state': 512, 'n_head': 4, 'n_layer': 12, 'qk_norm': True}, corelm='ar_delay', corelm_conf={'share_emb': False}, tokenizer=None, tokenizer_conf={}, model='espnet', model_conf={}, required=['output_dir', 'token_list', 'token_bias'], version='202402', distributed=False)
66
+ [gpub001] 2024-11-02 18:12:12,126 (abs_task:1492) INFO: Skipping collect_feats in collect_stats stage.
67
+ # Accounting: time=369 threads=1
68
+ # Ended (code 0) at Sat Nov 2 18:12:38 CDT 2024, elapsed time 369 seconds
dump/raw_ssl_asr_tedlium2/dev/stats/logs/collect_stat.13.log ADDED
@@ -0,0 +1,68 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ # python3 -m espnet2.bin.speechlm_train --collect_stats true --use_preprocessor true --token_list data/token_list/ssl_asr_tedlium2/token_list.json --token_bias data/token_list/ssl_asr_tedlium2/token_bias.json --non_linguistic_symbols none --cleaner none --g2p g2p_en --subword_choice sentencepiece --subword_model data/token_list/ssl_asr_tedlium2/text_bpe --multi_task_dataset true --output_dir dump/raw_ssl_asr_tedlium2/dev/stats/split32/13 --config conf/train_delay_asr_small.yaml --train_data_path_and_name_and_type dump/raw_ssl_asr_tedlium2/dev/stats/split32/13/data.json,_,dataset_json
2
+ # Started at Sat Nov 2 18:06:29 CDT 2024
3
+ #
4
+ /work/nvme/bbjs/jtian1/espnet_ta/tools/miniconda3/envs/espnet_ta/bin/python3 /work/nvme/bbjs/jtian1/espnet_ta/espnet2/bin/speechlm_train.py --collect_stats true --use_preprocessor true --token_list data/token_list/ssl_asr_tedlium2/token_list.json --token_bias data/token_list/ssl_asr_tedlium2/token_bias.json --non_linguistic_symbols none --cleaner none --g2p g2p_en --subword_choice sentencepiece --subword_model data/token_list/ssl_asr_tedlium2/text_bpe --multi_task_dataset true --output_dir dump/raw_ssl_asr_tedlium2/dev/stats/split32/13 --config conf/train_delay_asr_small.yaml --train_data_path_and_name_and_type dump/raw_ssl_asr_tedlium2/dev/stats/split32/13/data.json,_,dataset_json
5
+ [gpub001] 2024-11-02 18:12:06,776 (speechlm:340) INFO: Vocabulary size: 7253
6
+ [gpub001] 2024-11-02 18:12:06,794 (speechlm:351) INFO: Token Bias: {'ssl': (256, 2256), 'text_bpe': (2256, 7253), 'special_token': (0, 256)}
7
+ [gpub001] 2024-11-02 18:12:06,813 (loss:36) WARNING: The specified modality codec is not in token_bias. Skip it
8
+ [gpub001] 2024-11-02 18:12:07,580 (abs_task:1451) INFO: pytorch.version=2.4.0, cuda.available=True, cudnn.version=90100, cudnn.benchmark=False, cudnn.deterministic=True
9
+ [gpub001] 2024-11-02 18:12:07,581 (abs_task:1452) INFO: Model structure:
10
+ ESPnetSpeechLMModel(
11
+ (corelm): ARDelayLM(
12
+ (decoders): TransformerDecoder(
13
+ (pos_emb): Embedding(128, 128)
14
+ (blocks): ModuleList(
15
+ (0-3): 4 x ResidualAttentionBlock(
16
+ (attn): MultiHeadAttention(
17
+ (query): Linear(in_features=128, out_features=128, bias=True)
18
+ (key): Linear(in_features=128, out_features=128, bias=False)
19
+ (value): Linear(in_features=128, out_features=128, bias=True)
20
+ (out): Linear(in_features=128, out_features=128, bias=True)
21
+ )
22
+ (attn_ln): LayerNorm((128,), eps=1e-05, elementwise_affine=True)
23
+ (attn_dropout): Dropout(p=0.0, inplace=False)
24
+ (mlp): Sequential(
25
+ (0): Linear(in_features=128, out_features=512, bias=True)
26
+ (1): GELU(approximate='none')
27
+ (2): Linear(in_features=512, out_features=128, bias=True)
28
+ )
29
+ (mlp_ln): LayerNorm((128,), eps=1e-05, elementwise_affine=True)
30
+ (mlp_dropout): Dropout(p=0.0, inplace=False)
31
+ )
32
+ )
33
+ (ln): LayerNorm((128,), eps=1e-05, elementwise_affine=True)
34
+ )
35
+ (emb): Embedding(7253, 128)
36
+ (lm_head): Linear(in_features=128, out_features=7253, bias=False)
37
+ (head_emb): Embedding(12, 128)
38
+ )
39
+ (criterion): SpeechLMCrossEntropyLoss()
40
+ )
41
+
42
+ Model summary:
43
+ Class Name: ESPnetSpeechLMModel
44
+ Total Number of model parameters: 2.67 M
45
+ Number of trainable parameters: 2.67 M (100.0%)
46
+ Size: 10.67 MB
47
+ Type: torch.float32
48
+ [gpub001] 2024-11-02 18:12:07,581 (abs_task:1455) INFO: Optimizer:
49
+ AdamW (
50
+ Parameter Group 0
51
+ amsgrad: False
52
+ betas: [0.9, 0.95]
53
+ capturable: False
54
+ differentiable: False
55
+ eps: 1e-08
56
+ foreach: None
57
+ fused: None
58
+ initial_lr: 0.001
59
+ lr: 2.5e-07
60
+ maximize: False
61
+ weight_decay: 0.01
62
+ )
63
+ [gpub001] 2024-11-02 18:12:07,581 (abs_task:1456) INFO: Scheduler: WarmupLR(warmup_steps=4000)
64
+ [gpub001] 2024-11-02 18:12:08,051 (abs_task:1465) INFO: Saving the configuration in dump/raw_ssl_asr_tedlium2/dev/stats/split32/13/config.yaml
65
+ [gpub001] 2024-11-02 18:12:12,215 (abs_task:1476) INFO: Namespace(config='conf/train_delay_asr_small.yaml', print_config=False, log_level='INFO', drop_last_iter=True, dry_run=False, iterator_type='sequence', valid_iterator_type=None, output_dir='dump/raw_ssl_asr_tedlium2/dev/stats/split32/13', ngpu=0, seed=0, num_workers=6, num_att_plot=0, dist_backend='nccl', dist_init_method='env://', dist_world_size=None, dist_rank=None, local_rank=None, dist_master_addr=None, dist_master_port=None, dist_launcher=None, multiprocessing_distributed=False, unused_parameters=False, sharded_ddp=False, use_fsdp=False, min_num_params_fsdp=30000000.0, use_deepspeed=False, deepspeed_config=None, deepspeed_step_sync=True, cudnn_enabled=True, cudnn_benchmark=False, cudnn_deterministic=True, use_tf32=False, collect_stats=True, write_collected_feats=False, max_epoch=80, patience=None, val_scheduler_criterion=('valid', 'loss'), early_stopping_criterion=('valid', 'loss', 'min'), best_model_criterion=[['valid', 'total_count', 'max']], keep_nbest_models=[10], nbest_averaging_interval=0, grad_clip=5, grad_clip_type=2.0, grad_noise=False, accum_grad=1, no_forward_run=False, resume=False, train_dtype='float32', use_amp=True, max_loss_scale=10000000000.0, log_interval=200, use_matplotlib=True, use_tensorboard=True, create_graph_in_tensorboard=False, use_wandb=False, wandb_project=None, wandb_id=None, wandb_entity=None, wandb_name=None, wandb_model_log_interval=-1, detect_anomaly=False, use_adapter=False, adapter='lora', save_strategy='all', adapter_conf={}, pretrain_path=None, init_param=[], ignore_init_mismatch=False, freeze_param=[], num_iters_per_epoch=5000, batch_size=20, valid_batch_size=None, batch_bins=60000, valid_batch_bins=None, sampler_allow_duplication=False, train_shape_file=[], valid_shape_file=[], batch_type='numel', valid_batch_type=None, fold_length=[], sort_in_batch='descending', shuffle_within_batch=False, sort_batch='descending', multiple_iterator=False, chunk_length=500, 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'ley', 'io', 'iness', '▁grow', 'ied', 'arry', 'ific', '▁project', 'Ke', 'ably', 'cept', 'ross', '▁partic', 'arch', '▁stu', '▁cr', '-0088', '▁data', '▁mus', '▁read', 'ced', '▁move', '▁whole', '▁mom', 'ience', '▁children', '▁rep', '▁million', '▁second', 'arm', '▁inform', '▁cor', '-0007', '9-01', '▁doesn', '▁gener', 'land', 'ways', '▁cap', 'Ne', '▁care', 'ett', 'conom', '▁doll', 'ote', '▁book', 'ute', '▁done', '▁wanted', '▁el', '▁lar', '▁econom', '▁poss', '▁chang', '-0017', 'Jon', 'ds', '▁love', '▁pict', '▁expl', 'En', '▁fifty', '▁univer', '▁att', '▁health', '▁believe', 'its', '▁thirty', '▁trying', '▁afric', '▁bus', '▁live', '▁organ', '-0006', 'And', '▁beh', 'El', '▁bi', '▁ok', 'selves', 'ational', '▁away', 'ative', 'ork', 'rop', 'ural', '▁hard', '▁space', '▁sub', '▁pres', '▁supp', '-0094', '▁acc', 'me', 'ism', '1-01', 'nect', '▁cou', '▁tri', '▁less', 'vers', '▁str', '▁always', '▁ever', '▁money', '▁women', '▁form', '▁using', '▁working', 'els', '▁vis', 'Ar', 'ruct', '▁everything', 'Ph', '_19', '-0022', '▁nine', 'Ben', '▁inf', '▁energ', '▁int', 'eng', '▁country', 'gg', 'hing', '▁information', 'att', 'aces', '▁prob', 'teen', '▁thinking', '▁T', '▁open', '-0016', '▁hand', 'ives', '▁mod', '▁anim', '▁L', '▁means', '▁mind', '▁took', 'que', '-0011', '▁seven', 'rew', '▁spec', '▁energy', '-0026', '▁nin', 'ments', '▁create', 'ron', 'ead', '▁sw', 'Bill', '▁sing', '▁run', 'Hans', 'ng', 'ps', 'Will', '▁food', '▁process', '▁home', '▁reg', '▁fut', 'ries', '▁sense', '▁number', 'aut', '▁tru', '▁left', '▁resp', '▁quite', 'ton', '▁mark', 'ek', '▁kids', '▁wo', 'Fran', '▁interesting', '▁earth', '▁sk', '▁beg', '▁dem', '▁hal', 'hip', '▁David', '▁met', '-0027', '-0037', '▁times', '-0098', 'ital', '▁lead', '▁become', '▁enough', '▁building', '▁future', 'ank', '▁z', '▁best', '▁stuff', 'led', 'lear', 'wh', 'Ros', '▁elect', '▁connect', '▁pat', '▁intern', 'Michael', '-0012', '▁comes', '▁making', '▁probably', '▁compan', '▁contro', 'vern', '▁frie', 'ret', '▁air', 'ready', '▁getting', '▁head', 'ond', '▁pub', '▁prog', 'ues', '▁glob', '83', 'ever', '▁govern', 'ham', 'ots', 'berg', '▁half', '▁conf', '▁social', 'Robert', '▁env', 'ala', '▁col', '▁grou', '▁month', 'idd', 'ouse', '▁body', 'ertain', '▁ty', '▁pie', '▁pop', '▁room', '85', '▁thank', '▁science', '▁hist', '▁walk', '▁fun', 'Bl', 'Mar', 'iew', 'ention', '▁side', 'amer', '▁char', '▁talking', '-0047', '-0032', 'ows', 'ories', '-0021', 'rand', 'anS', '▁phys', '▁stand', '▁war', 'Phil', '-0036', 'iting', '▁cur', 'ient', 'wart', '▁top', '-0046', '▁dist', '▁set', '▁without', 'cy', 'atz', 'orge', '▁sev', '-0002', 'iron', 'br', '▁environ', 'orn', '▁wonder', '▁sign', 'ont', '▁happened', 'omas', '82', '▁eas', 'ime', 'osh', 'Brown', '▁educ', 'sw', '▁cult', '89', '-0066', 'ogra', 'Cl', '▁seem', '▁such', '▁pret', 'imate', 'olution', '41', '47', '86', 'na', '▁answ', '▁beaut', '▁bring', 'Richard', '▁basically', 'Char', '▁dollars', 'ten', '▁hour', 'James', '▁living', '▁job', '▁rese', '▁fig', '▁effect', '▁pretty', 'ield', '▁far', '▁anything', 'iel', '45', 'Chris', '▁Dan', '-0077', '▁picture', '49', '▁africa', '▁add', '▁across', '▁dr', '▁mach', '▁prot', '▁coming', '▁val', '▁keep', '▁city', 'ared', '▁reason', '▁moment', '▁else', '▁phot', 'ew', 'rib', '-0100', '▁planet', '▁land', '▁level', 'lf', '▁goes', 'Gl', 'aid', '▁scient', '▁business', '80', 'ivid', '▁sound', '▁simple', '▁pass', '▁having', 'aps', '-0101', 'uring', '▁research', '▁prof', '▁matter', 'ices', '▁bad', '▁global', '▁teach', '42', 'ince', '▁lives', '▁particular', 'ograph', 'af', '-0031', '-0042', '▁opp', '▁ideas', '▁case', '▁environment', 'ai', '-0102', '▁countries', '▁begin', '▁imagine', 'ters', '▁told', 'Har', 'bor', 'cial', '▁rob', '▁hope', '▁once', '▁says', '▁computer', '▁problems', 'Rob', 'imon', '-0051', '▁later', 'my', 'acy', 'cc', '▁mor', '▁family', '▁aut', '-0057', '▁def', '▁makes', '▁sit', '▁ways', '▁list', '▁young', '-0067', '▁experience', '▁dise', '▁happens', 'eil', '▁mem', '▁forty', '▁age', '46', '▁saw', 'Ab', 'ony', '-0056', '▁both', '▁within', '▁amaz', '▁rest', '▁seen', '▁mil', '_1998', '▁days', 'ipp', 'George', '▁remem', 'den', 'iter', '▁single', '▁billion', 'Denn', '▁stop', '40', '-0005', 'amp', '▁ey', 'most', 'ying', '▁dev', '▁cells', 'William', 'ants', '▁lang', 'ization', 'ulation', '▁yet', '▁state', '-0009', '88', '▁complete', '▁men', 'aP', 'yl', '▁K', '▁inside', '▁states', '▁par', '43', 'HansRos', '▁certain', 'HansRosling', 'ani', 'ney', '▁remember', '▁music', 'Sm', 'str', '▁che', '▁face', '▁langu', '▁ref', '▁history', '▁whether', 'Ram', '▁loc', 'where', '▁dire', '▁test', '▁polit', '▁while', '-0052', '▁exc', '▁heart', '▁cost', '▁vir', 'ister', 'ilt', '-0003', '▁pain', '▁nothing', '▁bre', '▁almost', '-0033', '▁self', '-0041', '▁watch', '▁asked', '▁suc', 'itive', 'Charles', 'ality', '▁vide', 'rick', '▁sure', 'aur', 'ury', '-0015', 'reas', '▁net', 'An', '▁equ', '▁answer', 'ences', 'aly', 'ortun', '▁cond', '▁saying', '▁already', '▁fore', '▁looks', '▁contin', '▁incred', '▁inte', 'Be', '-012', '▁possible', 'Wol', '-0013', '-0104', '▁figure', '▁product', 'Thomas', '▁wrong', '▁community', '▁lab', '▁looked', 'imes', 'less', 'Frank', 'iddle', '▁speak', '▁control', 'ided', 'Jonathan', '▁leg', '▁hear', '▁public', 'ior', 'ivity', '▁Paul', '▁sou', '-0076', '▁individ', '▁everybody', 'oot', 'augh', '▁large', 'ole', 'lish', '▁mag', '87', 'van', '▁treat', '▁law', '▁often', '▁mar', 'uge', 'osed', 'Green', 'ream', '▁guy', '▁sec', 'ape', 'ug', 'ined', '-0023', '-0087', 'ides', '▁tre', '-0019', '-0029', '▁amazing', '▁ted', '▁unt', '▁program', 'ero', '▁ant', '▁cancer', '▁ge', 'pect', 'unch', '▁mater', '▁line', '▁chall', '▁couple', '▁engine', '▁class', 'ruce', '▁gir', '▁fund', 'Christ', 'sh', 'ene', '▁kill', '▁news', '▁disco', 'elly', '▁gi', 'eff', '▁order', '▁pri', '▁allow', 'rog', '▁C', 'ware', '▁ass', '▁iss', '▁piece', '▁fil', '▁somet', 'side', 'ns', 'Stef', '▁built', '▁nature', 'ages', 'itch', 'off', '-0025', '▁exact', '▁months', '▁myself', '▁beautif', '▁god', '-0062', 'ering', '▁true', '▁universe', '-0055', '▁instead', 'jor', 'utes', '▁abs', 'yn', '▁ret', '-0072', '▁model', '▁government', '▁group', '▁heard', 'aK', 'uan', 'arent', '▁market', '▁united', 'lyn', '▁nor', 'Kevin', '▁entire', '▁education', '▁foll', 'Lee', '▁house', 'Jack', 'oshu', '▁places', 'get', '▁species', 'Se', '▁full', '▁ninety', 'row', '▁train', '▁yes', '▁middle', '-0061', '▁must', '▁John', '▁deep', '▁free', '▁sometimes', 'ison', '▁oce', 'ider', '-0106', '▁itself', '▁language', 'rey', '▁green', '▁until', '▁someone', 'Ed', '-0045', '▁object', '▁result', 'ctor', '▁cal', '▁pay', 'raham', '▁behav', '▁front', 'ructure', '81', 'atic', '▁dra', '▁red', '▁words', '▁somebody', '▁isn', '▁okay', '▁video', '▁internet', '▁beautiful', 'Ad', '-0071', '▁const', '▁third', '▁deal', '▁night', 'work', '▁aff', '▁pos', '▁girl', '▁tool', '▁success', 'tern', '▁huge', 'ung', 'omes', '▁quick', '▁turns', '-0039', '▁arch', '▁rather', 'ases', 'ately', 'olas', '▁experim', '-0107', '▁disease', '▁Sh', 'phen', '▁view', '▁spend', '▁D', 'win', 'vious', '▁kinds', '▁taking', '▁av', '▁mic', '▁works', '▁complex', '▁det', '▁inn', '▁woman', 'Stewart', '▁indust', '▁though', '▁hy', '-0035', 'aster', '▁completely', 'cl', 'bers', '▁foc', '▁wind', '▁rev', '▁since', '▁follow', '▁ste', '▁share', 'icholas', '▁del', 'quez', '-0053', 'ites', '▁happening', '▁di', '-0082', '▁along', '▁mother', 'etic', 'Ken', 'Enri', 'anna', '-0086', 'acter', 'uanEnri', 'uanEnriquez', 'ror', '▁ris', '-0049', '▁students', 'bs', 'ired', 'ental', '▁bott', '▁eighty', 'Re', '▁past', 'Stephen', '▁focus', 'uck', 'face', '▁word', '▁society', 'Mac', 'ians', '▁dep', '▁dri', '▁close', '▁india', '▁decided', 'lex', 'ales', '▁study', 'anK', '▁math', 'ats', 'Bur', '▁oil', '▁mass', 'he', 'uss', '▁ca', '▁hours', '▁var', 'ional', '▁knew', '▁meas', 'ove', 'aper', '▁Peter', 'oice', '-0043', '▁stories', 'Dun', 'irc', '▁ourselves', 'enti', 'wards', '▁area', '▁animals', '▁rad', '▁everyone', 'Sher', 'istic', '▁gets', '▁bir', '▁liter', '▁themselves', 'line', '▁sun', 'Mark', '▁learned', '44', 'ern', 'ogn', 'artin', 'olved', '▁game', '▁wasn', '▁america', 'Clay', 'rove', '-0108', '▁meet', '▁early', '▁became', '▁exactly', 'rug', '▁company', 'ocr', '▁name', '▁collect', 'Tim', '▁norm', '▁fifteen', '▁friends', '▁thousands', '▁dig', '-0081', '▁circ', '▁minutes', 'ules', '▁mot', 'Jul', 'ax', 'Bar', '▁imm', 'ision', '▁oper', '▁created', 'oz', 'gest', '▁sixty', 'ode', '▁machine', '▁relations', '-0097', '▁field', '▁amount', '▁present', 'inson', '▁lots', '▁pred', 'well', '▁bab', '▁fly', '▁step', '▁clear', '▁id', '▁ones', '▁seventy', 'ract', 'cing', '▁sens', '▁univers', '▁discover', 'ential', '▁century', 'ma', 'awk', '▁invest', '▁aud', '▁fish', '▁systems', '▁american', 'ator', '▁diffic', '▁against', 'Daniel', '▁team', 'ability', 'ones', '▁bro', '▁eur', '▁oth', '▁pur', '-0096', '▁guys', '▁listen', 'ption', '▁inde', '▁outside', 'ike', 'ibly', '▁Bill', '▁others', 'Jac', 'ny', 'haps', 'ature', '▁least', '▁protect', '▁technolog', 'reg', '▁perhaps', 'ster', '▁miss', '▁stre', 'itting', '▁natural', 'pend', '▁mill', '▁micro', '▁opportun', 'mer', '▁ill', 'Gar', 'elt', '▁hold', '▁neur', 'ush', '▁scale', '▁center', 'Good', '▁fre', '▁typ', '▁china', '▁culture', '▁interact', '▁H', 'up', 'imb', '▁es', '▁couldn', '▁difference', '▁appro', '▁pot', '▁sym', '▁innov', '-0010', 'ients', 'utions', '▁based', '▁colle', 'rian', '▁happy', '▁recent', '▁ocean', 'iving', '▁prop', '▁york', '▁learning', 'app', 'Mull', '▁cra', '▁gave', '▁mess', '▁prov', '▁extra', '▁during', 'ral', '-0069', '▁terms', 'right', 'itions', '▁takes', 'Anderson', '▁beginning', '▁questions', 'ok', '▁worked', '_2002-01', 'Bre', '▁finally', '▁communic', '▁Michael', 'ted', '▁wa', '-0065', '▁cut', '-0059', 'inary', '▁instit', '▁non', '▁exist', '▁moving', 'ox', '▁tem', '▁black', '-0030', '-0092', '▁common', 'aul', '_2001', '▁given', '▁wonderful', '▁population', '▁relationship', 'sy', 'Lev', '▁expect', 'erz', '▁size', 'verage', '▁behavior', 'olute', '▁death', 'lli', '▁won', '-0091', 'abeth', '▁democr', '▁seeing', 'ee', '▁vi', '▁fall', '▁break', '▁patter', '▁electric', '▁difficult', 'ts', 'Ant', '▁ve', '▁low', '-0020', '▁grand', '▁leave', 'izabeth', '▁record', '▁short', '▁absolute', '▁taken', 'ully', '▁adv', '▁jour', '▁serv', '▁oh', '▁fail', '▁intell', '-0063', '▁wall', '▁super', '▁parent', 'Ma', '▁ess', '▁occ', '▁drug', '▁sour', 'Graham', '▁europe', 'ste', '▁chem', '▁parts', 'ination', '▁explain', 'ged', 'not', 'ency', '▁emp', '▁ap', '▁local', '▁media', '▁obvious', '▁P', 'ium', '▁er', 'eline', 'ident', '▁changed', '▁image', 'sc', 'umb', 'ither', '▁relig', '▁direct', '▁support', '▁wee', '▁turned', 'Ag', 'xy', 'stein', '▁simp', '▁cities', 'itect', '▁pick', '▁consum', '▁surface', '▁architect', '▁Robert', '▁major', '▁reach', '▁evolution', 'Shir', 'yc', 'wor', 'usan', '▁access', '▁perform', '▁cle', '-0075', '▁south', '▁Al', 'aS', '▁sud', '▁began', 'oph', '▁ple', '▁tot', '▁ident', '▁yourself', '▁blue', '▁simply', '▁whatever', 'lec', 'ule', 'sych', '▁cop', 'mi', '▁jo', 'aren', 'cious', '▁surv', 'isa', 'Pink', '▁sum', '▁needs', '▁repres', 'rad', 'ried', '▁easy', '▁national', 'Bruce', 'aring', '▁film', 'iant', '▁longer', 'we', 'Gold', 'ills', '▁trad', '▁week', 'ameron', '▁Steven', 'Mor', 'Tur', 'han', 'amin', 'avor', '-0040', 'astic', '▁eyes', 'idence', '▁James', '▁psych', 'He', 'uses', 'Eric', 'hr', '▁known', '▁personal', '▁structure', '▁interested', 'pris', '▁foot', '▁vers', '▁areas', '▁friend', '▁photograph', 'Wh', '▁incl', 'uclear', '▁hands', '▁ability', 'Don', 'ama', '▁white', 'Jan', 'hry', 'fully', 'oster', '▁key', '▁powerful', 'ola', 'rent', '▁arg', 'ological', 'gle', '▁sent', '▁event', 'uel', '▁cannot', 'At', '▁civ', '▁dark', '▁resour', '▁dna', 'Shirky', '▁press', 'ClayShirky', 'bar', 'ouch', '▁twel', '▁economic', '▁realized', 'erv', '▁fac', 'Dennett', '▁behind', 'iO', 'fect', '▁mov', '-0073', '-0079', 'ledge', 'osp', 'pid', 'ump', 'Less', 'ilar', '▁felt', '▁tried', '▁measure', '▁quickly', '▁hundreds', '▁Jon', '-0050', 'Gehry', '▁orig', '▁molec', '▁needed', 'FrankGehry', 'Sto', '▁buy', 'bo', '▁bar', '▁pers', '▁requ', '▁situ', '▁robot', 'illiant', '▁reality', '▁ground', '▁economy', 'Joshu', 'Fis', 'Tom', 'oel', 'ude', 'more', '▁impact', 'amm', '▁sex', 'izing', 'aj', 'itra', 'rest', 'ivers', '▁desc', '▁weeks', '▁sudden', '▁companies', 'hood', 'ples', '▁squ', '▁transform', 'ogue', 'ented', '▁gone', '▁north', '▁bottom', 'aB', '▁soft', '▁incredible', '▁individual', '▁main', 'Harris', '▁blood', 'ibility', '▁humans', '▁travel', '▁twelve', '▁approach', '▁development', 'olm', 'olin', 'Kelly', '▁feet', '▁famil', '▁recogn', '▁enc', '▁emot', '▁stay', '▁extre', '▁spent', '▁value', 'oms', 'Larry', '▁pull', 'rought', '▁father', '▁fear', '▁slow', '▁books', '▁pract', '▁profess', '▁political', 'Coll', '▁sav', '-0060', 'awkins', 'arrySch', '▁climate', '▁technologies', 'ka', '▁eat', '-0085', '▁dream', '▁changes', 'urb', '▁Mar', '▁har', '▁tas', 'Simon', 'ators', '▁lost', 'Wil', 'ataM', 'oward', 'ropon', '▁disc', 'ugataM', '▁sitting', 'ugataMitra', 'ively', 'entially', 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'▁Jan', '011', '346', '368', '546', '944', 'bol', 'ona', 'Roth', 'etry', 'ippe', '▁pan', '▁vict', '-00574', '▁deliver', '▁various', '▁version', '_2007-007', 'Rachel', 'zz', '007', '023', '315', 'ims', 'odin', 'olom', 'sequ', '▁mix', '▁drop', '▁pack', '-00238', '-00336', '-00424', '-00508', 'Warren', 'ipping', '▁achieve', '▁physics', '▁listening', '▁production', 'aF', '009', '021', '926', '978', 'acre', 'aryn', '▁hyd', '▁swe', '▁unl', '▁anal', '▁tiss', '-00131', '-00191', '-00306', '-00307', '-00401', '-00416', '-00526', 'Chryst', 'atrick', '▁broad', '▁virus', '▁afghan', '▁author', '▁levels', '▁stress', '▁himself', '▁strateg', 'utherland', '▁painting', 'RobertFull', 'Laur', '▁Sher', '004', '070', '335', '928', 'iet', 'igV', 'raigV', '▁inse', '-00066', '-00308', '-00392', '-00558', '▁alive', '▁capac', '▁price', '▁worse', '▁actual', '▁brains', '▁surger', 'atically', 'arynSimon', '▁controll', '▁services', 'raigVenter', 'Jennifer', 'FeisalAbdulRauf', '044', '347', '360', '361', '567', '913', '929', '942', 'put', 'ulf', 'amic', '▁sus', 'Godin', 'Jamie', 'oller', 'rient', '▁wait', '-00358', '▁unique', '▁provide', '▁Y', 'eda', 'airs', 'iers', 'raft', '▁ign', '▁unc', 'ought', '-00201', '-00256', '-00296', '-00337', '-00400', 'Ricard', '▁oxygen', '▁remind', 'Philippe', '▁including', '▁industrial', 'atthieuRicard', '005', '349', '▁hun', 'ounds', 'thern', '▁base', '-00258', '-00288', '-00427', '-00506', '-00674', '▁truly', '▁choose', '▁mental', '▁philos', '▁prison', '▁mention', '▁expensive', '▁traditional', '▁Joshu', 'oe', '030', '061', '099', '515', '949', '986', 'oid', 'ande', '▁Tom', '▁atm', '▁dyn', '-0105', 'eiler', '▁gold', '▁hall', '-00227', '-00297', '-00344', 'Hansen', 'ertrand', '▁values', 'Sutherland', '▁financial', '▁institutions', 'BillyGraham', 'Kam', 'cz', '048', '079', '084', '086', '348', '927', 'Jou', 'das', 'idis', '▁mut', '▁san', 'attle', 'enich', '▁prep', '-00178', '-00237', '-00314', '-00354', '-00454', '-00514', '-00528', 'Feiler', '▁board', 'Joubert', '▁afford', '▁employ', '▁plastic', 'Merzenich', '▁teaching', '▁americans', 'BreneBrown', 'RichardDawkins', 'wa', '020', '085', '363', '520', 'Hol', 'ube', 'feld', 'ycle', 'ynth', '▁cam', '▁harv', '▁roll', '▁task', '-00736', 'reeman', 'ricult', '▁blind', '▁Thomas', '▁commer', '▁determ', '▁famous', '▁policy', '▁express', '▁agricult', '▁families', '924', 'ede', 'ops', 'iels', '▁pen', '▁wide', '-00352', '-00436', 'Mullis', '▁range', '▁rights', '▁however', '▁massive', '▁neurons', 'aryMullis', '▁anywhere', '▁standard', '002', '339', '344', '568', '589', '968', 'akis', 'ancy', 'ches', '▁desp', '▁rule', '-00234', '-00294', '-00404', '-00524', '▁gradu', '▁slide', 'Branson', '_2007-008', '▁humanity', '▁religion', 'Christakis', 'Sal', '018', '325', '960', 'Ven', '▁cru', '▁kil', 'itude', 'thony', '-00324', '-00536', '-00584', '-00607', '-00627', 'Shimon', '▁Larry', '▁autom', 'Wolfram', '▁multip', '▁contrib', '▁familiar', '▁decisions', '▁effective', 'Mi', 'ta', '067', '320', '383', '384', '910', '940', 'ana', '▁pal', '▁conv', '▁fort', '-00364', '-00452', '-00484', '-00507', '-00658', '▁store', '▁trade', 'reasure', '▁mostly', '▁driving', '▁unfortun', '015', '540', '561', '961', 'edy', '▁ut', 'ased', 'roll', '▁thr', '▁fold', '-00197', '-00226', '-00291', '-00317', '-00328', '-00474', '-00557', '-00656', 'Ramdas', '▁optim', '▁genome', '▁evolved', '▁becoming', '▁cultural', '▁mountain', 'Rick', '074', '323', '513', '525', 'May', 'eal', 'oom', 'Diff', 'koll', 'ndon', 'umar', 'uted', '▁cat', '▁laws', '-00076', '-00414', '-00437', '-00494', '-00496', '-00498', '-00504', '-00544', '-00664', 'anRock', 'aCarter', '▁mobile', 'ielsDiff', 'joraCarter', '▁temperature', 'ielsDiffrient', 'Ny', 'Rh', '090', '510', '518', '586', '963', '970', 'aph', 'let', 'anth', 'Atala', 'Prest', 'Ramus', 'eless', 'rager', 'rince', '-00300', '-00304', '-00391', '-00426', '-00432', '▁airpl', '▁types', '▁nation', '▁networks', 'rinceRamus', 'thonyAtala', '▁direction', '▁fantastic', 'Christopher', '▁remarkable', '▁JuanEnriquez', 'BillStrickland', '▁Nicholas', 'JaneGoodall', 'Gr', 'of', '068', '277', '373', '378', '390', 'Mul', '▁ir', 'bell', 'eyer', '▁dar', 'ining', '▁blog', '-00232', '-00428', '-00458', '-00538', '-00567', '-00634', '-00702', 'vision', '▁whose', '▁slight', '▁Stephen', '▁citizens', '▁produced', '▁speaking', 'Emily', 'New', 'Newton', 'AM', 'Pu', '076', '313', '575', '587', 'nda', 'Bono', 'Gore', '▁dad', '▁bang', '▁fine', '▁heat', '▁radi', '-00252', '-00318', '-00537', '-00597', '-00638', 'inated', '▁concl', '▁final', '▁manage', 'Schocken', '▁seconds', '▁waiting', '▁increase', '▁independ', '▁throughout', 'StevenStrogatz', '266', '387', '544', '946', 'sey', 'the', 'aced', 'ugan', '▁doc', '▁mid', '▁ran', 'urman', '▁hair', '▁none', '-00274', '-00298', '-00616', '▁match', '▁motiv', '▁causes', '▁physic', '▁symbol', '▁ancient', '▁anymore', '▁Jane', '046', '053', '062', '063', '065', '082', '343', 'Vir', 'roy', 'Jill', 'Till', 'aind', 'iced', '-00406', '-00491', '-00502', '-00552', 'Joseph', 'olomon', '▁costs', '▁demon', 'inating', '▁consequ', '▁popular', '▁sixteen', '▁patterns', 'DanGilbert', '▁condition', '▁connection', '▁communication', '519', '560', '979', 'Mad', 'lly', '▁dan', '▁veh', 'antic', '▁appl', '▁uses', '-00408', 'iences', '▁apply', '▁impro', 'Thurman', '▁doctors', '▁private', '▁purpose', '▁directly', '▁diseases', '▁electron', '▁instance', '▁dangerous', '▁designers', '▁immediately', 'dam', '▁Rob', 'Eli', '▁Neil', '581', 'Tab', 'cks', 'odney', '▁mamm', '▁moon', '▁shot', '▁wood', '-00316', '-00434', '-00602', '-00626', 'Glenny', 'aindeB', '▁throw', 'aGlenny', '▁babies', '▁compon', '▁comfort', '▁willing', '▁politics', '▁following', '▁president', 'aindeBotton', 'Hall', 'Scott', 'LarryBrilliant', 'MalcolmGladwell', '573', '921', '983', 'acht', 'adow', 'come', 'lebr', 'ping', 'eties', '▁fasc', '▁weap', '-00407', '-00438', '-00456', '-00501', '-00631', 'Diller', 'Dunbar', '▁quant', '▁forces', '▁forget', '▁random', '▁enormous', '019', '080', '122', '523', '585', 'Walk', 'aron', 'aries', 'encer', '▁fash', '▁legs', '-00176', '-00394', '▁bridge', '▁celebr', '▁london', '▁useful', '▁survive', '_2007-009', '▁capacity', '▁pressure', '045', '521', '920', 'kel', '▁lat', 'oston', '▁coff', '-00332', '-00417', '-00604', '-00654', '-00704', 'otsman', '▁birds', '▁oppos', '▁integr', '▁invent', '▁method', 'ologists', '▁address', '▁fourteen', '▁surround', '▁television', '089', '362', '543', 'aKK', 'bal', 'eles', 'iles', 'Schne', 'aghav', '▁plat', '-00334', '-00351', '-00451', '-00718', '▁party', 'itation', 'ologist', '▁decade', 'Rockwell', 'aghavaKK', '▁greatest', '▁efficient', '▁challenges', '▁creativity', '▁performance', 'Bol', 'ened', '▁aid', '▁fit', '▁isl', 'angle', 'erner', 'itted', '▁jump', '▁wire', '-00431', '-00488', '-00532', '-00701', '▁loved', '▁parad', 'Botsman', 'Gabriel', '▁gather', '▁landsc', '▁shared', '▁effects', '▁infrast', '▁instrum', '▁journal', '▁prevent', '▁website', '▁laughter', '▁relative', '385', '959', 'ays', 'kes', 'oty', 'uct', 'vert', 'osaur', '▁copy', '▁musc', '▁tens', '-00248', '-00578', '-00594', '-00751', '▁bound', '▁radio', '▁easily', '▁struct', 'Treasure', '▁tremend', '_2006-008', '_2008-008', '▁demonstr', '▁understood', '▁neighborhood', '▁consciousness', 'Van', 'Ash', '166', '549', '925', '971', 'Ras', 'Row', 'rag', 'Ward', 'aime', 'aria', 'ceed', 'rees', 'vant', 'aimeL', '▁dram', '▁hole', '-00374', '-00396', '-00500', '-00606', '▁frank', '▁raise', '▁describ', '▁fashion', 'aimeLerner', 'Colin', 'NathanMyhrvold', 'iM', '312', 'ery', '▁et', '▁ju', 'oint', 'oris', 'aging', 'ained', '▁gene', '-00177', '-00278', 'Kelley', '▁catch', '▁bodies', '▁flying', '▁decades', '▁reflect', '▁invented', '▁possibly', '▁programs', '▁biological', 'BarrySchwartz', 'Ellen', 'anj', 'bel', 'olve', 'Turok', 'eters', '▁swim', '-00384', '-00531', '-00598', '-00624', '-00700', 'Savage', 'ulated', '▁coast', '▁helped', '▁focused', '▁meeting', 'Sheryl', 'Ob', '010', 'ela', 'Dian', '-00554', '-00608', '▁email', '▁twice', '▁career', '▁desert', '▁markets', '_2005-008', '▁terrible', 'Sarah', 'ni', '001', '028', '369', 'Paw', 'lan', 'illa', 'inaD', '▁ord', '▁rom', '▁sam', 'Griff', 'leton', '▁Mark', '▁Rory', '-00464', '-00467', '-00614', '-00694', 'ynthia', '▁basis', '▁below', 'inaDugan', '▁nations', '▁respond', 'cr', 'li', '069', '078', 'die', 'ird', 'och', 'ands', 'ball', 'ells', 'imee', '▁tax', 'arasw', '▁Marc', '▁harm', '▁vacc', '-00516', '-00551', '-00724', '-00728', '-00734', '-00774', 'Steiner', '▁coffee', '▁honest', '▁resist', '▁strugg', '▁weight', 'araswati', 'ulations', '▁surgery', '▁original', '▁molecules', 'eslieMorgan', '▁conference', '▁infrastructure', 'Tal', 'JanineBenyus', '161', '241', '912', '918', '950', '973', '987', 'hib', 'ango', 'iber', '▁mos', '▁sor', '-0103', 'Klein', 'rogen', '▁conc', '▁ecos', '▁loss', '-00397', '-00448', '-00600', '-00651', '-00717', '▁liber', '▁aspect', '▁flight', '▁german', '▁indian', '▁insect', '▁police', '▁atmosphere', '▁unfortunately', 'PaulMacCready', 'Taylor', 'uy', '319', 'Dick', 'aign', '-00326', 'Hillis', '▁total', '▁notion', 'Margaret', '_2011-01', 'nyHillis', '▁attract', '▁washing', '_2009-008', '▁campaign', '▁daughter', '▁communicate', '▁sustainable', '▁intelligence', '▁Jack', 'ChrisAbani', 'ChrisAnderson', '083', '330', '▁da', 'Nick', 'Maeda', '▁tail', '-00086', '-00378', '-00732', '-00794', '▁displ', '▁river', '▁appear', '▁eating', '▁female', '▁supply', '▁related', '▁profound', 'Lisa', '245', '919', 'Bal', 'Mes', 'Nor', 'obs', '▁', 'e', 't', 'a', 'o', 'i', 'n', 's', '0', 'r', 'h', 'l', 'd', 'u', 'c', '-', 'm', 'y', 'p', '1', 'w', 'g', '2', 'f', 'b', '9', 'v', '3', 'k', '4', '5', '7', '_', '6', '8', '.', "'", 'G', 'S', 'x', 'P', 'j', 'B', 'J', 'M', 'z', 'D', 'R', 'X', 'A', 'C', 'q', 'K', 'L', 'W', 'H', 'T', 'E', 'N', 'F', 'I', 'Z', 'U', 'V', 'O', 'Y', 'Q', 'ă', 'ō', 'ť'], token_bias={'ssl': (256, 2256), 'text_bpe': (2256, 7253), 'special_token': (0, 256)}, encoder_decoder_format=False, speaker_prompt_length=150, pad_speaker_prompt=True, init=None, reflm=None, use_preprocessor=True, subword_choice='sentencepiece', subword_model='data/token_list/ssl_asr_tedlium2/text_bpe', non_linguistic_symbols=None, cleaner=None, g2p='g2p_en', codec_token_per_frame=1, codec_token_in_use=1, codec_ssl_corrupt_prob=0.0, loss_region='target', modality_weights={'ssl': 1.0, 'codec': 0.125, 'text_bpe': 1.0, 'special_token': 10.0}, asr_apply_time_mask=True, asr_time_mask_config={'mask_width_ratio_range': [0.0, 0.05], 'num_mask': 10}, transformer='builtin', transformer_conf={'n_ctx': 3600, 'n_state': 512, 'n_head': 4, 'n_layer': 12, 'qk_norm': True}, corelm='ar_delay', corelm_conf={'share_emb': False}, tokenizer=None, tokenizer_conf={}, model='espnet', model_conf={}, required=['output_dir', 'token_list', 'token_bias'], version='202402', distributed=False)
66
+ [gpub001] 2024-11-02 18:12:12,216 (abs_task:1492) INFO: Skipping collect_feats in collect_stats stage.
67
+ # Accounting: time=369 threads=1
68
+ # Ended (code 0) at Sat Nov 2 18:12:39 CDT 2024, elapsed time 369 seconds
dump/raw_ssl_asr_tedlium2/dev/stats/logs/collect_stat.14.log ADDED
@@ -0,0 +1,68 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ # python3 -m espnet2.bin.speechlm_train --collect_stats true --use_preprocessor true --token_list data/token_list/ssl_asr_tedlium2/token_list.json --token_bias data/token_list/ssl_asr_tedlium2/token_bias.json --non_linguistic_symbols none --cleaner none --g2p g2p_en --subword_choice sentencepiece --subword_model data/token_list/ssl_asr_tedlium2/text_bpe --multi_task_dataset true --output_dir dump/raw_ssl_asr_tedlium2/dev/stats/split32/14 --config conf/train_delay_asr_small.yaml --train_data_path_and_name_and_type dump/raw_ssl_asr_tedlium2/dev/stats/split32/14/data.json,_,dataset_json
2
+ # Started at Sat Nov 2 18:06:29 CDT 2024
3
+ #
4
+ /work/nvme/bbjs/jtian1/espnet_ta/tools/miniconda3/envs/espnet_ta/bin/python3 /work/nvme/bbjs/jtian1/espnet_ta/espnet2/bin/speechlm_train.py --collect_stats true --use_preprocessor true --token_list data/token_list/ssl_asr_tedlium2/token_list.json --token_bias data/token_list/ssl_asr_tedlium2/token_bias.json --non_linguistic_symbols none --cleaner none --g2p g2p_en --subword_choice sentencepiece --subword_model data/token_list/ssl_asr_tedlium2/text_bpe --multi_task_dataset true --output_dir dump/raw_ssl_asr_tedlium2/dev/stats/split32/14 --config conf/train_delay_asr_small.yaml --train_data_path_and_name_and_type dump/raw_ssl_asr_tedlium2/dev/stats/split32/14/data.json,_,dataset_json
5
+ [gpub001] 2024-11-02 18:12:07,510 (speechlm:340) INFO: Vocabulary size: 7253
6
+ [gpub001] 2024-11-02 18:12:07,544 (speechlm:351) INFO: Token Bias: {'ssl': (256, 2256), 'text_bpe': (2256, 7253), 'special_token': (0, 256)}
7
+ [gpub001] 2024-11-02 18:12:07,925 (loss:36) WARNING: The specified modality codec is not in token_bias. Skip it
8
+ [gpub001] 2024-11-02 18:12:08,600 (abs_task:1451) INFO: pytorch.version=2.4.0, cuda.available=True, cudnn.version=90100, cudnn.benchmark=False, cudnn.deterministic=True
9
+ [gpub001] 2024-11-02 18:12:08,602 (abs_task:1452) INFO: Model structure:
10
+ ESPnetSpeechLMModel(
11
+ (corelm): ARDelayLM(
12
+ (decoders): TransformerDecoder(
13
+ (pos_emb): Embedding(128, 128)
14
+ (blocks): ModuleList(
15
+ (0-3): 4 x ResidualAttentionBlock(
16
+ (attn): MultiHeadAttention(
17
+ (query): Linear(in_features=128, out_features=128, bias=True)
18
+ (key): Linear(in_features=128, out_features=128, bias=False)
19
+ (value): Linear(in_features=128, out_features=128, bias=True)
20
+ (out): Linear(in_features=128, out_features=128, bias=True)
21
+ )
22
+ (attn_ln): LayerNorm((128,), eps=1e-05, elementwise_affine=True)
23
+ (attn_dropout): Dropout(p=0.0, inplace=False)
24
+ (mlp): Sequential(
25
+ (0): Linear(in_features=128, out_features=512, bias=True)
26
+ (1): GELU(approximate='none')
27
+ (2): Linear(in_features=512, out_features=128, bias=True)
28
+ )
29
+ (mlp_ln): LayerNorm((128,), eps=1e-05, elementwise_affine=True)
30
+ (mlp_dropout): Dropout(p=0.0, inplace=False)
31
+ )
32
+ )
33
+ (ln): LayerNorm((128,), eps=1e-05, elementwise_affine=True)
34
+ )
35
+ (emb): Embedding(7253, 128)
36
+ (lm_head): Linear(in_features=128, out_features=7253, bias=False)
37
+ (head_emb): Embedding(12, 128)
38
+ )
39
+ (criterion): SpeechLMCrossEntropyLoss()
40
+ )
41
+
42
+ Model summary:
43
+ Class Name: ESPnetSpeechLMModel
44
+ Total Number of model parameters: 2.67 M
45
+ Number of trainable parameters: 2.67 M (100.0%)
46
+ Size: 10.67 MB
47
+ Type: torch.float32
48
+ [gpub001] 2024-11-02 18:12:08,602 (abs_task:1455) INFO: Optimizer:
49
+ AdamW (
50
+ Parameter Group 0
51
+ amsgrad: False
52
+ betas: [0.9, 0.95]
53
+ capturable: False
54
+ differentiable: False
55
+ eps: 1e-08
56
+ foreach: None
57
+ fused: None
58
+ initial_lr: 0.001
59
+ lr: 2.5e-07
60
+ maximize: False
61
+ weight_decay: 0.01
62
+ )
63
+ [gpub001] 2024-11-02 18:12:08,602 (abs_task:1456) INFO: Scheduler: WarmupLR(warmup_steps=4000)
64
+ [gpub001] 2024-11-02 18:12:08,773 (abs_task:1465) INFO: Saving the configuration in dump/raw_ssl_asr_tedlium2/dev/stats/split32/14/config.yaml
65
+ [gpub001] 2024-11-02 18:12:12,708 (abs_task:1476) INFO: Namespace(config='conf/train_delay_asr_small.yaml', print_config=False, log_level='INFO', drop_last_iter=True, dry_run=False, iterator_type='sequence', valid_iterator_type=None, output_dir='dump/raw_ssl_asr_tedlium2/dev/stats/split32/14', ngpu=0, seed=0, num_workers=6, num_att_plot=0, dist_backend='nccl', dist_init_method='env://', dist_world_size=None, dist_rank=None, local_rank=None, dist_master_addr=None, dist_master_port=None, dist_launcher=None, multiprocessing_distributed=False, unused_parameters=False, sharded_ddp=False, use_fsdp=False, min_num_params_fsdp=30000000.0, use_deepspeed=False, deepspeed_config=None, deepspeed_step_sync=True, cudnn_enabled=True, cudnn_benchmark=False, cudnn_deterministic=True, use_tf32=False, collect_stats=True, write_collected_feats=False, max_epoch=80, patience=None, val_scheduler_criterion=('valid', 'loss'), early_stopping_criterion=('valid', 'loss', 'min'), best_model_criterion=[['valid', 'total_count', 'max']], keep_nbest_models=[10], nbest_averaging_interval=0, grad_clip=5, grad_clip_type=2.0, grad_noise=False, accum_grad=1, no_forward_run=False, resume=False, train_dtype='float32', use_amp=True, max_loss_scale=10000000000.0, log_interval=200, use_matplotlib=True, use_tensorboard=True, create_graph_in_tensorboard=False, use_wandb=False, wandb_project=None, wandb_id=None, wandb_entity=None, wandb_name=None, wandb_model_log_interval=-1, detect_anomaly=False, use_adapter=False, adapter='lora', save_strategy='all', adapter_conf={}, pretrain_path=None, init_param=[], ignore_init_mismatch=False, freeze_param=[], num_iters_per_epoch=5000, batch_size=20, valid_batch_size=None, batch_bins=60000, valid_batch_bins=None, sampler_allow_duplication=False, train_shape_file=[], valid_shape_file=[], batch_type='numel', valid_batch_type=None, fold_length=[], sort_in_batch='descending', shuffle_within_batch=False, sort_batch='descending', multiple_iterator=False, chunk_length=500, chunk_shift_ratio=0.5, num_cache_chunks=1024, chunk_excluded_key_prefixes=[], chunk_default_fs=None, chunk_max_abs_length=None, chunk_discard_short_samples=True, train_data_path_and_name_and_type=[('dump/raw_ssl_asr_tedlium2/dev/stats/split32/14/data.json', '_', 'dataset_json')], valid_data_path_and_name_and_type=[], multi_task_dataset=True, sharded_dataset=False, allow_variable_data_keys=False, max_cache_size=0.0, max_cache_fd=32, allow_multi_rates=False, valid_max_cache_size=None, exclude_weight_decay=False, exclude_weight_decay_conf={}, optim='adamw', optim_conf={'lr': 0.001, 'betas': [0.9, 0.95]}, scheduler='warmuplr', scheduler_conf={'warmup_steps': 4000}, token_list=['<pad>', '<unk>', '<blank>', '<space>', '<continuous_placeholder>', '<sos/eos>', '<local_sos/eos>', '<unkown_task_identifer>', '<unused_token_8>', '<unused_token_9>', '<unused_token_10>', '<unused_token_11>', '<unused_token_12>', '<unused_token_13>', '<unused_token_14>', '<unused_token_15>', '<unused_token_16>', 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'ley', 'io', 'iness', '▁grow', 'ied', 'arry', 'ific', '▁project', 'Ke', 'ably', 'cept', 'ross', '▁partic', 'arch', '▁stu', '▁cr', '-0088', '▁data', '▁mus', '▁read', 'ced', '▁move', '▁whole', '▁mom', 'ience', '▁children', '▁rep', '▁million', '▁second', 'arm', '▁inform', '▁cor', '-0007', '9-01', '▁doesn', '▁gener', 'land', 'ways', '▁cap', 'Ne', '▁care', 'ett', 'conom', '▁doll', 'ote', '▁book', 'ute', '▁done', '▁wanted', '▁el', '▁lar', '▁econom', '▁poss', '▁chang', '-0017', 'Jon', 'ds', '▁love', '▁pict', '▁expl', 'En', '▁fifty', '▁univer', '▁att', '▁health', '▁believe', 'its', '▁thirty', '▁trying', '▁afric', '▁bus', '▁live', '▁organ', '-0006', 'And', '▁beh', 'El', '▁bi', '▁ok', 'selves', 'ational', '▁away', 'ative', 'ork', 'rop', 'ural', '▁hard', '▁space', '▁sub', '▁pres', '▁supp', '-0094', '▁acc', 'me', 'ism', '1-01', 'nect', '▁cou', '▁tri', '▁less', 'vers', '▁str', '▁always', '▁ever', '▁money', '▁women', '▁form', '▁using', '▁working', 'els', '▁vis', 'Ar', 'ruct', '▁everything', 'Ph', '_19', '-0022', '▁nine', 'Ben', '▁inf', '▁energ', '▁int', 'eng', '▁country', 'gg', 'hing', '▁information', 'att', 'aces', '▁prob', 'teen', '▁thinking', '▁T', '▁open', '-0016', '▁hand', 'ives', '▁mod', '▁anim', '▁L', '▁means', '▁mind', '▁took', 'que', '-0011', '▁seven', 'rew', '▁spec', '▁energy', '-0026', '▁nin', 'ments', '▁create', 'ron', 'ead', '▁sw', 'Bill', '▁sing', '▁run', 'Hans', 'ng', 'ps', 'Will', '▁food', '▁process', '▁home', '▁reg', '▁fut', 'ries', '▁sense', '▁number', 'aut', '▁tru', '▁left', '▁resp', '▁quite', 'ton', '▁mark', 'ek', '▁kids', '▁wo', 'Fran', '▁interesting', '▁earth', '▁sk', '▁beg', '▁dem', '▁hal', 'hip', '▁David', '▁met', '-0027', '-0037', '▁times', '-0098', 'ital', '▁lead', '▁become', '▁enough', '▁building', '▁future', 'ank', '▁z', '▁best', '▁stuff', 'led', 'lear', 'wh', 'Ros', '▁elect', '▁connect', '▁pat', '▁intern', 'Michael', '-0012', '▁comes', '▁making', '▁probably', '▁compan', '▁contro', 'vern', '▁frie', 'ret', '▁air', 'ready', '▁getting', '▁head', 'ond', '▁pub', '▁prog', 'ues', '▁glob', '83', 'ever', '▁govern', 'ham', 'ots', 'berg', '▁half', '▁conf', '▁social', 'Robert', '▁env', 'ala', '▁col', '▁grou', '▁month', 'idd', 'ouse', '▁body', 'ertain', '▁ty', '▁pie', '▁pop', '▁room', '85', '▁thank', '▁science', '▁hist', '▁walk', '▁fun', 'Bl', 'Mar', 'iew', 'ention', '▁side', 'amer', '▁char', '▁talking', '-0047', '-0032', 'ows', 'ories', '-0021', 'rand', 'anS', '▁phys', '▁stand', '▁war', 'Phil', '-0036', 'iting', '▁cur', 'ient', 'wart', '▁top', '-0046', '▁dist', '▁set', '▁without', 'cy', 'atz', 'orge', '▁sev', '-0002', 'iron', 'br', '▁environ', 'orn', '▁wonder', '▁sign', 'ont', '▁happened', 'omas', '82', '▁eas', 'ime', 'osh', 'Brown', '▁educ', 'sw', '▁cult', '89', '-0066', 'ogra', 'Cl', '▁seem', '▁such', '▁pret', 'imate', 'olution', '41', '47', '86', 'na', '▁answ', '▁beaut', '▁bring', 'Richard', '▁basically', 'Char', '▁dollars', 'ten', '▁hour', 'James', '▁living', '▁job', '▁rese', '▁fig', '▁effect', '▁pretty', 'ield', '▁far', '▁anything', 'iel', '45', 'Chris', '▁Dan', '-0077', '▁picture', '49', '▁africa', '▁add', '▁across', '▁dr', '▁mach', '▁prot', '▁coming', '▁val', '▁keep', '▁city', 'ared', '▁reason', '▁moment', '▁else', '▁phot', 'ew', 'rib', '-0100', '▁planet', '▁land', '▁level', 'lf', '▁goes', 'Gl', 'aid', '▁scient', '▁business', '80', 'ivid', '▁sound', '▁simple', '▁pass', '▁having', 'aps', '-0101', 'uring', '▁research', '▁prof', '▁matter', 'ices', '▁bad', '▁global', '▁teach', '42', 'ince', '▁lives', '▁particular', 'ograph', 'af', '-0031', '-0042', '▁opp', '▁ideas', '▁case', '▁environment', 'ai', '-0102', '▁countries', '▁begin', '▁imagine', 'ters', '▁told', 'Har', 'bor', 'cial', '▁rob', '▁hope', '▁once', '▁says', '▁computer', '▁problems', 'Rob', 'imon', '-0051', '▁later', 'my', 'acy', 'cc', '▁mor', '▁family', '▁aut', '-0057', '▁def', '▁makes', '▁sit', '▁ways', '▁list', '▁young', '-0067', '▁experience', '▁dise', '▁happens', 'eil', '▁mem', '▁forty', '▁age', '46', '▁saw', 'Ab', 'ony', '-0056', '▁both', '▁within', '▁amaz', '▁rest', '▁seen', '▁mil', '_1998', '▁days', 'ipp', 'George', '▁remem', 'den', 'iter', '▁single', '▁billion', 'Denn', '▁stop', '40', '-0005', 'amp', '▁ey', 'most', 'ying', '▁dev', '▁cells', 'William', 'ants', '▁lang', 'ization', 'ulation', '▁yet', '▁state', '-0009', '88', '▁complete', '▁men', 'aP', 'yl', '▁K', '▁inside', '▁states', '▁par', '43', 'HansRos', '▁certain', 'HansRosling', 'ani', 'ney', '▁remember', '▁music', 'Sm', 'str', '▁che', '▁face', '▁langu', '▁ref', '▁history', '▁whether', 'Ram', '▁loc', 'where', '▁dire', '▁test', '▁polit', '▁while', '-0052', '▁exc', '▁heart', '▁cost', '▁vir', 'ister', 'ilt', '-0003', '▁pain', '▁nothing', '▁bre', '▁almost', '-0033', '▁self', '-0041', '▁watch', '▁asked', '▁suc', 'itive', 'Charles', 'ality', '▁vide', 'rick', '▁sure', 'aur', 'ury', '-0015', 'reas', '▁net', 'An', '▁equ', '▁answer', 'ences', 'aly', 'ortun', '▁cond', '▁saying', '▁already', '▁fore', '▁looks', '▁contin', '▁incred', '▁inte', 'Be', '-012', '▁possible', 'Wol', '-0013', '-0104', '▁figure', '▁product', 'Thomas', '▁wrong', '▁community', '▁lab', '▁looked', 'imes', 'less', 'Frank', 'iddle', '▁speak', '▁control', 'ided', 'Jonathan', '▁leg', '▁hear', '▁public', 'ior', 'ivity', '▁Paul', '▁sou', '-0076', '▁individ', '▁everybody', 'oot', 'augh', '▁large', 'ole', 'lish', '▁mag', '87', 'van', '▁treat', '▁law', '▁often', '▁mar', 'uge', 'osed', 'Green', 'ream', '▁guy', '▁sec', 'ape', 'ug', 'ined', '-0023', '-0087', 'ides', '▁tre', '-0019', '-0029', '▁amazing', '▁ted', '▁unt', '▁program', 'ero', '▁ant', '▁cancer', '▁ge', 'pect', 'unch', '▁mater', '▁line', '▁chall', '▁couple', '▁engine', '▁class', 'ruce', '▁gir', '▁fund', 'Christ', 'sh', 'ene', '▁kill', '▁news', '▁disco', 'elly', '▁gi', 'eff', '▁order', '▁pri', '▁allow', 'rog', '▁C', 'ware', '▁ass', '▁iss', '▁piece', '▁fil', '▁somet', 'side', 'ns', 'Stef', '▁built', '▁nature', 'ages', 'itch', 'off', '-0025', '▁exact', '▁months', '▁myself', '▁beautif', '▁god', '-0062', 'ering', '▁true', '▁universe', '-0055', '▁instead', 'jor', 'utes', '▁abs', 'yn', '▁ret', '-0072', '▁model', '▁government', '▁group', '▁heard', 'aK', 'uan', 'arent', '▁market', '▁united', 'lyn', '▁nor', 'Kevin', '▁entire', '▁education', '▁foll', 'Lee', '▁house', 'Jack', 'oshu', '▁places', 'get', '▁species', 'Se', '▁full', '▁ninety', 'row', '▁train', '▁yes', '▁middle', '-0061', '▁must', '▁John', '▁deep', '▁free', '▁sometimes', 'ison', '▁oce', 'ider', '-0106', '▁itself', '▁language', 'rey', '▁green', '▁until', '▁someone', 'Ed', '-0045', '▁object', '▁result', 'ctor', '▁cal', '▁pay', 'raham', '▁behav', '▁front', 'ructure', '81', 'atic', '▁dra', '▁red', '▁words', '▁somebody', '▁isn', '▁okay', '▁video', '▁internet', '▁beautiful', 'Ad', '-0071', '▁const', '▁third', '▁deal', '▁night', 'work', '▁aff', '▁pos', '▁girl', '▁tool', '▁success', 'tern', '▁huge', 'ung', 'omes', '▁quick', '▁turns', '-0039', '▁arch', '▁rather', 'ases', 'ately', 'olas', '▁experim', '-0107', '▁disease', '▁Sh', 'phen', '▁view', '▁spend', '▁D', 'win', 'vious', '▁kinds', '▁taking', '▁av', '▁mic', '▁works', '▁complex', '▁det', '▁inn', '▁woman', 'Stewart', '▁indust', '▁though', '▁hy', '-0035', 'aster', '▁completely', 'cl', 'bers', '▁foc', '▁wind', '▁rev', '▁since', '▁follow', '▁ste', '▁share', 'icholas', '▁del', 'quez', '-0053', 'ites', '▁happening', '▁di', '-0082', '▁along', '▁mother', 'etic', 'Ken', 'Enri', 'anna', '-0086', 'acter', 'uanEnri', 'uanEnriquez', 'ror', '▁ris', '-0049', '▁students', 'bs', 'ired', 'ental', '▁bott', '▁eighty', 'Re', '▁past', 'Stephen', '▁focus', 'uck', 'face', '▁word', '▁society', 'Mac', 'ians', '▁dep', '▁dri', '▁close', '▁india', '▁decided', 'lex', 'ales', '▁study', 'anK', '▁math', 'ats', 'Bur', '▁oil', '▁mass', 'he', 'uss', '▁ca', '▁hours', '▁var', 'ional', '▁knew', '▁meas', 'ove', 'aper', '▁Peter', 'oice', '-0043', '▁stories', 'Dun', 'irc', '▁ourselves', 'enti', 'wards', '▁area', '▁animals', '▁rad', '▁everyone', 'Sher', 'istic', '▁gets', '▁bir', '▁liter', '▁themselves', 'line', '▁sun', 'Mark', '▁learned', '44', 'ern', 'ogn', 'artin', 'olved', '▁game', '▁wasn', '▁america', 'Clay', 'rove', '-0108', '▁meet', '▁early', '▁became', '▁exactly', 'rug', '▁company', 'ocr', '▁name', '▁collect', 'Tim', '▁norm', '▁fifteen', '▁friends', '▁thousands', '▁dig', '-0081', '▁circ', '▁minutes', 'ules', '▁mot', 'Jul', 'ax', 'Bar', '▁imm', 'ision', '▁oper', '▁created', 'oz', 'gest', '▁sixty', 'ode', '▁machine', '▁relations', '-0097', '▁field', '▁amount', '▁present', 'inson', '▁lots', '▁pred', 'well', '▁bab', '▁fly', '▁step', '▁clear', '▁id', '▁ones', '▁seventy', 'ract', 'cing', '▁sens', '▁univers', '▁discover', 'ential', '▁century', 'ma', 'awk', '▁invest', '▁aud', '▁fish', '▁systems', '▁american', 'ator', '▁diffic', '▁against', 'Daniel', '▁team', 'ability', 'ones', '▁bro', '▁eur', '▁oth', '▁pur', '-0096', '▁guys', '▁listen', 'ption', '▁inde', '▁outside', 'ike', 'ibly', '▁Bill', '▁others', 'Jac', 'ny', 'haps', 'ature', '▁least', '▁protect', '▁technolog', 'reg', '▁perhaps', 'ster', '▁miss', '▁stre', 'itting', '▁natural', 'pend', '▁mill', '▁micro', '▁opportun', 'mer', '▁ill', 'Gar', 'elt', '▁hold', '▁neur', 'ush', '▁scale', '▁center', 'Good', '▁fre', '▁typ', '▁china', '▁culture', '▁interact', '▁H', 'up', 'imb', '▁es', '▁couldn', '▁difference', '▁appro', '▁pot', '▁sym', '▁innov', '-0010', 'ients', 'utions', '▁based', '▁colle', 'rian', '▁happy', '▁recent', '▁ocean', 'iving', '▁prop', '▁york', '▁learning', 'app', 'Mull', '▁cra', '▁gave', '▁mess', '▁prov', '▁extra', '▁during', 'ral', '-0069', '▁terms', 'right', 'itions', '▁takes', 'Anderson', '▁beginning', '▁questions', 'ok', '▁worked', '_2002-01', 'Bre', '▁finally', '▁communic', '▁Michael', 'ted', '▁wa', '-0065', '▁cut', '-0059', 'inary', '▁instit', '▁non', '▁exist', '▁moving', 'ox', '▁tem', '▁black', '-0030', '-0092', '▁common', 'aul', '_2001', '▁given', '▁wonderful', '▁population', '▁relationship', 'sy', 'Lev', '▁expect', 'erz', '▁size', 'verage', '▁behavior', 'olute', '▁death', 'lli', '▁won', '-0091', 'abeth', '▁democr', '▁seeing', 'ee', '▁vi', '▁fall', '▁break', '▁patter', '▁electric', '▁difficult', 'ts', 'Ant', '▁ve', '▁low', '-0020', '▁grand', '▁leave', 'izabeth', '▁record', '▁short', '▁absolute', '▁taken', 'ully', '▁adv', '▁jour', '▁serv', '▁oh', '▁fail', '▁intell', '-0063', '▁wall', '▁super', '▁parent', 'Ma', '▁ess', '▁occ', '▁drug', '▁sour', 'Graham', '▁europe', 'ste', '▁chem', '▁parts', 'ination', '▁explain', 'ged', 'not', 'ency', '▁emp', '▁ap', '▁local', '▁media', '▁obvious', '▁P', 'ium', '▁er', 'eline', 'ident', '▁changed', '▁image', 'sc', 'umb', 'ither', '▁relig', '▁direct', '▁support', '▁wee', '▁turned', 'Ag', 'xy', 'stein', '▁simp', '▁cities', 'itect', '▁pick', '▁consum', '▁surface', '▁architect', '▁Robert', '▁major', '▁reach', '▁evolution', 'Shir', 'yc', 'wor', 'usan', '▁access', '▁perform', '▁cle', '-0075', '▁south', '▁Al', 'aS', '▁sud', '▁began', 'oph', '▁ple', '▁tot', '▁ident', '▁yourself', '▁blue', '▁simply', '▁whatever', 'lec', 'ule', 'sych', '▁cop', 'mi', '▁jo', 'aren', 'cious', '▁surv', 'isa', 'Pink', '▁sum', '▁needs', '▁repres', 'rad', 'ried', '▁easy', '▁national', 'Bruce', 'aring', '▁film', 'iant', '▁longer', 'we', 'Gold', 'ills', '▁trad', '▁week', 'ameron', '▁Steven', 'Mor', 'Tur', 'han', 'amin', 'avor', '-0040', 'astic', '▁eyes', 'idence', '▁James', '▁psych', 'He', 'uses', 'Eric', 'hr', '▁known', '▁personal', '▁structure', '▁interested', 'pris', '▁foot', '▁vers', '▁areas', '▁friend', '▁photograph', 'Wh', '▁incl', 'uclear', '▁hands', '▁ability', 'Don', 'ama', '▁white', 'Jan', 'hry', 'fully', 'oster', '▁key', '▁powerful', 'ola', 'rent', '▁arg', 'ological', 'gle', '▁sent', '▁event', 'uel', '▁cannot', 'At', '▁civ', '▁dark', '▁resour', '▁dna', 'Shirky', '▁press', 'ClayShirky', 'bar', 'ouch', '▁twel', '▁economic', '▁realized', 'erv', '▁fac', 'Dennett', '▁behind', 'iO', 'fect', '▁mov', '-0073', '-0079', 'ledge', 'osp', 'pid', 'ump', 'Less', 'ilar', '▁felt', '▁tried', '▁measure', '▁quickly', '▁hundreds', '▁Jon', '-0050', 'Gehry', '▁orig', '▁molec', '▁needed', 'FrankGehry', 'Sto', '▁buy', 'bo', '▁bar', '▁pers', '▁requ', '▁situ', '▁robot', 'illiant', '▁reality', '▁ground', '▁economy', 'Joshu', 'Fis', 'Tom', 'oel', 'ude', 'more', '▁impact', 'amm', '▁sex', 'izing', 'aj', 'itra', 'rest', 'ivers', '▁desc', '▁weeks', '▁sudden', '▁companies', 'hood', 'ples', '▁squ', '▁transform', 'ogue', 'ented', '▁gone', '▁north', '▁bottom', 'aB', '▁soft', '▁incredible', '▁individual', '▁main', 'Harris', '▁blood', 'ibility', '▁humans', '▁travel', '▁twelve', '▁approach', '▁development', 'olm', 'olin', 'Kelly', '▁feet', '▁famil', '▁recogn', '▁enc', '▁emot', '▁stay', '▁extre', '▁spent', '▁value', 'oms', 'Larry', '▁pull', 'rought', '▁father', '▁fear', '▁slow', '▁books', '▁pract', '▁profess', '▁political', 'Coll', '▁sav', '-0060', 'awkins', 'arrySch', '▁climate', '▁technologies', 'ka', '▁eat', '-0085', '▁dream', '▁changes', 'urb', '▁Mar', '▁har', '▁tas', 'Simon', 'ators', '▁lost', 'Wil', 'ataM', 'oward', 'ropon', '▁disc', 'ugataM', '▁sitting', 'ugataMitra', 'ively', 'entially', 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'▁Jan', '011', '346', '368', '546', '944', 'bol', 'ona', 'Roth', 'etry', 'ippe', '▁pan', '▁vict', '-00574', '▁deliver', '▁various', '▁version', '_2007-007', 'Rachel', 'zz', '007', '023', '315', 'ims', 'odin', 'olom', 'sequ', '▁mix', '▁drop', '▁pack', '-00238', '-00336', '-00424', '-00508', 'Warren', 'ipping', '▁achieve', '▁physics', '▁listening', '▁production', 'aF', '009', '021', '926', '978', 'acre', 'aryn', '▁hyd', '▁swe', '▁unl', '▁anal', '▁tiss', '-00131', '-00191', '-00306', '-00307', '-00401', '-00416', '-00526', 'Chryst', 'atrick', '▁broad', '▁virus', '▁afghan', '▁author', '▁levels', '▁stress', '▁himself', '▁strateg', 'utherland', '▁painting', 'RobertFull', 'Laur', '▁Sher', '004', '070', '335', '928', 'iet', 'igV', 'raigV', '▁inse', '-00066', '-00308', '-00392', '-00558', '▁alive', '▁capac', '▁price', '▁worse', '▁actual', '▁brains', '▁surger', 'atically', 'arynSimon', '▁controll', '▁services', 'raigVenter', 'Jennifer', 'FeisalAbdulRauf', '044', '347', '360', '361', '567', '913', '929', '942', 'put', 'ulf', 'amic', '▁sus', 'Godin', 'Jamie', 'oller', 'rient', '▁wait', '-00358', '▁unique', '▁provide', '▁Y', 'eda', 'airs', 'iers', 'raft', '▁ign', '▁unc', 'ought', '-00201', '-00256', '-00296', '-00337', '-00400', 'Ricard', '▁oxygen', '▁remind', 'Philippe', '▁including', '▁industrial', 'atthieuRicard', '005', '349', '▁hun', 'ounds', 'thern', '▁base', '-00258', '-00288', '-00427', '-00506', '-00674', '▁truly', '▁choose', '▁mental', '▁philos', '▁prison', '▁mention', '▁expensive', '▁traditional', '▁Joshu', 'oe', '030', '061', '099', '515', '949', '986', 'oid', 'ande', '▁Tom', '▁atm', '▁dyn', '-0105', 'eiler', '▁gold', '▁hall', '-00227', '-00297', '-00344', 'Hansen', 'ertrand', '▁values', 'Sutherland', '▁financial', '▁institutions', 'BillyGraham', 'Kam', 'cz', '048', '079', '084', '086', '348', '927', 'Jou', 'das', 'idis', '▁mut', '▁san', 'attle', 'enich', '▁prep', '-00178', '-00237', '-00314', '-00354', '-00454', '-00514', '-00528', 'Feiler', '▁board', 'Joubert', '▁afford', '▁employ', '▁plastic', 'Merzenich', '▁teaching', '▁americans', 'BreneBrown', 'RichardDawkins', 'wa', '020', '085', '363', '520', 'Hol', 'ube', 'feld', 'ycle', 'ynth', '▁cam', '▁harv', '▁roll', '▁task', '-00736', 'reeman', 'ricult', '▁blind', '▁Thomas', '▁commer', '▁determ', '▁famous', '▁policy', '▁express', '▁agricult', '▁families', '924', 'ede', 'ops', 'iels', '▁pen', '▁wide', '-00352', '-00436', 'Mullis', '▁range', '▁rights', '▁however', '▁massive', '▁neurons', 'aryMullis', '▁anywhere', '▁standard', '002', '339', '344', '568', '589', '968', 'akis', 'ancy', 'ches', '▁desp', '▁rule', '-00234', '-00294', '-00404', '-00524', '▁gradu', '▁slide', 'Branson', '_2007-008', '▁humanity', '▁religion', 'Christakis', 'Sal', '018', '325', '960', 'Ven', '▁cru', '▁kil', 'itude', 'thony', '-00324', '-00536', '-00584', '-00607', '-00627', 'Shimon', '▁Larry', '▁autom', 'Wolfram', '▁multip', '▁contrib', '▁familiar', '▁decisions', '▁effective', 'Mi', 'ta', '067', '320', '383', '384', '910', '940', 'ana', '▁pal', '▁conv', '▁fort', '-00364', '-00452', '-00484', '-00507', '-00658', '▁store', '▁trade', 'reasure', '▁mostly', '▁driving', '▁unfortun', '015', '540', '561', '961', 'edy', '▁ut', 'ased', 'roll', '▁thr', '▁fold', '-00197', '-00226', '-00291', '-00317', '-00328', '-00474', '-00557', '-00656', 'Ramdas', '▁optim', '▁genome', '▁evolved', '▁becoming', '▁cultural', '▁mountain', 'Rick', '074', '323', '513', '525', 'May', 'eal', 'oom', 'Diff', 'koll', 'ndon', 'umar', 'uted', '▁cat', '▁laws', '-00076', '-00414', '-00437', '-00494', '-00496', '-00498', '-00504', '-00544', '-00664', 'anRock', 'aCarter', '▁mobile', 'ielsDiff', 'joraCarter', '▁temperature', 'ielsDiffrient', 'Ny', 'Rh', '090', '510', '518', '586', '963', '970', 'aph', 'let', 'anth', 'Atala', 'Prest', 'Ramus', 'eless', 'rager', 'rince', '-00300', '-00304', '-00391', '-00426', '-00432', '▁airpl', '▁types', '▁nation', '▁networks', 'rinceRamus', 'thonyAtala', '▁direction', '▁fantastic', 'Christopher', '▁remarkable', '▁JuanEnriquez', 'BillStrickland', '▁Nicholas', 'JaneGoodall', 'Gr', 'of', '068', '277', '373', '378', '390', 'Mul', '▁ir', 'bell', 'eyer', '▁dar', 'ining', '▁blog', '-00232', '-00428', '-00458', '-00538', '-00567', '-00634', '-00702', 'vision', '▁whose', '▁slight', '▁Stephen', '▁citizens', '▁produced', '▁speaking', 'Emily', 'New', 'Newton', 'AM', 'Pu', '076', '313', '575', '587', 'nda', 'Bono', 'Gore', '▁dad', '▁bang', '▁fine', '▁heat', '▁radi', '-00252', '-00318', '-00537', '-00597', '-00638', 'inated', '▁concl', '▁final', '▁manage', 'Schocken', '▁seconds', '▁waiting', '▁increase', '▁independ', '▁throughout', 'StevenStrogatz', '266', '387', '544', '946', 'sey', 'the', 'aced', 'ugan', '▁doc', '▁mid', '▁ran', 'urman', '▁hair', '▁none', '-00274', '-00298', '-00616', '▁match', '▁motiv', '▁causes', '▁physic', '▁symbol', '▁ancient', '▁anymore', '▁Jane', '046', '053', '062', '063', '065', '082', '343', 'Vir', 'roy', 'Jill', 'Till', 'aind', 'iced', '-00406', '-00491', '-00502', '-00552', 'Joseph', 'olomon', '▁costs', '▁demon', 'inating', '▁consequ', '▁popular', '▁sixteen', '▁patterns', 'DanGilbert', '▁condition', '▁connection', '▁communication', '519', '560', '979', 'Mad', 'lly', '▁dan', '▁veh', 'antic', '▁appl', '▁uses', '-00408', 'iences', '▁apply', '▁impro', 'Thurman', '▁doctors', '▁private', '▁purpose', '▁directly', '▁diseases', '▁electron', '▁instance', '▁dangerous', '▁designers', '▁immediately', 'dam', '▁Rob', 'Eli', '▁Neil', '581', 'Tab', 'cks', 'odney', '▁mamm', '▁moon', '▁shot', '▁wood', '-00316', '-00434', '-00602', '-00626', 'Glenny', 'aindeB', '▁throw', 'aGlenny', '▁babies', '▁compon', '▁comfort', '▁willing', '▁politics', '▁following', '▁president', 'aindeBotton', 'Hall', 'Scott', 'LarryBrilliant', 'MalcolmGladwell', '573', '921', '983', 'acht', 'adow', 'come', 'lebr', 'ping', 'eties', '▁fasc', '▁weap', '-00407', '-00438', '-00456', '-00501', '-00631', 'Diller', 'Dunbar', '▁quant', '▁forces', '▁forget', '▁random', '▁enormous', '019', '080', '122', '523', '585', 'Walk', 'aron', 'aries', 'encer', '▁fash', '▁legs', '-00176', '-00394', '▁bridge', '▁celebr', '▁london', '▁useful', '▁survive', '_2007-009', '▁capacity', '▁pressure', '045', '521', '920', 'kel', '▁lat', 'oston', '▁coff', '-00332', '-00417', '-00604', '-00654', '-00704', 'otsman', '▁birds', '▁oppos', '▁integr', '▁invent', '▁method', 'ologists', '▁address', '▁fourteen', '▁surround', '▁television', '089', '362', '543', 'aKK', 'bal', 'eles', 'iles', 'Schne', 'aghav', '▁plat', '-00334', '-00351', '-00451', '-00718', '▁party', 'itation', 'ologist', '▁decade', 'Rockwell', 'aghavaKK', '▁greatest', '▁efficient', '▁challenges', '▁creativity', '▁performance', 'Bol', 'ened', '▁aid', '▁fit', '▁isl', 'angle', 'erner', 'itted', '▁jump', '▁wire', '-00431', '-00488', '-00532', '-00701', '▁loved', '▁parad', 'Botsman', 'Gabriel', '▁gather', '▁landsc', '▁shared', '▁effects', '▁infrast', '▁instrum', '▁journal', '▁prevent', '▁website', '▁laughter', '▁relative', '385', '959', 'ays', 'kes', 'oty', 'uct', 'vert', 'osaur', '▁copy', '▁musc', '▁tens', '-00248', '-00578', '-00594', '-00751', '▁bound', '▁radio', '▁easily', '▁struct', 'Treasure', '▁tremend', '_2006-008', '_2008-008', '▁demonstr', '▁understood', '▁neighborhood', '▁consciousness', 'Van', 'Ash', '166', '549', '925', '971', 'Ras', 'Row', 'rag', 'Ward', 'aime', 'aria', 'ceed', 'rees', 'vant', 'aimeL', '▁dram', '▁hole', '-00374', '-00396', '-00500', '-00606', '▁frank', '▁raise', '▁describ', '▁fashion', 'aimeLerner', 'Colin', 'NathanMyhrvold', 'iM', '312', 'ery', '▁et', '▁ju', 'oint', 'oris', 'aging', 'ained', '▁gene', '-00177', '-00278', 'Kelley', '▁catch', '▁bodies', '▁flying', '▁decades', '▁reflect', '▁invented', '▁possibly', '▁programs', '▁biological', 'BarrySchwartz', 'Ellen', 'anj', 'bel', 'olve', 'Turok', 'eters', '▁swim', '-00384', '-00531', '-00598', '-00624', '-00700', 'Savage', 'ulated', '▁coast', '▁helped', '▁focused', '▁meeting', 'Sheryl', 'Ob', '010', 'ela', 'Dian', '-00554', '-00608', '▁email', '▁twice', '▁career', '▁desert', '▁markets', '_2005-008', '▁terrible', 'Sarah', 'ni', '001', '028', '369', 'Paw', 'lan', 'illa', 'inaD', '▁ord', '▁rom', '▁sam', 'Griff', 'leton', '▁Mark', '▁Rory', '-00464', '-00467', '-00614', '-00694', 'ynthia', '▁basis', '▁below', 'inaDugan', '▁nations', '▁respond', 'cr', 'li', '069', '078', 'die', 'ird', 'och', 'ands', 'ball', 'ells', 'imee', '▁tax', 'arasw', '▁Marc', '▁harm', '▁vacc', '-00516', '-00551', '-00724', '-00728', '-00734', '-00774', 'Steiner', '▁coffee', '▁honest', '▁resist', '▁strugg', '▁weight', 'araswati', 'ulations', '▁surgery', '▁original', '▁molecules', 'eslieMorgan', '▁conference', '▁infrastructure', 'Tal', 'JanineBenyus', '161', '241', '912', '918', '950', '973', '987', 'hib', 'ango', 'iber', '▁mos', '▁sor', '-0103', 'Klein', 'rogen', '▁conc', '▁ecos', '▁loss', '-00397', '-00448', '-00600', '-00651', '-00717', '▁liber', '▁aspect', '▁flight', '▁german', '▁indian', '▁insect', '▁police', '▁atmosphere', '▁unfortunately', 'PaulMacCready', 'Taylor', 'uy', '319', 'Dick', 'aign', '-00326', 'Hillis', '▁total', '▁notion', 'Margaret', '_2011-01', 'nyHillis', '▁attract', '▁washing', '_2009-008', '▁campaign', '▁daughter', '▁communicate', '▁sustainable', '▁intelligence', '▁Jack', 'ChrisAbani', 'ChrisAnderson', '083', '330', '▁da', 'Nick', 'Maeda', '▁tail', '-00086', '-00378', '-00732', '-00794', '▁displ', '▁river', '▁appear', '▁eating', '▁female', '▁supply', '▁related', '▁profound', 'Lisa', '245', '919', 'Bal', 'Mes', 'Nor', 'obs', '▁', 'e', 't', 'a', 'o', 'i', 'n', 's', '0', 'r', 'h', 'l', 'd', 'u', 'c', '-', 'm', 'y', 'p', '1', 'w', 'g', '2', 'f', 'b', '9', 'v', '3', 'k', '4', '5', '7', '_', '6', '8', '.', "'", 'G', 'S', 'x', 'P', 'j', 'B', 'J', 'M', 'z', 'D', 'R', 'X', 'A', 'C', 'q', 'K', 'L', 'W', 'H', 'T', 'E', 'N', 'F', 'I', 'Z', 'U', 'V', 'O', 'Y', 'Q', 'ă', 'ō', 'ť'], token_bias={'ssl': (256, 2256), 'text_bpe': (2256, 7253), 'special_token': (0, 256)}, encoder_decoder_format=False, speaker_prompt_length=150, pad_speaker_prompt=True, init=None, reflm=None, use_preprocessor=True, subword_choice='sentencepiece', subword_model='data/token_list/ssl_asr_tedlium2/text_bpe', non_linguistic_symbols=None, cleaner=None, g2p='g2p_en', codec_token_per_frame=1, codec_token_in_use=1, codec_ssl_corrupt_prob=0.0, loss_region='target', modality_weights={'ssl': 1.0, 'codec': 0.125, 'text_bpe': 1.0, 'special_token': 10.0}, asr_apply_time_mask=True, asr_time_mask_config={'mask_width_ratio_range': [0.0, 0.05], 'num_mask': 10}, transformer='builtin', transformer_conf={'n_ctx': 3600, 'n_state': 512, 'n_head': 4, 'n_layer': 12, 'qk_norm': True}, corelm='ar_delay', corelm_conf={'share_emb': False}, tokenizer=None, tokenizer_conf={}, model='espnet', model_conf={}, required=['output_dir', 'token_list', 'token_bias'], version='202402', distributed=False)
66
+ [gpub001] 2024-11-02 18:12:12,709 (abs_task:1492) INFO: Skipping collect_feats in collect_stats stage.
67
+ # Accounting: time=370 threads=1
68
+ # Ended (code 0) at Sat Nov 2 18:12:39 CDT 2024, elapsed time 370 seconds
dump/raw_ssl_asr_tedlium2/dev/stats/logs/collect_stat.15.log ADDED
@@ -0,0 +1,68 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ # python3 -m espnet2.bin.speechlm_train --collect_stats true --use_preprocessor true --token_list data/token_list/ssl_asr_tedlium2/token_list.json --token_bias data/token_list/ssl_asr_tedlium2/token_bias.json --non_linguistic_symbols none --cleaner none --g2p g2p_en --subword_choice sentencepiece --subword_model data/token_list/ssl_asr_tedlium2/text_bpe --multi_task_dataset true --output_dir dump/raw_ssl_asr_tedlium2/dev/stats/split32/15 --config conf/train_delay_asr_small.yaml --train_data_path_and_name_and_type dump/raw_ssl_asr_tedlium2/dev/stats/split32/15/data.json,_,dataset_json
2
+ # Started at Sat Nov 2 18:06:29 CDT 2024
3
+ #
4
+ /work/nvme/bbjs/jtian1/espnet_ta/tools/miniconda3/envs/espnet_ta/bin/python3 /work/nvme/bbjs/jtian1/espnet_ta/espnet2/bin/speechlm_train.py --collect_stats true --use_preprocessor true --token_list data/token_list/ssl_asr_tedlium2/token_list.json --token_bias data/token_list/ssl_asr_tedlium2/token_bias.json --non_linguistic_symbols none --cleaner none --g2p g2p_en --subword_choice sentencepiece --subword_model data/token_list/ssl_asr_tedlium2/text_bpe --multi_task_dataset true --output_dir dump/raw_ssl_asr_tedlium2/dev/stats/split32/15 --config conf/train_delay_asr_small.yaml --train_data_path_and_name_and_type dump/raw_ssl_asr_tedlium2/dev/stats/split32/15/data.json,_,dataset_json
5
+ [gpub001] 2024-11-02 18:11:54,567 (speechlm:340) INFO: Vocabulary size: 7253
6
+ [gpub001] 2024-11-02 18:11:54,589 (speechlm:351) INFO: Token Bias: {'ssl': (256, 2256), 'text_bpe': (2256, 7253), 'special_token': (0, 256)}
7
+ [gpub001] 2024-11-02 18:11:54,846 (loss:36) WARNING: The specified modality codec is not in token_bias. Skip it
8
+ [gpub001] 2024-11-02 18:11:55,580 (abs_task:1451) INFO: pytorch.version=2.4.0, cuda.available=True, cudnn.version=90100, cudnn.benchmark=False, cudnn.deterministic=True
9
+ [gpub001] 2024-11-02 18:11:55,581 (abs_task:1452) INFO: Model structure:
10
+ ESPnetSpeechLMModel(
11
+ (corelm): ARDelayLM(
12
+ (decoders): TransformerDecoder(
13
+ (pos_emb): Embedding(128, 128)
14
+ (blocks): ModuleList(
15
+ (0-3): 4 x ResidualAttentionBlock(
16
+ (attn): MultiHeadAttention(
17
+ (query): Linear(in_features=128, out_features=128, bias=True)
18
+ (key): Linear(in_features=128, out_features=128, bias=False)
19
+ (value): Linear(in_features=128, out_features=128, bias=True)
20
+ (out): Linear(in_features=128, out_features=128, bias=True)
21
+ )
22
+ (attn_ln): LayerNorm((128,), eps=1e-05, elementwise_affine=True)
23
+ (attn_dropout): Dropout(p=0.0, inplace=False)
24
+ (mlp): Sequential(
25
+ (0): Linear(in_features=128, out_features=512, bias=True)
26
+ (1): GELU(approximate='none')
27
+ (2): Linear(in_features=512, out_features=128, bias=True)
28
+ )
29
+ (mlp_ln): LayerNorm((128,), eps=1e-05, elementwise_affine=True)
30
+ (mlp_dropout): Dropout(p=0.0, inplace=False)
31
+ )
32
+ )
33
+ (ln): LayerNorm((128,), eps=1e-05, elementwise_affine=True)
34
+ )
35
+ (emb): Embedding(7253, 128)
36
+ (lm_head): Linear(in_features=128, out_features=7253, bias=False)
37
+ (head_emb): Embedding(12, 128)
38
+ )
39
+ (criterion): SpeechLMCrossEntropyLoss()
40
+ )
41
+
42
+ Model summary:
43
+ Class Name: ESPnetSpeechLMModel
44
+ Total Number of model parameters: 2.67 M
45
+ Number of trainable parameters: 2.67 M (100.0%)
46
+ Size: 10.67 MB
47
+ Type: torch.float32
48
+ [gpub001] 2024-11-02 18:11:55,581 (abs_task:1455) INFO: Optimizer:
49
+ AdamW (
50
+ Parameter Group 0
51
+ amsgrad: False
52
+ betas: [0.9, 0.95]
53
+ capturable: False
54
+ differentiable: False
55
+ eps: 1e-08
56
+ foreach: None
57
+ fused: None
58
+ initial_lr: 0.001
59
+ lr: 2.5e-07
60
+ maximize: False
61
+ weight_decay: 0.01
62
+ )
63
+ [gpub001] 2024-11-02 18:11:55,581 (abs_task:1456) INFO: Scheduler: WarmupLR(warmup_steps=4000)
64
+ [gpub001] 2024-11-02 18:11:55,686 (abs_task:1465) INFO: Saving the configuration in dump/raw_ssl_asr_tedlium2/dev/stats/split32/15/config.yaml
65
+ [gpub001] 2024-11-02 18:11:59,914 (abs_task:1476) INFO: Namespace(config='conf/train_delay_asr_small.yaml', print_config=False, log_level='INFO', drop_last_iter=True, dry_run=False, iterator_type='sequence', valid_iterator_type=None, output_dir='dump/raw_ssl_asr_tedlium2/dev/stats/split32/15', ngpu=0, seed=0, num_workers=6, num_att_plot=0, dist_backend='nccl', dist_init_method='env://', dist_world_size=None, dist_rank=None, local_rank=None, dist_master_addr=None, dist_master_port=None, dist_launcher=None, multiprocessing_distributed=False, unused_parameters=False, sharded_ddp=False, use_fsdp=False, min_num_params_fsdp=30000000.0, use_deepspeed=False, deepspeed_config=None, deepspeed_step_sync=True, cudnn_enabled=True, cudnn_benchmark=False, cudnn_deterministic=True, use_tf32=False, collect_stats=True, write_collected_feats=False, max_epoch=80, patience=None, val_scheduler_criterion=('valid', 'loss'), early_stopping_criterion=('valid', 'loss', 'min'), best_model_criterion=[['valid', 'total_count', 'max']], keep_nbest_models=[10], nbest_averaging_interval=0, grad_clip=5, grad_clip_type=2.0, grad_noise=False, accum_grad=1, no_forward_run=False, resume=False, train_dtype='float32', use_amp=True, max_loss_scale=10000000000.0, log_interval=200, use_matplotlib=True, use_tensorboard=True, create_graph_in_tensorboard=False, use_wandb=False, wandb_project=None, wandb_id=None, wandb_entity=None, wandb_name=None, wandb_model_log_interval=-1, detect_anomaly=False, use_adapter=False, adapter='lora', save_strategy='all', adapter_conf={}, pretrain_path=None, init_param=[], ignore_init_mismatch=False, freeze_param=[], num_iters_per_epoch=5000, batch_size=20, valid_batch_size=None, batch_bins=60000, valid_batch_bins=None, sampler_allow_duplication=False, train_shape_file=[], valid_shape_file=[], batch_type='numel', valid_batch_type=None, fold_length=[], sort_in_batch='descending', shuffle_within_batch=False, sort_batch='descending', multiple_iterator=False, chunk_length=500, 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'ley', 'io', 'iness', '▁grow', 'ied', 'arry', 'ific', '▁project', 'Ke', 'ably', 'cept', 'ross', '▁partic', 'arch', '▁stu', '▁cr', '-0088', '▁data', '▁mus', '▁read', 'ced', '▁move', '▁whole', '▁mom', 'ience', '▁children', '▁rep', '▁million', '▁second', 'arm', '▁inform', '▁cor', '-0007', '9-01', '▁doesn', '▁gener', 'land', 'ways', '▁cap', 'Ne', '▁care', 'ett', 'conom', '▁doll', 'ote', '▁book', 'ute', '▁done', '▁wanted', '▁el', '▁lar', '▁econom', '▁poss', '▁chang', '-0017', 'Jon', 'ds', '▁love', '▁pict', '▁expl', 'En', '▁fifty', '▁univer', '▁att', '▁health', '▁believe', 'its', '▁thirty', '▁trying', '▁afric', '▁bus', '▁live', '▁organ', '-0006', 'And', '▁beh', 'El', '▁bi', '▁ok', 'selves', 'ational', '▁away', 'ative', 'ork', 'rop', 'ural', '▁hard', '▁space', '▁sub', '▁pres', '▁supp', '-0094', '▁acc', 'me', 'ism', '1-01', 'nect', '▁cou', '▁tri', '▁less', 'vers', '▁str', '▁always', '▁ever', '▁money', '▁women', '▁form', '▁using', '▁working', 'els', '▁vis', 'Ar', 'ruct', '▁everything', 'Ph', '_19', '-0022', '▁nine', 'Ben', '▁inf', '▁energ', '▁int', 'eng', '▁country', 'gg', 'hing', '▁information', 'att', 'aces', '▁prob', 'teen', '▁thinking', '▁T', '▁open', '-0016', '▁hand', 'ives', '▁mod', '▁anim', '▁L', '▁means', '▁mind', '▁took', 'que', '-0011', '▁seven', 'rew', '▁spec', '▁energy', '-0026', '▁nin', 'ments', '▁create', 'ron', 'ead', '▁sw', 'Bill', '▁sing', '▁run', 'Hans', 'ng', 'ps', 'Will', '▁food', '▁process', '▁home', '▁reg', '▁fut', 'ries', '▁sense', '▁number', 'aut', '▁tru', '▁left', '▁resp', '▁quite', 'ton', '▁mark', 'ek', '▁kids', '▁wo', 'Fran', '▁interesting', '▁earth', '▁sk', '▁beg', '▁dem', '▁hal', 'hip', '▁David', '▁met', '-0027', '-0037', '▁times', '-0098', 'ital', '▁lead', '▁become', '▁enough', '▁building', '▁future', 'ank', '▁z', '▁best', '▁stuff', 'led', 'lear', 'wh', 'Ros', '▁elect', '▁connect', '▁pat', '▁intern', 'Michael', '-0012', '▁comes', '▁making', '▁probably', '▁compan', '▁contro', 'vern', '▁frie', 'ret', '▁air', 'ready', '▁getting', '▁head', 'ond', '▁pub', '▁prog', 'ues', '▁glob', '83', 'ever', '▁govern', 'ham', 'ots', 'berg', '▁half', '▁conf', '▁social', 'Robert', '▁env', 'ala', '▁col', '▁grou', '▁month', 'idd', 'ouse', '▁body', 'ertain', '▁ty', '▁pie', '▁pop', '▁room', '85', '▁thank', '▁science', '▁hist', '▁walk', '▁fun', 'Bl', 'Mar', 'iew', 'ention', '▁side', 'amer', '▁char', '▁talking', '-0047', '-0032', 'ows', 'ories', '-0021', 'rand', 'anS', '▁phys', '▁stand', '▁war', 'Phil', '-0036', 'iting', '▁cur', 'ient', 'wart', '▁top', '-0046', '▁dist', '▁set', '▁without', 'cy', 'atz', 'orge', '▁sev', '-0002', 'iron', 'br', '▁environ', 'orn', '▁wonder', '▁sign', 'ont', '▁happened', 'omas', '82', '▁eas', 'ime', 'osh', 'Brown', '▁educ', 'sw', '▁cult', '89', '-0066', 'ogra', 'Cl', '▁seem', '▁such', '▁pret', 'imate', 'olution', '41', '47', '86', 'na', '▁answ', '▁beaut', '▁bring', 'Richard', '▁basically', 'Char', '▁dollars', 'ten', '▁hour', 'James', '▁living', '▁job', '▁rese', '▁fig', '▁effect', '▁pretty', 'ield', '▁far', '▁anything', 'iel', '45', 'Chris', '▁Dan', '-0077', '▁picture', '49', '▁africa', '▁add', '▁across', '▁dr', '▁mach', '▁prot', '▁coming', '▁val', '▁keep', '▁city', 'ared', '▁reason', '▁moment', '▁else', '▁phot', 'ew', 'rib', '-0100', '▁planet', '▁land', '▁level', 'lf', '▁goes', 'Gl', 'aid', '▁scient', '▁business', '80', 'ivid', '▁sound', '▁simple', '▁pass', '▁having', 'aps', '-0101', 'uring', '▁research', '▁prof', '▁matter', 'ices', '▁bad', '▁global', '▁teach', '42', 'ince', '▁lives', '▁particular', 'ograph', 'af', '-0031', '-0042', '▁opp', '▁ideas', '▁case', '▁environment', 'ai', '-0102', '▁countries', '▁begin', '▁imagine', 'ters', '▁told', 'Har', 'bor', 'cial', '▁rob', '▁hope', '▁once', '▁says', '▁computer', '▁problems', 'Rob', 'imon', '-0051', '▁later', 'my', 'acy', 'cc', '▁mor', '▁family', '▁aut', '-0057', '▁def', '▁makes', '▁sit', '▁ways', '▁list', '▁young', '-0067', '▁experience', '▁dise', '▁happens', 'eil', '▁mem', '▁forty', '▁age', '46', '▁saw', 'Ab', 'ony', '-0056', '▁both', '▁within', '▁amaz', '▁rest', '▁seen', '▁mil', '_1998', '▁days', 'ipp', 'George', '▁remem', 'den', 'iter', '▁single', '▁billion', 'Denn', '▁stop', '40', '-0005', 'amp', '▁ey', 'most', 'ying', '▁dev', '▁cells', 'William', 'ants', '▁lang', 'ization', 'ulation', '▁yet', '▁state', '-0009', '88', '▁complete', '▁men', 'aP', 'yl', '▁K', '▁inside', '▁states', '▁par', '43', 'HansRos', '▁certain', 'HansRosling', 'ani', 'ney', '▁remember', '▁music', 'Sm', 'str', '▁che', '▁face', '▁langu', '▁ref', '▁history', '▁whether', 'Ram', '▁loc', 'where', '▁dire', '▁test', '▁polit', '▁while', '-0052', '▁exc', '▁heart', '▁cost', '▁vir', 'ister', 'ilt', '-0003', '▁pain', '▁nothing', '▁bre', '▁almost', '-0033', '▁self', '-0041', '▁watch', '▁asked', '▁suc', 'itive', 'Charles', 'ality', '▁vide', 'rick', '▁sure', 'aur', 'ury', '-0015', 'reas', '▁net', 'An', '▁equ', '▁answer', 'ences', 'aly', 'ortun', '▁cond', '▁saying', '▁already', '▁fore', '▁looks', '▁contin', '▁incred', '▁inte', 'Be', '-012', '▁possible', 'Wol', '-0013', '-0104', '▁figure', '▁product', 'Thomas', '▁wrong', '▁community', '▁lab', '▁looked', 'imes', 'less', 'Frank', 'iddle', '▁speak', '▁control', 'ided', 'Jonathan', '▁leg', '▁hear', '▁public', 'ior', 'ivity', '▁Paul', '▁sou', '-0076', '▁individ', '▁everybody', 'oot', 'augh', '▁large', 'ole', 'lish', '▁mag', '87', 'van', '▁treat', '▁law', '▁often', '▁mar', 'uge', 'osed', 'Green', 'ream', '▁guy', '▁sec', 'ape', 'ug', 'ined', '-0023', '-0087', 'ides', '▁tre', '-0019', '-0029', '▁amazing', '▁ted', '▁unt', '▁program', 'ero', '▁ant', '▁cancer', '▁ge', 'pect', 'unch', '▁mater', '▁line', '▁chall', '▁couple', '▁engine', '▁class', 'ruce', '▁gir', '▁fund', 'Christ', 'sh', 'ene', '▁kill', '▁news', '▁disco', 'elly', '▁gi', 'eff', '▁order', '▁pri', '▁allow', 'rog', '▁C', 'ware', '▁ass', '▁iss', '▁piece', '▁fil', '▁somet', 'side', 'ns', 'Stef', '▁built', '▁nature', 'ages', 'itch', 'off', '-0025', '▁exact', '▁months', '▁myself', '▁beautif', '▁god', '-0062', 'ering', '▁true', '▁universe', '-0055', '▁instead', 'jor', 'utes', '▁abs', 'yn', '▁ret', '-0072', '▁model', '▁government', '▁group', '▁heard', 'aK', 'uan', 'arent', '▁market', '▁united', 'lyn', '▁nor', 'Kevin', '▁entire', '▁education', '▁foll', 'Lee', '▁house', 'Jack', 'oshu', '▁places', 'get', '▁species', 'Se', '▁full', '▁ninety', 'row', '▁train', '▁yes', '▁middle', '-0061', '▁must', '▁John', '▁deep', '▁free', '▁sometimes', 'ison', '▁oce', 'ider', '-0106', '▁itself', '▁language', 'rey', '▁green', '▁until', '▁someone', 'Ed', '-0045', '▁object', '▁result', 'ctor', '▁cal', '▁pay', 'raham', '▁behav', '▁front', 'ructure', '81', 'atic', '▁dra', '▁red', '▁words', '▁somebody', '▁isn', '▁okay', '▁video', '▁internet', '▁beautiful', 'Ad', '-0071', '▁const', '▁third', '▁deal', '▁night', 'work', '▁aff', '▁pos', '▁girl', '▁tool', '▁success', 'tern', '▁huge', 'ung', 'omes', '▁quick', '▁turns', '-0039', '▁arch', '▁rather', 'ases', 'ately', 'olas', '▁experim', '-0107', '▁disease', '▁Sh', 'phen', '▁view', '▁spend', '▁D', 'win', 'vious', '▁kinds', '▁taking', '▁av', '▁mic', '▁works', '▁complex', '▁det', '▁inn', '▁woman', 'Stewart', '▁indust', '▁though', '▁hy', '-0035', 'aster', '▁completely', 'cl', 'bers', '▁foc', '▁wind', '▁rev', '▁since', '▁follow', '▁ste', '▁share', 'icholas', '▁del', 'quez', '-0053', 'ites', '▁happening', '▁di', '-0082', '▁along', '▁mother', 'etic', 'Ken', 'Enri', 'anna', '-0086', 'acter', 'uanEnri', 'uanEnriquez', 'ror', '▁ris', '-0049', '▁students', 'bs', 'ired', 'ental', '▁bott', '▁eighty', 'Re', '▁past', 'Stephen', '▁focus', 'uck', 'face', '▁word', '▁society', 'Mac', 'ians', '▁dep', '▁dri', '▁close', '▁india', '▁decided', 'lex', 'ales', '▁study', 'anK', '▁math', 'ats', 'Bur', '▁oil', '▁mass', 'he', 'uss', '▁ca', '▁hours', '▁var', 'ional', '▁knew', '▁meas', 'ove', 'aper', '▁Peter', 'oice', '-0043', '▁stories', 'Dun', 'irc', '▁ourselves', 'enti', 'wards', '▁area', '▁animals', '▁rad', '▁everyone', 'Sher', 'istic', '▁gets', '▁bir', '▁liter', '▁themselves', 'line', '▁sun', 'Mark', '▁learned', '44', 'ern', 'ogn', 'artin', 'olved', '▁game', '▁wasn', '▁america', 'Clay', 'rove', '-0108', '▁meet', '▁early', '▁became', '▁exactly', 'rug', '▁company', 'ocr', '▁name', '▁collect', 'Tim', '▁norm', '▁fifteen', '▁friends', '▁thousands', '▁dig', '-0081', '▁circ', '▁minutes', 'ules', '▁mot', 'Jul', 'ax', 'Bar', '▁imm', 'ision', '▁oper', '▁created', 'oz', 'gest', '▁sixty', 'ode', '▁machine', '▁relations', '-0097', '▁field', '▁amount', '▁present', 'inson', '▁lots', '▁pred', 'well', '▁bab', '▁fly', '▁step', '▁clear', '▁id', '▁ones', '▁seventy', 'ract', 'cing', '▁sens', '▁univers', '▁discover', 'ential', '▁century', 'ma', 'awk', '▁invest', '▁aud', '▁fish', '▁systems', '▁american', 'ator', '▁diffic', '▁against', 'Daniel', '▁team', 'ability', 'ones', '▁bro', '▁eur', '▁oth', '▁pur', '-0096', '▁guys', '▁listen', 'ption', '▁inde', '▁outside', 'ike', 'ibly', '▁Bill', '▁others', 'Jac', 'ny', 'haps', 'ature', '▁least', '▁protect', '▁technolog', 'reg', '▁perhaps', 'ster', '▁miss', '▁stre', 'itting', '▁natural', 'pend', '▁mill', '▁micro', '▁opportun', 'mer', '▁ill', 'Gar', 'elt', '▁hold', '▁neur', 'ush', '▁scale', '▁center', 'Good', '▁fre', '▁typ', '▁china', '▁culture', '▁interact', '▁H', 'up', 'imb', '▁es', '▁couldn', '▁difference', '▁appro', '▁pot', '▁sym', '▁innov', '-0010', 'ients', 'utions', '▁based', '▁colle', 'rian', '▁happy', '▁recent', '▁ocean', 'iving', '▁prop', '▁york', '▁learning', 'app', 'Mull', '▁cra', '▁gave', '▁mess', '▁prov', '▁extra', '▁during', 'ral', '-0069', '▁terms', 'right', 'itions', '▁takes', 'Anderson', '▁beginning', '▁questions', 'ok', '▁worked', '_2002-01', 'Bre', '▁finally', '▁communic', '▁Michael', 'ted', '▁wa', '-0065', '▁cut', '-0059', 'inary', '▁instit', '▁non', '▁exist', '▁moving', 'ox', '▁tem', '▁black', '-0030', '-0092', '▁common', 'aul', '_2001', '▁given', '▁wonderful', '▁population', '▁relationship', 'sy', 'Lev', '▁expect', 'erz', '▁size', 'verage', '▁behavior', 'olute', '▁death', 'lli', '▁won', '-0091', 'abeth', '▁democr', '▁seeing', 'ee', '▁vi', '▁fall', '▁break', '▁patter', '▁electric', '▁difficult', 'ts', 'Ant', '▁ve', '▁low', '-0020', '▁grand', '▁leave', 'izabeth', '▁record', '▁short', '▁absolute', '▁taken', 'ully', '▁adv', '▁jour', '▁serv', '▁oh', '▁fail', '▁intell', '-0063', '▁wall', '▁super', '▁parent', 'Ma', '▁ess', '▁occ', '▁drug', '▁sour', 'Graham', '▁europe', 'ste', '▁chem', '▁parts', 'ination', '▁explain', 'ged', 'not', 'ency', '▁emp', '▁ap', '▁local', '▁media', '▁obvious', '▁P', 'ium', '▁er', 'eline', 'ident', '▁changed', '▁image', 'sc', 'umb', 'ither', '▁relig', '▁direct', '▁support', '▁wee', '▁turned', 'Ag', 'xy', 'stein', '▁simp', '▁cities', 'itect', '▁pick', '▁consum', '▁surface', '▁architect', '▁Robert', '▁major', '▁reach', '▁evolution', 'Shir', 'yc', 'wor', 'usan', '▁access', '▁perform', '▁cle', '-0075', '▁south', '▁Al', 'aS', '▁sud', '▁began', 'oph', '▁ple', '▁tot', '▁ident', '▁yourself', '▁blue', '▁simply', '▁whatever', 'lec', 'ule', 'sych', '▁cop', 'mi', '▁jo', 'aren', 'cious', '▁surv', 'isa', 'Pink', '▁sum', '▁needs', '▁repres', 'rad', 'ried', '▁easy', '▁national', 'Bruce', 'aring', '▁film', 'iant', '▁longer', 'we', 'Gold', 'ills', '▁trad', '▁week', 'ameron', '▁Steven', 'Mor', 'Tur', 'han', 'amin', 'avor', '-0040', 'astic', '▁eyes', 'idence', '▁James', '▁psych', 'He', 'uses', 'Eric', 'hr', '▁known', '▁personal', '▁structure', '▁interested', 'pris', '▁foot', '▁vers', '▁areas', '▁friend', '▁photograph', 'Wh', '▁incl', 'uclear', '▁hands', '▁ability', 'Don', 'ama', '▁white', 'Jan', 'hry', 'fully', 'oster', '▁key', '▁powerful', 'ola', 'rent', '▁arg', 'ological', 'gle', '▁sent', '▁event', 'uel', '▁cannot', 'At', '▁civ', '▁dark', '▁resour', '▁dna', 'Shirky', '▁press', 'ClayShirky', 'bar', 'ouch', '▁twel', '▁economic', '▁realized', 'erv', '▁fac', 'Dennett', '▁behind', 'iO', 'fect', '▁mov', '-0073', '-0079', 'ledge', 'osp', 'pid', 'ump', 'Less', 'ilar', '▁felt', '▁tried', '▁measure', '▁quickly', '▁hundreds', '▁Jon', '-0050', 'Gehry', '▁orig', '▁molec', '▁needed', 'FrankGehry', 'Sto', '▁buy', 'bo', '▁bar', '▁pers', '▁requ', '▁situ', '▁robot', 'illiant', '▁reality', '▁ground', '▁economy', 'Joshu', 'Fis', 'Tom', 'oel', 'ude', 'more', '▁impact', 'amm', '▁sex', 'izing', 'aj', 'itra', 'rest', 'ivers', '▁desc', '▁weeks', '▁sudden', '▁companies', 'hood', 'ples', '▁squ', '▁transform', 'ogue', 'ented', '▁gone', '▁north', '▁bottom', 'aB', '▁soft', '▁incredible', '▁individual', '▁main', 'Harris', '▁blood', 'ibility', '▁humans', '▁travel', '▁twelve', '▁approach', '▁development', 'olm', 'olin', 'Kelly', '▁feet', '▁famil', '▁recogn', '▁enc', '▁emot', '▁stay', '▁extre', '▁spent', '▁value', 'oms', 'Larry', '▁pull', 'rought', '▁father', '▁fear', '▁slow', '▁books', '▁pract', '▁profess', '▁political', 'Coll', '▁sav', '-0060', 'awkins', 'arrySch', '▁climate', '▁technologies', 'ka', '▁eat', '-0085', '▁dream', '▁changes', 'urb', '▁Mar', '▁har', '▁tas', 'Simon', 'ators', '▁lost', 'Wil', 'ataM', 'oward', 'ropon', '▁disc', 'ugataM', '▁sitting', 'ugataMitra', 'ively', 'entially', 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'▁Jan', '011', '346', '368', '546', '944', 'bol', 'ona', 'Roth', 'etry', 'ippe', '▁pan', '▁vict', '-00574', '▁deliver', '▁various', '▁version', '_2007-007', 'Rachel', 'zz', '007', '023', '315', 'ims', 'odin', 'olom', 'sequ', '▁mix', '▁drop', '▁pack', '-00238', '-00336', '-00424', '-00508', 'Warren', 'ipping', '▁achieve', '▁physics', '▁listening', '▁production', 'aF', '009', '021', '926', '978', 'acre', 'aryn', '▁hyd', '▁swe', '▁unl', '▁anal', '▁tiss', '-00131', '-00191', '-00306', '-00307', '-00401', '-00416', '-00526', 'Chryst', 'atrick', '▁broad', '▁virus', '▁afghan', '▁author', '▁levels', '▁stress', '▁himself', '▁strateg', 'utherland', '▁painting', 'RobertFull', 'Laur', '▁Sher', '004', '070', '335', '928', 'iet', 'igV', 'raigV', '▁inse', '-00066', '-00308', '-00392', '-00558', '▁alive', '▁capac', '▁price', '▁worse', '▁actual', '▁brains', '▁surger', 'atically', 'arynSimon', '▁controll', '▁services', 'raigVenter', 'Jennifer', 'FeisalAbdulRauf', '044', '347', '360', '361', '567', '913', '929', '942', 'put', 'ulf', 'amic', '▁sus', 'Godin', 'Jamie', 'oller', 'rient', '▁wait', '-00358', '▁unique', '▁provide', '▁Y', 'eda', 'airs', 'iers', 'raft', '▁ign', '▁unc', 'ought', '-00201', '-00256', '-00296', '-00337', '-00400', 'Ricard', '▁oxygen', '▁remind', 'Philippe', '▁including', '▁industrial', 'atthieuRicard', '005', '349', '▁hun', 'ounds', 'thern', '▁base', '-00258', '-00288', '-00427', '-00506', '-00674', '▁truly', '▁choose', '▁mental', '▁philos', '▁prison', '▁mention', '▁expensive', '▁traditional', '▁Joshu', 'oe', '030', '061', '099', '515', '949', '986', 'oid', 'ande', '▁Tom', '▁atm', '▁dyn', '-0105', 'eiler', '▁gold', '▁hall', '-00227', '-00297', '-00344', 'Hansen', 'ertrand', '▁values', 'Sutherland', '▁financial', '▁institutions', 'BillyGraham', 'Kam', 'cz', '048', '079', '084', '086', '348', '927', 'Jou', 'das', 'idis', '▁mut', '▁san', 'attle', 'enich', '▁prep', '-00178', '-00237', '-00314', '-00354', '-00454', '-00514', '-00528', 'Feiler', '▁board', 'Joubert', '▁afford', '▁employ', '▁plastic', 'Merzenich', '▁teaching', '▁americans', 'BreneBrown', 'RichardDawkins', 'wa', '020', '085', '363', '520', 'Hol', 'ube', 'feld', 'ycle', 'ynth', '▁cam', '▁harv', '▁roll', '▁task', '-00736', 'reeman', 'ricult', '▁blind', '▁Thomas', '▁commer', '▁determ', '▁famous', '▁policy', '▁express', '▁agricult', '▁families', '924', 'ede', 'ops', 'iels', '▁pen', '▁wide', '-00352', '-00436', 'Mullis', '▁range', '▁rights', '▁however', '▁massive', '▁neurons', 'aryMullis', '▁anywhere', '▁standard', '002', '339', '344', '568', '589', '968', 'akis', 'ancy', 'ches', '▁desp', '▁rule', '-00234', '-00294', '-00404', '-00524', '▁gradu', '▁slide', 'Branson', '_2007-008', '▁humanity', '▁religion', 'Christakis', 'Sal', '018', '325', '960', 'Ven', '▁cru', '▁kil', 'itude', 'thony', '-00324', '-00536', '-00584', '-00607', '-00627', 'Shimon', '▁Larry', '▁autom', 'Wolfram', '▁multip', '▁contrib', '▁familiar', '▁decisions', '▁effective', 'Mi', 'ta', '067', '320', '383', '384', '910', '940', 'ana', '▁pal', '▁conv', '▁fort', '-00364', '-00452', '-00484', '-00507', '-00658', '▁store', '▁trade', 'reasure', '▁mostly', '▁driving', '▁unfortun', '015', '540', '561', '961', 'edy', '▁ut', 'ased', 'roll', '▁thr', '▁fold', '-00197', '-00226', '-00291', '-00317', '-00328', '-00474', '-00557', '-00656', 'Ramdas', '▁optim', '▁genome', '▁evolved', '▁becoming', '▁cultural', '▁mountain', 'Rick', '074', '323', '513', '525', 'May', 'eal', 'oom', 'Diff', 'koll', 'ndon', 'umar', 'uted', '▁cat', '▁laws', '-00076', '-00414', '-00437', '-00494', '-00496', '-00498', '-00504', '-00544', '-00664', 'anRock', 'aCarter', '▁mobile', 'ielsDiff', 'joraCarter', '▁temperature', 'ielsDiffrient', 'Ny', 'Rh', '090', '510', '518', '586', '963', '970', 'aph', 'let', 'anth', 'Atala', 'Prest', 'Ramus', 'eless', 'rager', 'rince', '-00300', '-00304', '-00391', '-00426', '-00432', '▁airpl', '▁types', '▁nation', '▁networks', 'rinceRamus', 'thonyAtala', '▁direction', '▁fantastic', 'Christopher', '▁remarkable', '▁JuanEnriquez', 'BillStrickland', '▁Nicholas', 'JaneGoodall', 'Gr', 'of', '068', '277', '373', '378', '390', 'Mul', '▁ir', 'bell', 'eyer', '▁dar', 'ining', '▁blog', '-00232', '-00428', '-00458', '-00538', '-00567', '-00634', '-00702', 'vision', '▁whose', '▁slight', '▁Stephen', '▁citizens', '▁produced', '▁speaking', 'Emily', 'New', 'Newton', 'AM', 'Pu', '076', '313', '575', '587', 'nda', 'Bono', 'Gore', '▁dad', '▁bang', '▁fine', '▁heat', '▁radi', '-00252', '-00318', '-00537', '-00597', '-00638', 'inated', '▁concl', '▁final', '▁manage', 'Schocken', '▁seconds', '▁waiting', '▁increase', '▁independ', '▁throughout', 'StevenStrogatz', '266', '387', '544', '946', 'sey', 'the', 'aced', 'ugan', '▁doc', '▁mid', '▁ran', 'urman', '▁hair', '▁none', '-00274', '-00298', '-00616', '▁match', '▁motiv', '▁causes', '▁physic', '▁symbol', '▁ancient', '▁anymore', '▁Jane', '046', '053', '062', '063', '065', '082', '343', 'Vir', 'roy', 'Jill', 'Till', 'aind', 'iced', '-00406', '-00491', '-00502', '-00552', 'Joseph', 'olomon', '▁costs', '▁demon', 'inating', '▁consequ', '▁popular', '▁sixteen', '▁patterns', 'DanGilbert', '▁condition', '▁connection', '▁communication', '519', '560', '979', 'Mad', 'lly', '▁dan', '▁veh', 'antic', '▁appl', '▁uses', '-00408', 'iences', '▁apply', '▁impro', 'Thurman', '▁doctors', '▁private', '▁purpose', '▁directly', '▁diseases', '▁electron', '▁instance', '▁dangerous', '▁designers', '▁immediately', 'dam', '▁Rob', 'Eli', '▁Neil', '581', 'Tab', 'cks', 'odney', '▁mamm', '▁moon', '▁shot', '▁wood', '-00316', '-00434', '-00602', '-00626', 'Glenny', 'aindeB', '▁throw', 'aGlenny', '▁babies', '▁compon', '▁comfort', '▁willing', '▁politics', '▁following', '▁president', 'aindeBotton', 'Hall', 'Scott', 'LarryBrilliant', 'MalcolmGladwell', '573', '921', '983', 'acht', 'adow', 'come', 'lebr', 'ping', 'eties', '▁fasc', '▁weap', '-00407', '-00438', '-00456', '-00501', '-00631', 'Diller', 'Dunbar', '▁quant', '▁forces', '▁forget', '▁random', '▁enormous', '019', '080', '122', '523', '585', 'Walk', 'aron', 'aries', 'encer', '▁fash', '▁legs', '-00176', '-00394', '▁bridge', '▁celebr', '▁london', '▁useful', '▁survive', '_2007-009', '▁capacity', '▁pressure', '045', '521', '920', 'kel', '▁lat', 'oston', '▁coff', '-00332', '-00417', '-00604', '-00654', '-00704', 'otsman', '▁birds', '▁oppos', '▁integr', '▁invent', '▁method', 'ologists', '▁address', '▁fourteen', '▁surround', '▁television', '089', '362', '543', 'aKK', 'bal', 'eles', 'iles', 'Schne', 'aghav', '▁plat', '-00334', '-00351', '-00451', '-00718', '▁party', 'itation', 'ologist', '▁decade', 'Rockwell', 'aghavaKK', '▁greatest', '▁efficient', '▁challenges', '▁creativity', '▁performance', 'Bol', 'ened', '▁aid', '▁fit', '▁isl', 'angle', 'erner', 'itted', '▁jump', '▁wire', '-00431', '-00488', '-00532', '-00701', '▁loved', '▁parad', 'Botsman', 'Gabriel', '▁gather', '▁landsc', '▁shared', '▁effects', '▁infrast', '▁instrum', '▁journal', '▁prevent', '▁website', '▁laughter', '▁relative', '385', '959', 'ays', 'kes', 'oty', 'uct', 'vert', 'osaur', '▁copy', '▁musc', '▁tens', '-00248', '-00578', '-00594', '-00751', '▁bound', '▁radio', '▁easily', '▁struct', 'Treasure', '▁tremend', '_2006-008', '_2008-008', '▁demonstr', '▁understood', '▁neighborhood', '▁consciousness', 'Van', 'Ash', '166', '549', '925', '971', 'Ras', 'Row', 'rag', 'Ward', 'aime', 'aria', 'ceed', 'rees', 'vant', 'aimeL', '▁dram', '▁hole', '-00374', '-00396', '-00500', '-00606', '▁frank', '▁raise', '▁describ', '▁fashion', 'aimeLerner', 'Colin', 'NathanMyhrvold', 'iM', '312', 'ery', '▁et', '▁ju', 'oint', 'oris', 'aging', 'ained', '▁gene', '-00177', '-00278', 'Kelley', '▁catch', '▁bodies', '▁flying', '▁decades', '▁reflect', '▁invented', '▁possibly', '▁programs', '▁biological', 'BarrySchwartz', 'Ellen', 'anj', 'bel', 'olve', 'Turok', 'eters', '▁swim', '-00384', '-00531', '-00598', '-00624', '-00700', 'Savage', 'ulated', '▁coast', '▁helped', '▁focused', '▁meeting', 'Sheryl', 'Ob', '010', 'ela', 'Dian', '-00554', '-00608', '▁email', '▁twice', '▁career', '▁desert', '▁markets', '_2005-008', '▁terrible', 'Sarah', 'ni', '001', '028', '369', 'Paw', 'lan', 'illa', 'inaD', '▁ord', '▁rom', '▁sam', 'Griff', 'leton', '▁Mark', '▁Rory', '-00464', '-00467', '-00614', '-00694', 'ynthia', '▁basis', '▁below', 'inaDugan', '▁nations', '▁respond', 'cr', 'li', '069', '078', 'die', 'ird', 'och', 'ands', 'ball', 'ells', 'imee', '▁tax', 'arasw', '▁Marc', '▁harm', '▁vacc', '-00516', '-00551', '-00724', '-00728', '-00734', '-00774', 'Steiner', '▁coffee', '▁honest', '▁resist', '▁strugg', '▁weight', 'araswati', 'ulations', '▁surgery', '▁original', '▁molecules', 'eslieMorgan', '▁conference', '▁infrastructure', 'Tal', 'JanineBenyus', '161', '241', '912', '918', '950', '973', '987', 'hib', 'ango', 'iber', '▁mos', '▁sor', '-0103', 'Klein', 'rogen', '▁conc', '▁ecos', '▁loss', '-00397', '-00448', '-00600', '-00651', '-00717', '▁liber', '▁aspect', '▁flight', '▁german', '▁indian', '▁insect', '▁police', '▁atmosphere', '▁unfortunately', 'PaulMacCready', 'Taylor', 'uy', '319', 'Dick', 'aign', '-00326', 'Hillis', '▁total', '▁notion', 'Margaret', '_2011-01', 'nyHillis', '▁attract', '▁washing', '_2009-008', '▁campaign', '▁daughter', '▁communicate', '▁sustainable', '▁intelligence', '▁Jack', 'ChrisAbani', 'ChrisAnderson', '083', '330', '▁da', 'Nick', 'Maeda', '▁tail', '-00086', '-00378', '-00732', '-00794', '▁displ', '▁river', '▁appear', '▁eating', '▁female', '▁supply', '▁related', '▁profound', 'Lisa', '245', '919', 'Bal', 'Mes', 'Nor', 'obs', '▁', 'e', 't', 'a', 'o', 'i', 'n', 's', '0', 'r', 'h', 'l', 'd', 'u', 'c', '-', 'm', 'y', 'p', '1', 'w', 'g', '2', 'f', 'b', '9', 'v', '3', 'k', '4', '5', '7', '_', '6', '8', '.', "'", 'G', 'S', 'x', 'P', 'j', 'B', 'J', 'M', 'z', 'D', 'R', 'X', 'A', 'C', 'q', 'K', 'L', 'W', 'H', 'T', 'E', 'N', 'F', 'I', 'Z', 'U', 'V', 'O', 'Y', 'Q', 'ă', 'ō', 'ť'], token_bias={'ssl': (256, 2256), 'text_bpe': (2256, 7253), 'special_token': (0, 256)}, encoder_decoder_format=False, speaker_prompt_length=150, pad_speaker_prompt=True, init=None, reflm=None, use_preprocessor=True, subword_choice='sentencepiece', subword_model='data/token_list/ssl_asr_tedlium2/text_bpe', non_linguistic_symbols=None, cleaner=None, g2p='g2p_en', codec_token_per_frame=1, codec_token_in_use=1, codec_ssl_corrupt_prob=0.0, loss_region='target', modality_weights={'ssl': 1.0, 'codec': 0.125, 'text_bpe': 1.0, 'special_token': 10.0}, asr_apply_time_mask=True, asr_time_mask_config={'mask_width_ratio_range': [0.0, 0.05], 'num_mask': 10}, transformer='builtin', transformer_conf={'n_ctx': 3600, 'n_state': 512, 'n_head': 4, 'n_layer': 12, 'qk_norm': True}, corelm='ar_delay', corelm_conf={'share_emb': False}, tokenizer=None, tokenizer_conf={}, model='espnet', model_conf={}, required=['output_dir', 'token_list', 'token_bias'], version='202402', distributed=False)
66
+ [gpub001] 2024-11-02 18:11:59,915 (abs_task:1492) INFO: Skipping collect_feats in collect_stats stage.
67
+ # Accounting: time=359 threads=1
68
+ # Ended (code 0) at Sat Nov 2 18:12:28 CDT 2024, elapsed time 359 seconds
dump/raw_ssl_asr_tedlium2/dev/stats/logs/collect_stat.16.log ADDED
@@ -0,0 +1,68 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ # python3 -m espnet2.bin.speechlm_train --collect_stats true --use_preprocessor true --token_list data/token_list/ssl_asr_tedlium2/token_list.json --token_bias data/token_list/ssl_asr_tedlium2/token_bias.json --non_linguistic_symbols none --cleaner none --g2p g2p_en --subword_choice sentencepiece --subword_model data/token_list/ssl_asr_tedlium2/text_bpe --multi_task_dataset true --output_dir dump/raw_ssl_asr_tedlium2/dev/stats/split32/16 --config conf/train_delay_asr_small.yaml --train_data_path_and_name_and_type dump/raw_ssl_asr_tedlium2/dev/stats/split32/16/data.json,_,dataset_json
2
+ # Started at Sat Nov 2 18:06:29 CDT 2024
3
+ #
4
+ /work/nvme/bbjs/jtian1/espnet_ta/tools/miniconda3/envs/espnet_ta/bin/python3 /work/nvme/bbjs/jtian1/espnet_ta/espnet2/bin/speechlm_train.py --collect_stats true --use_preprocessor true --token_list data/token_list/ssl_asr_tedlium2/token_list.json --token_bias data/token_list/ssl_asr_tedlium2/token_bias.json --non_linguistic_symbols none --cleaner none --g2p g2p_en --subword_choice sentencepiece --subword_model data/token_list/ssl_asr_tedlium2/text_bpe --multi_task_dataset true --output_dir dump/raw_ssl_asr_tedlium2/dev/stats/split32/16 --config conf/train_delay_asr_small.yaml --train_data_path_and_name_and_type dump/raw_ssl_asr_tedlium2/dev/stats/split32/16/data.json,_,dataset_json
5
+ [gpub001] 2024-11-02 18:12:07,319 (speechlm:340) INFO: Vocabulary size: 7253
6
+ [gpub001] 2024-11-02 18:12:07,322 (speechlm:351) INFO: Token Bias: {'ssl': (256, 2256), 'text_bpe': (2256, 7253), 'special_token': (0, 256)}
7
+ [gpub001] 2024-11-02 18:12:07,669 (loss:36) WARNING: The specified modality codec is not in token_bias. Skip it
8
+ [gpub001] 2024-11-02 18:12:08,341 (abs_task:1451) INFO: pytorch.version=2.4.0, cuda.available=True, cudnn.version=90100, cudnn.benchmark=False, cudnn.deterministic=True
9
+ [gpub001] 2024-11-02 18:12:08,342 (abs_task:1452) INFO: Model structure:
10
+ ESPnetSpeechLMModel(
11
+ (corelm): ARDelayLM(
12
+ (decoders): TransformerDecoder(
13
+ (pos_emb): Embedding(128, 128)
14
+ (blocks): ModuleList(
15
+ (0-3): 4 x ResidualAttentionBlock(
16
+ (attn): MultiHeadAttention(
17
+ (query): Linear(in_features=128, out_features=128, bias=True)
18
+ (key): Linear(in_features=128, out_features=128, bias=False)
19
+ (value): Linear(in_features=128, out_features=128, bias=True)
20
+ (out): Linear(in_features=128, out_features=128, bias=True)
21
+ )
22
+ (attn_ln): LayerNorm((128,), eps=1e-05, elementwise_affine=True)
23
+ (attn_dropout): Dropout(p=0.0, inplace=False)
24
+ (mlp): Sequential(
25
+ (0): Linear(in_features=128, out_features=512, bias=True)
26
+ (1): GELU(approximate='none')
27
+ (2): Linear(in_features=512, out_features=128, bias=True)
28
+ )
29
+ (mlp_ln): LayerNorm((128,), eps=1e-05, elementwise_affine=True)
30
+ (mlp_dropout): Dropout(p=0.0, inplace=False)
31
+ )
32
+ )
33
+ (ln): LayerNorm((128,), eps=1e-05, elementwise_affine=True)
34
+ )
35
+ (emb): Embedding(7253, 128)
36
+ (lm_head): Linear(in_features=128, out_features=7253, bias=False)
37
+ (head_emb): Embedding(12, 128)
38
+ )
39
+ (criterion): SpeechLMCrossEntropyLoss()
40
+ )
41
+
42
+ Model summary:
43
+ Class Name: ESPnetSpeechLMModel
44
+ Total Number of model parameters: 2.67 M
45
+ Number of trainable parameters: 2.67 M (100.0%)
46
+ Size: 10.67 MB
47
+ Type: torch.float32
48
+ [gpub001] 2024-11-02 18:12:08,342 (abs_task:1455) INFO: Optimizer:
49
+ AdamW (
50
+ Parameter Group 0
51
+ amsgrad: False
52
+ betas: [0.9, 0.95]
53
+ capturable: False
54
+ differentiable: False
55
+ eps: 1e-08
56
+ foreach: None
57
+ fused: None
58
+ initial_lr: 0.001
59
+ lr: 2.5e-07
60
+ maximize: False
61
+ weight_decay: 0.01
62
+ )
63
+ [gpub001] 2024-11-02 18:12:08,342 (abs_task:1456) INFO: Scheduler: WarmupLR(warmup_steps=4000)
64
+ [gpub001] 2024-11-02 18:12:08,501 (abs_task:1465) INFO: Saving the configuration in dump/raw_ssl_asr_tedlium2/dev/stats/split32/16/config.yaml
65
+ [gpub001] 2024-11-02 18:12:12,560 (abs_task:1476) INFO: Namespace(config='conf/train_delay_asr_small.yaml', print_config=False, log_level='INFO', drop_last_iter=True, dry_run=False, iterator_type='sequence', valid_iterator_type=None, output_dir='dump/raw_ssl_asr_tedlium2/dev/stats/split32/16', ngpu=0, seed=0, num_workers=6, num_att_plot=0, dist_backend='nccl', dist_init_method='env://', dist_world_size=None, dist_rank=None, local_rank=None, dist_master_addr=None, dist_master_port=None, dist_launcher=None, multiprocessing_distributed=False, unused_parameters=False, sharded_ddp=False, use_fsdp=False, min_num_params_fsdp=30000000.0, use_deepspeed=False, deepspeed_config=None, deepspeed_step_sync=True, cudnn_enabled=True, cudnn_benchmark=False, cudnn_deterministic=True, use_tf32=False, collect_stats=True, write_collected_feats=False, max_epoch=80, patience=None, val_scheduler_criterion=('valid', 'loss'), early_stopping_criterion=('valid', 'loss', 'min'), best_model_criterion=[['valid', 'total_count', 'max']], keep_nbest_models=[10], nbest_averaging_interval=0, grad_clip=5, grad_clip_type=2.0, grad_noise=False, accum_grad=1, no_forward_run=False, resume=False, train_dtype='float32', use_amp=True, max_loss_scale=10000000000.0, log_interval=200, use_matplotlib=True, use_tensorboard=True, create_graph_in_tensorboard=False, use_wandb=False, wandb_project=None, wandb_id=None, wandb_entity=None, wandb_name=None, wandb_model_log_interval=-1, detect_anomaly=False, use_adapter=False, adapter='lora', save_strategy='all', adapter_conf={}, pretrain_path=None, init_param=[], ignore_init_mismatch=False, freeze_param=[], num_iters_per_epoch=5000, batch_size=20, valid_batch_size=None, batch_bins=60000, valid_batch_bins=None, sampler_allow_duplication=False, train_shape_file=[], valid_shape_file=[], batch_type='numel', valid_batch_type=None, fold_length=[], sort_in_batch='descending', shuffle_within_batch=False, sort_batch='descending', multiple_iterator=False, chunk_length=500, 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'ley', 'io', 'iness', '▁grow', 'ied', 'arry', 'ific', '▁project', 'Ke', 'ably', 'cept', 'ross', '▁partic', 'arch', '▁stu', '▁cr', '-0088', '▁data', '▁mus', '▁read', 'ced', '▁move', '▁whole', '▁mom', 'ience', '▁children', '▁rep', '▁million', '▁second', 'arm', '▁inform', '▁cor', '-0007', '9-01', '▁doesn', '▁gener', 'land', 'ways', '▁cap', 'Ne', '▁care', 'ett', 'conom', '▁doll', 'ote', '▁book', 'ute', '▁done', '▁wanted', '▁el', '▁lar', '▁econom', '▁poss', '▁chang', '-0017', 'Jon', 'ds', '▁love', '▁pict', '▁expl', 'En', '▁fifty', '▁univer', '▁att', '▁health', '▁believe', 'its', '▁thirty', '▁trying', '▁afric', '▁bus', '▁live', '▁organ', '-0006', 'And', '▁beh', 'El', '▁bi', '▁ok', 'selves', 'ational', '▁away', 'ative', 'ork', 'rop', 'ural', '▁hard', '▁space', '▁sub', '▁pres', '▁supp', '-0094', '▁acc', 'me', 'ism', '1-01', 'nect', '▁cou', '▁tri', '▁less', 'vers', '▁str', '▁always', '▁ever', '▁money', '▁women', '▁form', '▁using', '▁working', 'els', '▁vis', 'Ar', 'ruct', '▁everything', 'Ph', '_19', '-0022', '▁nine', 'Ben', '▁inf', '▁energ', '▁int', 'eng', '▁country', 'gg', 'hing', '▁information', 'att', 'aces', '▁prob', 'teen', '▁thinking', '▁T', '▁open', '-0016', '▁hand', 'ives', '▁mod', '▁anim', '▁L', '▁means', '▁mind', '▁took', 'que', '-0011', '▁seven', 'rew', '▁spec', '▁energy', '-0026', '▁nin', 'ments', '▁create', 'ron', 'ead', '▁sw', 'Bill', '▁sing', '▁run', 'Hans', 'ng', 'ps', 'Will', '▁food', '▁process', '▁home', '▁reg', '▁fut', 'ries', '▁sense', '▁number', 'aut', '▁tru', '▁left', '▁resp', '▁quite', 'ton', '▁mark', 'ek', '▁kids', '▁wo', 'Fran', '▁interesting', '▁earth', '▁sk', '▁beg', '▁dem', '▁hal', 'hip', '▁David', '▁met', '-0027', '-0037', '▁times', '-0098', 'ital', '▁lead', '▁become', '▁enough', '▁building', '▁future', 'ank', '▁z', '▁best', '▁stuff', 'led', 'lear', 'wh', 'Ros', '▁elect', '▁connect', '▁pat', '▁intern', 'Michael', '-0012', '▁comes', '▁making', '▁probably', '▁compan', '▁contro', 'vern', '▁frie', 'ret', '▁air', 'ready', '▁getting', '▁head', 'ond', '▁pub', '▁prog', 'ues', '▁glob', '83', 'ever', '▁govern', 'ham', 'ots', 'berg', '▁half', '▁conf', '▁social', 'Robert', '▁env', 'ala', '▁col', '▁grou', '▁month', 'idd', 'ouse', '▁body', 'ertain', '▁ty', '▁pie', '▁pop', '▁room', '85', '▁thank', '▁science', '▁hist', '▁walk', '▁fun', 'Bl', 'Mar', 'iew', 'ention', '▁side', 'amer', '▁char', '▁talking', '-0047', '-0032', 'ows', 'ories', '-0021', 'rand', 'anS', '▁phys', '▁stand', '▁war', 'Phil', '-0036', 'iting', '▁cur', 'ient', 'wart', '▁top', '-0046', '▁dist', '▁set', '▁without', 'cy', 'atz', 'orge', '▁sev', '-0002', 'iron', 'br', '▁environ', 'orn', '▁wonder', '▁sign', 'ont', '▁happened', 'omas', '82', '▁eas', 'ime', 'osh', 'Brown', '▁educ', 'sw', '▁cult', '89', '-0066', 'ogra', 'Cl', '▁seem', '▁such', '▁pret', 'imate', 'olution', '41', '47', '86', 'na', '▁answ', '▁beaut', '▁bring', 'Richard', '▁basically', 'Char', '▁dollars', 'ten', '▁hour', 'James', '▁living', '▁job', '▁rese', '▁fig', '▁effect', '▁pretty', 'ield', '▁far', '▁anything', 'iel', '45', 'Chris', '▁Dan', '-0077', '▁picture', '49', '▁africa', '▁add', '▁across', '▁dr', '▁mach', '▁prot', '▁coming', '▁val', '▁keep', '▁city', 'ared', '▁reason', '▁moment', '▁else', '▁phot', 'ew', 'rib', '-0100', '▁planet', '▁land', '▁level', 'lf', '▁goes', 'Gl', 'aid', '▁scient', '▁business', '80', 'ivid', '▁sound', '▁simple', '▁pass', '▁having', 'aps', '-0101', 'uring', '▁research', '▁prof', '▁matter', 'ices', '▁bad', '▁global', '▁teach', '42', 'ince', '▁lives', '▁particular', 'ograph', 'af', '-0031', '-0042', '▁opp', '▁ideas', '▁case', '▁environment', 'ai', '-0102', '▁countries', '▁begin', '▁imagine', 'ters', '▁told', 'Har', 'bor', 'cial', '▁rob', '▁hope', '▁once', '▁says', '▁computer', '▁problems', 'Rob', 'imon', '-0051', '▁later', 'my', 'acy', 'cc', '▁mor', '▁family', '▁aut', '-0057', '▁def', '▁makes', '▁sit', '▁ways', '▁list', '▁young', '-0067', '▁experience', '▁dise', '▁happens', 'eil', '▁mem', '▁forty', '▁age', '46', '▁saw', 'Ab', 'ony', '-0056', '▁both', '▁within', '▁amaz', '▁rest', '▁seen', '▁mil', '_1998', '▁days', 'ipp', 'George', '▁remem', 'den', 'iter', '▁single', '▁billion', 'Denn', '▁stop', '40', '-0005', 'amp', '▁ey', 'most', 'ying', '▁dev', '▁cells', 'William', 'ants', '▁lang', 'ization', 'ulation', '▁yet', '▁state', '-0009', '88', '▁complete', '▁men', 'aP', 'yl', '▁K', '▁inside', '▁states', '▁par', '43', 'HansRos', '▁certain', 'HansRosling', 'ani', 'ney', '▁remember', '▁music', 'Sm', 'str', '▁che', '▁face', '▁langu', '▁ref', '▁history', '▁whether', 'Ram', '▁loc', 'where', '▁dire', '▁test', '▁polit', '▁while', '-0052', '▁exc', '▁heart', '▁cost', '▁vir', 'ister', 'ilt', '-0003', '▁pain', '▁nothing', '▁bre', '▁almost', '-0033', '▁self', '-0041', '▁watch', '▁asked', '▁suc', 'itive', 'Charles', 'ality', '▁vide', 'rick', '▁sure', 'aur', 'ury', '-0015', 'reas', '▁net', 'An', '▁equ', '▁answer', 'ences', 'aly', 'ortun', '▁cond', '▁saying', '▁already', '▁fore', '▁looks', '▁contin', '▁incred', '▁inte', 'Be', '-012', '▁possible', 'Wol', '-0013', '-0104', '▁figure', '▁product', 'Thomas', '▁wrong', '▁community', '▁lab', '▁looked', 'imes', 'less', 'Frank', 'iddle', '▁speak', '▁control', 'ided', 'Jonathan', '▁leg', '▁hear', '▁public', 'ior', 'ivity', '▁Paul', '▁sou', '-0076', '▁individ', '▁everybody', 'oot', 'augh', '▁large', 'ole', 'lish', '▁mag', '87', 'van', '▁treat', '▁law', '▁often', '▁mar', 'uge', 'osed', 'Green', 'ream', '▁guy', '▁sec', 'ape', 'ug', 'ined', '-0023', '-0087', 'ides', '▁tre', '-0019', '-0029', '▁amazing', '▁ted', '▁unt', '▁program', 'ero', '▁ant', '▁cancer', '▁ge', 'pect', 'unch', '▁mater', '▁line', '▁chall', '▁couple', '▁engine', '▁class', 'ruce', '▁gir', '▁fund', 'Christ', 'sh', 'ene', '▁kill', '▁news', '▁disco', 'elly', '▁gi', 'eff', '▁order', '▁pri', '▁allow', 'rog', '▁C', 'ware', '▁ass', '▁iss', '▁piece', '▁fil', '▁somet', 'side', 'ns', 'Stef', '▁built', '▁nature', 'ages', 'itch', 'off', '-0025', '▁exact', '▁months', '▁myself', '▁beautif', '▁god', '-0062', 'ering', '▁true', '▁universe', '-0055', '▁instead', 'jor', 'utes', '▁abs', 'yn', '▁ret', '-0072', '▁model', '▁government', '▁group', '▁heard', 'aK', 'uan', 'arent', '▁market', '▁united', 'lyn', '▁nor', 'Kevin', '▁entire', '▁education', '▁foll', 'Lee', '▁house', 'Jack', 'oshu', '▁places', 'get', '▁species', 'Se', '▁full', '▁ninety', 'row', '▁train', '▁yes', '▁middle', '-0061', '▁must', '▁John', '▁deep', '▁free', '▁sometimes', 'ison', '▁oce', 'ider', '-0106', '▁itself', '▁language', 'rey', '▁green', '▁until', '▁someone', 'Ed', '-0045', '▁object', '▁result', 'ctor', '▁cal', '▁pay', 'raham', '▁behav', '▁front', 'ructure', '81', 'atic', '▁dra', '▁red', '▁words', '▁somebody', '▁isn', '▁okay', '▁video', '▁internet', '▁beautiful', 'Ad', '-0071', '▁const', '▁third', '▁deal', '▁night', 'work', '▁aff', '▁pos', '▁girl', '▁tool', '▁success', 'tern', '▁huge', 'ung', 'omes', '▁quick', '▁turns', '-0039', '▁arch', '▁rather', 'ases', 'ately', 'olas', '▁experim', '-0107', '▁disease', '▁Sh', 'phen', '▁view', '▁spend', '▁D', 'win', 'vious', '▁kinds', '▁taking', '▁av', '▁mic', '▁works', '▁complex', '▁det', '▁inn', '▁woman', 'Stewart', '▁indust', '▁though', '▁hy', '-0035', 'aster', '▁completely', 'cl', 'bers', '▁foc', '▁wind', '▁rev', '▁since', '▁follow', '▁ste', '▁share', 'icholas', '▁del', 'quez', '-0053', 'ites', '▁happening', '▁di', '-0082', '▁along', '▁mother', 'etic', 'Ken', 'Enri', 'anna', '-0086', 'acter', 'uanEnri', 'uanEnriquez', 'ror', '▁ris', '-0049', '▁students', 'bs', 'ired', 'ental', '▁bott', '▁eighty', 'Re', '▁past', 'Stephen', '▁focus', 'uck', 'face', '▁word', '▁society', 'Mac', 'ians', '▁dep', '▁dri', '▁close', '▁india', '▁decided', 'lex', 'ales', '▁study', 'anK', '▁math', 'ats', 'Bur', '▁oil', '▁mass', 'he', 'uss', '▁ca', '▁hours', '▁var', 'ional', '▁knew', '▁meas', 'ove', 'aper', '▁Peter', 'oice', '-0043', '▁stories', 'Dun', 'irc', '▁ourselves', 'enti', 'wards', '▁area', '▁animals', '▁rad', '▁everyone', 'Sher', 'istic', '▁gets', '▁bir', '▁liter', '▁themselves', 'line', '▁sun', 'Mark', '▁learned', '44', 'ern', 'ogn', 'artin', 'olved', '▁game', '▁wasn', '▁america', 'Clay', 'rove', '-0108', '▁meet', '▁early', '▁became', '▁exactly', 'rug', '▁company', 'ocr', '▁name', '▁collect', 'Tim', '▁norm', '▁fifteen', '▁friends', '▁thousands', '▁dig', '-0081', '▁circ', '▁minutes', 'ules', '▁mot', 'Jul', 'ax', 'Bar', '▁imm', 'ision', '▁oper', '▁created', 'oz', 'gest', '▁sixty', 'ode', '▁machine', '▁relations', '-0097', '▁field', '▁amount', '▁present', 'inson', '▁lots', '▁pred', 'well', '▁bab', '▁fly', '▁step', '▁clear', '▁id', '▁ones', '▁seventy', 'ract', 'cing', '▁sens', '▁univers', '▁discover', 'ential', '▁century', 'ma', 'awk', '▁invest', '▁aud', '▁fish', '▁systems', '▁american', 'ator', '▁diffic', '▁against', 'Daniel', '▁team', 'ability', 'ones', '▁bro', '▁eur', '▁oth', '▁pur', '-0096', '▁guys', '▁listen', 'ption', '▁inde', '▁outside', 'ike', 'ibly', '▁Bill', '▁others', 'Jac', 'ny', 'haps', 'ature', '▁least', '▁protect', '▁technolog', 'reg', '▁perhaps', 'ster', '▁miss', '▁stre', 'itting', '▁natural', 'pend', '▁mill', '▁micro', '▁opportun', 'mer', '▁ill', 'Gar', 'elt', '▁hold', '▁neur', 'ush', '▁scale', '▁center', 'Good', '▁fre', '▁typ', '▁china', '▁culture', '▁interact', '▁H', 'up', 'imb', '▁es', '▁couldn', '▁difference', '▁appro', '▁pot', '▁sym', '▁innov', '-0010', 'ients', 'utions', '▁based', '▁colle', 'rian', '▁happy', '▁recent', '▁ocean', 'iving', '▁prop', '▁york', '▁learning', 'app', 'Mull', '▁cra', '▁gave', '▁mess', '▁prov', '▁extra', '▁during', 'ral', '-0069', '▁terms', 'right', 'itions', '▁takes', 'Anderson', '▁beginning', '▁questions', 'ok', '▁worked', '_2002-01', 'Bre', '▁finally', '▁communic', '▁Michael', 'ted', '▁wa', '-0065', '▁cut', '-0059', 'inary', '▁instit', '▁non', '▁exist', '▁moving', 'ox', '▁tem', '▁black', '-0030', '-0092', '▁common', 'aul', '_2001', '▁given', '▁wonderful', '▁population', '▁relationship', 'sy', 'Lev', '▁expect', 'erz', '▁size', 'verage', '▁behavior', 'olute', '▁death', 'lli', '▁won', '-0091', 'abeth', '▁democr', '▁seeing', 'ee', '▁vi', '▁fall', '▁break', '▁patter', '▁electric', '▁difficult', 'ts', 'Ant', '▁ve', '▁low', '-0020', '▁grand', '▁leave', 'izabeth', '▁record', '▁short', '▁absolute', '▁taken', 'ully', '▁adv', '▁jour', '▁serv', '▁oh', '▁fail', '▁intell', '-0063', '▁wall', '▁super', '▁parent', 'Ma', '▁ess', '▁occ', '▁drug', '▁sour', 'Graham', '▁europe', 'ste', '▁chem', '▁parts', 'ination', '▁explain', 'ged', 'not', 'ency', '▁emp', '▁ap', '▁local', '▁media', '▁obvious', '▁P', 'ium', '▁er', 'eline', 'ident', '▁changed', '▁image', 'sc', 'umb', 'ither', '▁relig', '▁direct', '▁support', '▁wee', '▁turned', 'Ag', 'xy', 'stein', '▁simp', '▁cities', 'itect', '▁pick', '▁consum', '▁surface', '▁architect', '▁Robert', '▁major', '▁reach', '▁evolution', 'Shir', 'yc', 'wor', 'usan', '▁access', '▁perform', '▁cle', '-0075', '▁south', '▁Al', 'aS', '▁sud', '▁began', 'oph', '▁ple', '▁tot', '▁ident', '▁yourself', '▁blue', '▁simply', '▁whatever', 'lec', 'ule', 'sych', '▁cop', 'mi', '▁jo', 'aren', 'cious', '▁surv', 'isa', 'Pink', '▁sum', '▁needs', '▁repres', 'rad', 'ried', '▁easy', '▁national', 'Bruce', 'aring', '▁film', 'iant', '▁longer', 'we', 'Gold', 'ills', '▁trad', '▁week', 'ameron', '▁Steven', 'Mor', 'Tur', 'han', 'amin', 'avor', '-0040', 'astic', '▁eyes', 'idence', '▁James', '▁psych', 'He', 'uses', 'Eric', 'hr', '▁known', '▁personal', '▁structure', '▁interested', 'pris', '▁foot', '▁vers', '▁areas', '▁friend', '▁photograph', 'Wh', '▁incl', 'uclear', '▁hands', '▁ability', 'Don', 'ama', '▁white', 'Jan', 'hry', 'fully', 'oster', '▁key', '▁powerful', 'ola', 'rent', '▁arg', 'ological', 'gle', '▁sent', '▁event', 'uel', '▁cannot', 'At', '▁civ', '▁dark', '▁resour', '▁dna', 'Shirky', '▁press', 'ClayShirky', 'bar', 'ouch', '▁twel', '▁economic', '▁realized', 'erv', '▁fac', 'Dennett', '▁behind', 'iO', 'fect', '▁mov', '-0073', '-0079', 'ledge', 'osp', 'pid', 'ump', 'Less', 'ilar', '▁felt', '▁tried', '▁measure', '▁quickly', '▁hundreds', '▁Jon', '-0050', 'Gehry', '▁orig', '▁molec', '▁needed', 'FrankGehry', 'Sto', '▁buy', 'bo', '▁bar', '▁pers', '▁requ', '▁situ', '▁robot', 'illiant', '▁reality', '▁ground', '▁economy', 'Joshu', 'Fis', 'Tom', 'oel', 'ude', 'more', '▁impact', 'amm', '▁sex', 'izing', 'aj', 'itra', 'rest', 'ivers', '▁desc', '▁weeks', '▁sudden', '▁companies', 'hood', 'ples', '▁squ', '▁transform', 'ogue', 'ented', '▁gone', '▁north', '▁bottom', 'aB', '▁soft', '▁incredible', '▁individual', '▁main', 'Harris', '▁blood', 'ibility', '▁humans', '▁travel', '▁twelve', '▁approach', '▁development', 'olm', 'olin', 'Kelly', '▁feet', '▁famil', '▁recogn', '▁enc', '▁emot', '▁stay', '▁extre', '▁spent', '▁value', 'oms', 'Larry', '▁pull', 'rought', '▁father', '▁fear', '▁slow', '▁books', '▁pract', '▁profess', '▁political', 'Coll', '▁sav', '-0060', 'awkins', 'arrySch', '▁climate', '▁technologies', 'ka', '▁eat', '-0085', '▁dream', '▁changes', 'urb', '▁Mar', '▁har', '▁tas', 'Simon', 'ators', '▁lost', 'Wil', 'ataM', 'oward', 'ropon', '▁disc', 'ugataM', '▁sitting', 'ugataMitra', 'ively', 'entially', 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'▁Jan', '011', '346', '368', '546', '944', 'bol', 'ona', 'Roth', 'etry', 'ippe', '▁pan', '▁vict', '-00574', '▁deliver', '▁various', '▁version', '_2007-007', 'Rachel', 'zz', '007', '023', '315', 'ims', 'odin', 'olom', 'sequ', '▁mix', '▁drop', '▁pack', '-00238', '-00336', '-00424', '-00508', 'Warren', 'ipping', '▁achieve', '▁physics', '▁listening', '▁production', 'aF', '009', '021', '926', '978', 'acre', 'aryn', '▁hyd', '▁swe', '▁unl', '▁anal', '▁tiss', '-00131', '-00191', '-00306', '-00307', '-00401', '-00416', '-00526', 'Chryst', 'atrick', '▁broad', '▁virus', '▁afghan', '▁author', '▁levels', '▁stress', '▁himself', '▁strateg', 'utherland', '▁painting', 'RobertFull', 'Laur', '▁Sher', '004', '070', '335', '928', 'iet', 'igV', 'raigV', '▁inse', '-00066', '-00308', '-00392', '-00558', '▁alive', '▁capac', '▁price', '▁worse', '▁actual', '▁brains', '▁surger', 'atically', 'arynSimon', '▁controll', '▁services', 'raigVenter', 'Jennifer', 'FeisalAbdulRauf', '044', '347', '360', '361', '567', '913', '929', '942', 'put', 'ulf', 'amic', '▁sus', 'Godin', 'Jamie', 'oller', 'rient', '▁wait', '-00358', '▁unique', '▁provide', '▁Y', 'eda', 'airs', 'iers', 'raft', '▁ign', '▁unc', 'ought', '-00201', '-00256', '-00296', '-00337', '-00400', 'Ricard', '▁oxygen', '▁remind', 'Philippe', '▁including', '▁industrial', 'atthieuRicard', '005', '349', '▁hun', 'ounds', 'thern', '▁base', '-00258', '-00288', '-00427', '-00506', '-00674', '▁truly', '▁choose', '▁mental', '▁philos', '▁prison', '▁mention', '▁expensive', '▁traditional', '▁Joshu', 'oe', '030', '061', '099', '515', '949', '986', 'oid', 'ande', '▁Tom', '▁atm', '▁dyn', '-0105', 'eiler', '▁gold', '▁hall', '-00227', '-00297', '-00344', 'Hansen', 'ertrand', '▁values', 'Sutherland', '▁financial', '▁institutions', 'BillyGraham', 'Kam', 'cz', '048', '079', '084', '086', '348', '927', 'Jou', 'das', 'idis', '▁mut', '▁san', 'attle', 'enich', '▁prep', '-00178', '-00237', '-00314', '-00354', '-00454', '-00514', '-00528', 'Feiler', '▁board', 'Joubert', '▁afford', '▁employ', '▁plastic', 'Merzenich', '▁teaching', '▁americans', 'BreneBrown', 'RichardDawkins', 'wa', '020', '085', '363', '520', 'Hol', 'ube', 'feld', 'ycle', 'ynth', '▁cam', '▁harv', '▁roll', '▁task', '-00736', 'reeman', 'ricult', '▁blind', '▁Thomas', '▁commer', '▁determ', '▁famous', '▁policy', '▁express', '▁agricult', '▁families', '924', 'ede', 'ops', 'iels', '▁pen', '▁wide', '-00352', '-00436', 'Mullis', '▁range', '▁rights', '▁however', '▁massive', '▁neurons', 'aryMullis', '▁anywhere', '▁standard', '002', '339', '344', '568', '589', '968', 'akis', 'ancy', 'ches', '▁desp', '▁rule', '-00234', '-00294', '-00404', '-00524', '▁gradu', '▁slide', 'Branson', '_2007-008', '▁humanity', '▁religion', 'Christakis', 'Sal', '018', '325', '960', 'Ven', '▁cru', '▁kil', 'itude', 'thony', '-00324', '-00536', '-00584', '-00607', '-00627', 'Shimon', '▁Larry', '▁autom', 'Wolfram', '▁multip', '▁contrib', '▁familiar', '▁decisions', '▁effective', 'Mi', 'ta', '067', '320', '383', '384', '910', '940', 'ana', '▁pal', '▁conv', '▁fort', '-00364', '-00452', '-00484', '-00507', '-00658', '▁store', '▁trade', 'reasure', '▁mostly', '▁driving', '▁unfortun', '015', '540', '561', '961', 'edy', '▁ut', 'ased', 'roll', '▁thr', '▁fold', '-00197', '-00226', '-00291', '-00317', '-00328', '-00474', '-00557', '-00656', 'Ramdas', '▁optim', '▁genome', '▁evolved', '▁becoming', '▁cultural', '▁mountain', 'Rick', '074', '323', '513', '525', 'May', 'eal', 'oom', 'Diff', 'koll', 'ndon', 'umar', 'uted', '▁cat', '▁laws', '-00076', '-00414', '-00437', '-00494', '-00496', '-00498', '-00504', '-00544', '-00664', 'anRock', 'aCarter', '▁mobile', 'ielsDiff', 'joraCarter', '▁temperature', 'ielsDiffrient', 'Ny', 'Rh', '090', '510', '518', '586', '963', '970', 'aph', 'let', 'anth', 'Atala', 'Prest', 'Ramus', 'eless', 'rager', 'rince', '-00300', '-00304', '-00391', '-00426', '-00432', '▁airpl', '▁types', '▁nation', '▁networks', 'rinceRamus', 'thonyAtala', '▁direction', '▁fantastic', 'Christopher', '▁remarkable', '▁JuanEnriquez', 'BillStrickland', '▁Nicholas', 'JaneGoodall', 'Gr', 'of', '068', '277', '373', '378', '390', 'Mul', '▁ir', 'bell', 'eyer', '▁dar', 'ining', '▁blog', '-00232', '-00428', '-00458', '-00538', '-00567', '-00634', '-00702', 'vision', '▁whose', '▁slight', '▁Stephen', '▁citizens', '▁produced', '▁speaking', 'Emily', 'New', 'Newton', 'AM', 'Pu', '076', '313', '575', '587', 'nda', 'Bono', 'Gore', '▁dad', '▁bang', '▁fine', '▁heat', '▁radi', '-00252', '-00318', '-00537', '-00597', '-00638', 'inated', '▁concl', '▁final', '▁manage', 'Schocken', '▁seconds', '▁waiting', '▁increase', '▁independ', '▁throughout', 'StevenStrogatz', '266', '387', '544', '946', 'sey', 'the', 'aced', 'ugan', '▁doc', '▁mid', '▁ran', 'urman', '▁hair', '▁none', '-00274', '-00298', '-00616', '▁match', '▁motiv', '▁causes', '▁physic', '▁symbol', '▁ancient', '▁anymore', '▁Jane', '046', '053', '062', '063', '065', '082', '343', 'Vir', 'roy', 'Jill', 'Till', 'aind', 'iced', '-00406', '-00491', '-00502', '-00552', 'Joseph', 'olomon', '▁costs', '▁demon', 'inating', '▁consequ', '▁popular', '▁sixteen', '▁patterns', 'DanGilbert', '▁condition', '▁connection', '▁communication', '519', '560', '979', 'Mad', 'lly', '▁dan', '▁veh', 'antic', '▁appl', '▁uses', '-00408', 'iences', '▁apply', '▁impro', 'Thurman', '▁doctors', '▁private', '▁purpose', '▁directly', '▁diseases', '▁electron', '▁instance', '▁dangerous', '▁designers', '▁immediately', 'dam', '▁Rob', 'Eli', '▁Neil', '581', 'Tab', 'cks', 'odney', '▁mamm', '▁moon', '▁shot', '▁wood', '-00316', '-00434', '-00602', '-00626', 'Glenny', 'aindeB', '▁throw', 'aGlenny', '▁babies', '▁compon', '▁comfort', '▁willing', '▁politics', '▁following', '▁president', 'aindeBotton', 'Hall', 'Scott', 'LarryBrilliant', 'MalcolmGladwell', '573', '921', '983', 'acht', 'adow', 'come', 'lebr', 'ping', 'eties', '▁fasc', '▁weap', '-00407', '-00438', '-00456', '-00501', '-00631', 'Diller', 'Dunbar', '▁quant', '▁forces', '▁forget', '▁random', '▁enormous', '019', '080', '122', '523', '585', 'Walk', 'aron', 'aries', 'encer', '▁fash', '▁legs', '-00176', '-00394', '▁bridge', '▁celebr', '▁london', '▁useful', '▁survive', '_2007-009', '▁capacity', '▁pressure', '045', '521', '920', 'kel', '▁lat', 'oston', '▁coff', '-00332', '-00417', '-00604', '-00654', '-00704', 'otsman', '▁birds', '▁oppos', '▁integr', '▁invent', '▁method', 'ologists', '▁address', '▁fourteen', '▁surround', '▁television', '089', '362', '543', 'aKK', 'bal', 'eles', 'iles', 'Schne', 'aghav', '▁plat', '-00334', '-00351', '-00451', '-00718', '▁party', 'itation', 'ologist', '▁decade', 'Rockwell', 'aghavaKK', '▁greatest', '▁efficient', '▁challenges', '▁creativity', '▁performance', 'Bol', 'ened', '▁aid', '▁fit', '▁isl', 'angle', 'erner', 'itted', '▁jump', '▁wire', '-00431', '-00488', '-00532', '-00701', '▁loved', '▁parad', 'Botsman', 'Gabriel', '▁gather', '▁landsc', '▁shared', '▁effects', '▁infrast', '▁instrum', '▁journal', '▁prevent', '▁website', '▁laughter', '▁relative', '385', '959', 'ays', 'kes', 'oty', 'uct', 'vert', 'osaur', '▁copy', '▁musc', '▁tens', '-00248', '-00578', '-00594', '-00751', '▁bound', '▁radio', '▁easily', '▁struct', 'Treasure', '▁tremend', '_2006-008', '_2008-008', '▁demonstr', '▁understood', '▁neighborhood', '▁consciousness', 'Van', 'Ash', '166', '549', '925', '971', 'Ras', 'Row', 'rag', 'Ward', 'aime', 'aria', 'ceed', 'rees', 'vant', 'aimeL', '▁dram', '▁hole', '-00374', '-00396', '-00500', '-00606', '▁frank', '▁raise', '▁describ', '▁fashion', 'aimeLerner', 'Colin', 'NathanMyhrvold', 'iM', '312', 'ery', '▁et', '▁ju', 'oint', 'oris', 'aging', 'ained', '▁gene', '-00177', '-00278', 'Kelley', '▁catch', '▁bodies', '▁flying', '▁decades', '▁reflect', '▁invented', '▁possibly', '▁programs', '▁biological', 'BarrySchwartz', 'Ellen', 'anj', 'bel', 'olve', 'Turok', 'eters', '▁swim', '-00384', '-00531', '-00598', '-00624', '-00700', 'Savage', 'ulated', '▁coast', '▁helped', '▁focused', '▁meeting', 'Sheryl', 'Ob', '010', 'ela', 'Dian', '-00554', '-00608', '▁email', '▁twice', '▁career', '▁desert', '▁markets', '_2005-008', '▁terrible', 'Sarah', 'ni', '001', '028', '369', 'Paw', 'lan', 'illa', 'inaD', '▁ord', '▁rom', '▁sam', 'Griff', 'leton', '▁Mark', '▁Rory', '-00464', '-00467', '-00614', '-00694', 'ynthia', '▁basis', '▁below', 'inaDugan', '▁nations', '▁respond', 'cr', 'li', '069', '078', 'die', 'ird', 'och', 'ands', 'ball', 'ells', 'imee', '▁tax', 'arasw', '▁Marc', '▁harm', '▁vacc', '-00516', '-00551', '-00724', '-00728', '-00734', '-00774', 'Steiner', '▁coffee', '▁honest', '▁resist', '▁strugg', '▁weight', 'araswati', 'ulations', '▁surgery', '▁original', '▁molecules', 'eslieMorgan', '▁conference', '▁infrastructure', 'Tal', 'JanineBenyus', '161', '241', '912', '918', '950', '973', '987', 'hib', 'ango', 'iber', '▁mos', '▁sor', '-0103', 'Klein', 'rogen', '▁conc', '▁ecos', '▁loss', '-00397', '-00448', '-00600', '-00651', '-00717', '▁liber', '▁aspect', '▁flight', '▁german', '▁indian', '▁insect', '▁police', '▁atmosphere', '▁unfortunately', 'PaulMacCready', 'Taylor', 'uy', '319', 'Dick', 'aign', '-00326', 'Hillis', '▁total', '▁notion', 'Margaret', '_2011-01', 'nyHillis', '▁attract', '▁washing', '_2009-008', '▁campaign', '▁daughter', '▁communicate', '▁sustainable', '▁intelligence', '▁Jack', 'ChrisAbani', 'ChrisAnderson', '083', '330', '▁da', 'Nick', 'Maeda', '▁tail', '-00086', '-00378', '-00732', '-00794', '▁displ', '▁river', '▁appear', '▁eating', '▁female', '▁supply', '▁related', '▁profound', 'Lisa', '245', '919', 'Bal', 'Mes', 'Nor', 'obs', '▁', 'e', 't', 'a', 'o', 'i', 'n', 's', '0', 'r', 'h', 'l', 'd', 'u', 'c', '-', 'm', 'y', 'p', '1', 'w', 'g', '2', 'f', 'b', '9', 'v', '3', 'k', '4', '5', '7', '_', '6', '8', '.', "'", 'G', 'S', 'x', 'P', 'j', 'B', 'J', 'M', 'z', 'D', 'R', 'X', 'A', 'C', 'q', 'K', 'L', 'W', 'H', 'T', 'E', 'N', 'F', 'I', 'Z', 'U', 'V', 'O', 'Y', 'Q', 'ă', 'ō', 'ť'], token_bias={'ssl': (256, 2256), 'text_bpe': (2256, 7253), 'special_token': (0, 256)}, encoder_decoder_format=False, speaker_prompt_length=150, pad_speaker_prompt=True, init=None, reflm=None, use_preprocessor=True, subword_choice='sentencepiece', subword_model='data/token_list/ssl_asr_tedlium2/text_bpe', non_linguistic_symbols=None, cleaner=None, g2p='g2p_en', codec_token_per_frame=1, codec_token_in_use=1, codec_ssl_corrupt_prob=0.0, loss_region='target', modality_weights={'ssl': 1.0, 'codec': 0.125, 'text_bpe': 1.0, 'special_token': 10.0}, asr_apply_time_mask=True, asr_time_mask_config={'mask_width_ratio_range': [0.0, 0.05], 'num_mask': 10}, transformer='builtin', transformer_conf={'n_ctx': 3600, 'n_state': 512, 'n_head': 4, 'n_layer': 12, 'qk_norm': True}, corelm='ar_delay', corelm_conf={'share_emb': False}, tokenizer=None, tokenizer_conf={}, model='espnet', model_conf={}, required=['output_dir', 'token_list', 'token_bias'], version='202402', distributed=False)
66
+ [gpub001] 2024-11-02 18:12:12,561 (abs_task:1492) INFO: Skipping collect_feats in collect_stats stage.
67
+ # Accounting: time=369 threads=1
68
+ # Ended (code 0) at Sat Nov 2 18:12:39 CDT 2024, elapsed time 369 seconds
dump/raw_ssl_asr_tedlium2/dev/stats/logs/collect_stat.17.log ADDED
@@ -0,0 +1,68 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ # python3 -m espnet2.bin.speechlm_train --collect_stats true --use_preprocessor true --token_list data/token_list/ssl_asr_tedlium2/token_list.json --token_bias data/token_list/ssl_asr_tedlium2/token_bias.json --non_linguistic_symbols none --cleaner none --g2p g2p_en --subword_choice sentencepiece --subword_model data/token_list/ssl_asr_tedlium2/text_bpe --multi_task_dataset true --output_dir dump/raw_ssl_asr_tedlium2/dev/stats/split32/17 --config conf/train_delay_asr_small.yaml --train_data_path_and_name_and_type dump/raw_ssl_asr_tedlium2/dev/stats/split32/17/data.json,_,dataset_json
2
+ # Started at Sat Nov 2 18:06:29 CDT 2024
3
+ #
4
+ /work/nvme/bbjs/jtian1/espnet_ta/tools/miniconda3/envs/espnet_ta/bin/python3 /work/nvme/bbjs/jtian1/espnet_ta/espnet2/bin/speechlm_train.py --collect_stats true --use_preprocessor true --token_list data/token_list/ssl_asr_tedlium2/token_list.json --token_bias data/token_list/ssl_asr_tedlium2/token_bias.json --non_linguistic_symbols none --cleaner none --g2p g2p_en --subword_choice sentencepiece --subword_model data/token_list/ssl_asr_tedlium2/text_bpe --multi_task_dataset true --output_dir dump/raw_ssl_asr_tedlium2/dev/stats/split32/17 --config conf/train_delay_asr_small.yaml --train_data_path_and_name_and_type dump/raw_ssl_asr_tedlium2/dev/stats/split32/17/data.json,_,dataset_json
5
+ [gpub001] 2024-11-02 18:12:06,486 (speechlm:340) INFO: Vocabulary size: 7253
6
+ [gpub001] 2024-11-02 18:12:06,524 (speechlm:351) INFO: Token Bias: {'ssl': (256, 2256), 'text_bpe': (2256, 7253), 'special_token': (0, 256)}
7
+ [gpub001] 2024-11-02 18:12:06,847 (loss:36) WARNING: The specified modality codec is not in token_bias. Skip it
8
+ [gpub001] 2024-11-02 18:12:07,597 (abs_task:1451) INFO: pytorch.version=2.4.0, cuda.available=True, cudnn.version=90100, cudnn.benchmark=False, cudnn.deterministic=True
9
+ [gpub001] 2024-11-02 18:12:07,598 (abs_task:1452) INFO: Model structure:
10
+ ESPnetSpeechLMModel(
11
+ (corelm): ARDelayLM(
12
+ (decoders): TransformerDecoder(
13
+ (pos_emb): Embedding(128, 128)
14
+ (blocks): ModuleList(
15
+ (0-3): 4 x ResidualAttentionBlock(
16
+ (attn): MultiHeadAttention(
17
+ (query): Linear(in_features=128, out_features=128, bias=True)
18
+ (key): Linear(in_features=128, out_features=128, bias=False)
19
+ (value): Linear(in_features=128, out_features=128, bias=True)
20
+ (out): Linear(in_features=128, out_features=128, bias=True)
21
+ )
22
+ (attn_ln): LayerNorm((128,), eps=1e-05, elementwise_affine=True)
23
+ (attn_dropout): Dropout(p=0.0, inplace=False)
24
+ (mlp): Sequential(
25
+ (0): Linear(in_features=128, out_features=512, bias=True)
26
+ (1): GELU(approximate='none')
27
+ (2): Linear(in_features=512, out_features=128, bias=True)
28
+ )
29
+ (mlp_ln): LayerNorm((128,), eps=1e-05, elementwise_affine=True)
30
+ (mlp_dropout): Dropout(p=0.0, inplace=False)
31
+ )
32
+ )
33
+ (ln): LayerNorm((128,), eps=1e-05, elementwise_affine=True)
34
+ )
35
+ (emb): Embedding(7253, 128)
36
+ (lm_head): Linear(in_features=128, out_features=7253, bias=False)
37
+ (head_emb): Embedding(12, 128)
38
+ )
39
+ (criterion): SpeechLMCrossEntropyLoss()
40
+ )
41
+
42
+ Model summary:
43
+ Class Name: ESPnetSpeechLMModel
44
+ Total Number of model parameters: 2.67 M
45
+ Number of trainable parameters: 2.67 M (100.0%)
46
+ Size: 10.67 MB
47
+ Type: torch.float32
48
+ [gpub001] 2024-11-02 18:12:07,598 (abs_task:1455) INFO: Optimizer:
49
+ AdamW (
50
+ Parameter Group 0
51
+ amsgrad: False
52
+ betas: [0.9, 0.95]
53
+ capturable: False
54
+ differentiable: False
55
+ eps: 1e-08
56
+ foreach: None
57
+ fused: None
58
+ initial_lr: 0.001
59
+ lr: 2.5e-07
60
+ maximize: False
61
+ weight_decay: 0.01
62
+ )
63
+ [gpub001] 2024-11-02 18:12:07,598 (abs_task:1456) INFO: Scheduler: WarmupLR(warmup_steps=4000)
64
+ [gpub001] 2024-11-02 18:12:07,765 (abs_task:1465) INFO: Saving the configuration in dump/raw_ssl_asr_tedlium2/dev/stats/split32/17/config.yaml
65
+ [gpub001] 2024-11-02 18:12:11,869 (abs_task:1476) INFO: Namespace(config='conf/train_delay_asr_small.yaml', print_config=False, log_level='INFO', drop_last_iter=True, dry_run=False, iterator_type='sequence', valid_iterator_type=None, output_dir='dump/raw_ssl_asr_tedlium2/dev/stats/split32/17', ngpu=0, seed=0, num_workers=6, num_att_plot=0, dist_backend='nccl', dist_init_method='env://', dist_world_size=None, dist_rank=None, local_rank=None, dist_master_addr=None, dist_master_port=None, dist_launcher=None, multiprocessing_distributed=False, unused_parameters=False, sharded_ddp=False, use_fsdp=False, min_num_params_fsdp=30000000.0, use_deepspeed=False, deepspeed_config=None, deepspeed_step_sync=True, cudnn_enabled=True, cudnn_benchmark=False, cudnn_deterministic=True, use_tf32=False, collect_stats=True, write_collected_feats=False, max_epoch=80, patience=None, val_scheduler_criterion=('valid', 'loss'), early_stopping_criterion=('valid', 'loss', 'min'), best_model_criterion=[['valid', 'total_count', 'max']], keep_nbest_models=[10], nbest_averaging_interval=0, grad_clip=5, grad_clip_type=2.0, grad_noise=False, accum_grad=1, no_forward_run=False, resume=False, train_dtype='float32', use_amp=True, max_loss_scale=10000000000.0, log_interval=200, use_matplotlib=True, use_tensorboard=True, create_graph_in_tensorboard=False, use_wandb=False, wandb_project=None, wandb_id=None, wandb_entity=None, wandb_name=None, wandb_model_log_interval=-1, detect_anomaly=False, use_adapter=False, adapter='lora', save_strategy='all', adapter_conf={}, pretrain_path=None, init_param=[], ignore_init_mismatch=False, freeze_param=[], num_iters_per_epoch=5000, batch_size=20, valid_batch_size=None, batch_bins=60000, valid_batch_bins=None, sampler_allow_duplication=False, train_shape_file=[], valid_shape_file=[], batch_type='numel', valid_batch_type=None, fold_length=[], sort_in_batch='descending', shuffle_within_batch=False, sort_batch='descending', multiple_iterator=False, chunk_length=500, 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'ley', 'io', 'iness', '▁grow', 'ied', 'arry', 'ific', '▁project', 'Ke', 'ably', 'cept', 'ross', '▁partic', 'arch', '▁stu', '▁cr', '-0088', '▁data', '▁mus', '▁read', 'ced', '▁move', '▁whole', '▁mom', 'ience', '▁children', '▁rep', '▁million', '▁second', 'arm', '▁inform', '▁cor', '-0007', '9-01', '▁doesn', '▁gener', 'land', 'ways', '▁cap', 'Ne', '▁care', 'ett', 'conom', '▁doll', 'ote', '▁book', 'ute', '▁done', '▁wanted', '▁el', '▁lar', '▁econom', '▁poss', '▁chang', '-0017', 'Jon', 'ds', '▁love', '▁pict', '▁expl', 'En', '▁fifty', '▁univer', '▁att', '▁health', '▁believe', 'its', '▁thirty', '▁trying', '▁afric', '▁bus', '▁live', '▁organ', '-0006', 'And', '▁beh', 'El', '▁bi', '▁ok', 'selves', 'ational', '▁away', 'ative', 'ork', 'rop', 'ural', '▁hard', '▁space', '▁sub', '▁pres', '▁supp', '-0094', '▁acc', 'me', 'ism', '1-01', 'nect', '▁cou', '▁tri', '▁less', 'vers', '▁str', '▁always', '▁ever', '▁money', '▁women', '▁form', '▁using', '▁working', 'els', '▁vis', 'Ar', 'ruct', '▁everything', 'Ph', '_19', '-0022', '▁nine', 'Ben', '▁inf', '▁energ', '▁int', 'eng', '▁country', 'gg', 'hing', '▁information', 'att', 'aces', '▁prob', 'teen', '▁thinking', '▁T', '▁open', '-0016', '▁hand', 'ives', '▁mod', '▁anim', '▁L', '▁means', '▁mind', '▁took', 'que', '-0011', '▁seven', 'rew', '▁spec', '▁energy', '-0026', '▁nin', 'ments', '▁create', 'ron', 'ead', '▁sw', 'Bill', '▁sing', '▁run', 'Hans', 'ng', 'ps', 'Will', '▁food', '▁process', '▁home', '▁reg', '▁fut', 'ries', '▁sense', '▁number', 'aut', '▁tru', '▁left', '▁resp', '▁quite', 'ton', '▁mark', 'ek', '▁kids', '▁wo', 'Fran', '▁interesting', '▁earth', '▁sk', '▁beg', '▁dem', '▁hal', 'hip', '▁David', '▁met', '-0027', '-0037', '▁times', '-0098', 'ital', '▁lead', '▁become', '▁enough', '▁building', '▁future', 'ank', '▁z', '▁best', '▁stuff', 'led', 'lear', 'wh', 'Ros', '▁elect', '▁connect', '▁pat', '▁intern', 'Michael', '-0012', '▁comes', '▁making', '▁probably', '▁compan', '▁contro', 'vern', '▁frie', 'ret', '▁air', 'ready', '▁getting', '▁head', 'ond', '▁pub', '▁prog', 'ues', '▁glob', '83', 'ever', '▁govern', 'ham', 'ots', 'berg', '▁half', '▁conf', '▁social', 'Robert', '▁env', 'ala', '▁col', '▁grou', '▁month', 'idd', 'ouse', '▁body', 'ertain', '▁ty', '▁pie', '▁pop', '▁room', '85', '▁thank', '▁science', '▁hist', '▁walk', '▁fun', 'Bl', 'Mar', 'iew', 'ention', '▁side', 'amer', '▁char', '▁talking', '-0047', '-0032', 'ows', 'ories', '-0021', 'rand', 'anS', '▁phys', '▁stand', '▁war', 'Phil', '-0036', 'iting', '▁cur', 'ient', 'wart', '▁top', '-0046', '▁dist', '▁set', '▁without', 'cy', 'atz', 'orge', '▁sev', '-0002', 'iron', 'br', '▁environ', 'orn', '▁wonder', '▁sign', 'ont', '▁happened', 'omas', '82', '▁eas', 'ime', 'osh', 'Brown', '▁educ', 'sw', '▁cult', '89', '-0066', 'ogra', 'Cl', '▁seem', '▁such', '▁pret', 'imate', 'olution', '41', '47', '86', 'na', '▁answ', '▁beaut', '▁bring', 'Richard', '▁basically', 'Char', '▁dollars', 'ten', '▁hour', 'James', '▁living', '▁job', '▁rese', '▁fig', '▁effect', '▁pretty', 'ield', '▁far', '▁anything', 'iel', '45', 'Chris', '▁Dan', '-0077', '▁picture', '49', '▁africa', '▁add', '▁across', '▁dr', '▁mach', '▁prot', '▁coming', '▁val', '▁keep', '▁city', 'ared', '▁reason', '▁moment', '▁else', '▁phot', 'ew', 'rib', '-0100', '▁planet', '▁land', '▁level', 'lf', '▁goes', 'Gl', 'aid', '▁scient', '▁business', '80', 'ivid', '▁sound', '▁simple', '▁pass', '▁having', 'aps', '-0101', 'uring', '▁research', '▁prof', '▁matter', 'ices', '▁bad', '▁global', '▁teach', '42', 'ince', '▁lives', '▁particular', 'ograph', 'af', '-0031', '-0042', '▁opp', '▁ideas', '▁case', '▁environment', 'ai', '-0102', '▁countries', '▁begin', '▁imagine', 'ters', '▁told', 'Har', 'bor', 'cial', '▁rob', '▁hope', '▁once', '▁says', '▁computer', '▁problems', 'Rob', 'imon', '-0051', '▁later', 'my', 'acy', 'cc', '▁mor', '▁family', '▁aut', '-0057', '▁def', '▁makes', '▁sit', '▁ways', '▁list', '▁young', '-0067', '▁experience', '▁dise', '▁happens', 'eil', '▁mem', '▁forty', '▁age', '46', '▁saw', 'Ab', 'ony', '-0056', '▁both', '▁within', '▁amaz', '▁rest', '▁seen', '▁mil', '_1998', '▁days', 'ipp', 'George', '▁remem', 'den', 'iter', '▁single', '▁billion', 'Denn', '▁stop', '40', '-0005', 'amp', '▁ey', 'most', 'ying', '▁dev', '▁cells', 'William', 'ants', '▁lang', 'ization', 'ulation', '▁yet', '▁state', '-0009', '88', '▁complete', '▁men', 'aP', 'yl', '▁K', '▁inside', '▁states', '▁par', '43', 'HansRos', '▁certain', 'HansRosling', 'ani', 'ney', '▁remember', '▁music', 'Sm', 'str', '▁che', '▁face', '▁langu', '▁ref', '▁history', '▁whether', 'Ram', '▁loc', 'where', '▁dire', '▁test', '▁polit', '▁while', '-0052', '▁exc', '▁heart', '▁cost', '▁vir', 'ister', 'ilt', '-0003', '▁pain', '▁nothing', '▁bre', '▁almost', '-0033', '▁self', '-0041', '▁watch', '▁asked', '▁suc', 'itive', 'Charles', 'ality', '▁vide', 'rick', '▁sure', 'aur', 'ury', '-0015', 'reas', '▁net', 'An', '▁equ', '▁answer', 'ences', 'aly', 'ortun', '▁cond', '▁saying', '▁already', '▁fore', '▁looks', '▁contin', '▁incred', '▁inte', 'Be', '-012', '▁possible', 'Wol', '-0013', '-0104', '▁figure', '▁product', 'Thomas', '▁wrong', '▁community', '▁lab', '▁looked', 'imes', 'less', 'Frank', 'iddle', '▁speak', '▁control', 'ided', 'Jonathan', '▁leg', '▁hear', '▁public', 'ior', 'ivity', '▁Paul', '▁sou', '-0076', '▁individ', '▁everybody', 'oot', 'augh', '▁large', 'ole', 'lish', '▁mag', '87', 'van', '▁treat', '▁law', '▁often', '▁mar', 'uge', 'osed', 'Green', 'ream', '▁guy', '▁sec', 'ape', 'ug', 'ined', '-0023', '-0087', 'ides', '▁tre', '-0019', '-0029', '▁amazing', '▁ted', '▁unt', '▁program', 'ero', '▁ant', '▁cancer', '▁ge', 'pect', 'unch', '▁mater', '▁line', '▁chall', '▁couple', '▁engine', '▁class', 'ruce', '▁gir', '▁fund', 'Christ', 'sh', 'ene', '▁kill', '▁news', '▁disco', 'elly', '▁gi', 'eff', '▁order', '▁pri', '▁allow', 'rog', '▁C', 'ware', '▁ass', '▁iss', '▁piece', '▁fil', '▁somet', 'side', 'ns', 'Stef', '▁built', '▁nature', 'ages', 'itch', 'off', '-0025', '▁exact', '▁months', '▁myself', '▁beautif', '▁god', '-0062', 'ering', '▁true', '▁universe', '-0055', '▁instead', 'jor', 'utes', '▁abs', 'yn', '▁ret', '-0072', '▁model', '▁government', '▁group', '▁heard', 'aK', 'uan', 'arent', '▁market', '▁united', 'lyn', '▁nor', 'Kevin', '▁entire', '▁education', '▁foll', 'Lee', '▁house', 'Jack', 'oshu', '▁places', 'get', '▁species', 'Se', '▁full', '▁ninety', 'row', '▁train', '▁yes', '▁middle', '-0061', '▁must', '▁John', '▁deep', '▁free', '▁sometimes', 'ison', '▁oce', 'ider', '-0106', '▁itself', '▁language', 'rey', '▁green', '▁until', '▁someone', 'Ed', '-0045', '▁object', '▁result', 'ctor', '▁cal', '▁pay', 'raham', '▁behav', '▁front', 'ructure', '81', 'atic', '▁dra', '▁red', '▁words', '▁somebody', '▁isn', '▁okay', '▁video', '▁internet', '▁beautiful', 'Ad', '-0071', '▁const', '▁third', '▁deal', '▁night', 'work', '▁aff', '▁pos', '▁girl', '▁tool', '▁success', 'tern', '▁huge', 'ung', 'omes', '▁quick', '▁turns', '-0039', '▁arch', '▁rather', 'ases', 'ately', 'olas', '▁experim', '-0107', '▁disease', '▁Sh', 'phen', '▁view', '▁spend', '▁D', 'win', 'vious', '▁kinds', '▁taking', '▁av', '▁mic', '▁works', '▁complex', '▁det', '▁inn', '▁woman', 'Stewart', '▁indust', '▁though', '▁hy', '-0035', 'aster', '▁completely', 'cl', 'bers', '▁foc', '▁wind', '▁rev', '▁since', '▁follow', '▁ste', '▁share', 'icholas', '▁del', 'quez', '-0053', 'ites', '▁happening', '▁di', '-0082', '▁along', '▁mother', 'etic', 'Ken', 'Enri', 'anna', '-0086', 'acter', 'uanEnri', 'uanEnriquez', 'ror', '▁ris', '-0049', '▁students', 'bs', 'ired', 'ental', '▁bott', '▁eighty', 'Re', '▁past', 'Stephen', '▁focus', 'uck', 'face', '▁word', '▁society', 'Mac', 'ians', '▁dep', '▁dri', '▁close', '▁india', '▁decided', 'lex', 'ales', '▁study', 'anK', '▁math', 'ats', 'Bur', '▁oil', '▁mass', 'he', 'uss', '▁ca', '▁hours', '▁var', 'ional', '▁knew', '▁meas', 'ove', 'aper', '▁Peter', 'oice', '-0043', '▁stories', 'Dun', 'irc', '▁ourselves', 'enti', 'wards', '▁area', '▁animals', '▁rad', '▁everyone', 'Sher', 'istic', '▁gets', '▁bir', '▁liter', '▁themselves', 'line', '▁sun', 'Mark', '▁learned', '44', 'ern', 'ogn', 'artin', 'olved', '▁game', '▁wasn', '▁america', 'Clay', 'rove', '-0108', '▁meet', '▁early', '▁became', '▁exactly', 'rug', '▁company', 'ocr', '▁name', '▁collect', 'Tim', '▁norm', '▁fifteen', '▁friends', '▁thousands', '▁dig', '-0081', '▁circ', '▁minutes', 'ules', '▁mot', 'Jul', 'ax', 'Bar', '▁imm', 'ision', '▁oper', '▁created', 'oz', 'gest', '▁sixty', 'ode', '▁machine', '▁relations', '-0097', '▁field', '▁amount', '▁present', 'inson', '▁lots', '▁pred', 'well', '▁bab', '▁fly', '▁step', '▁clear', '▁id', '▁ones', '▁seventy', 'ract', 'cing', '▁sens', '▁univers', '▁discover', 'ential', '▁century', 'ma', 'awk', '▁invest', '▁aud', '▁fish', '▁systems', '▁american', 'ator', '▁diffic', '▁against', 'Daniel', '▁team', 'ability', 'ones', '▁bro', '▁eur', '▁oth', '▁pur', '-0096', '▁guys', '▁listen', 'ption', '▁inde', '▁outside', 'ike', 'ibly', '▁Bill', '▁others', 'Jac', 'ny', 'haps', 'ature', '▁least', '▁protect', '▁technolog', 'reg', '▁perhaps', 'ster', '▁miss', '▁stre', 'itting', '▁natural', 'pend', '▁mill', '▁micro', '▁opportun', 'mer', '▁ill', 'Gar', 'elt', '▁hold', '▁neur', 'ush', '▁scale', '▁center', 'Good', '▁fre', '▁typ', '▁china', '▁culture', '▁interact', '▁H', 'up', 'imb', '▁es', '▁couldn', '▁difference', '▁appro', '▁pot', '▁sym', '▁innov', '-0010', 'ients', 'utions', '▁based', '▁colle', 'rian', '▁happy', '▁recent', '▁ocean', 'iving', '▁prop', '▁york', '▁learning', 'app', 'Mull', '▁cra', '▁gave', '▁mess', '▁prov', '▁extra', '▁during', 'ral', '-0069', '▁terms', 'right', 'itions', '▁takes', 'Anderson', '▁beginning', '▁questions', 'ok', '▁worked', '_2002-01', 'Bre', '▁finally', '▁communic', '▁Michael', 'ted', '▁wa', '-0065', '▁cut', '-0059', 'inary', '▁instit', '▁non', '▁exist', '▁moving', 'ox', '▁tem', '▁black', '-0030', '-0092', '▁common', 'aul', '_2001', '▁given', '▁wonderful', '▁population', '▁relationship', 'sy', 'Lev', '▁expect', 'erz', '▁size', 'verage', '▁behavior', 'olute', '▁death', 'lli', '▁won', '-0091', 'abeth', '▁democr', '▁seeing', 'ee', '▁vi', '▁fall', '▁break', '▁patter', '▁electric', '▁difficult', 'ts', 'Ant', '▁ve', '▁low', '-0020', '▁grand', '▁leave', 'izabeth', '▁record', '▁short', '▁absolute', '▁taken', 'ully', '▁adv', '▁jour', '▁serv', '▁oh', '▁fail', '▁intell', '-0063', '▁wall', '▁super', '▁parent', 'Ma', '▁ess', '▁occ', '▁drug', '▁sour', 'Graham', '▁europe', 'ste', '▁chem', '▁parts', 'ination', '▁explain', 'ged', 'not', 'ency', '▁emp', '▁ap', '▁local', '▁media', '▁obvious', '▁P', 'ium', '▁er', 'eline', 'ident', '▁changed', '▁image', 'sc', 'umb', 'ither', '▁relig', '▁direct', '▁support', '▁wee', '▁turned', 'Ag', 'xy', 'stein', '▁simp', '▁cities', 'itect', '▁pick', '▁consum', '▁surface', '▁architect', '▁Robert', '▁major', '▁reach', '▁evolution', 'Shir', 'yc', 'wor', 'usan', '▁access', '▁perform', '▁cle', '-0075', '▁south', '▁Al', 'aS', '▁sud', '▁began', 'oph', '▁ple', '▁tot', '▁ident', '▁yourself', '▁blue', '▁simply', '▁whatever', 'lec', 'ule', 'sych', '▁cop', 'mi', '▁jo', 'aren', 'cious', '▁surv', 'isa', 'Pink', '▁sum', '▁needs', '▁repres', 'rad', 'ried', '▁easy', '▁national', 'Bruce', 'aring', '▁film', 'iant', '▁longer', 'we', 'Gold', 'ills', '▁trad', '▁week', 'ameron', '▁Steven', 'Mor', 'Tur', 'han', 'amin', 'avor', '-0040', 'astic', '▁eyes', 'idence', '▁James', '▁psych', 'He', 'uses', 'Eric', 'hr', '▁known', '▁personal', '▁structure', '▁interested', 'pris', '▁foot', '▁vers', '▁areas', '▁friend', '▁photograph', 'Wh', '▁incl', 'uclear', '▁hands', '▁ability', 'Don', 'ama', '▁white', 'Jan', 'hry', 'fully', 'oster', '▁key', '▁powerful', 'ola', 'rent', '▁arg', 'ological', 'gle', '▁sent', '▁event', 'uel', '▁cannot', 'At', '▁civ', '▁dark', '▁resour', '▁dna', 'Shirky', '▁press', 'ClayShirky', 'bar', 'ouch', '▁twel', '▁economic', '▁realized', 'erv', '▁fac', 'Dennett', '▁behind', 'iO', 'fect', '▁mov', '-0073', '-0079', 'ledge', 'osp', 'pid', 'ump', 'Less', 'ilar', '▁felt', '▁tried', '▁measure', '▁quickly', '▁hundreds', '▁Jon', '-0050', 'Gehry', '▁orig', '▁molec', '▁needed', 'FrankGehry', 'Sto', '▁buy', 'bo', '▁bar', '▁pers', '▁requ', '▁situ', '▁robot', 'illiant', '▁reality', '▁ground', '▁economy', 'Joshu', 'Fis', 'Tom', 'oel', 'ude', 'more', '▁impact', 'amm', '▁sex', 'izing', 'aj', 'itra', 'rest', 'ivers', '▁desc', '▁weeks', '▁sudden', '▁companies', 'hood', 'ples', '▁squ', '▁transform', 'ogue', 'ented', '▁gone', '▁north', '▁bottom', 'aB', '▁soft', '▁incredible', '▁individual', '▁main', 'Harris', '▁blood', 'ibility', '▁humans', '▁travel', '▁twelve', '▁approach', '▁development', 'olm', 'olin', 'Kelly', '▁feet', '▁famil', '▁recogn', '▁enc', '▁emot', '▁stay', '▁extre', '▁spent', '▁value', 'oms', 'Larry', '▁pull', 'rought', '▁father', '▁fear', '▁slow', '▁books', '▁pract', '▁profess', '▁political', 'Coll', '▁sav', '-0060', 'awkins', 'arrySch', '▁climate', '▁technologies', 'ka', '▁eat', '-0085', '▁dream', '▁changes', 'urb', '▁Mar', '▁har', '▁tas', 'Simon', 'ators', '▁lost', 'Wil', 'ataM', 'oward', 'ropon', '▁disc', 'ugataM', '▁sitting', 'ugataMitra', 'ively', 'entially', 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'▁Jan', '011', '346', '368', '546', '944', 'bol', 'ona', 'Roth', 'etry', 'ippe', '▁pan', '▁vict', '-00574', '▁deliver', '▁various', '▁version', '_2007-007', 'Rachel', 'zz', '007', '023', '315', 'ims', 'odin', 'olom', 'sequ', '▁mix', '▁drop', '▁pack', '-00238', '-00336', '-00424', '-00508', 'Warren', 'ipping', '▁achieve', '▁physics', '▁listening', '▁production', 'aF', '009', '021', '926', '978', 'acre', 'aryn', '▁hyd', '▁swe', '▁unl', '▁anal', '▁tiss', '-00131', '-00191', '-00306', '-00307', '-00401', '-00416', '-00526', 'Chryst', 'atrick', '▁broad', '▁virus', '▁afghan', '▁author', '▁levels', '▁stress', '▁himself', '▁strateg', 'utherland', '▁painting', 'RobertFull', 'Laur', '▁Sher', '004', '070', '335', '928', 'iet', 'igV', 'raigV', '▁inse', '-00066', '-00308', '-00392', '-00558', '▁alive', '▁capac', '▁price', '▁worse', '▁actual', '▁brains', '▁surger', 'atically', 'arynSimon', '▁controll', '▁services', 'raigVenter', 'Jennifer', 'FeisalAbdulRauf', '044', '347', '360', '361', '567', '913', '929', '942', 'put', 'ulf', 'amic', '▁sus', 'Godin', 'Jamie', 'oller', 'rient', '▁wait', '-00358', '▁unique', '▁provide', '▁Y', 'eda', 'airs', 'iers', 'raft', '▁ign', '▁unc', 'ought', '-00201', '-00256', '-00296', '-00337', '-00400', 'Ricard', '▁oxygen', '▁remind', 'Philippe', '▁including', '▁industrial', 'atthieuRicard', '005', '349', '▁hun', 'ounds', 'thern', '▁base', '-00258', '-00288', '-00427', '-00506', '-00674', '▁truly', '▁choose', '▁mental', '▁philos', '▁prison', '▁mention', '▁expensive', '▁traditional', '▁Joshu', 'oe', '030', '061', '099', '515', '949', '986', 'oid', 'ande', '▁Tom', '▁atm', '▁dyn', '-0105', 'eiler', '▁gold', '▁hall', '-00227', '-00297', '-00344', 'Hansen', 'ertrand', '▁values', 'Sutherland', '▁financial', '▁institutions', 'BillyGraham', 'Kam', 'cz', '048', '079', '084', '086', '348', '927', 'Jou', 'das', 'idis', '▁mut', '▁san', 'attle', 'enich', '▁prep', '-00178', '-00237', '-00314', '-00354', '-00454', '-00514', '-00528', 'Feiler', '▁board', 'Joubert', '▁afford', '▁employ', '▁plastic', 'Merzenich', '▁teaching', '▁americans', 'BreneBrown', 'RichardDawkins', 'wa', '020', '085', '363', '520', 'Hol', 'ube', 'feld', 'ycle', 'ynth', '▁cam', '▁harv', '▁roll', '▁task', '-00736', 'reeman', 'ricult', '▁blind', '▁Thomas', '▁commer', '▁determ', '▁famous', '▁policy', '▁express', '▁agricult', '▁families', '924', 'ede', 'ops', 'iels', '▁pen', '▁wide', '-00352', '-00436', 'Mullis', '▁range', '▁rights', '▁however', '▁massive', '▁neurons', 'aryMullis', '▁anywhere', '▁standard', '002', '339', '344', '568', '589', '968', 'akis', 'ancy', 'ches', '▁desp', '▁rule', '-00234', '-00294', '-00404', '-00524', '▁gradu', '▁slide', 'Branson', '_2007-008', '▁humanity', '▁religion', 'Christakis', 'Sal', '018', '325', '960', 'Ven', '▁cru', '▁kil', 'itude', 'thony', '-00324', '-00536', '-00584', '-00607', '-00627', 'Shimon', '▁Larry', '▁autom', 'Wolfram', '▁multip', '▁contrib', '▁familiar', '▁decisions', '▁effective', 'Mi', 'ta', '067', '320', '383', '384', '910', '940', 'ana', '▁pal', '▁conv', '▁fort', '-00364', '-00452', '-00484', '-00507', '-00658', '▁store', '▁trade', 'reasure', '▁mostly', '▁driving', '▁unfortun', '015', '540', '561', '961', 'edy', '▁ut', 'ased', 'roll', '▁thr', '▁fold', '-00197', '-00226', '-00291', '-00317', '-00328', '-00474', '-00557', '-00656', 'Ramdas', '▁optim', '▁genome', '▁evolved', '▁becoming', '▁cultural', '▁mountain', 'Rick', '074', '323', '513', '525', 'May', 'eal', 'oom', 'Diff', 'koll', 'ndon', 'umar', 'uted', '▁cat', '▁laws', '-00076', '-00414', '-00437', '-00494', '-00496', '-00498', '-00504', '-00544', '-00664', 'anRock', 'aCarter', '▁mobile', 'ielsDiff', 'joraCarter', '▁temperature', 'ielsDiffrient', 'Ny', 'Rh', '090', '510', '518', '586', '963', '970', 'aph', 'let', 'anth', 'Atala', 'Prest', 'Ramus', 'eless', 'rager', 'rince', '-00300', '-00304', '-00391', '-00426', '-00432', '▁airpl', '▁types', '▁nation', '▁networks', 'rinceRamus', 'thonyAtala', '▁direction', '▁fantastic', 'Christopher', '▁remarkable', '▁JuanEnriquez', 'BillStrickland', '▁Nicholas', 'JaneGoodall', 'Gr', 'of', '068', '277', '373', '378', '390', 'Mul', '▁ir', 'bell', 'eyer', '▁dar', 'ining', '▁blog', '-00232', '-00428', '-00458', '-00538', '-00567', '-00634', '-00702', 'vision', '▁whose', '▁slight', '▁Stephen', '▁citizens', '▁produced', '▁speaking', 'Emily', 'New', 'Newton', 'AM', 'Pu', '076', '313', '575', '587', 'nda', 'Bono', 'Gore', '▁dad', '▁bang', '▁fine', '▁heat', '▁radi', '-00252', '-00318', '-00537', '-00597', '-00638', 'inated', '▁concl', '▁final', '▁manage', 'Schocken', '▁seconds', '▁waiting', '▁increase', '▁independ', '▁throughout', 'StevenStrogatz', '266', '387', '544', '946', 'sey', 'the', 'aced', 'ugan', '▁doc', '▁mid', '▁ran', 'urman', '▁hair', '▁none', '-00274', '-00298', '-00616', '▁match', '▁motiv', '▁causes', '▁physic', '▁symbol', '▁ancient', '▁anymore', '▁Jane', '046', '053', '062', '063', '065', '082', '343', 'Vir', 'roy', 'Jill', 'Till', 'aind', 'iced', '-00406', '-00491', '-00502', '-00552', 'Joseph', 'olomon', '▁costs', '▁demon', 'inating', '▁consequ', '▁popular', '▁sixteen', '▁patterns', 'DanGilbert', '▁condition', '▁connection', '▁communication', '519', '560', '979', 'Mad', 'lly', '▁dan', '▁veh', 'antic', '▁appl', '▁uses', '-00408', 'iences', '▁apply', '▁impro', 'Thurman', '▁doctors', '▁private', '▁purpose', '▁directly', '▁diseases', '▁electron', '▁instance', '▁dangerous', '▁designers', '▁immediately', 'dam', '▁Rob', 'Eli', '▁Neil', '581', 'Tab', 'cks', 'odney', '▁mamm', '▁moon', '▁shot', '▁wood', '-00316', '-00434', '-00602', '-00626', 'Glenny', 'aindeB', '▁throw', 'aGlenny', '▁babies', '▁compon', '▁comfort', '▁willing', '▁politics', '▁following', '▁president', 'aindeBotton', 'Hall', 'Scott', 'LarryBrilliant', 'MalcolmGladwell', '573', '921', '983', 'acht', 'adow', 'come', 'lebr', 'ping', 'eties', '▁fasc', '▁weap', '-00407', '-00438', '-00456', '-00501', '-00631', 'Diller', 'Dunbar', '▁quant', '▁forces', '▁forget', '▁random', '▁enormous', '019', '080', '122', '523', '585', 'Walk', 'aron', 'aries', 'encer', '▁fash', '▁legs', '-00176', '-00394', '▁bridge', '▁celebr', '▁london', '▁useful', '▁survive', '_2007-009', '▁capacity', '▁pressure', '045', '521', '920', 'kel', '▁lat', 'oston', '▁coff', '-00332', '-00417', '-00604', '-00654', '-00704', 'otsman', '▁birds', '▁oppos', '▁integr', '▁invent', '▁method', 'ologists', '▁address', '▁fourteen', '▁surround', '▁television', '089', '362', '543', 'aKK', 'bal', 'eles', 'iles', 'Schne', 'aghav', '▁plat', '-00334', '-00351', '-00451', '-00718', '▁party', 'itation', 'ologist', '▁decade', 'Rockwell', 'aghavaKK', '▁greatest', '▁efficient', '▁challenges', '▁creativity', '▁performance', 'Bol', 'ened', '▁aid', '▁fit', '▁isl', 'angle', 'erner', 'itted', '▁jump', '▁wire', '-00431', '-00488', '-00532', '-00701', '▁loved', '▁parad', 'Botsman', 'Gabriel', '▁gather', '▁landsc', '▁shared', '▁effects', '▁infrast', '▁instrum', '▁journal', '▁prevent', '▁website', '▁laughter', '▁relative', '385', '959', 'ays', 'kes', 'oty', 'uct', 'vert', 'osaur', '▁copy', '▁musc', '▁tens', '-00248', '-00578', '-00594', '-00751', '▁bound', '▁radio', '▁easily', '▁struct', 'Treasure', '▁tremend', '_2006-008', '_2008-008', '▁demonstr', '▁understood', '▁neighborhood', '▁consciousness', 'Van', 'Ash', '166', '549', '925', '971', 'Ras', 'Row', 'rag', 'Ward', 'aime', 'aria', 'ceed', 'rees', 'vant', 'aimeL', '▁dram', '▁hole', '-00374', '-00396', '-00500', '-00606', '▁frank', '▁raise', '▁describ', '▁fashion', 'aimeLerner', 'Colin', 'NathanMyhrvold', 'iM', '312', 'ery', '▁et', '▁ju', 'oint', 'oris', 'aging', 'ained', '▁gene', '-00177', '-00278', 'Kelley', '▁catch', '▁bodies', '▁flying', '▁decades', '▁reflect', '▁invented', '▁possibly', '▁programs', '▁biological', 'BarrySchwartz', 'Ellen', 'anj', 'bel', 'olve', 'Turok', 'eters', '▁swim', '-00384', '-00531', '-00598', '-00624', '-00700', 'Savage', 'ulated', '▁coast', '▁helped', '▁focused', '▁meeting', 'Sheryl', 'Ob', '010', 'ela', 'Dian', '-00554', '-00608', '▁email', '▁twice', '▁career', '▁desert', '▁markets', '_2005-008', '▁terrible', 'Sarah', 'ni', '001', '028', '369', 'Paw', 'lan', 'illa', 'inaD', '▁ord', '▁rom', '▁sam', 'Griff', 'leton', '▁Mark', '▁Rory', '-00464', '-00467', '-00614', '-00694', 'ynthia', '▁basis', '▁below', 'inaDugan', '▁nations', '▁respond', 'cr', 'li', '069', '078', 'die', 'ird', 'och', 'ands', 'ball', 'ells', 'imee', '▁tax', 'arasw', '▁Marc', '▁harm', '▁vacc', '-00516', '-00551', '-00724', '-00728', '-00734', '-00774', 'Steiner', '▁coffee', '▁honest', '▁resist', '▁strugg', '▁weight', 'araswati', 'ulations', '▁surgery', '▁original', '▁molecules', 'eslieMorgan', '▁conference', '▁infrastructure', 'Tal', 'JanineBenyus', '161', '241', '912', '918', '950', '973', '987', 'hib', 'ango', 'iber', '▁mos', '▁sor', '-0103', 'Klein', 'rogen', '▁conc', '▁ecos', '▁loss', '-00397', '-00448', '-00600', '-00651', '-00717', '▁liber', '▁aspect', '▁flight', '▁german', '▁indian', '▁insect', '▁police', '▁atmosphere', '▁unfortunately', 'PaulMacCready', 'Taylor', 'uy', '319', 'Dick', 'aign', '-00326', 'Hillis', '▁total', '▁notion', 'Margaret', '_2011-01', 'nyHillis', '▁attract', '▁washing', '_2009-008', '▁campaign', '▁daughter', '▁communicate', '▁sustainable', '▁intelligence', '▁Jack', 'ChrisAbani', 'ChrisAnderson', '083', '330', '▁da', 'Nick', 'Maeda', '▁tail', '-00086', '-00378', '-00732', '-00794', '▁displ', '▁river', '▁appear', '▁eating', '▁female', '▁supply', '▁related', '▁profound', 'Lisa', '245', '919', 'Bal', 'Mes', 'Nor', 'obs', '▁', 'e', 't', 'a', 'o', 'i', 'n', 's', '0', 'r', 'h', 'l', 'd', 'u', 'c', '-', 'm', 'y', 'p', '1', 'w', 'g', '2', 'f', 'b', '9', 'v', '3', 'k', '4', '5', '7', '_', '6', '8', '.', "'", 'G', 'S', 'x', 'P', 'j', 'B', 'J', 'M', 'z', 'D', 'R', 'X', 'A', 'C', 'q', 'K', 'L', 'W', 'H', 'T', 'E', 'N', 'F', 'I', 'Z', 'U', 'V', 'O', 'Y', 'Q', 'ă', 'ō', 'ť'], token_bias={'ssl': (256, 2256), 'text_bpe': (2256, 7253), 'special_token': (0, 256)}, encoder_decoder_format=False, speaker_prompt_length=150, pad_speaker_prompt=True, init=None, reflm=None, use_preprocessor=True, subword_choice='sentencepiece', subword_model='data/token_list/ssl_asr_tedlium2/text_bpe', non_linguistic_symbols=None, cleaner=None, g2p='g2p_en', codec_token_per_frame=1, codec_token_in_use=1, codec_ssl_corrupt_prob=0.0, loss_region='target', modality_weights={'ssl': 1.0, 'codec': 0.125, 'text_bpe': 1.0, 'special_token': 10.0}, asr_apply_time_mask=True, asr_time_mask_config={'mask_width_ratio_range': [0.0, 0.05], 'num_mask': 10}, transformer='builtin', transformer_conf={'n_ctx': 3600, 'n_state': 512, 'n_head': 4, 'n_layer': 12, 'qk_norm': True}, corelm='ar_delay', corelm_conf={'share_emb': False}, tokenizer=None, tokenizer_conf={}, model='espnet', model_conf={}, required=['output_dir', 'token_list', 'token_bias'], version='202402', distributed=False)
66
+ [gpub001] 2024-11-02 18:12:11,870 (abs_task:1492) INFO: Skipping collect_feats in collect_stats stage.
67
+ # Accounting: time=369 threads=1
68
+ # Ended (code 0) at Sat Nov 2 18:12:38 CDT 2024, elapsed time 369 seconds
dump/raw_ssl_asr_tedlium2/dev/stats/logs/collect_stat.18.log ADDED
@@ -0,0 +1,68 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ # python3 -m espnet2.bin.speechlm_train --collect_stats true --use_preprocessor true --token_list data/token_list/ssl_asr_tedlium2/token_list.json --token_bias data/token_list/ssl_asr_tedlium2/token_bias.json --non_linguistic_symbols none --cleaner none --g2p g2p_en --subword_choice sentencepiece --subword_model data/token_list/ssl_asr_tedlium2/text_bpe --multi_task_dataset true --output_dir dump/raw_ssl_asr_tedlium2/dev/stats/split32/18 --config conf/train_delay_asr_small.yaml --train_data_path_and_name_and_type dump/raw_ssl_asr_tedlium2/dev/stats/split32/18/data.json,_,dataset_json
2
+ # Started at Sat Nov 2 18:06:29 CDT 2024
3
+ #
4
+ /work/nvme/bbjs/jtian1/espnet_ta/tools/miniconda3/envs/espnet_ta/bin/python3 /work/nvme/bbjs/jtian1/espnet_ta/espnet2/bin/speechlm_train.py --collect_stats true --use_preprocessor true --token_list data/token_list/ssl_asr_tedlium2/token_list.json --token_bias data/token_list/ssl_asr_tedlium2/token_bias.json --non_linguistic_symbols none --cleaner none --g2p g2p_en --subword_choice sentencepiece --subword_model data/token_list/ssl_asr_tedlium2/text_bpe --multi_task_dataset true --output_dir dump/raw_ssl_asr_tedlium2/dev/stats/split32/18 --config conf/train_delay_asr_small.yaml --train_data_path_and_name_and_type dump/raw_ssl_asr_tedlium2/dev/stats/split32/18/data.json,_,dataset_json
5
+ [gpub001] 2024-11-02 18:12:07,150 (speechlm:340) INFO: Vocabulary size: 7253
6
+ [gpub001] 2024-11-02 18:12:07,163 (speechlm:351) INFO: Token Bias: {'ssl': (256, 2256), 'text_bpe': (2256, 7253), 'special_token': (0, 256)}
7
+ [gpub001] 2024-11-02 18:12:07,519 (loss:36) WARNING: The specified modality codec is not in token_bias. Skip it
8
+ [gpub001] 2024-11-02 18:12:08,116 (abs_task:1451) INFO: pytorch.version=2.4.0, cuda.available=True, cudnn.version=90100, cudnn.benchmark=False, cudnn.deterministic=True
9
+ [gpub001] 2024-11-02 18:12:08,117 (abs_task:1452) INFO: Model structure:
10
+ ESPnetSpeechLMModel(
11
+ (corelm): ARDelayLM(
12
+ (decoders): TransformerDecoder(
13
+ (pos_emb): Embedding(128, 128)
14
+ (blocks): ModuleList(
15
+ (0-3): 4 x ResidualAttentionBlock(
16
+ (attn): MultiHeadAttention(
17
+ (query): Linear(in_features=128, out_features=128, bias=True)
18
+ (key): Linear(in_features=128, out_features=128, bias=False)
19
+ (value): Linear(in_features=128, out_features=128, bias=True)
20
+ (out): Linear(in_features=128, out_features=128, bias=True)
21
+ )
22
+ (attn_ln): LayerNorm((128,), eps=1e-05, elementwise_affine=True)
23
+ (attn_dropout): Dropout(p=0.0, inplace=False)
24
+ (mlp): Sequential(
25
+ (0): Linear(in_features=128, out_features=512, bias=True)
26
+ (1): GELU(approximate='none')
27
+ (2): Linear(in_features=512, out_features=128, bias=True)
28
+ )
29
+ (mlp_ln): LayerNorm((128,), eps=1e-05, elementwise_affine=True)
30
+ (mlp_dropout): Dropout(p=0.0, inplace=False)
31
+ )
32
+ )
33
+ (ln): LayerNorm((128,), eps=1e-05, elementwise_affine=True)
34
+ )
35
+ (emb): Embedding(7253, 128)
36
+ (lm_head): Linear(in_features=128, out_features=7253, bias=False)
37
+ (head_emb): Embedding(12, 128)
38
+ )
39
+ (criterion): SpeechLMCrossEntropyLoss()
40
+ )
41
+
42
+ Model summary:
43
+ Class Name: ESPnetSpeechLMModel
44
+ Total Number of model parameters: 2.67 M
45
+ Number of trainable parameters: 2.67 M (100.0%)
46
+ Size: 10.67 MB
47
+ Type: torch.float32
48
+ [gpub001] 2024-11-02 18:12:08,117 (abs_task:1455) INFO: Optimizer:
49
+ AdamW (
50
+ Parameter Group 0
51
+ amsgrad: False
52
+ betas: [0.9, 0.95]
53
+ capturable: False
54
+ differentiable: False
55
+ eps: 1e-08
56
+ foreach: None
57
+ fused: None
58
+ initial_lr: 0.001
59
+ lr: 2.5e-07
60
+ maximize: False
61
+ weight_decay: 0.01
62
+ )
63
+ [gpub001] 2024-11-02 18:12:08,118 (abs_task:1456) INFO: Scheduler: WarmupLR(warmup_steps=4000)
64
+ [gpub001] 2024-11-02 18:12:08,373 (abs_task:1465) INFO: Saving the configuration in dump/raw_ssl_asr_tedlium2/dev/stats/split32/18/config.yaml
65
+ [gpub001] 2024-11-02 18:12:12,546 (abs_task:1476) INFO: Namespace(config='conf/train_delay_asr_small.yaml', print_config=False, log_level='INFO', drop_last_iter=True, dry_run=False, iterator_type='sequence', valid_iterator_type=None, output_dir='dump/raw_ssl_asr_tedlium2/dev/stats/split32/18', ngpu=0, seed=0, num_workers=6, num_att_plot=0, dist_backend='nccl', dist_init_method='env://', dist_world_size=None, dist_rank=None, local_rank=None, dist_master_addr=None, dist_master_port=None, dist_launcher=None, multiprocessing_distributed=False, unused_parameters=False, sharded_ddp=False, use_fsdp=False, min_num_params_fsdp=30000000.0, use_deepspeed=False, deepspeed_config=None, deepspeed_step_sync=True, cudnn_enabled=True, cudnn_benchmark=False, cudnn_deterministic=True, use_tf32=False, collect_stats=True, write_collected_feats=False, max_epoch=80, patience=None, val_scheduler_criterion=('valid', 'loss'), early_stopping_criterion=('valid', 'loss', 'min'), best_model_criterion=[['valid', 'total_count', 'max']], keep_nbest_models=[10], nbest_averaging_interval=0, grad_clip=5, grad_clip_type=2.0, grad_noise=False, accum_grad=1, no_forward_run=False, resume=False, train_dtype='float32', use_amp=True, max_loss_scale=10000000000.0, log_interval=200, use_matplotlib=True, use_tensorboard=True, create_graph_in_tensorboard=False, use_wandb=False, wandb_project=None, wandb_id=None, wandb_entity=None, wandb_name=None, wandb_model_log_interval=-1, detect_anomaly=False, use_adapter=False, adapter='lora', save_strategy='all', adapter_conf={}, pretrain_path=None, init_param=[], ignore_init_mismatch=False, freeze_param=[], num_iters_per_epoch=5000, batch_size=20, valid_batch_size=None, batch_bins=60000, valid_batch_bins=None, sampler_allow_duplication=False, train_shape_file=[], valid_shape_file=[], batch_type='numel', valid_batch_type=None, fold_length=[], sort_in_batch='descending', shuffle_within_batch=False, sort_batch='descending', multiple_iterator=False, chunk_length=500, chunk_shift_ratio=0.5, num_cache_chunks=1024, chunk_excluded_key_prefixes=[], chunk_default_fs=None, chunk_max_abs_length=None, chunk_discard_short_samples=True, train_data_path_and_name_and_type=[('dump/raw_ssl_asr_tedlium2/dev/stats/split32/18/data.json', '_', 'dataset_json')], valid_data_path_and_name_and_type=[], multi_task_dataset=True, sharded_dataset=False, allow_variable_data_keys=False, max_cache_size=0.0, max_cache_fd=32, allow_multi_rates=False, valid_max_cache_size=None, exclude_weight_decay=False, exclude_weight_decay_conf={}, optim='adamw', optim_conf={'lr': 0.001, 'betas': [0.9, 0.95]}, scheduler='warmuplr', scheduler_conf={'warmup_steps': 4000}, token_list=['<pad>', '<unk>', '<blank>', '<space>', '<continuous_placeholder>', '<sos/eos>', '<local_sos/eos>', '<unkown_task_identifer>', '<unused_token_8>', '<unused_token_9>', '<unused_token_10>', '<unused_token_11>', '<unused_token_12>', '<unused_token_13>', '<unused_token_14>', '<unused_token_15>', '<unused_token_16>', 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'ley', 'io', 'iness', '▁grow', 'ied', 'arry', 'ific', '▁project', 'Ke', 'ably', 'cept', 'ross', '▁partic', 'arch', '▁stu', '▁cr', '-0088', '▁data', '▁mus', '▁read', 'ced', '▁move', '▁whole', '▁mom', 'ience', '▁children', '▁rep', '▁million', '▁second', 'arm', '▁inform', '▁cor', '-0007', '9-01', '▁doesn', '▁gener', 'land', 'ways', '▁cap', 'Ne', '▁care', 'ett', 'conom', '▁doll', 'ote', '▁book', 'ute', '▁done', '▁wanted', '▁el', '▁lar', '▁econom', '▁poss', '▁chang', '-0017', 'Jon', 'ds', '▁love', '▁pict', '▁expl', 'En', '▁fifty', '▁univer', '▁att', '▁health', '▁believe', 'its', '▁thirty', '▁trying', '▁afric', '▁bus', '▁live', '▁organ', '-0006', 'And', '▁beh', 'El', '▁bi', '▁ok', 'selves', 'ational', '▁away', 'ative', 'ork', 'rop', 'ural', '▁hard', '▁space', '▁sub', '▁pres', '▁supp', '-0094', '▁acc', 'me', 'ism', '1-01', 'nect', '▁cou', '▁tri', '▁less', 'vers', '▁str', '▁always', '▁ever', '▁money', '▁women', '▁form', '▁using', '▁working', 'els', '▁vis', 'Ar', 'ruct', '▁everything', 'Ph', '_19', '-0022', '▁nine', 'Ben', '▁inf', '▁energ', '▁int', 'eng', '▁country', 'gg', 'hing', '▁information', 'att', 'aces', '▁prob', 'teen', '▁thinking', '▁T', '▁open', '-0016', '▁hand', 'ives', '▁mod', '▁anim', '▁L', '▁means', '▁mind', '▁took', 'que', '-0011', '▁seven', 'rew', '▁spec', '▁energy', '-0026', '▁nin', 'ments', '▁create', 'ron', 'ead', '▁sw', 'Bill', '▁sing', '▁run', 'Hans', 'ng', 'ps', 'Will', '▁food', '▁process', '▁home', '▁reg', '▁fut', 'ries', '▁sense', '▁number', 'aut', '▁tru', '▁left', '▁resp', '▁quite', 'ton', '▁mark', 'ek', '▁kids', '▁wo', 'Fran', '▁interesting', '▁earth', '▁sk', '▁beg', '▁dem', '▁hal', 'hip', '▁David', '▁met', '-0027', '-0037', '▁times', '-0098', 'ital', '▁lead', '▁become', '▁enough', '▁building', '▁future', 'ank', '▁z', '▁best', '▁stuff', 'led', 'lear', 'wh', 'Ros', '▁elect', '▁connect', '▁pat', '▁intern', 'Michael', '-0012', '▁comes', '▁making', '▁probably', '▁compan', '▁contro', 'vern', '▁frie', 'ret', '▁air', 'ready', '▁getting', '▁head', 'ond', '▁pub', '▁prog', 'ues', '▁glob', '83', 'ever', '▁govern', 'ham', 'ots', 'berg', '▁half', '▁conf', '▁social', 'Robert', '▁env', 'ala', '▁col', '▁grou', '▁month', 'idd', 'ouse', '▁body', 'ertain', '▁ty', '▁pie', '▁pop', '▁room', '85', '▁thank', '▁science', '▁hist', '▁walk', '▁fun', 'Bl', 'Mar', 'iew', 'ention', '▁side', 'amer', '▁char', '▁talking', '-0047', '-0032', 'ows', 'ories', '-0021', 'rand', 'anS', '▁phys', '▁stand', '▁war', 'Phil', '-0036', 'iting', '▁cur', 'ient', 'wart', '▁top', '-0046', '▁dist', '▁set', '▁without', 'cy', 'atz', 'orge', '▁sev', '-0002', 'iron', 'br', '▁environ', 'orn', '▁wonder', '▁sign', 'ont', '▁happened', 'omas', '82', '▁eas', 'ime', 'osh', 'Brown', '▁educ', 'sw', '▁cult', '89', '-0066', 'ogra', 'Cl', '▁seem', '▁such', '▁pret', 'imate', 'olution', '41', '47', '86', 'na', '▁answ', '▁beaut', '▁bring', 'Richard', '▁basically', 'Char', '▁dollars', 'ten', '▁hour', 'James', '▁living', '▁job', '▁rese', '▁fig', '▁effect', '▁pretty', 'ield', '▁far', '▁anything', 'iel', '45', 'Chris', '▁Dan', '-0077', '▁picture', '49', '▁africa', '▁add', '▁across', '▁dr', '▁mach', '▁prot', '▁coming', '▁val', '▁keep', '▁city', 'ared', '▁reason', '▁moment', '▁else', '▁phot', 'ew', 'rib', '-0100', '▁planet', '▁land', '▁level', 'lf', '▁goes', 'Gl', 'aid', '▁scient', '▁business', '80', 'ivid', '▁sound', '▁simple', '▁pass', '▁having', 'aps', '-0101', 'uring', '▁research', '▁prof', '▁matter', 'ices', '▁bad', '▁global', '▁teach', '42', 'ince', '▁lives', '▁particular', 'ograph', 'af', '-0031', '-0042', '▁opp', '▁ideas', '▁case', '▁environment', 'ai', '-0102', '▁countries', '▁begin', '▁imagine', 'ters', '▁told', 'Har', 'bor', 'cial', '▁rob', '▁hope', '▁once', '▁says', '▁computer', '▁problems', 'Rob', 'imon', '-0051', '▁later', 'my', 'acy', 'cc', '▁mor', '▁family', '▁aut', '-0057', '▁def', '▁makes', '▁sit', '▁ways', '▁list', '▁young', '-0067', '▁experience', '▁dise', '▁happens', 'eil', '▁mem', '▁forty', '▁age', '46', '▁saw', 'Ab', 'ony', '-0056', '▁both', '▁within', '▁amaz', '▁rest', '▁seen', '▁mil', '_1998', '▁days', 'ipp', 'George', '▁remem', 'den', 'iter', '▁single', '▁billion', 'Denn', '▁stop', '40', '-0005', 'amp', '▁ey', 'most', 'ying', '▁dev', '▁cells', 'William', 'ants', '▁lang', 'ization', 'ulation', '▁yet', '▁state', '-0009', '88', '▁complete', '▁men', 'aP', 'yl', '▁K', '▁inside', '▁states', '▁par', '43', 'HansRos', '▁certain', 'HansRosling', 'ani', 'ney', '▁remember', '▁music', 'Sm', 'str', '▁che', '▁face', '▁langu', '▁ref', '▁history', '▁whether', 'Ram', '▁loc', 'where', '▁dire', '▁test', '▁polit', '▁while', '-0052', '▁exc', '▁heart', '▁cost', '▁vir', 'ister', 'ilt', '-0003', '▁pain', '▁nothing', '▁bre', '▁almost', '-0033', '▁self', '-0041', '▁watch', '▁asked', '▁suc', 'itive', 'Charles', 'ality', '▁vide', 'rick', '▁sure', 'aur', 'ury', '-0015', 'reas', '▁net', 'An', '▁equ', '▁answer', 'ences', 'aly', 'ortun', '▁cond', '▁saying', '▁already', '▁fore', '▁looks', '▁contin', '▁incred', '▁inte', 'Be', '-012', '▁possible', 'Wol', '-0013', '-0104', '▁figure', '▁product', 'Thomas', '▁wrong', '▁community', '▁lab', '▁looked', 'imes', 'less', 'Frank', 'iddle', '▁speak', '▁control', 'ided', 'Jonathan', '▁leg', '▁hear', '▁public', 'ior', 'ivity', '▁Paul', '▁sou', '-0076', '▁individ', '▁everybody', 'oot', 'augh', '▁large', 'ole', 'lish', '▁mag', '87', 'van', '▁treat', '▁law', '▁often', '▁mar', 'uge', 'osed', 'Green', 'ream', '▁guy', '▁sec', 'ape', 'ug', 'ined', '-0023', '-0087', 'ides', '▁tre', '-0019', '-0029', '▁amazing', '▁ted', '▁unt', '▁program', 'ero', '▁ant', '▁cancer', '▁ge', 'pect', 'unch', '▁mater', '▁line', '▁chall', '▁couple', '▁engine', '▁class', 'ruce', '▁gir', '▁fund', 'Christ', 'sh', 'ene', '▁kill', '▁news', '▁disco', 'elly', '▁gi', 'eff', '▁order', '▁pri', '▁allow', 'rog', '▁C', 'ware', '▁ass', '▁iss', '▁piece', '▁fil', '▁somet', 'side', 'ns', 'Stef', '▁built', '▁nature', 'ages', 'itch', 'off', '-0025', '▁exact', '▁months', '▁myself', '▁beautif', '▁god', '-0062', 'ering', '▁true', '▁universe', '-0055', '▁instead', 'jor', 'utes', '▁abs', 'yn', '▁ret', '-0072', '▁model', '▁government', '▁group', '▁heard', 'aK', 'uan', 'arent', '▁market', '▁united', 'lyn', '▁nor', 'Kevin', '▁entire', '▁education', '▁foll', 'Lee', '▁house', 'Jack', 'oshu', '▁places', 'get', '▁species', 'Se', '▁full', '▁ninety', 'row', '▁train', '▁yes', '▁middle', '-0061', '▁must', '▁John', '▁deep', '▁free', '▁sometimes', 'ison', '▁oce', 'ider', '-0106', '▁itself', '▁language', 'rey', '▁green', '▁until', '▁someone', 'Ed', '-0045', '▁object', '▁result', 'ctor', '▁cal', '▁pay', 'raham', '▁behav', '▁front', 'ructure', '81', 'atic', '▁dra', '▁red', '▁words', '▁somebody', '▁isn', '▁okay', '▁video', '▁internet', '▁beautiful', 'Ad', '-0071', '▁const', '▁third', '▁deal', '▁night', 'work', '▁aff', '▁pos', '▁girl', '▁tool', '▁success', 'tern', '▁huge', 'ung', 'omes', '▁quick', '▁turns', '-0039', '▁arch', '▁rather', 'ases', 'ately', 'olas', '▁experim', '-0107', '▁disease', '▁Sh', 'phen', '▁view', '▁spend', '▁D', 'win', 'vious', '▁kinds', '▁taking', '▁av', '▁mic', '▁works', '▁complex', '▁det', '▁inn', '▁woman', 'Stewart', '▁indust', '▁though', '▁hy', '-0035', 'aster', '▁completely', 'cl', 'bers', '▁foc', '▁wind', '▁rev', '▁since', '▁follow', '▁ste', '▁share', 'icholas', '▁del', 'quez', '-0053', 'ites', '▁happening', '▁di', '-0082', '▁along', '▁mother', 'etic', 'Ken', 'Enri', 'anna', '-0086', 'acter', 'uanEnri', 'uanEnriquez', 'ror', '▁ris', '-0049', '▁students', 'bs', 'ired', 'ental', '▁bott', '▁eighty', 'Re', '▁past', 'Stephen', '▁focus', 'uck', 'face', '▁word', '▁society', 'Mac', 'ians', '▁dep', '▁dri', '▁close', '▁india', '▁decided', 'lex', 'ales', '▁study', 'anK', '▁math', 'ats', 'Bur', '▁oil', '▁mass', 'he', 'uss', '▁ca', '▁hours', '▁var', 'ional', '▁knew', '▁meas', 'ove', 'aper', '▁Peter', 'oice', '-0043', '▁stories', 'Dun', 'irc', '▁ourselves', 'enti', 'wards', '▁area', '▁animals', '▁rad', '▁everyone', 'Sher', 'istic', '▁gets', '▁bir', '▁liter', '▁themselves', 'line', '▁sun', 'Mark', '▁learned', '44', 'ern', 'ogn', 'artin', 'olved', '▁game', '▁wasn', '▁america', 'Clay', 'rove', '-0108', '▁meet', '▁early', '▁became', '▁exactly', 'rug', '▁company', 'ocr', '▁name', '▁collect', 'Tim', '▁norm', '▁fifteen', '▁friends', '▁thousands', '▁dig', '-0081', '▁circ', '▁minutes', 'ules', '▁mot', 'Jul', 'ax', 'Bar', '▁imm', 'ision', '▁oper', '▁created', 'oz', 'gest', '▁sixty', 'ode', '▁machine', '▁relations', '-0097', '▁field', '▁amount', '▁present', 'inson', '▁lots', '▁pred', 'well', '▁bab', '▁fly', '▁step', '▁clear', '▁id', '▁ones', '▁seventy', 'ract', 'cing', '▁sens', '▁univers', '▁discover', 'ential', '▁century', 'ma', 'awk', '▁invest', '▁aud', '▁fish', '▁systems', '▁american', 'ator', '▁diffic', '▁against', 'Daniel', '▁team', 'ability', 'ones', '▁bro', '▁eur', '▁oth', '▁pur', '-0096', '▁guys', '▁listen', 'ption', '▁inde', '▁outside', 'ike', 'ibly', '▁Bill', '▁others', 'Jac', 'ny', 'haps', 'ature', '▁least', '▁protect', '▁technolog', 'reg', '▁perhaps', 'ster', '▁miss', '▁stre', 'itting', '▁natural', 'pend', '▁mill', '▁micro', '▁opportun', 'mer', '▁ill', 'Gar', 'elt', '▁hold', '▁neur', 'ush', '▁scale', '▁center', 'Good', '▁fre', '▁typ', '▁china', '▁culture', '▁interact', '▁H', 'up', 'imb', '▁es', '▁couldn', '▁difference', '▁appro', '▁pot', '▁sym', '▁innov', '-0010', 'ients', 'utions', '▁based', '▁colle', 'rian', '▁happy', '▁recent', '▁ocean', 'iving', '▁prop', '▁york', '▁learning', 'app', 'Mull', '▁cra', '▁gave', '▁mess', '▁prov', '▁extra', '▁during', 'ral', '-0069', '▁terms', 'right', 'itions', '▁takes', 'Anderson', '▁beginning', '▁questions', 'ok', '▁worked', '_2002-01', 'Bre', '▁finally', '▁communic', '▁Michael', 'ted', '▁wa', '-0065', '▁cut', '-0059', 'inary', '▁instit', '▁non', '▁exist', '▁moving', 'ox', '▁tem', '▁black', '-0030', '-0092', '▁common', 'aul', '_2001', '▁given', '▁wonderful', '▁population', '▁relationship', 'sy', 'Lev', '▁expect', 'erz', '▁size', 'verage', '▁behavior', 'olute', '▁death', 'lli', '▁won', '-0091', 'abeth', '▁democr', '▁seeing', 'ee', '▁vi', '▁fall', '▁break', '▁patter', '▁electric', '▁difficult', 'ts', 'Ant', '▁ve', '▁low', '-0020', '▁grand', '▁leave', 'izabeth', '▁record', '▁short', '▁absolute', '▁taken', 'ully', '▁adv', '▁jour', '▁serv', '▁oh', '▁fail', '▁intell', '-0063', '▁wall', '▁super', '▁parent', 'Ma', '▁ess', '▁occ', '▁drug', '▁sour', 'Graham', '▁europe', 'ste', '▁chem', '▁parts', 'ination', '▁explain', 'ged', 'not', 'ency', '▁emp', '▁ap', '▁local', '▁media', '▁obvious', '▁P', 'ium', '▁er', 'eline', 'ident', '▁changed', '▁image', 'sc', 'umb', 'ither', '▁relig', '▁direct', '▁support', '▁wee', '▁turned', 'Ag', 'xy', 'stein', '▁simp', '▁cities', 'itect', '▁pick', '▁consum', '▁surface', '▁architect', '▁Robert', '▁major', '▁reach', '▁evolution', 'Shir', 'yc', 'wor', 'usan', '▁access', '▁perform', '▁cle', '-0075', '▁south', '▁Al', 'aS', '▁sud', '▁began', 'oph', '▁ple', '▁tot', '▁ident', '▁yourself', '▁blue', '▁simply', '▁whatever', 'lec', 'ule', 'sych', '▁cop', 'mi', '▁jo', 'aren', 'cious', '▁surv', 'isa', 'Pink', '▁sum', '▁needs', '▁repres', 'rad', 'ried', '▁easy', '▁national', 'Bruce', 'aring', '▁film', 'iant', '▁longer', 'we', 'Gold', 'ills', '▁trad', '▁week', 'ameron', '▁Steven', 'Mor', 'Tur', 'han', 'amin', 'avor', '-0040', 'astic', '▁eyes', 'idence', '▁James', '▁psych', 'He', 'uses', 'Eric', 'hr', '▁known', '▁personal', '▁structure', '▁interested', 'pris', '▁foot', '▁vers', '▁areas', '▁friend', '▁photograph', 'Wh', '▁incl', 'uclear', '▁hands', '▁ability', 'Don', 'ama', '▁white', 'Jan', 'hry', 'fully', 'oster', '▁key', '▁powerful', 'ola', 'rent', '▁arg', 'ological', 'gle', '▁sent', '▁event', 'uel', '▁cannot', 'At', '▁civ', '▁dark', '▁resour', '▁dna', 'Shirky', '▁press', 'ClayShirky', 'bar', 'ouch', '▁twel', '▁economic', '▁realized', 'erv', '▁fac', 'Dennett', '▁behind', 'iO', 'fect', '▁mov', '-0073', '-0079', 'ledge', 'osp', 'pid', 'ump', 'Less', 'ilar', '▁felt', '▁tried', '▁measure', '▁quickly', '▁hundreds', '▁Jon', '-0050', 'Gehry', '▁orig', '▁molec', '▁needed', 'FrankGehry', 'Sto', '▁buy', 'bo', '▁bar', '▁pers', '▁requ', '▁situ', '▁robot', 'illiant', '▁reality', '▁ground', '▁economy', 'Joshu', 'Fis', 'Tom', 'oel', 'ude', 'more', '▁impact', 'amm', '▁sex', 'izing', 'aj', 'itra', 'rest', 'ivers', '▁desc', '▁weeks', '▁sudden', '▁companies', 'hood', 'ples', '▁squ', '▁transform', 'ogue', 'ented', '▁gone', '▁north', '▁bottom', 'aB', '▁soft', '▁incredible', '▁individual', '▁main', 'Harris', '▁blood', 'ibility', '▁humans', '▁travel', '▁twelve', '▁approach', '▁development', 'olm', 'olin', 'Kelly', '▁feet', '▁famil', '▁recogn', '▁enc', '▁emot', '▁stay', '▁extre', '▁spent', '▁value', 'oms', 'Larry', '▁pull', 'rought', '▁father', '▁fear', '▁slow', '▁books', '▁pract', '▁profess', '▁political', 'Coll', '▁sav', '-0060', 'awkins', 'arrySch', '▁climate', '▁technologies', 'ka', '▁eat', '-0085', '▁dream', '▁changes', 'urb', '▁Mar', '▁har', '▁tas', 'Simon', 'ators', '▁lost', 'Wil', 'ataM', 'oward', 'ropon', '▁disc', 'ugataM', '▁sitting', 'ugataMitra', 'ively', 'entially', 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'▁Jan', '011', '346', '368', '546', '944', 'bol', 'ona', 'Roth', 'etry', 'ippe', '▁pan', '▁vict', '-00574', '▁deliver', '▁various', '▁version', '_2007-007', 'Rachel', 'zz', '007', '023', '315', 'ims', 'odin', 'olom', 'sequ', '▁mix', '▁drop', '▁pack', '-00238', '-00336', '-00424', '-00508', 'Warren', 'ipping', '▁achieve', '▁physics', '▁listening', '▁production', 'aF', '009', '021', '926', '978', 'acre', 'aryn', '▁hyd', '▁swe', '▁unl', '▁anal', '▁tiss', '-00131', '-00191', '-00306', '-00307', '-00401', '-00416', '-00526', 'Chryst', 'atrick', '▁broad', '▁virus', '▁afghan', '▁author', '▁levels', '▁stress', '▁himself', '▁strateg', 'utherland', '▁painting', 'RobertFull', 'Laur', '▁Sher', '004', '070', '335', '928', 'iet', 'igV', 'raigV', '▁inse', '-00066', '-00308', '-00392', '-00558', '▁alive', '▁capac', '▁price', '▁worse', '▁actual', '▁brains', '▁surger', 'atically', 'arynSimon', '▁controll', '▁services', 'raigVenter', 'Jennifer', 'FeisalAbdulRauf', '044', '347', '360', '361', '567', '913', '929', '942', 'put', 'ulf', 'amic', '▁sus', 'Godin', 'Jamie', 'oller', 'rient', '▁wait', '-00358', '▁unique', '▁provide', '▁Y', 'eda', 'airs', 'iers', 'raft', '▁ign', '▁unc', 'ought', '-00201', '-00256', '-00296', '-00337', '-00400', 'Ricard', '▁oxygen', '▁remind', 'Philippe', '▁including', '▁industrial', 'atthieuRicard', '005', '349', '▁hun', 'ounds', 'thern', '▁base', '-00258', '-00288', '-00427', '-00506', '-00674', '▁truly', '▁choose', '▁mental', '▁philos', '▁prison', '▁mention', '▁expensive', '▁traditional', '▁Joshu', 'oe', '030', '061', '099', '515', '949', '986', 'oid', 'ande', '▁Tom', '▁atm', '▁dyn', '-0105', 'eiler', '▁gold', '▁hall', '-00227', '-00297', '-00344', 'Hansen', 'ertrand', '▁values', 'Sutherland', '▁financial', '▁institutions', 'BillyGraham', 'Kam', 'cz', '048', '079', '084', '086', '348', '927', 'Jou', 'das', 'idis', '▁mut', '▁san', 'attle', 'enich', '▁prep', '-00178', '-00237', '-00314', '-00354', '-00454', '-00514', '-00528', 'Feiler', '▁board', 'Joubert', '▁afford', '▁employ', '▁plastic', 'Merzenich', '▁teaching', '▁americans', 'BreneBrown', 'RichardDawkins', 'wa', '020', '085', '363', '520', 'Hol', 'ube', 'feld', 'ycle', 'ynth', '▁cam', '▁harv', '▁roll', '▁task', '-00736', 'reeman', 'ricult', '▁blind', '▁Thomas', '▁commer', '▁determ', '▁famous', '▁policy', '▁express', '▁agricult', '▁families', '924', 'ede', 'ops', 'iels', '▁pen', '▁wide', '-00352', '-00436', 'Mullis', '▁range', '▁rights', '▁however', '▁massive', '▁neurons', 'aryMullis', '▁anywhere', '▁standard', '002', '339', '344', '568', '589', '968', 'akis', 'ancy', 'ches', '▁desp', '▁rule', '-00234', '-00294', '-00404', '-00524', '▁gradu', '▁slide', 'Branson', '_2007-008', '▁humanity', '▁religion', 'Christakis', 'Sal', '018', '325', '960', 'Ven', '▁cru', '▁kil', 'itude', 'thony', '-00324', '-00536', '-00584', '-00607', '-00627', 'Shimon', '▁Larry', '▁autom', 'Wolfram', '▁multip', '▁contrib', '▁familiar', '▁decisions', '▁effective', 'Mi', 'ta', '067', '320', '383', '384', '910', '940', 'ana', '▁pal', '▁conv', '▁fort', '-00364', '-00452', '-00484', '-00507', '-00658', '▁store', '▁trade', 'reasure', '▁mostly', '▁driving', '▁unfortun', '015', '540', '561', '961', 'edy', '▁ut', 'ased', 'roll', '▁thr', '▁fold', '-00197', '-00226', '-00291', '-00317', '-00328', '-00474', '-00557', '-00656', 'Ramdas', '▁optim', '▁genome', '▁evolved', '▁becoming', '▁cultural', '▁mountain', 'Rick', '074', '323', '513', '525', 'May', 'eal', 'oom', 'Diff', 'koll', 'ndon', 'umar', 'uted', '▁cat', '▁laws', '-00076', '-00414', '-00437', '-00494', '-00496', '-00498', '-00504', '-00544', '-00664', 'anRock', 'aCarter', '▁mobile', 'ielsDiff', 'joraCarter', '▁temperature', 'ielsDiffrient', 'Ny', 'Rh', '090', '510', '518', '586', '963', '970', 'aph', 'let', 'anth', 'Atala', 'Prest', 'Ramus', 'eless', 'rager', 'rince', '-00300', '-00304', '-00391', '-00426', '-00432', '▁airpl', '▁types', '▁nation', '▁networks', 'rinceRamus', 'thonyAtala', '▁direction', '▁fantastic', 'Christopher', '▁remarkable', '▁JuanEnriquez', 'BillStrickland', '▁Nicholas', 'JaneGoodall', 'Gr', 'of', '068', '277', '373', '378', '390', 'Mul', '▁ir', 'bell', 'eyer', '▁dar', 'ining', '▁blog', '-00232', '-00428', '-00458', '-00538', '-00567', '-00634', '-00702', 'vision', '▁whose', '▁slight', '▁Stephen', '▁citizens', '▁produced', '▁speaking', 'Emily', 'New', 'Newton', 'AM', 'Pu', '076', '313', '575', '587', 'nda', 'Bono', 'Gore', '▁dad', '▁bang', '▁fine', '▁heat', '▁radi', '-00252', '-00318', '-00537', '-00597', '-00638', 'inated', '▁concl', '▁final', '▁manage', 'Schocken', '▁seconds', '▁waiting', '▁increase', '▁independ', '▁throughout', 'StevenStrogatz', '266', '387', '544', '946', 'sey', 'the', 'aced', 'ugan', '▁doc', '▁mid', '▁ran', 'urman', '▁hair', '▁none', '-00274', '-00298', '-00616', '▁match', '▁motiv', '▁causes', '▁physic', '▁symbol', '▁ancient', '▁anymore', '▁Jane', '046', '053', '062', '063', '065', '082', '343', 'Vir', 'roy', 'Jill', 'Till', 'aind', 'iced', '-00406', '-00491', '-00502', '-00552', 'Joseph', 'olomon', '▁costs', '▁demon', 'inating', '▁consequ', '▁popular', '▁sixteen', '▁patterns', 'DanGilbert', '▁condition', '▁connection', '▁communication', '519', '560', '979', 'Mad', 'lly', '▁dan', '▁veh', 'antic', '▁appl', '▁uses', '-00408', 'iences', '▁apply', '▁impro', 'Thurman', '▁doctors', '▁private', '▁purpose', '▁directly', '▁diseases', '▁electron', '▁instance', '▁dangerous', '▁designers', '▁immediately', 'dam', '▁Rob', 'Eli', '▁Neil', '581', 'Tab', 'cks', 'odney', '▁mamm', '▁moon', '▁shot', '▁wood', '-00316', '-00434', '-00602', '-00626', 'Glenny', 'aindeB', '▁throw', 'aGlenny', '▁babies', '▁compon', '▁comfort', '▁willing', '▁politics', '▁following', '▁president', 'aindeBotton', 'Hall', 'Scott', 'LarryBrilliant', 'MalcolmGladwell', '573', '921', '983', 'acht', 'adow', 'come', 'lebr', 'ping', 'eties', '▁fasc', '▁weap', '-00407', '-00438', '-00456', '-00501', '-00631', 'Diller', 'Dunbar', '▁quant', '▁forces', '▁forget', '▁random', '▁enormous', '019', '080', '122', '523', '585', 'Walk', 'aron', 'aries', 'encer', '▁fash', '▁legs', '-00176', '-00394', '▁bridge', '▁celebr', '▁london', '▁useful', '▁survive', '_2007-009', '▁capacity', '▁pressure', '045', '521', '920', 'kel', '▁lat', 'oston', '▁coff', '-00332', '-00417', '-00604', '-00654', '-00704', 'otsman', '▁birds', '▁oppos', '▁integr', '▁invent', '▁method', 'ologists', '▁address', '▁fourteen', '▁surround', '▁television', '089', '362', '543', 'aKK', 'bal', 'eles', 'iles', 'Schne', 'aghav', '▁plat', '-00334', '-00351', '-00451', '-00718', '▁party', 'itation', 'ologist', '▁decade', 'Rockwell', 'aghavaKK', '▁greatest', '▁efficient', '▁challenges', '▁creativity', '▁performance', 'Bol', 'ened', '▁aid', '▁fit', '▁isl', 'angle', 'erner', 'itted', '▁jump', '▁wire', '-00431', '-00488', '-00532', '-00701', '▁loved', '▁parad', 'Botsman', 'Gabriel', '▁gather', '▁landsc', '▁shared', '▁effects', '▁infrast', '▁instrum', '▁journal', '▁prevent', '▁website', '▁laughter', '▁relative', '385', '959', 'ays', 'kes', 'oty', 'uct', 'vert', 'osaur', '▁copy', '▁musc', '▁tens', '-00248', '-00578', '-00594', '-00751', '▁bound', '▁radio', '▁easily', '▁struct', 'Treasure', '▁tremend', '_2006-008', '_2008-008', '▁demonstr', '▁understood', '▁neighborhood', '▁consciousness', 'Van', 'Ash', '166', '549', '925', '971', 'Ras', 'Row', 'rag', 'Ward', 'aime', 'aria', 'ceed', 'rees', 'vant', 'aimeL', '▁dram', '▁hole', '-00374', '-00396', '-00500', '-00606', '▁frank', '▁raise', '▁describ', '▁fashion', 'aimeLerner', 'Colin', 'NathanMyhrvold', 'iM', '312', 'ery', '▁et', '▁ju', 'oint', 'oris', 'aging', 'ained', '▁gene', '-00177', '-00278', 'Kelley', '▁catch', '▁bodies', '▁flying', '▁decades', '▁reflect', '▁invented', '▁possibly', '▁programs', '▁biological', 'BarrySchwartz', 'Ellen', 'anj', 'bel', 'olve', 'Turok', 'eters', '▁swim', '-00384', '-00531', '-00598', '-00624', '-00700', 'Savage', 'ulated', '▁coast', '▁helped', '▁focused', '▁meeting', 'Sheryl', 'Ob', '010', 'ela', 'Dian', '-00554', '-00608', '▁email', '▁twice', '▁career', '▁desert', '▁markets', '_2005-008', '▁terrible', 'Sarah', 'ni', '001', '028', '369', 'Paw', 'lan', 'illa', 'inaD', '▁ord', '▁rom', '▁sam', 'Griff', 'leton', '▁Mark', '▁Rory', '-00464', '-00467', '-00614', '-00694', 'ynthia', '▁basis', '▁below', 'inaDugan', '▁nations', '▁respond', 'cr', 'li', '069', '078', 'die', 'ird', 'och', 'ands', 'ball', 'ells', 'imee', '▁tax', 'arasw', '▁Marc', '▁harm', '▁vacc', '-00516', '-00551', '-00724', '-00728', '-00734', '-00774', 'Steiner', '▁coffee', '▁honest', '▁resist', '▁strugg', '▁weight', 'araswati', 'ulations', '▁surgery', '▁original', '▁molecules', 'eslieMorgan', '▁conference', '▁infrastructure', 'Tal', 'JanineBenyus', '161', '241', '912', '918', '950', '973', '987', 'hib', 'ango', 'iber', '▁mos', '▁sor', '-0103', 'Klein', 'rogen', '▁conc', '▁ecos', '▁loss', '-00397', '-00448', '-00600', '-00651', '-00717', '▁liber', '▁aspect', '▁flight', '▁german', '▁indian', '▁insect', '▁police', '▁atmosphere', '▁unfortunately', 'PaulMacCready', 'Taylor', 'uy', '319', 'Dick', 'aign', '-00326', 'Hillis', '▁total', '▁notion', 'Margaret', '_2011-01', 'nyHillis', '▁attract', '▁washing', '_2009-008', '▁campaign', '▁daughter', '▁communicate', '▁sustainable', '▁intelligence', '▁Jack', 'ChrisAbani', 'ChrisAnderson', '083', '330', '▁da', 'Nick', 'Maeda', '▁tail', '-00086', '-00378', '-00732', '-00794', '▁displ', '▁river', '▁appear', '▁eating', '▁female', '▁supply', '▁related', '▁profound', 'Lisa', '245', '919', 'Bal', 'Mes', 'Nor', 'obs', '▁', 'e', 't', 'a', 'o', 'i', 'n', 's', '0', 'r', 'h', 'l', 'd', 'u', 'c', '-', 'm', 'y', 'p', '1', 'w', 'g', '2', 'f', 'b', '9', 'v', '3', 'k', '4', '5', '7', '_', '6', '8', '.', "'", 'G', 'S', 'x', 'P', 'j', 'B', 'J', 'M', 'z', 'D', 'R', 'X', 'A', 'C', 'q', 'K', 'L', 'W', 'H', 'T', 'E', 'N', 'F', 'I', 'Z', 'U', 'V', 'O', 'Y', 'Q', 'ă', 'ō', 'ť'], token_bias={'ssl': (256, 2256), 'text_bpe': (2256, 7253), 'special_token': (0, 256)}, encoder_decoder_format=False, speaker_prompt_length=150, pad_speaker_prompt=True, init=None, reflm=None, use_preprocessor=True, subword_choice='sentencepiece', subword_model='data/token_list/ssl_asr_tedlium2/text_bpe', non_linguistic_symbols=None, cleaner=None, g2p='g2p_en', codec_token_per_frame=1, codec_token_in_use=1, codec_ssl_corrupt_prob=0.0, loss_region='target', modality_weights={'ssl': 1.0, 'codec': 0.125, 'text_bpe': 1.0, 'special_token': 10.0}, asr_apply_time_mask=True, asr_time_mask_config={'mask_width_ratio_range': [0.0, 0.05], 'num_mask': 10}, transformer='builtin', transformer_conf={'n_ctx': 3600, 'n_state': 512, 'n_head': 4, 'n_layer': 12, 'qk_norm': True}, corelm='ar_delay', corelm_conf={'share_emb': False}, tokenizer=None, tokenizer_conf={}, model='espnet', model_conf={}, required=['output_dir', 'token_list', 'token_bias'], version='202402', distributed=False)
66
+ [gpub001] 2024-11-02 18:12:12,548 (abs_task:1492) INFO: Skipping collect_feats in collect_stats stage.
67
+ # Accounting: time=370 threads=1
68
+ # Ended (code 0) at Sat Nov 2 18:12:39 CDT 2024, elapsed time 370 seconds
dump/raw_ssl_asr_tedlium2/dev/stats/logs/collect_stat.19.log ADDED
@@ -0,0 +1,68 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ # python3 -m espnet2.bin.speechlm_train --collect_stats true --use_preprocessor true --token_list data/token_list/ssl_asr_tedlium2/token_list.json --token_bias data/token_list/ssl_asr_tedlium2/token_bias.json --non_linguistic_symbols none --cleaner none --g2p g2p_en --subword_choice sentencepiece --subword_model data/token_list/ssl_asr_tedlium2/text_bpe --multi_task_dataset true --output_dir dump/raw_ssl_asr_tedlium2/dev/stats/split32/19 --config conf/train_delay_asr_small.yaml --train_data_path_and_name_and_type dump/raw_ssl_asr_tedlium2/dev/stats/split32/19/data.json,_,dataset_json
2
+ # Started at Sat Nov 2 18:06:29 CDT 2024
3
+ #
4
+ /work/nvme/bbjs/jtian1/espnet_ta/tools/miniconda3/envs/espnet_ta/bin/python3 /work/nvme/bbjs/jtian1/espnet_ta/espnet2/bin/speechlm_train.py --collect_stats true --use_preprocessor true --token_list data/token_list/ssl_asr_tedlium2/token_list.json --token_bias data/token_list/ssl_asr_tedlium2/token_bias.json --non_linguistic_symbols none --cleaner none --g2p g2p_en --subword_choice sentencepiece --subword_model data/token_list/ssl_asr_tedlium2/text_bpe --multi_task_dataset true --output_dir dump/raw_ssl_asr_tedlium2/dev/stats/split32/19 --config conf/train_delay_asr_small.yaml --train_data_path_and_name_and_type dump/raw_ssl_asr_tedlium2/dev/stats/split32/19/data.json,_,dataset_json
5
+ [gpub001] 2024-11-02 18:12:07,093 (speechlm:340) INFO: Vocabulary size: 7253
6
+ [gpub001] 2024-11-02 18:12:07,103 (speechlm:351) INFO: Token Bias: {'ssl': (256, 2256), 'text_bpe': (2256, 7253), 'special_token': (0, 256)}
7
+ [gpub001] 2024-11-02 18:12:07,477 (loss:36) WARNING: The specified modality codec is not in token_bias. Skip it
8
+ [gpub001] 2024-11-02 18:12:07,845 (abs_task:1451) INFO: pytorch.version=2.4.0, cuda.available=True, cudnn.version=90100, cudnn.benchmark=False, cudnn.deterministic=True
9
+ [gpub001] 2024-11-02 18:12:07,846 (abs_task:1452) INFO: Model structure:
10
+ ESPnetSpeechLMModel(
11
+ (corelm): ARDelayLM(
12
+ (decoders): TransformerDecoder(
13
+ (pos_emb): Embedding(128, 128)
14
+ (blocks): ModuleList(
15
+ (0-3): 4 x ResidualAttentionBlock(
16
+ (attn): MultiHeadAttention(
17
+ (query): Linear(in_features=128, out_features=128, bias=True)
18
+ (key): Linear(in_features=128, out_features=128, bias=False)
19
+ (value): Linear(in_features=128, out_features=128, bias=True)
20
+ (out): Linear(in_features=128, out_features=128, bias=True)
21
+ )
22
+ (attn_ln): LayerNorm((128,), eps=1e-05, elementwise_affine=True)
23
+ (attn_dropout): Dropout(p=0.0, inplace=False)
24
+ (mlp): Sequential(
25
+ (0): Linear(in_features=128, out_features=512, bias=True)
26
+ (1): GELU(approximate='none')
27
+ (2): Linear(in_features=512, out_features=128, bias=True)
28
+ )
29
+ (mlp_ln): LayerNorm((128,), eps=1e-05, elementwise_affine=True)
30
+ (mlp_dropout): Dropout(p=0.0, inplace=False)
31
+ )
32
+ )
33
+ (ln): LayerNorm((128,), eps=1e-05, elementwise_affine=True)
34
+ )
35
+ (emb): Embedding(7253, 128)
36
+ (lm_head): Linear(in_features=128, out_features=7253, bias=False)
37
+ (head_emb): Embedding(12, 128)
38
+ )
39
+ (criterion): SpeechLMCrossEntropyLoss()
40
+ )
41
+
42
+ Model summary:
43
+ Class Name: ESPnetSpeechLMModel
44
+ Total Number of model parameters: 2.67 M
45
+ Number of trainable parameters: 2.67 M (100.0%)
46
+ Size: 10.67 MB
47
+ Type: torch.float32
48
+ [gpub001] 2024-11-02 18:12:07,846 (abs_task:1455) INFO: Optimizer:
49
+ AdamW (
50
+ Parameter Group 0
51
+ amsgrad: False
52
+ betas: [0.9, 0.95]
53
+ capturable: False
54
+ differentiable: False
55
+ eps: 1e-08
56
+ foreach: None
57
+ fused: None
58
+ initial_lr: 0.001
59
+ lr: 2.5e-07
60
+ maximize: False
61
+ weight_decay: 0.01
62
+ )
63
+ [gpub001] 2024-11-02 18:12:07,846 (abs_task:1456) INFO: Scheduler: WarmupLR(warmup_steps=4000)
64
+ [gpub001] 2024-11-02 18:12:08,343 (abs_task:1465) INFO: Saving the configuration in dump/raw_ssl_asr_tedlium2/dev/stats/split32/19/config.yaml
65
+ [gpub001] 2024-11-02 18:12:12,553 (abs_task:1476) INFO: Namespace(config='conf/train_delay_asr_small.yaml', print_config=False, log_level='INFO', drop_last_iter=True, dry_run=False, iterator_type='sequence', valid_iterator_type=None, output_dir='dump/raw_ssl_asr_tedlium2/dev/stats/split32/19', ngpu=0, seed=0, num_workers=6, num_att_plot=0, dist_backend='nccl', dist_init_method='env://', dist_world_size=None, dist_rank=None, local_rank=None, dist_master_addr=None, dist_master_port=None, dist_launcher=None, multiprocessing_distributed=False, unused_parameters=False, sharded_ddp=False, use_fsdp=False, min_num_params_fsdp=30000000.0, use_deepspeed=False, deepspeed_config=None, deepspeed_step_sync=True, cudnn_enabled=True, cudnn_benchmark=False, cudnn_deterministic=True, use_tf32=False, collect_stats=True, write_collected_feats=False, max_epoch=80, patience=None, val_scheduler_criterion=('valid', 'loss'), early_stopping_criterion=('valid', 'loss', 'min'), best_model_criterion=[['valid', 'total_count', 'max']], keep_nbest_models=[10], nbest_averaging_interval=0, grad_clip=5, grad_clip_type=2.0, grad_noise=False, accum_grad=1, no_forward_run=False, resume=False, train_dtype='float32', use_amp=True, max_loss_scale=10000000000.0, log_interval=200, use_matplotlib=True, use_tensorboard=True, create_graph_in_tensorboard=False, use_wandb=False, wandb_project=None, wandb_id=None, wandb_entity=None, wandb_name=None, wandb_model_log_interval=-1, detect_anomaly=False, use_adapter=False, adapter='lora', save_strategy='all', adapter_conf={}, pretrain_path=None, init_param=[], ignore_init_mismatch=False, freeze_param=[], num_iters_per_epoch=5000, batch_size=20, valid_batch_size=None, batch_bins=60000, valid_batch_bins=None, sampler_allow_duplication=False, train_shape_file=[], valid_shape_file=[], batch_type='numel', valid_batch_type=None, fold_length=[], sort_in_batch='descending', shuffle_within_batch=False, sort_batch='descending', multiple_iterator=False, chunk_length=500, 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'ley', 'io', 'iness', '▁grow', 'ied', 'arry', 'ific', '▁project', 'Ke', 'ably', 'cept', 'ross', '▁partic', 'arch', '▁stu', '▁cr', '-0088', '▁data', '▁mus', '▁read', 'ced', '▁move', '▁whole', '▁mom', 'ience', '▁children', '▁rep', '▁million', '▁second', 'arm', '▁inform', '▁cor', '-0007', '9-01', '▁doesn', '▁gener', 'land', 'ways', '▁cap', 'Ne', '▁care', 'ett', 'conom', '▁doll', 'ote', '▁book', 'ute', '▁done', '▁wanted', '▁el', '▁lar', '▁econom', '▁poss', '▁chang', '-0017', 'Jon', 'ds', '▁love', '▁pict', '▁expl', 'En', '▁fifty', '▁univer', '▁att', '▁health', '▁believe', 'its', '▁thirty', '▁trying', '▁afric', '▁bus', '▁live', '▁organ', '-0006', 'And', '▁beh', 'El', '▁bi', '▁ok', 'selves', 'ational', '▁away', 'ative', 'ork', 'rop', 'ural', '▁hard', '▁space', '▁sub', '▁pres', '▁supp', '-0094', '▁acc', 'me', 'ism', '1-01', 'nect', '▁cou', '▁tri', '▁less', 'vers', '▁str', '▁always', '▁ever', '▁money', '▁women', '▁form', '▁using', '▁working', 'els', '▁vis', 'Ar', 'ruct', '▁everything', 'Ph', '_19', '-0022', '▁nine', 'Ben', '▁inf', '▁energ', '▁int', 'eng', '▁country', 'gg', 'hing', '▁information', 'att', 'aces', '▁prob', 'teen', '▁thinking', '▁T', '▁open', '-0016', '▁hand', 'ives', '▁mod', '▁anim', '▁L', '▁means', '▁mind', '▁took', 'que', '-0011', '▁seven', 'rew', '▁spec', '▁energy', '-0026', '▁nin', 'ments', '▁create', 'ron', 'ead', '▁sw', 'Bill', '▁sing', '▁run', 'Hans', 'ng', 'ps', 'Will', '▁food', '▁process', '▁home', '▁reg', '▁fut', 'ries', '▁sense', '▁number', 'aut', '▁tru', '▁left', '▁resp', '▁quite', 'ton', '▁mark', 'ek', '▁kids', '▁wo', 'Fran', '▁interesting', '▁earth', '▁sk', '▁beg', '▁dem', '▁hal', 'hip', '▁David', '▁met', '-0027', '-0037', '▁times', '-0098', 'ital', '▁lead', '▁become', '▁enough', '▁building', '▁future', 'ank', '▁z', '▁best', '▁stuff', 'led', 'lear', 'wh', 'Ros', '▁elect', '▁connect', '▁pat', '▁intern', 'Michael', '-0012', '▁comes', '▁making', '▁probably', '▁compan', '▁contro', 'vern', '▁frie', 'ret', '▁air', 'ready', '▁getting', '▁head', 'ond', '▁pub', '▁prog', 'ues', '▁glob', '83', 'ever', '▁govern', 'ham', 'ots', 'berg', '▁half', '▁conf', '▁social', 'Robert', '▁env', 'ala', '▁col', '▁grou', '▁month', 'idd', 'ouse', '▁body', 'ertain', '▁ty', '▁pie', '▁pop', '▁room', '85', '▁thank', '▁science', '▁hist', '▁walk', '▁fun', 'Bl', 'Mar', 'iew', 'ention', '▁side', 'amer', '▁char', '▁talking', '-0047', '-0032', 'ows', 'ories', '-0021', 'rand', 'anS', '▁phys', '▁stand', '▁war', 'Phil', '-0036', 'iting', '▁cur', 'ient', 'wart', '▁top', '-0046', '▁dist', '▁set', '▁without', 'cy', 'atz', 'orge', '▁sev', '-0002', 'iron', 'br', '▁environ', 'orn', '▁wonder', '▁sign', 'ont', '▁happened', 'omas', '82', '▁eas', 'ime', 'osh', 'Brown', '▁educ', 'sw', '▁cult', '89', '-0066', 'ogra', 'Cl', '▁seem', '▁such', '▁pret', 'imate', 'olution', '41', '47', '86', 'na', '▁answ', '▁beaut', '▁bring', 'Richard', '▁basically', 'Char', '▁dollars', 'ten', '▁hour', 'James', '▁living', '▁job', '▁rese', '▁fig', '▁effect', '▁pretty', 'ield', '▁far', '▁anything', 'iel', '45', 'Chris', '▁Dan', '-0077', '▁picture', '49', '▁africa', '▁add', '▁across', '▁dr', '▁mach', '▁prot', '▁coming', '▁val', '▁keep', '▁city', 'ared', '▁reason', '▁moment', '▁else', '▁phot', 'ew', 'rib', '-0100', '▁planet', '▁land', '▁level', 'lf', '▁goes', 'Gl', 'aid', '▁scient', '▁business', '80', 'ivid', '▁sound', '▁simple', '▁pass', '▁having', 'aps', '-0101', 'uring', '▁research', '▁prof', '▁matter', 'ices', '▁bad', '▁global', '▁teach', '42', 'ince', '▁lives', '▁particular', 'ograph', 'af', '-0031', '-0042', '▁opp', '▁ideas', '▁case', '▁environment', 'ai', '-0102', '▁countries', '▁begin', '▁imagine', 'ters', '▁told', 'Har', 'bor', 'cial', '▁rob', '▁hope', '▁once', '▁says', '▁computer', '▁problems', 'Rob', 'imon', '-0051', '▁later', 'my', 'acy', 'cc', '▁mor', '▁family', '▁aut', '-0057', '▁def', '▁makes', '▁sit', '▁ways', '▁list', '▁young', '-0067', '▁experience', '▁dise', '▁happens', 'eil', '▁mem', '▁forty', '▁age', '46', '▁saw', 'Ab', 'ony', '-0056', '▁both', '▁within', '▁amaz', '▁rest', '▁seen', '▁mil', '_1998', '▁days', 'ipp', 'George', '▁remem', 'den', 'iter', '▁single', '▁billion', 'Denn', '▁stop', '40', '-0005', 'amp', '▁ey', 'most', 'ying', '▁dev', '▁cells', 'William', 'ants', '▁lang', 'ization', 'ulation', '▁yet', '▁state', '-0009', '88', '▁complete', '▁men', 'aP', 'yl', '▁K', '▁inside', '▁states', '▁par', '43', 'HansRos', '▁certain', 'HansRosling', 'ani', 'ney', '▁remember', '▁music', 'Sm', 'str', '▁che', '▁face', '▁langu', '▁ref', '▁history', '▁whether', 'Ram', '▁loc', 'where', '▁dire', '▁test', '▁polit', '▁while', '-0052', '▁exc', '▁heart', '▁cost', '▁vir', 'ister', 'ilt', '-0003', '▁pain', '▁nothing', '▁bre', '▁almost', '-0033', '▁self', '-0041', '▁watch', '▁asked', '▁suc', 'itive', 'Charles', 'ality', '▁vide', 'rick', '▁sure', 'aur', 'ury', '-0015', 'reas', '▁net', 'An', '▁equ', '▁answer', 'ences', 'aly', 'ortun', '▁cond', '▁saying', '▁already', '▁fore', '▁looks', '▁contin', '▁incred', '▁inte', 'Be', '-012', '▁possible', 'Wol', '-0013', '-0104', '▁figure', '▁product', 'Thomas', '▁wrong', '▁community', '▁lab', '▁looked', 'imes', 'less', 'Frank', 'iddle', '▁speak', '▁control', 'ided', 'Jonathan', '▁leg', '▁hear', '▁public', 'ior', 'ivity', '▁Paul', '▁sou', '-0076', '▁individ', '▁everybody', 'oot', 'augh', '▁large', 'ole', 'lish', '▁mag', '87', 'van', '▁treat', '▁law', '▁often', '▁mar', 'uge', 'osed', 'Green', 'ream', '▁guy', '▁sec', 'ape', 'ug', 'ined', '-0023', '-0087', 'ides', '▁tre', '-0019', '-0029', '▁amazing', '▁ted', '▁unt', '▁program', 'ero', '▁ant', '▁cancer', '▁ge', 'pect', 'unch', '▁mater', '▁line', '▁chall', '▁couple', '▁engine', '▁class', 'ruce', '▁gir', '▁fund', 'Christ', 'sh', 'ene', '▁kill', '▁news', '▁disco', 'elly', '▁gi', 'eff', '▁order', '▁pri', '▁allow', 'rog', '▁C', 'ware', '▁ass', '▁iss', '▁piece', '▁fil', '▁somet', 'side', 'ns', 'Stef', '▁built', '▁nature', 'ages', 'itch', 'off', '-0025', '▁exact', '▁months', '▁myself', '▁beautif', '▁god', '-0062', 'ering', '▁true', '▁universe', '-0055', '▁instead', 'jor', 'utes', '▁abs', 'yn', '▁ret', '-0072', '▁model', '▁government', '▁group', '▁heard', 'aK', 'uan', 'arent', '▁market', '▁united', 'lyn', '▁nor', 'Kevin', '▁entire', '▁education', '▁foll', 'Lee', '▁house', 'Jack', 'oshu', '▁places', 'get', '▁species', 'Se', '▁full', '▁ninety', 'row', '▁train', '▁yes', '▁middle', '-0061', '▁must', '▁John', '▁deep', '▁free', '▁sometimes', 'ison', '▁oce', 'ider', '-0106', '▁itself', '▁language', 'rey', '▁green', '▁until', '▁someone', 'Ed', '-0045', '▁object', '▁result', 'ctor', '▁cal', '▁pay', 'raham', '▁behav', '▁front', 'ructure', '81', 'atic', '▁dra', '▁red', '▁words', '▁somebody', '▁isn', '▁okay', '▁video', '▁internet', '▁beautiful', 'Ad', '-0071', '▁const', '▁third', '▁deal', '▁night', 'work', '▁aff', '▁pos', '▁girl', '▁tool', '▁success', 'tern', '▁huge', 'ung', 'omes', '▁quick', '▁turns', '-0039', '▁arch', '▁rather', 'ases', 'ately', 'olas', '▁experim', '-0107', '▁disease', '▁Sh', 'phen', '▁view', '▁spend', '▁D', 'win', 'vious', '▁kinds', '▁taking', '▁av', '▁mic', '▁works', '▁complex', '▁det', '▁inn', '▁woman', 'Stewart', '▁indust', '▁though', '▁hy', '-0035', 'aster', '▁completely', 'cl', 'bers', '▁foc', '▁wind', '▁rev', '▁since', '▁follow', '▁ste', '▁share', 'icholas', '▁del', 'quez', '-0053', 'ites', '▁happening', '▁di', '-0082', '▁along', '▁mother', 'etic', 'Ken', 'Enri', 'anna', '-0086', 'acter', 'uanEnri', 'uanEnriquez', 'ror', '▁ris', '-0049', '▁students', 'bs', 'ired', 'ental', '▁bott', '▁eighty', 'Re', '▁past', 'Stephen', '▁focus', 'uck', 'face', '▁word', '▁society', 'Mac', 'ians', '▁dep', '▁dri', '▁close', '▁india', '▁decided', 'lex', 'ales', '▁study', 'anK', '▁math', 'ats', 'Bur', '▁oil', '▁mass', 'he', 'uss', '▁ca', '▁hours', '▁var', 'ional', '▁knew', '▁meas', 'ove', 'aper', '▁Peter', 'oice', '-0043', '▁stories', 'Dun', 'irc', '▁ourselves', 'enti', 'wards', '▁area', '▁animals', '▁rad', '▁everyone', 'Sher', 'istic', '▁gets', '▁bir', '▁liter', '▁themselves', 'line', '▁sun', 'Mark', '▁learned', '44', 'ern', 'ogn', 'artin', 'olved', '▁game', '▁wasn', '▁america', 'Clay', 'rove', '-0108', '▁meet', '▁early', '▁became', '▁exactly', 'rug', '▁company', 'ocr', '▁name', '▁collect', 'Tim', '▁norm', '▁fifteen', '▁friends', '▁thousands', '▁dig', '-0081', '▁circ', '▁minutes', 'ules', '▁mot', 'Jul', 'ax', 'Bar', '▁imm', 'ision', '▁oper', '▁created', 'oz', 'gest', '▁sixty', 'ode', '▁machine', '▁relations', '-0097', '▁field', '▁amount', '▁present', 'inson', '▁lots', '▁pred', 'well', '▁bab', '▁fly', '▁step', '▁clear', '▁id', '▁ones', '▁seventy', 'ract', 'cing', '▁sens', '▁univers', '▁discover', 'ential', '▁century', 'ma', 'awk', '▁invest', '▁aud', '▁fish', '▁systems', '▁american', 'ator', '▁diffic', '▁against', 'Daniel', '▁team', 'ability', 'ones', '▁bro', '▁eur', '▁oth', '▁pur', '-0096', '▁guys', '▁listen', 'ption', '▁inde', '▁outside', 'ike', 'ibly', '▁Bill', '▁others', 'Jac', 'ny', 'haps', 'ature', '▁least', '▁protect', '▁technolog', 'reg', '▁perhaps', 'ster', '▁miss', '▁stre', 'itting', '▁natural', 'pend', '▁mill', '▁micro', '▁opportun', 'mer', '▁ill', 'Gar', 'elt', '▁hold', '▁neur', 'ush', '▁scale', '▁center', 'Good', '▁fre', '▁typ', '▁china', '▁culture', '▁interact', '▁H', 'up', 'imb', '▁es', '▁couldn', '▁difference', '▁appro', '▁pot', '▁sym', '▁innov', '-0010', 'ients', 'utions', '▁based', '▁colle', 'rian', '▁happy', '▁recent', '▁ocean', 'iving', '▁prop', '▁york', '▁learning', 'app', 'Mull', '▁cra', '▁gave', '▁mess', '▁prov', '▁extra', '▁during', 'ral', '-0069', '▁terms', 'right', 'itions', '▁takes', 'Anderson', '▁beginning', '▁questions', 'ok', '▁worked', '_2002-01', 'Bre', '▁finally', '▁communic', '▁Michael', 'ted', '▁wa', '-0065', '▁cut', '-0059', 'inary', '▁instit', '▁non', '▁exist', '▁moving', 'ox', '▁tem', '▁black', '-0030', '-0092', '▁common', 'aul', '_2001', '▁given', '▁wonderful', '▁population', '▁relationship', 'sy', 'Lev', '▁expect', 'erz', '▁size', 'verage', '▁behavior', 'olute', '▁death', 'lli', '▁won', '-0091', 'abeth', '▁democr', '▁seeing', 'ee', '▁vi', '▁fall', '▁break', '▁patter', '▁electric', '▁difficult', 'ts', 'Ant', '▁ve', '▁low', '-0020', '▁grand', '▁leave', 'izabeth', '▁record', '▁short', '▁absolute', '▁taken', 'ully', '▁adv', '▁jour', '▁serv', '▁oh', '▁fail', '▁intell', '-0063', '▁wall', '▁super', '▁parent', 'Ma', '▁ess', '▁occ', '▁drug', '▁sour', 'Graham', '▁europe', 'ste', '▁chem', '▁parts', 'ination', '▁explain', 'ged', 'not', 'ency', '▁emp', '▁ap', '▁local', '▁media', '▁obvious', '▁P', 'ium', '▁er', 'eline', 'ident', '▁changed', '▁image', 'sc', 'umb', 'ither', '▁relig', '▁direct', '▁support', '▁wee', '▁turned', 'Ag', 'xy', 'stein', '▁simp', '▁cities', 'itect', '▁pick', '▁consum', '▁surface', '▁architect', '▁Robert', '▁major', '▁reach', '▁evolution', 'Shir', 'yc', 'wor', 'usan', '▁access', '▁perform', '▁cle', '-0075', '▁south', '▁Al', 'aS', '▁sud', '▁began', 'oph', '▁ple', '▁tot', '▁ident', '▁yourself', '▁blue', '▁simply', '▁whatever', 'lec', 'ule', 'sych', '▁cop', 'mi', '▁jo', 'aren', 'cious', '▁surv', 'isa', 'Pink', '▁sum', '▁needs', '▁repres', 'rad', 'ried', '▁easy', '▁national', 'Bruce', 'aring', '▁film', 'iant', '▁longer', 'we', 'Gold', 'ills', '▁trad', '▁week', 'ameron', '▁Steven', 'Mor', 'Tur', 'han', 'amin', 'avor', '-0040', 'astic', '▁eyes', 'idence', '▁James', '▁psych', 'He', 'uses', 'Eric', 'hr', '▁known', '▁personal', '▁structure', '▁interested', 'pris', '▁foot', '▁vers', '▁areas', '▁friend', '▁photograph', 'Wh', '▁incl', 'uclear', '▁hands', '▁ability', 'Don', 'ama', '▁white', 'Jan', 'hry', 'fully', 'oster', '▁key', '▁powerful', 'ola', 'rent', '▁arg', 'ological', 'gle', '▁sent', '▁event', 'uel', '▁cannot', 'At', '▁civ', '▁dark', '▁resour', '▁dna', 'Shirky', '▁press', 'ClayShirky', 'bar', 'ouch', '▁twel', '▁economic', '▁realized', 'erv', '▁fac', 'Dennett', '▁behind', 'iO', 'fect', '▁mov', '-0073', '-0079', 'ledge', 'osp', 'pid', 'ump', 'Less', 'ilar', '▁felt', '▁tried', '▁measure', '▁quickly', '▁hundreds', '▁Jon', '-0050', 'Gehry', '▁orig', '▁molec', '▁needed', 'FrankGehry', 'Sto', '▁buy', 'bo', '▁bar', '▁pers', '▁requ', '▁situ', '▁robot', 'illiant', '▁reality', '▁ground', '▁economy', 'Joshu', 'Fis', 'Tom', 'oel', 'ude', 'more', '▁impact', 'amm', '▁sex', 'izing', 'aj', 'itra', 'rest', 'ivers', '▁desc', '▁weeks', '▁sudden', '▁companies', 'hood', 'ples', '▁squ', '▁transform', 'ogue', 'ented', '▁gone', '▁north', '▁bottom', 'aB', '▁soft', '▁incredible', '▁individual', '▁main', 'Harris', '▁blood', 'ibility', '▁humans', '▁travel', '▁twelve', '▁approach', '▁development', 'olm', 'olin', 'Kelly', '▁feet', '▁famil', '▁recogn', '▁enc', '▁emot', '▁stay', '▁extre', '▁spent', '▁value', 'oms', 'Larry', '▁pull', 'rought', '▁father', '▁fear', '▁slow', '▁books', '▁pract', '▁profess', '▁political', 'Coll', '▁sav', '-0060', 'awkins', 'arrySch', '▁climate', '▁technologies', 'ka', '▁eat', '-0085', '▁dream', '▁changes', 'urb', '▁Mar', '▁har', '▁tas', 'Simon', 'ators', '▁lost', 'Wil', 'ataM', 'oward', 'ropon', '▁disc', 'ugataM', '▁sitting', 'ugataMitra', 'ively', 'entially', 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'▁Jan', '011', '346', '368', '546', '944', 'bol', 'ona', 'Roth', 'etry', 'ippe', '▁pan', '▁vict', '-00574', '▁deliver', '▁various', '▁version', '_2007-007', 'Rachel', 'zz', '007', '023', '315', 'ims', 'odin', 'olom', 'sequ', '▁mix', '▁drop', '▁pack', '-00238', '-00336', '-00424', '-00508', 'Warren', 'ipping', '▁achieve', '▁physics', '▁listening', '▁production', 'aF', '009', '021', '926', '978', 'acre', 'aryn', '▁hyd', '▁swe', '▁unl', '▁anal', '▁tiss', '-00131', '-00191', '-00306', '-00307', '-00401', '-00416', '-00526', 'Chryst', 'atrick', '▁broad', '▁virus', '▁afghan', '▁author', '▁levels', '▁stress', '▁himself', '▁strateg', 'utherland', '▁painting', 'RobertFull', 'Laur', '▁Sher', '004', '070', '335', '928', 'iet', 'igV', 'raigV', '▁inse', '-00066', '-00308', '-00392', '-00558', '▁alive', '▁capac', '▁price', '▁worse', '▁actual', '▁brains', '▁surger', 'atically', 'arynSimon', '▁controll', '▁services', 'raigVenter', 'Jennifer', 'FeisalAbdulRauf', '044', '347', '360', '361', '567', '913', '929', '942', 'put', 'ulf', 'amic', '▁sus', 'Godin', 'Jamie', 'oller', 'rient', '▁wait', '-00358', '▁unique', '▁provide', '▁Y', 'eda', 'airs', 'iers', 'raft', '▁ign', '▁unc', 'ought', '-00201', '-00256', '-00296', '-00337', '-00400', 'Ricard', '▁oxygen', '▁remind', 'Philippe', '▁including', '▁industrial', 'atthieuRicard', '005', '349', '▁hun', 'ounds', 'thern', '▁base', '-00258', '-00288', '-00427', '-00506', '-00674', '▁truly', '▁choose', '▁mental', '▁philos', '▁prison', '▁mention', '▁expensive', '▁traditional', '▁Joshu', 'oe', '030', '061', '099', '515', '949', '986', 'oid', 'ande', '▁Tom', '▁atm', '▁dyn', '-0105', 'eiler', '▁gold', '▁hall', '-00227', '-00297', '-00344', 'Hansen', 'ertrand', '▁values', 'Sutherland', '▁financial', '▁institutions', 'BillyGraham', 'Kam', 'cz', '048', '079', '084', '086', '348', '927', 'Jou', 'das', 'idis', '▁mut', '▁san', 'attle', 'enich', '▁prep', '-00178', '-00237', '-00314', '-00354', '-00454', '-00514', '-00528', 'Feiler', '▁board', 'Joubert', '▁afford', '▁employ', '▁plastic', 'Merzenich', '▁teaching', '▁americans', 'BreneBrown', 'RichardDawkins', 'wa', '020', '085', '363', '520', 'Hol', 'ube', 'feld', 'ycle', 'ynth', '▁cam', '▁harv', '▁roll', '▁task', '-00736', 'reeman', 'ricult', '▁blind', '▁Thomas', '▁commer', '▁determ', '▁famous', '▁policy', '▁express', '▁agricult', '▁families', '924', 'ede', 'ops', 'iels', '▁pen', '▁wide', '-00352', '-00436', 'Mullis', '▁range', '▁rights', '▁however', '▁massive', '▁neurons', 'aryMullis', '▁anywhere', '▁standard', '002', '339', '344', '568', '589', '968', 'akis', 'ancy', 'ches', '▁desp', '▁rule', '-00234', '-00294', '-00404', '-00524', '▁gradu', '▁slide', 'Branson', '_2007-008', '▁humanity', '▁religion', 'Christakis', 'Sal', '018', '325', '960', 'Ven', '▁cru', '▁kil', 'itude', 'thony', '-00324', '-00536', '-00584', '-00607', '-00627', 'Shimon', '▁Larry', '▁autom', 'Wolfram', '▁multip', '▁contrib', '▁familiar', '▁decisions', '▁effective', 'Mi', 'ta', '067', '320', '383', '384', '910', '940', 'ana', '▁pal', '▁conv', '▁fort', '-00364', '-00452', '-00484', '-00507', '-00658', '▁store', '▁trade', 'reasure', '▁mostly', '▁driving', '▁unfortun', '015', '540', '561', '961', 'edy', '▁ut', 'ased', 'roll', '▁thr', '▁fold', '-00197', '-00226', '-00291', '-00317', '-00328', '-00474', '-00557', '-00656', 'Ramdas', '▁optim', '▁genome', '▁evolved', '▁becoming', '▁cultural', '▁mountain', 'Rick', '074', '323', '513', '525', 'May', 'eal', 'oom', 'Diff', 'koll', 'ndon', 'umar', 'uted', '▁cat', '▁laws', '-00076', '-00414', '-00437', '-00494', '-00496', '-00498', '-00504', '-00544', '-00664', 'anRock', 'aCarter', '▁mobile', 'ielsDiff', 'joraCarter', '▁temperature', 'ielsDiffrient', 'Ny', 'Rh', '090', '510', '518', '586', '963', '970', 'aph', 'let', 'anth', 'Atala', 'Prest', 'Ramus', 'eless', 'rager', 'rince', '-00300', '-00304', '-00391', '-00426', '-00432', '▁airpl', '▁types', '▁nation', '▁networks', 'rinceRamus', 'thonyAtala', '▁direction', '▁fantastic', 'Christopher', '▁remarkable', '▁JuanEnriquez', 'BillStrickland', '▁Nicholas', 'JaneGoodall', 'Gr', 'of', '068', '277', '373', '378', '390', 'Mul', '▁ir', 'bell', 'eyer', '▁dar', 'ining', '▁blog', '-00232', '-00428', '-00458', '-00538', '-00567', '-00634', '-00702', 'vision', '▁whose', '▁slight', '▁Stephen', '▁citizens', '▁produced', '▁speaking', 'Emily', 'New', 'Newton', 'AM', 'Pu', '076', '313', '575', '587', 'nda', 'Bono', 'Gore', '▁dad', '▁bang', '▁fine', '▁heat', '▁radi', '-00252', '-00318', '-00537', '-00597', '-00638', 'inated', '▁concl', '▁final', '▁manage', 'Schocken', '▁seconds', '▁waiting', '▁increase', '▁independ', '▁throughout', 'StevenStrogatz', '266', '387', '544', '946', 'sey', 'the', 'aced', 'ugan', '▁doc', '▁mid', '▁ran', 'urman', '▁hair', '▁none', '-00274', '-00298', '-00616', '▁match', '▁motiv', '▁causes', '▁physic', '▁symbol', '▁ancient', '▁anymore', '▁Jane', '046', '053', '062', '063', '065', '082', '343', 'Vir', 'roy', 'Jill', 'Till', 'aind', 'iced', '-00406', '-00491', '-00502', '-00552', 'Joseph', 'olomon', '▁costs', '▁demon', 'inating', '▁consequ', '▁popular', '▁sixteen', '▁patterns', 'DanGilbert', '▁condition', '▁connection', '▁communication', '519', '560', '979', 'Mad', 'lly', '▁dan', '▁veh', 'antic', '▁appl', '▁uses', '-00408', 'iences', '▁apply', '▁impro', 'Thurman', '▁doctors', '▁private', '▁purpose', '▁directly', '▁diseases', '▁electron', '▁instance', '▁dangerous', '▁designers', '▁immediately', 'dam', '▁Rob', 'Eli', '▁Neil', '581', 'Tab', 'cks', 'odney', '▁mamm', '▁moon', '▁shot', '▁wood', '-00316', '-00434', '-00602', '-00626', 'Glenny', 'aindeB', '▁throw', 'aGlenny', '▁babies', '▁compon', '▁comfort', '▁willing', '▁politics', '▁following', '▁president', 'aindeBotton', 'Hall', 'Scott', 'LarryBrilliant', 'MalcolmGladwell', '573', '921', '983', 'acht', 'adow', 'come', 'lebr', 'ping', 'eties', '▁fasc', '▁weap', '-00407', '-00438', '-00456', '-00501', '-00631', 'Diller', 'Dunbar', '▁quant', '▁forces', '▁forget', '▁random', '▁enormous', '019', '080', '122', '523', '585', 'Walk', 'aron', 'aries', 'encer', '▁fash', '▁legs', '-00176', '-00394', '▁bridge', '▁celebr', '▁london', '▁useful', '▁survive', '_2007-009', '▁capacity', '▁pressure', '045', '521', '920', 'kel', '▁lat', 'oston', '▁coff', '-00332', '-00417', '-00604', '-00654', '-00704', 'otsman', '▁birds', '▁oppos', '▁integr', '▁invent', '▁method', 'ologists', '▁address', '▁fourteen', '▁surround', '▁television', '089', '362', '543', 'aKK', 'bal', 'eles', 'iles', 'Schne', 'aghav', '▁plat', '-00334', '-00351', '-00451', '-00718', '▁party', 'itation', 'ologist', '▁decade', 'Rockwell', 'aghavaKK', '▁greatest', '▁efficient', '▁challenges', '▁creativity', '▁performance', 'Bol', 'ened', '▁aid', '▁fit', '▁isl', 'angle', 'erner', 'itted', '▁jump', '▁wire', '-00431', '-00488', '-00532', '-00701', '▁loved', '▁parad', 'Botsman', 'Gabriel', '▁gather', '▁landsc', '▁shared', '▁effects', '▁infrast', '▁instrum', '▁journal', '▁prevent', '▁website', '▁laughter', '▁relative', '385', '959', 'ays', 'kes', 'oty', 'uct', 'vert', 'osaur', '▁copy', '▁musc', '▁tens', '-00248', '-00578', '-00594', '-00751', '▁bound', '▁radio', '▁easily', '▁struct', 'Treasure', '▁tremend', '_2006-008', '_2008-008', '▁demonstr', '▁understood', '▁neighborhood', '▁consciousness', 'Van', 'Ash', '166', '549', '925', '971', 'Ras', 'Row', 'rag', 'Ward', 'aime', 'aria', 'ceed', 'rees', 'vant', 'aimeL', '▁dram', '▁hole', '-00374', '-00396', '-00500', '-00606', '▁frank', '▁raise', '▁describ', '▁fashion', 'aimeLerner', 'Colin', 'NathanMyhrvold', 'iM', '312', 'ery', '▁et', '▁ju', 'oint', 'oris', 'aging', 'ained', '▁gene', '-00177', '-00278', 'Kelley', '▁catch', '▁bodies', '▁flying', '▁decades', '▁reflect', '▁invented', '▁possibly', '▁programs', '▁biological', 'BarrySchwartz', 'Ellen', 'anj', 'bel', 'olve', 'Turok', 'eters', '▁swim', '-00384', '-00531', '-00598', '-00624', '-00700', 'Savage', 'ulated', '▁coast', '▁helped', '▁focused', '▁meeting', 'Sheryl', 'Ob', '010', 'ela', 'Dian', '-00554', '-00608', '▁email', '▁twice', '▁career', '▁desert', '▁markets', '_2005-008', '▁terrible', 'Sarah', 'ni', '001', '028', '369', 'Paw', 'lan', 'illa', 'inaD', '▁ord', '▁rom', '▁sam', 'Griff', 'leton', '▁Mark', '▁Rory', '-00464', '-00467', '-00614', '-00694', 'ynthia', '▁basis', '▁below', 'inaDugan', '▁nations', '▁respond', 'cr', 'li', '069', '078', 'die', 'ird', 'och', 'ands', 'ball', 'ells', 'imee', '▁tax', 'arasw', '▁Marc', '▁harm', '▁vacc', '-00516', '-00551', '-00724', '-00728', '-00734', '-00774', 'Steiner', '▁coffee', '▁honest', '▁resist', '▁strugg', '▁weight', 'araswati', 'ulations', '▁surgery', '▁original', '▁molecules', 'eslieMorgan', '▁conference', '▁infrastructure', 'Tal', 'JanineBenyus', '161', '241', '912', '918', '950', '973', '987', 'hib', 'ango', 'iber', '▁mos', '▁sor', '-0103', 'Klein', 'rogen', '▁conc', '▁ecos', '▁loss', '-00397', '-00448', '-00600', '-00651', '-00717', '▁liber', '▁aspect', '▁flight', '▁german', '▁indian', '▁insect', '▁police', '▁atmosphere', '▁unfortunately', 'PaulMacCready', 'Taylor', 'uy', '319', 'Dick', 'aign', '-00326', 'Hillis', '▁total', '▁notion', 'Margaret', '_2011-01', 'nyHillis', '▁attract', '▁washing', '_2009-008', '▁campaign', '▁daughter', '▁communicate', '▁sustainable', '▁intelligence', '▁Jack', 'ChrisAbani', 'ChrisAnderson', '083', '330', '▁da', 'Nick', 'Maeda', '▁tail', '-00086', '-00378', '-00732', '-00794', '▁displ', '▁river', '▁appear', '▁eating', '▁female', '▁supply', '▁related', '▁profound', 'Lisa', '245', '919', 'Bal', 'Mes', 'Nor', 'obs', '▁', 'e', 't', 'a', 'o', 'i', 'n', 's', '0', 'r', 'h', 'l', 'd', 'u', 'c', '-', 'm', 'y', 'p', '1', 'w', 'g', '2', 'f', 'b', '9', 'v', '3', 'k', '4', '5', '7', '_', '6', '8', '.', "'", 'G', 'S', 'x', 'P', 'j', 'B', 'J', 'M', 'z', 'D', 'R', 'X', 'A', 'C', 'q', 'K', 'L', 'W', 'H', 'T', 'E', 'N', 'F', 'I', 'Z', 'U', 'V', 'O', 'Y', 'Q', 'ă', 'ō', 'ť'], token_bias={'ssl': (256, 2256), 'text_bpe': (2256, 7253), 'special_token': (0, 256)}, encoder_decoder_format=False, speaker_prompt_length=150, pad_speaker_prompt=True, init=None, reflm=None, use_preprocessor=True, subword_choice='sentencepiece', subword_model='data/token_list/ssl_asr_tedlium2/text_bpe', non_linguistic_symbols=None, cleaner=None, g2p='g2p_en', codec_token_per_frame=1, codec_token_in_use=1, codec_ssl_corrupt_prob=0.0, loss_region='target', modality_weights={'ssl': 1.0, 'codec': 0.125, 'text_bpe': 1.0, 'special_token': 10.0}, asr_apply_time_mask=True, asr_time_mask_config={'mask_width_ratio_range': [0.0, 0.05], 'num_mask': 10}, transformer='builtin', transformer_conf={'n_ctx': 3600, 'n_state': 512, 'n_head': 4, 'n_layer': 12, 'qk_norm': True}, corelm='ar_delay', corelm_conf={'share_emb': False}, tokenizer=None, tokenizer_conf={}, model='espnet', model_conf={}, required=['output_dir', 'token_list', 'token_bias'], version='202402', distributed=False)
66
+ [gpub001] 2024-11-02 18:12:12,554 (abs_task:1492) INFO: Skipping collect_feats in collect_stats stage.
67
+ # Accounting: time=369 threads=1
68
+ # Ended (code 0) at Sat Nov 2 18:12:38 CDT 2024, elapsed time 369 seconds
dump/raw_ssl_asr_tedlium2/dev/stats/logs/collect_stat.2.log ADDED
@@ -0,0 +1,68 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ # python3 -m espnet2.bin.speechlm_train --collect_stats true --use_preprocessor true --token_list data/token_list/ssl_asr_tedlium2/token_list.json --token_bias data/token_list/ssl_asr_tedlium2/token_bias.json --non_linguistic_symbols none --cleaner none --g2p g2p_en --subword_choice sentencepiece --subword_model data/token_list/ssl_asr_tedlium2/text_bpe --multi_task_dataset true --output_dir dump/raw_ssl_asr_tedlium2/dev/stats/split32/2 --config conf/train_delay_asr_small.yaml --train_data_path_and_name_and_type dump/raw_ssl_asr_tedlium2/dev/stats/split32/2/data.json,_,dataset_json
2
+ # Started at Sat Nov 2 18:06:29 CDT 2024
3
+ #
4
+ /work/nvme/bbjs/jtian1/espnet_ta/tools/miniconda3/envs/espnet_ta/bin/python3 /work/nvme/bbjs/jtian1/espnet_ta/espnet2/bin/speechlm_train.py --collect_stats true --use_preprocessor true --token_list data/token_list/ssl_asr_tedlium2/token_list.json --token_bias data/token_list/ssl_asr_tedlium2/token_bias.json --non_linguistic_symbols none --cleaner none --g2p g2p_en --subword_choice sentencepiece --subword_model data/token_list/ssl_asr_tedlium2/text_bpe --multi_task_dataset true --output_dir dump/raw_ssl_asr_tedlium2/dev/stats/split32/2 --config conf/train_delay_asr_small.yaml --train_data_path_and_name_and_type dump/raw_ssl_asr_tedlium2/dev/stats/split32/2/data.json,_,dataset_json
5
+ [gpub001] 2024-11-02 18:12:05,126 (speechlm:340) INFO: Vocabulary size: 7253
6
+ [gpub001] 2024-11-02 18:12:05,148 (speechlm:351) INFO: Token Bias: {'ssl': (256, 2256), 'text_bpe': (2256, 7253), 'special_token': (0, 256)}
7
+ [gpub001] 2024-11-02 18:12:05,514 (loss:36) WARNING: The specified modality codec is not in token_bias. Skip it
8
+ [gpub001] 2024-11-02 18:12:06,134 (abs_task:1451) INFO: pytorch.version=2.4.0, cuda.available=True, cudnn.version=90100, cudnn.benchmark=False, cudnn.deterministic=True
9
+ [gpub001] 2024-11-02 18:12:06,135 (abs_task:1452) INFO: Model structure:
10
+ ESPnetSpeechLMModel(
11
+ (corelm): ARDelayLM(
12
+ (decoders): TransformerDecoder(
13
+ (pos_emb): Embedding(128, 128)
14
+ (blocks): ModuleList(
15
+ (0-3): 4 x ResidualAttentionBlock(
16
+ (attn): MultiHeadAttention(
17
+ (query): Linear(in_features=128, out_features=128, bias=True)
18
+ (key): Linear(in_features=128, out_features=128, bias=False)
19
+ (value): Linear(in_features=128, out_features=128, bias=True)
20
+ (out): Linear(in_features=128, out_features=128, bias=True)
21
+ )
22
+ (attn_ln): LayerNorm((128,), eps=1e-05, elementwise_affine=True)
23
+ (attn_dropout): Dropout(p=0.0, inplace=False)
24
+ (mlp): Sequential(
25
+ (0): Linear(in_features=128, out_features=512, bias=True)
26
+ (1): GELU(approximate='none')
27
+ (2): Linear(in_features=512, out_features=128, bias=True)
28
+ )
29
+ (mlp_ln): LayerNorm((128,), eps=1e-05, elementwise_affine=True)
30
+ (mlp_dropout): Dropout(p=0.0, inplace=False)
31
+ )
32
+ )
33
+ (ln): LayerNorm((128,), eps=1e-05, elementwise_affine=True)
34
+ )
35
+ (emb): Embedding(7253, 128)
36
+ (lm_head): Linear(in_features=128, out_features=7253, bias=False)
37
+ (head_emb): Embedding(12, 128)
38
+ )
39
+ (criterion): SpeechLMCrossEntropyLoss()
40
+ )
41
+
42
+ Model summary:
43
+ Class Name: ESPnetSpeechLMModel
44
+ Total Number of model parameters: 2.67 M
45
+ Number of trainable parameters: 2.67 M (100.0%)
46
+ Size: 10.67 MB
47
+ Type: torch.float32
48
+ [gpub001] 2024-11-02 18:12:06,136 (abs_task:1455) INFO: Optimizer:
49
+ AdamW (
50
+ Parameter Group 0
51
+ amsgrad: False
52
+ betas: [0.9, 0.95]
53
+ capturable: False
54
+ differentiable: False
55
+ eps: 1e-08
56
+ foreach: None
57
+ fused: None
58
+ initial_lr: 0.001
59
+ lr: 2.5e-07
60
+ maximize: False
61
+ weight_decay: 0.01
62
+ )
63
+ [gpub001] 2024-11-02 18:12:06,136 (abs_task:1456) INFO: Scheduler: WarmupLR(warmup_steps=4000)
64
+ [gpub001] 2024-11-02 18:12:06,303 (abs_task:1465) INFO: Saving the configuration in dump/raw_ssl_asr_tedlium2/dev/stats/split32/2/config.yaml
65
+ [gpub001] 2024-11-02 18:12:10,459 (abs_task:1476) INFO: Namespace(config='conf/train_delay_asr_small.yaml', print_config=False, log_level='INFO', drop_last_iter=True, dry_run=False, iterator_type='sequence', valid_iterator_type=None, output_dir='dump/raw_ssl_asr_tedlium2/dev/stats/split32/2', ngpu=0, seed=0, num_workers=6, num_att_plot=0, dist_backend='nccl', dist_init_method='env://', dist_world_size=None, dist_rank=None, local_rank=None, dist_master_addr=None, dist_master_port=None, dist_launcher=None, multiprocessing_distributed=False, unused_parameters=False, sharded_ddp=False, use_fsdp=False, min_num_params_fsdp=30000000.0, use_deepspeed=False, deepspeed_config=None, deepspeed_step_sync=True, cudnn_enabled=True, cudnn_benchmark=False, cudnn_deterministic=True, use_tf32=False, collect_stats=True, write_collected_feats=False, max_epoch=80, patience=None, val_scheduler_criterion=('valid', 'loss'), early_stopping_criterion=('valid', 'loss', 'min'), best_model_criterion=[['valid', 'total_count', 'max']], keep_nbest_models=[10], nbest_averaging_interval=0, grad_clip=5, grad_clip_type=2.0, grad_noise=False, accum_grad=1, no_forward_run=False, resume=False, train_dtype='float32', use_amp=True, max_loss_scale=10000000000.0, log_interval=200, use_matplotlib=True, use_tensorboard=True, create_graph_in_tensorboard=False, use_wandb=False, wandb_project=None, wandb_id=None, wandb_entity=None, wandb_name=None, wandb_model_log_interval=-1, detect_anomaly=False, use_adapter=False, adapter='lora', save_strategy='all', adapter_conf={}, pretrain_path=None, init_param=[], ignore_init_mismatch=False, freeze_param=[], num_iters_per_epoch=5000, batch_size=20, valid_batch_size=None, batch_bins=60000, valid_batch_bins=None, sampler_allow_duplication=False, train_shape_file=[], valid_shape_file=[], batch_type='numel', valid_batch_type=None, fold_length=[], sort_in_batch='descending', shuffle_within_batch=False, sort_batch='descending', multiple_iterator=False, chunk_length=500, chunk_shift_ratio=0.5, num_cache_chunks=1024, chunk_excluded_key_prefixes=[], chunk_default_fs=None, chunk_max_abs_length=None, chunk_discard_short_samples=True, train_data_path_and_name_and_type=[('dump/raw_ssl_asr_tedlium2/dev/stats/split32/2/data.json', '_', 'dataset_json')], valid_data_path_and_name_and_type=[], multi_task_dataset=True, sharded_dataset=False, allow_variable_data_keys=False, max_cache_size=0.0, max_cache_fd=32, allow_multi_rates=False, valid_max_cache_size=None, exclude_weight_decay=False, exclude_weight_decay_conf={}, optim='adamw', optim_conf={'lr': 0.001, 'betas': [0.9, 0.95]}, scheduler='warmuplr', scheduler_conf={'warmup_steps': 4000}, token_list=['<pad>', '<unk>', '<blank>', '<space>', '<continuous_placeholder>', '<sos/eos>', '<local_sos/eos>', '<unkown_task_identifer>', '<unused_token_8>', '<unused_token_9>', '<unused_token_10>', '<unused_token_11>', '<unused_token_12>', '<unused_token_13>', '<unused_token_14>', '<unused_token_15>', '<unused_token_16>', 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'ley', 'io', 'iness', '▁grow', 'ied', 'arry', 'ific', '▁project', 'Ke', 'ably', 'cept', 'ross', '▁partic', 'arch', '▁stu', '▁cr', '-0088', '▁data', '▁mus', '▁read', 'ced', '▁move', '▁whole', '▁mom', 'ience', '▁children', '▁rep', '▁million', '▁second', 'arm', '▁inform', '▁cor', '-0007', '9-01', '▁doesn', '▁gener', 'land', 'ways', '▁cap', 'Ne', '▁care', 'ett', 'conom', '▁doll', 'ote', '▁book', 'ute', '▁done', '▁wanted', '▁el', '▁lar', '▁econom', '▁poss', '▁chang', '-0017', 'Jon', 'ds', '▁love', '▁pict', '▁expl', 'En', '▁fifty', '▁univer', '▁att', '▁health', '▁believe', 'its', '▁thirty', '▁trying', '▁afric', '▁bus', '▁live', '▁organ', '-0006', 'And', '▁beh', 'El', '▁bi', '▁ok', 'selves', 'ational', '▁away', 'ative', 'ork', 'rop', 'ural', '▁hard', '▁space', '▁sub', '▁pres', '▁supp', '-0094', '▁acc', 'me', 'ism', '1-01', 'nect', '▁cou', '▁tri', '▁less', 'vers', '▁str', '▁always', '▁ever', '▁money', '▁women', '▁form', '▁using', '▁working', 'els', '▁vis', 'Ar', 'ruct', '▁everything', 'Ph', '_19', '-0022', '▁nine', 'Ben', '▁inf', '▁energ', '▁int', 'eng', '▁country', 'gg', 'hing', '▁information', 'att', 'aces', '▁prob', 'teen', '▁thinking', '▁T', '▁open', '-0016', '▁hand', 'ives', '▁mod', '▁anim', '▁L', '▁means', '▁mind', '▁took', 'que', '-0011', '▁seven', 'rew', '▁spec', '▁energy', '-0026', '▁nin', 'ments', '▁create', 'ron', 'ead', '▁sw', 'Bill', '▁sing', '▁run', 'Hans', 'ng', 'ps', 'Will', '▁food', '▁process', '▁home', '▁reg', '▁fut', 'ries', '▁sense', '▁number', 'aut', '▁tru', '▁left', '▁resp', '▁quite', 'ton', '▁mark', 'ek', '▁kids', '▁wo', 'Fran', '▁interesting', '▁earth', '▁sk', '▁beg', '▁dem', '▁hal', 'hip', '▁David', '▁met', '-0027', '-0037', '▁times', '-0098', 'ital', '▁lead', '▁become', '▁enough', '▁building', '▁future', 'ank', '▁z', '▁best', '▁stuff', 'led', 'lear', 'wh', 'Ros', '▁elect', '▁connect', '▁pat', '▁intern', 'Michael', '-0012', '▁comes', '▁making', '▁probably', '▁compan', '▁contro', 'vern', '▁frie', 'ret', '▁air', 'ready', '▁getting', '▁head', 'ond', '▁pub', '▁prog', 'ues', '▁glob', '83', 'ever', '▁govern', 'ham', 'ots', 'berg', '▁half', '▁conf', '▁social', 'Robert', '▁env', 'ala', '▁col', '▁grou', '▁month', 'idd', 'ouse', '▁body', 'ertain', '▁ty', '▁pie', '▁pop', '▁room', '85', '▁thank', '▁science', '▁hist', '▁walk', '▁fun', 'Bl', 'Mar', 'iew', 'ention', '▁side', 'amer', '▁char', '▁talking', '-0047', '-0032', 'ows', 'ories', '-0021', 'rand', 'anS', '▁phys', '▁stand', '▁war', 'Phil', '-0036', 'iting', '▁cur', 'ient', 'wart', '▁top', '-0046', '▁dist', '▁set', '▁without', 'cy', 'atz', 'orge', '▁sev', '-0002', 'iron', 'br', '▁environ', 'orn', '▁wonder', '▁sign', 'ont', '▁happened', 'omas', '82', '▁eas', 'ime', 'osh', 'Brown', '▁educ', 'sw', '▁cult', '89', '-0066', 'ogra', 'Cl', '▁seem', '▁such', '▁pret', 'imate', 'olution', '41', '47', '86', 'na', '▁answ', '▁beaut', '▁bring', 'Richard', '▁basically', 'Char', '▁dollars', 'ten', '▁hour', 'James', '▁living', '▁job', '▁rese', '▁fig', '▁effect', '▁pretty', 'ield', '▁far', '▁anything', 'iel', '45', 'Chris', '▁Dan', '-0077', '▁picture', '49', '▁africa', '▁add', '▁across', '▁dr', '▁mach', '▁prot', '▁coming', '▁val', '▁keep', '▁city', 'ared', '▁reason', '▁moment', '▁else', '▁phot', 'ew', 'rib', '-0100', '▁planet', '▁land', '▁level', 'lf', '▁goes', 'Gl', 'aid', '▁scient', '▁business', '80', 'ivid', '▁sound', '▁simple', '▁pass', '▁having', 'aps', '-0101', 'uring', '▁research', '▁prof', '▁matter', 'ices', '▁bad', '▁global', '▁teach', '42', 'ince', '▁lives', '▁particular', 'ograph', 'af', '-0031', '-0042', '▁opp', '▁ideas', '▁case', '▁environment', 'ai', '-0102', '▁countries', '▁begin', '▁imagine', 'ters', '▁told', 'Har', 'bor', 'cial', '▁rob', '▁hope', '▁once', '▁says', '▁computer', '▁problems', 'Rob', 'imon', '-0051', '▁later', 'my', 'acy', 'cc', '▁mor', '▁family', '▁aut', '-0057', '▁def', '▁makes', '▁sit', '▁ways', '▁list', '▁young', '-0067', '▁experience', '▁dise', '▁happens', 'eil', '▁mem', '▁forty', '▁age', '46', '▁saw', 'Ab', 'ony', '-0056', '▁both', '▁within', '▁amaz', '▁rest', '▁seen', '▁mil', '_1998', '▁days', 'ipp', 'George', '▁remem', 'den', 'iter', '▁single', '▁billion', 'Denn', '▁stop', '40', '-0005', 'amp', '▁ey', 'most', 'ying', '▁dev', '▁cells', 'William', 'ants', '▁lang', 'ization', 'ulation', '▁yet', '▁state', '-0009', '88', '▁complete', '▁men', 'aP', 'yl', '▁K', '▁inside', '▁states', '▁par', '43', 'HansRos', '▁certain', 'HansRosling', 'ani', 'ney', '▁remember', '▁music', 'Sm', 'str', '▁che', '▁face', '▁langu', '▁ref', '▁history', '▁whether', 'Ram', '▁loc', 'where', '▁dire', '▁test', '▁polit', '▁while', '-0052', '▁exc', '▁heart', '▁cost', '▁vir', 'ister', 'ilt', '-0003', '▁pain', '▁nothing', '▁bre', '▁almost', '-0033', '▁self', '-0041', '▁watch', '▁asked', '▁suc', 'itive', 'Charles', 'ality', '▁vide', 'rick', '▁sure', 'aur', 'ury', '-0015', 'reas', '▁net', 'An', '▁equ', '▁answer', 'ences', 'aly', 'ortun', '▁cond', '▁saying', '▁already', '▁fore', '▁looks', '▁contin', '▁incred', '▁inte', 'Be', '-012', '▁possible', 'Wol', '-0013', '-0104', '▁figure', '▁product', 'Thomas', '▁wrong', '▁community', '▁lab', '▁looked', 'imes', 'less', 'Frank', 'iddle', '▁speak', '▁control', 'ided', 'Jonathan', '▁leg', '▁hear', '▁public', 'ior', 'ivity', '▁Paul', '▁sou', '-0076', '▁individ', '▁everybody', 'oot', 'augh', '▁large', 'ole', 'lish', '▁mag', '87', 'van', '▁treat', '▁law', '▁often', '▁mar', 'uge', 'osed', 'Green', 'ream', '▁guy', '▁sec', 'ape', 'ug', 'ined', '-0023', '-0087', 'ides', '▁tre', '-0019', '-0029', '▁amazing', '▁ted', '▁unt', '▁program', 'ero', '▁ant', '▁cancer', '▁ge', 'pect', 'unch', '▁mater', '▁line', '▁chall', '▁couple', '▁engine', '▁class', 'ruce', '▁gir', '▁fund', 'Christ', 'sh', 'ene', '▁kill', '▁news', '▁disco', 'elly', '▁gi', 'eff', '▁order', '▁pri', '▁allow', 'rog', '▁C', 'ware', '▁ass', '▁iss', '▁piece', '▁fil', '▁somet', 'side', 'ns', 'Stef', '▁built', '▁nature', 'ages', 'itch', 'off', '-0025', '▁exact', '▁months', '▁myself', '▁beautif', '▁god', '-0062', 'ering', '▁true', '▁universe', '-0055', '▁instead', 'jor', 'utes', '▁abs', 'yn', '▁ret', '-0072', '▁model', '▁government', '▁group', '▁heard', 'aK', 'uan', 'arent', '▁market', '▁united', 'lyn', '▁nor', 'Kevin', '▁entire', '▁education', '▁foll', 'Lee', '▁house', 'Jack', 'oshu', '▁places', 'get', '▁species', 'Se', '▁full', '▁ninety', 'row', '▁train', '▁yes', '▁middle', '-0061', '▁must', '▁John', '▁deep', '▁free', '▁sometimes', 'ison', '▁oce', 'ider', '-0106', '▁itself', '▁language', 'rey', '▁green', '▁until', '▁someone', 'Ed', '-0045', '▁object', '▁result', 'ctor', '▁cal', '▁pay', 'raham', '▁behav', '▁front', 'ructure', '81', 'atic', '▁dra', '▁red', '▁words', '▁somebody', '▁isn', '▁okay', '▁video', '▁internet', '▁beautiful', 'Ad', '-0071', '▁const', '▁third', '▁deal', '▁night', 'work', '▁aff', '▁pos', '▁girl', '▁tool', '▁success', 'tern', '▁huge', 'ung', 'omes', '▁quick', '▁turns', '-0039', '▁arch', '▁rather', 'ases', 'ately', 'olas', '▁experim', '-0107', '▁disease', '▁Sh', 'phen', '▁view', '▁spend', '▁D', 'win', 'vious', '▁kinds', '▁taking', '▁av', '▁mic', '▁works', '▁complex', '▁det', '▁inn', '▁woman', 'Stewart', '▁indust', '▁though', '▁hy', '-0035', 'aster', '▁completely', 'cl', 'bers', '▁foc', '▁wind', '▁rev', '▁since', '▁follow', '▁ste', '▁share', 'icholas', '▁del', 'quez', '-0053', 'ites', '▁happening', '▁di', '-0082', '▁along', '▁mother', 'etic', 'Ken', 'Enri', 'anna', '-0086', 'acter', 'uanEnri', 'uanEnriquez', 'ror', '▁ris', '-0049', '▁students', 'bs', 'ired', 'ental', '▁bott', '▁eighty', 'Re', '▁past', 'Stephen', '▁focus', 'uck', 'face', '▁word', '▁society', 'Mac', 'ians', '▁dep', '▁dri', '▁close', '▁india', '▁decided', 'lex', 'ales', '▁study', 'anK', '▁math', 'ats', 'Bur', '▁oil', '▁mass', 'he', 'uss', '▁ca', '▁hours', '▁var', 'ional', '▁knew', '▁meas', 'ove', 'aper', '▁Peter', 'oice', '-0043', '▁stories', 'Dun', 'irc', '▁ourselves', 'enti', 'wards', '▁area', '▁animals', '▁rad', '▁everyone', 'Sher', 'istic', '▁gets', '▁bir', '▁liter', '▁themselves', 'line', '▁sun', 'Mark', '▁learned', '44', 'ern', 'ogn', 'artin', 'olved', '▁game', '▁wasn', '▁america', 'Clay', 'rove', '-0108', '▁meet', '▁early', '▁became', '▁exactly', 'rug', '▁company', 'ocr', '▁name', '▁collect', 'Tim', '▁norm', '▁fifteen', '▁friends', '▁thousands', '▁dig', '-0081', '▁circ', '▁minutes', 'ules', '▁mot', 'Jul', 'ax', 'Bar', '▁imm', 'ision', '▁oper', '▁created', 'oz', 'gest', '▁sixty', 'ode', '▁machine', '▁relations', '-0097', '▁field', '▁amount', '▁present', 'inson', '▁lots', '▁pred', 'well', '▁bab', '▁fly', '▁step', '▁clear', '▁id', '▁ones', '▁seventy', 'ract', 'cing', '▁sens', '▁univers', '▁discover', 'ential', '▁century', 'ma', 'awk', '▁invest', '▁aud', '▁fish', '▁systems', '▁american', 'ator', '▁diffic', '▁against', 'Daniel', '▁team', 'ability', 'ones', '▁bro', '▁eur', '▁oth', '▁pur', '-0096', '▁guys', '▁listen', 'ption', '▁inde', '▁outside', 'ike', 'ibly', '▁Bill', '▁others', 'Jac', 'ny', 'haps', 'ature', '▁least', '▁protect', '▁technolog', 'reg', '▁perhaps', 'ster', '▁miss', '▁stre', 'itting', '▁natural', 'pend', '▁mill', '▁micro', '▁opportun', 'mer', '▁ill', 'Gar', 'elt', '▁hold', '▁neur', 'ush', '▁scale', '▁center', 'Good', '▁fre', '▁typ', '▁china', '▁culture', '▁interact', '▁H', 'up', 'imb', '▁es', '▁couldn', '▁difference', '▁appro', '▁pot', '▁sym', '▁innov', '-0010', 'ients', 'utions', '▁based', '▁colle', 'rian', '▁happy', '▁recent', '▁ocean', 'iving', '▁prop', '▁york', '▁learning', 'app', 'Mull', '▁cra', '▁gave', '▁mess', '▁prov', '▁extra', '▁during', 'ral', '-0069', '▁terms', 'right', 'itions', '▁takes', 'Anderson', '▁beginning', '▁questions', 'ok', '▁worked', '_2002-01', 'Bre', '▁finally', '▁communic', '▁Michael', 'ted', '▁wa', '-0065', '▁cut', '-0059', 'inary', '▁instit', '▁non', '▁exist', '▁moving', 'ox', '▁tem', '▁black', '-0030', '-0092', '▁common', 'aul', '_2001', '▁given', '▁wonderful', '▁population', '▁relationship', 'sy', 'Lev', '▁expect', 'erz', '▁size', 'verage', '▁behavior', 'olute', '��death', 'lli', '▁won', '-0091', 'abeth', '▁democr', '▁seeing', 'ee', '▁vi', '▁fall', '▁break', '▁patter', '▁electric', '▁difficult', 'ts', 'Ant', '▁ve', '▁low', '-0020', '▁grand', '▁leave', 'izabeth', '▁record', '▁short', '▁absolute', '▁taken', 'ully', '▁adv', '▁jour', '▁serv', '▁oh', '▁fail', '▁intell', '-0063', '▁wall', '▁super', '▁parent', 'Ma', '▁ess', '▁occ', '▁drug', '▁sour', 'Graham', '▁europe', 'ste', '▁chem', '▁parts', 'ination', '▁explain', 'ged', 'not', 'ency', '▁emp', '▁ap', '▁local', '▁media', '▁obvious', '▁P', 'ium', '▁er', 'eline', 'ident', '▁changed', '▁image', 'sc', 'umb', 'ither', '▁relig', '▁direct', '▁support', '▁wee', '▁turned', 'Ag', 'xy', 'stein', '▁simp', '▁cities', 'itect', '▁pick', '▁consum', '▁surface', '▁architect', '▁Robert', '▁major', '▁reach', '▁evolution', 'Shir', 'yc', 'wor', 'usan', '▁access', '▁perform', '▁cle', '-0075', '▁south', '▁Al', 'aS', '▁sud', '▁began', 'oph', '▁ple', '▁tot', '▁ident', '▁yourself', '▁blue', '▁simply', '▁whatever', 'lec', 'ule', 'sych', '▁cop', 'mi', '▁jo', 'aren', 'cious', '▁surv', 'isa', 'Pink', '▁sum', '▁needs', '▁repres', 'rad', 'ried', '▁easy', '▁national', 'Bruce', 'aring', '▁film', 'iant', '▁longer', 'we', 'Gold', 'ills', '▁trad', '▁week', 'ameron', '▁Steven', 'Mor', 'Tur', 'han', 'amin', 'avor', '-0040', 'astic', '▁eyes', 'idence', '▁James', '▁psych', 'He', 'uses', 'Eric', 'hr', '▁known', '▁personal', '▁structure', '▁interested', 'pris', '▁foot', '▁vers', '▁areas', '▁friend', '▁photograph', 'Wh', '▁incl', 'uclear', '▁hands', '▁ability', 'Don', 'ama', '▁white', 'Jan', 'hry', 'fully', 'oster', '▁key', '▁powerful', 'ola', 'rent', '▁arg', 'ological', 'gle', '▁sent', '▁event', 'uel', '▁cannot', 'At', '▁civ', '▁dark', '▁resour', '▁dna', 'Shirky', '▁press', 'ClayShirky', 'bar', 'ouch', '▁twel', '▁economic', '▁realized', 'erv', '▁fac', 'Dennett', '▁behind', 'iO', 'fect', '▁mov', '-0073', '-0079', 'ledge', 'osp', 'pid', 'ump', 'Less', 'ilar', '▁felt', '▁tried', '▁measure', '▁quickly', '▁hundreds', '▁Jon', '-0050', 'Gehry', '▁orig', '▁molec', '▁needed', 'FrankGehry', 'Sto', '▁buy', 'bo', '▁bar', '▁pers', '▁requ', '▁situ', '▁robot', 'illiant', '▁reality', '▁ground', '▁economy', 'Joshu', 'Fis', 'Tom', 'oel', 'ude', 'more', '▁impact', 'amm', '▁sex', 'izing', 'aj', 'itra', 'rest', 'ivers', '▁desc', '▁weeks', '▁sudden', '▁companies', 'hood', 'ples', '▁squ', '▁transform', 'ogue', 'ented', '▁gone', '▁north', '▁bottom', 'aB', '▁soft', '▁incredible', '▁individual', '▁main', 'Harris', '▁blood', 'ibility', '▁humans', '▁travel', '▁twelve', '▁approach', '▁development', 'olm', 'olin', 'Kelly', '▁feet', '▁famil', '▁recogn', '▁enc', '▁emot', '▁stay', '▁extre', '▁spent', '▁value', 'oms', 'Larry', '▁pull', 'rought', '▁father', '▁fear', '▁slow', '▁books', '▁pract', '▁profess', '▁political', 'Coll', '▁sav', '-0060', 'awkins', 'arrySch', '▁climate', '▁technologies', 'ka', '▁eat', '-0085', '▁dream', '▁changes', 'urb', '▁Mar', '▁har', '▁tas', 'Simon', 'ators', '▁lost', 'Wil', 'ataM', 'oward', 'ropon', '▁disc', 'ugataM', '▁sitting', 'ugataMitra', 'ively', 'entially', 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'▁remarkable', '▁JuanEnriquez', 'BillStrickland', '▁Nicholas', 'JaneGoodall', 'Gr', 'of', '068', '277', '373', '378', '390', 'Mul', '▁ir', 'bell', 'eyer', '▁dar', 'ining', '▁blog', '-00232', '-00428', '-00458', '-00538', '-00567', '-00634', '-00702', 'vision', '▁whose', '▁slight', '▁Stephen', '▁citizens', '▁produced', '▁speaking', 'Emily', 'New', 'Newton', 'AM', 'Pu', '076', '313', '575', '587', 'nda', 'Bono', 'Gore', '▁dad', '▁bang', '▁fine', '▁heat', '▁radi', '-00252', '-00318', '-00537', '-00597', '-00638', 'inated', '▁concl', '▁final', '▁manage', 'Schocken', '▁seconds', '▁waiting', '▁increase', '▁independ', '▁throughout', 'StevenStrogatz', '266', '387', '544', '946', 'sey', 'the', 'aced', 'ugan', '▁doc', '▁mid', '▁ran', 'urman', '▁hair', '▁none', '-00274', '-00298', '-00616', '▁match', '▁motiv', '▁causes', '▁physic', '▁symbol', '▁ancient', '▁anymore', '▁Jane', '046', '053', '062', '063', '065', '082', '343', 'Vir', 'roy', 'Jill', 'Till', 'aind', 'iced', '-00406', '-00491', 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'ays', 'kes', 'oty', 'uct', 'vert', 'osaur', '▁copy', '▁musc', '▁tens', '-00248', '-00578', '-00594', '-00751', '▁bound', '▁radio', '▁easily', '▁struct', 'Treasure', '▁tremend', '_2006-008', '_2008-008', '▁demonstr', '▁understood', '▁neighborhood', '▁consciousness', 'Van', 'Ash', '166', '549', '925', '971', 'Ras', 'Row', 'rag', 'Ward', 'aime', 'aria', 'ceed', 'rees', 'vant', 'aimeL', '▁dram', '▁hole', '-00374', '-00396', '-00500', '-00606', '▁frank', '▁raise', '▁describ', '▁fashion', 'aimeLerner', 'Colin', 'NathanMyhrvold', 'iM', '312', 'ery', '▁et', '▁ju', 'oint', 'oris', 'aging', 'ained', '▁gene', '-00177', '-00278', 'Kelley', '▁catch', '▁bodies', '▁flying', '▁decades', '▁reflect', '▁invented', '▁possibly', '▁programs', '▁biological', 'BarrySchwartz', 'Ellen', 'anj', 'bel', 'olve', 'Turok', 'eters', '▁swim', '-00384', '-00531', '-00598', '-00624', '-00700', 'Savage', 'ulated', '▁coast', '▁helped', '▁focused', '▁meeting', 'Sheryl', 'Ob', '010', 'ela', 'Dian', '-00554', '-00608', '▁email', '▁twice', '▁career', '▁desert', '▁markets', '_2005-008', '▁terrible', 'Sarah', 'ni', '001', '028', '369', 'Paw', 'lan', 'illa', 'inaD', '▁ord', '▁rom', '▁sam', 'Griff', 'leton', '▁Mark', '▁Rory', '-00464', '-00467', '-00614', '-00694', 'ynthia', '▁basis', '▁below', 'inaDugan', '▁nations', '▁respond', 'cr', 'li', '069', '078', 'die', 'ird', 'och', 'ands', 'ball', 'ells', 'imee', '▁tax', 'arasw', '▁Marc', '▁harm', '▁vacc', '-00516', '-00551', '-00724', '-00728', '-00734', '-00774', 'Steiner', '▁coffee', '▁honest', '▁resist', '▁strugg', '▁weight', 'araswati', 'ulations', '▁surgery', '▁original', '▁molecules', 'eslieMorgan', '▁conference', '▁infrastructure', 'Tal', 'JanineBenyus', '161', '241', '912', '918', '950', '973', '987', 'hib', 'ango', 'iber', '▁mos', '▁sor', '-0103', 'Klein', 'rogen', '▁conc', '▁ecos', '▁loss', '-00397', '-00448', '-00600', '-00651', '-00717', '▁liber', '▁aspect', '▁flight', '▁german', '▁indian', '▁insect', '▁police', '▁atmosphere', '▁unfortunately', 'PaulMacCready', 'Taylor', 'uy', '319', 'Dick', 'aign', '-00326', 'Hillis', '▁total', '▁notion', 'Margaret', '_2011-01', 'nyHillis', '▁attract', '▁washing', '_2009-008', '▁campaign', '▁daughter', '▁communicate', '▁sustainable', '▁intelligence', '▁Jack', 'ChrisAbani', 'ChrisAnderson', '083', '330', '▁da', 'Nick', 'Maeda', '▁tail', '-00086', '-00378', '-00732', '-00794', '▁displ', '▁river', '▁appear', '▁eating', '▁female', '▁supply', '▁related', '▁profound', 'Lisa', '245', '919', 'Bal', 'Mes', 'Nor', 'obs', '▁', 'e', 't', 'a', 'o', 'i', 'n', 's', '0', 'r', 'h', 'l', 'd', 'u', 'c', '-', 'm', 'y', 'p', '1', 'w', 'g', '2', 'f', 'b', '9', 'v', '3', 'k', '4', '5', '7', '_', '6', '8', '.', "'", 'G', 'S', 'x', 'P', 'j', 'B', 'J', 'M', 'z', 'D', 'R', 'X', 'A', 'C', 'q', 'K', 'L', 'W', 'H', 'T', 'E', 'N', 'F', 'I', 'Z', 'U', 'V', 'O', 'Y', 'Q', 'ă', 'ō', 'ť'], token_bias={'ssl': (256, 2256), 'text_bpe': (2256, 7253), 'special_token': (0, 256)}, encoder_decoder_format=False, speaker_prompt_length=150, pad_speaker_prompt=True, init=None, reflm=None, use_preprocessor=True, subword_choice='sentencepiece', subword_model='data/token_list/ssl_asr_tedlium2/text_bpe', non_linguistic_symbols=None, cleaner=None, g2p='g2p_en', codec_token_per_frame=1, codec_token_in_use=1, codec_ssl_corrupt_prob=0.0, loss_region='target', modality_weights={'ssl': 1.0, 'codec': 0.125, 'text_bpe': 1.0, 'special_token': 10.0}, asr_apply_time_mask=True, asr_time_mask_config={'mask_width_ratio_range': [0.0, 0.05], 'num_mask': 10}, transformer='builtin', transformer_conf={'n_ctx': 3600, 'n_state': 512, 'n_head': 4, 'n_layer': 12, 'qk_norm': True}, corelm='ar_delay', corelm_conf={'share_emb': False}, tokenizer=None, tokenizer_conf={}, model='espnet', model_conf={}, required=['output_dir', 'token_list', 'token_bias'], version='202402', distributed=False)
66
+ [gpub001] 2024-11-02 18:12:10,460 (abs_task:1492) INFO: Skipping collect_feats in collect_stats stage.
67
+ # Accounting: time=365 threads=1
68
+ # Ended (code 0) at Sat Nov 2 18:12:35 CDT 2024, elapsed time 365 seconds