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  1. .config/.last_opt_in_prompt.yaml +1 -0
  2. .config/.last_survey_prompt.yaml +1 -0
  3. .config/.last_update_check.json +1 -0
  4. .config/active_config +1 -0
  5. .config/config_sentinel +0 -0
  6. .config/configurations/config_default +6 -0
  7. .config/default_configs.db +0 -0
  8. .config/gce +1 -0
  9. .config/logs/2024.01.02/19.13.46.473187.log +596 -0
  10. .config/logs/2024.01.02/19.14.11.706025.log +5 -0
  11. .config/logs/2024.01.02/19.14.20.643285.log +169 -0
  12. .config/logs/2024.01.02/19.14.28.403277.log +5 -0
  13. .config/logs/2024.01.02/19.14.38.291362.log +8 -0
  14. .config/logs/2024.01.02/19.14.39.116405.log +8 -0
  15. .gitattributes +2 -0
  16. README.md +3 -9
  17. app.py +127 -0
  18. packages.txt +1 -0
  19. requirements.txt +7 -0
  20. sample_data/README.md +19 -0
  21. sample_data/anscombe.json +49 -0
  22. sample_data/california_housing_test.csv +0 -0
  23. sample_data/california_housing_train.csv +0 -0
  24. sample_data/mnist_test.csv +3 -0
  25. sample_data/mnist_train_small.csv +3 -0
.config/.last_opt_in_prompt.yaml ADDED
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+ {}
.config/.last_survey_prompt.yaml ADDED
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+ last_prompt_time: 1704222859.8583016
.config/.last_update_check.json ADDED
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+ {"last_update_check_time": 1704222867.7544038, "last_update_check_revision": 20231220215703, "notifications": [], "last_nag_times": {}}
.config/active_config ADDED
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+ default
.config/config_sentinel ADDED
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.config/configurations/config_default ADDED
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+ [component_manager]
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+ disable_update_check = true
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+
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+ [compute]
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+ gce_metadata_read_timeout_sec = 0
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+
.config/default_configs.db ADDED
Binary file (12.3 kB). View file
 
.config/gce ADDED
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.config/logs/2024.01.02/19.13.46.473187.log ADDED
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+ 2024-01-02 19:14:01,360 INFO ___FILE_ONLY___ ╠═ Installing: BigQuery Command Line Tool ═╣
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+ 2024-01-02 19:14:01,364 DEBUG urllib3.connectionpool Starting new HTTPS connection (1): dl.google.com:443
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+ 2024-01-02 19:14:01,455 DEBUG urllib3.connectionpool https://dl.google.com:443 "GET /dl/cloudsdk/channels/rapid/components/google-cloud-sdk-bq-20231215195722.tar.gz HTTP/1.1" 200 1678977
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+ 2024-01-02 19:14:01,717 INFO ___FILE_ONLY___ ╠═ Installing: BigQuery Command Line Tool (Platform Spec... ═╣
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+ 2024-01-02 19:14:01,717 INFO ___FILE_ONLY___ β•š
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+ 2024-01-02 19:14:01,721 DEBUG urllib3.connectionpool Starting new HTTPS connection (1): dl.google.com:443
281
+ 2024-01-02 19:14:01,804 DEBUG urllib3.connectionpool https://dl.google.com:443 "GET /dl/cloudsdk/channels/rapid/components/google-cloud-sdk-bq-nix-20231220215703.tar.gz HTTP/1.1" 200 2019
282
+ 2024-01-02 19:14:01,805 INFO ___FILE_ONLY___ ══════════════════════════════
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+ 2024-01-02 19:14:01,857 INFO ___FILE_ONLY___ ╠═ Installing: Bundled Python 3.11 ═╣
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+ 2024-01-02 19:14:01,857 INFO ___FILE_ONLY___ β•š
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+ 2024-01-02 19:14:01,861 DEBUG urllib3.connectionpool Starting new HTTPS connection (1): dl.google.com:443
292
+ 2024-01-02 19:14:01,947 DEBUG urllib3.connectionpool https://dl.google.com:443 "GET /dl/cloudsdk/channels/rapid/components/google-cloud-sdk-bundled-python3-unix-linux-x86_64-20231215195722.tar.gz HTTP/1.1" 200 77332966
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356
+
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+ 2024-01-02 19:14:06,303 INFO ___FILE_ONLY___ ╠═ Installing: Bundled Python 3.11 ═╣
358
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360
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361
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364
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+ 2024-01-02 19:14:06,310 INFO ___FILE_ONLY___ ╠═ Installing: Cloud Storage Command Line Tool ═╣
366
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368
+ 2024-01-02 19:14:06,314 DEBUG urllib3.connectionpool Starting new HTTPS connection (1): dl.google.com:443
369
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370
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371
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376
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378
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380
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382
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384
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398
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399
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403
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404
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405
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411
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412
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413
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414
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415
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416
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418
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420
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421
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422
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423
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424
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425
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426
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427
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428
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429
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430
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431
+
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433
+
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+ 2024-01-02 19:14:07,947 INFO ___FILE_ONLY___ ╠═ Installing: Cloud Storage Command Line Tool (Platform... ═╣
435
+
436
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437
+ 2024-01-02 19:14:07,951 DEBUG urllib3.connectionpool Starting new HTTPS connection (1): dl.google.com:443
438
+ 2024-01-02 19:14:08,038 DEBUG urllib3.connectionpool https://dl.google.com:443 "GET /dl/cloudsdk/channels/rapid/components/google-cloud-sdk-gsutil-nix-20231220215703.tar.gz HTTP/1.1" 200 2035
439
+ 2024-01-02 19:14:08,039 INFO ___FILE_ONLY___ ══════════════════════════════
440
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441
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442
+
443
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444
+
445
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446
+
447
+ 2024-01-02 19:14:08,049 INFO ___FILE_ONLY___ β•š
448
+ 2024-01-02 19:14:08,054 INFO ___FILE_ONLY___ ════════════════════════════════════════════════════════════
449
+ 2024-01-02 19:14:08,054 INFO ___FILE_ONLY___ ╝
450
+
451
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452
+
453
+ 2024-01-02 19:14:08,056 INFO ___FILE_ONLY___ ╠═ Installing: Google Cloud CLI Core Libraries (Platform... ═╣
454
+
455
+ 2024-01-02 19:14:08,056 INFO ___FILE_ONLY___ β•š
456
+ 2024-01-02 19:14:08,060 DEBUG urllib3.connectionpool Starting new HTTPS connection (1): dl.google.com:443
457
+ 2024-01-02 19:14:08,145 DEBUG urllib3.connectionpool https://dl.google.com:443 "GET /dl/cloudsdk/channels/rapid/components/google-cloud-sdk-core-nix-20231220215703.tar.gz HTTP/1.1" 200 2402
458
+ 2024-01-02 19:14:08,145 INFO ___FILE_ONLY___ ══════════════════════════════
459
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460
+ 2024-01-02 19:14:08,147 INFO ___FILE_ONLY___ ═══════════════
461
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462
+
463
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464
+
465
+ 2024-01-02 19:14:08,156 INFO ___FILE_ONLY___ ╠═ Installing: Google Cloud CRC32C Hash Tool ═╣
466
+
467
+ 2024-01-02 19:14:08,156 INFO ___FILE_ONLY___ β•š
468
+ 2024-01-02 19:14:08,160 INFO ___FILE_ONLY___ ════════════════════════════════════════════════════════════
469
+ 2024-01-02 19:14:08,160 INFO ___FILE_ONLY___ ╝
470
+
471
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472
+
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+ 2024-01-02 19:14:08,162 INFO ___FILE_ONLY___ ╠═ Installing: Google Cloud CRC32C Hash Tool ═╣
474
+
475
+ 2024-01-02 19:14:08,162 INFO ___FILE_ONLY___ β•š
476
+ 2024-01-02 19:14:08,166 DEBUG urllib3.connectionpool Starting new HTTPS connection (1): dl.google.com:443
477
+ 2024-01-02 19:14:08,256 DEBUG urllib3.connectionpool https://dl.google.com:443 "GET /dl/cloudsdk/channels/rapid/components/google-cloud-sdk-gcloud-crc32c-linux-x86_64-20231215195722.tar.gz HTTP/1.1" 200 1287877
478
+ 2024-01-02 19:14:08,265 INFO ___FILE_ONLY___ ═
479
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480
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481
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482
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483
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484
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485
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486
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487
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488
+ 2024-01-02 19:14:08,267 INFO ___FILE_ONLY___ ═
489
+ 2024-01-02 19:14:08,267 INFO ___FILE_ONLY___ ═
490
+ 2024-01-02 19:14:08,267 INFO ___FILE_ONLY___ ═
491
+ 2024-01-02 19:14:08,267 INFO ___FILE_ONLY___ ═
492
+ 2024-01-02 19:14:08,267 INFO ___FILE_ONLY___ ═
493
+ 2024-01-02 19:14:08,267 INFO ___FILE_ONLY___ ═
494
+ 2024-01-02 19:14:08,267 INFO ___FILE_ONLY___ ═
495
+ 2024-01-02 19:14:08,268 INFO ___FILE_ONLY___ ═
496
+ 2024-01-02 19:14:08,268 INFO ___FILE_ONLY___ ═
497
+ 2024-01-02 19:14:08,268 INFO ___FILE_ONLY___ ═
498
+ 2024-01-02 19:14:08,268 INFO ___FILE_ONLY___ ═
499
+ 2024-01-02 19:14:08,268 INFO ___FILE_ONLY___ ═
500
+ 2024-01-02 19:14:08,268 INFO ___FILE_ONLY___ ═
501
+ 2024-01-02 19:14:08,268 INFO ___FILE_ONLY___ ═
502
+ 2024-01-02 19:14:08,268 INFO ___FILE_ONLY___ ═
503
+ 2024-01-02 19:14:08,269 INFO ___FILE_ONLY___ ═
504
+ 2024-01-02 19:14:08,269 INFO ___FILE_ONLY___ ═
505
+ 2024-01-02 19:14:08,269 INFO ___FILE_ONLY___ ═
506
+ 2024-01-02 19:14:08,269 INFO ___FILE_ONLY___ ═
507
+ 2024-01-02 19:14:08,269 INFO ___FILE_ONLY___ ═
508
+ 2024-01-02 19:14:08,303 INFO ___FILE_ONLY___ ═══════════════
509
+ 2024-01-02 19:14:08,304 INFO ___FILE_ONLY___ ═══════════════
510
+ 2024-01-02 19:14:08,304 INFO ___FILE_ONLY___ ╝
511
+
512
+ 2024-01-02 19:14:08,313 INFO ___FILE_ONLY___ ╔════════════════════════════════════════════════════════════╗
513
+
514
+ 2024-01-02 19:14:08,313 INFO ___FILE_ONLY___ ╠═ Installing: anthoscli ═╣
515
+
516
+ 2024-01-02 19:14:08,313 INFO ___FILE_ONLY___ β•š
517
+ 2024-01-02 19:14:08,317 DEBUG urllib3.connectionpool Starting new HTTPS connection (1): dl.google.com:443
518
+ 2024-01-02 19:14:08,401 DEBUG urllib3.connectionpool https://dl.google.com:443 "GET /dl/cloudsdk/channels/rapid/components/google-cloud-sdk-anthoscli-linux-x86_64-20231215195722.tar.gz HTTP/1.1" 200 72235050
519
+ 2024-01-02 19:14:08,636 INFO ___FILE_ONLY___ ═
520
+ 2024-01-02 19:14:08,638 INFO ___FILE_ONLY___ ═
521
+ 2024-01-02 19:14:08,641 INFO ___FILE_ONLY___ ═
522
+ 2024-01-02 19:14:08,644 INFO ___FILE_ONLY___ ═
523
+ 2024-01-02 19:14:08,646 INFO ___FILE_ONLY___ ═
524
+ 2024-01-02 19:14:08,649 INFO ___FILE_ONLY___ ═
525
+ 2024-01-02 19:14:08,651 INFO ___FILE_ONLY___ ═
526
+ 2024-01-02 19:14:08,654 INFO ___FILE_ONLY___ ═
527
+ 2024-01-02 19:14:08,657 INFO ___FILE_ONLY___ ═
528
+ 2024-01-02 19:14:08,659 INFO ___FILE_ONLY___ ═
529
+ 2024-01-02 19:14:08,662 INFO ___FILE_ONLY___ ═
530
+ 2024-01-02 19:14:08,664 INFO ___FILE_ONLY___ ═
531
+ 2024-01-02 19:14:08,667 INFO ___FILE_ONLY___ ═
532
+ 2024-01-02 19:14:08,669 INFO ___FILE_ONLY___ ═
533
+ 2024-01-02 19:14:08,672 INFO ___FILE_ONLY___ ═
534
+ 2024-01-02 19:14:08,675 INFO ___FILE_ONLY___ ═
535
+ 2024-01-02 19:14:08,677 INFO ___FILE_ONLY___ ═
536
+ 2024-01-02 19:14:08,680 INFO ___FILE_ONLY___ ═
537
+ 2024-01-02 19:14:08,682 INFO ___FILE_ONLY___ ═
538
+ 2024-01-02 19:14:08,685 INFO ___FILE_ONLY___ ═
539
+ 2024-01-02 19:14:08,687 INFO ___FILE_ONLY___ ═
540
+ 2024-01-02 19:14:08,690 INFO ___FILE_ONLY___ ═
541
+ 2024-01-02 19:14:08,692 INFO ___FILE_ONLY___ ═
542
+ 2024-01-02 19:14:08,695 INFO ___FILE_ONLY___ ═
543
+ 2024-01-02 19:14:08,698 INFO ___FILE_ONLY___ ═
544
+ 2024-01-02 19:14:08,700 INFO ___FILE_ONLY___ ═
545
+ 2024-01-02 19:14:08,703 INFO ___FILE_ONLY___ ═
546
+ 2024-01-02 19:14:08,705 INFO ___FILE_ONLY___ ═
547
+ 2024-01-02 19:14:08,708 INFO ___FILE_ONLY___ ═
548
+ 2024-01-02 19:14:08,711 INFO ___FILE_ONLY___ ═
549
+ 2024-01-02 19:14:10,921 INFO ___FILE_ONLY___ ══════════
550
+ 2024-01-02 19:14:10,927 INFO ___FILE_ONLY___ ═════════
551
+ 2024-01-02 19:14:10,954 INFO ___FILE_ONLY___ ═══════════
552
+ 2024-01-02 19:14:10,954 INFO ___FILE_ONLY___ ╝
553
+
554
+ 2024-01-02 19:14:10,975 INFO ___FILE_ONLY___ ╔═════════════════════════════════��══════════════════════════╗
555
+
556
+ 2024-01-02 19:14:10,975 INFO ___FILE_ONLY___ ╠═ Installing: anthoscli ═╣
557
+
558
+ 2024-01-02 19:14:10,975 INFO ___FILE_ONLY___ β•š
559
+ 2024-01-02 19:14:10,980 INFO ___FILE_ONLY___ ════════════════════════════════════════════════════════════
560
+ 2024-01-02 19:14:10,980 INFO ___FILE_ONLY___ ╝
561
+
562
+ 2024-01-02 19:14:10,982 INFO ___FILE_ONLY___ ╔════════════════════════════════════════════════════════════╗
563
+
564
+ 2024-01-02 19:14:10,982 INFO ___FILE_ONLY___ ╠═ Installing: gcloud cli dependencies ═╣
565
+
566
+ 2024-01-02 19:14:10,982 INFO ___FILE_ONLY___ β•š
567
+ 2024-01-02 19:14:10,986 DEBUG urllib3.connectionpool Starting new HTTPS connection (1): dl.google.com:443
568
+ 2024-01-02 19:14:11,073 DEBUG urllib3.connectionpool https://dl.google.com:443 "GET /dl/cloudsdk/channels/rapid/components/google-cloud-sdk-gcloud-deps-linux-x86_64-20210416153011.tar.gz HTTP/1.1" 200 104
569
+ 2024-01-02 19:14:11,074 INFO ___FILE_ONLY___ ══════════════════════════════
570
+ 2024-01-02 19:14:11,075 INFO ___FILE_ONLY___ ══════════════════════════════
571
+ 2024-01-02 19:14:11,075 INFO ___FILE_ONLY___ ╝
572
+
573
+ 2024-01-02 19:14:11,083 INFO ___FILE_ONLY___ ╔════════════════════════════════════════════════════════════╗
574
+
575
+ 2024-01-02 19:14:11,083 INFO ___FILE_ONLY___ ╠═ Creating backup and activating new installation ═╣
576
+
577
+ 2024-01-02 19:14:11,083 INFO ___FILE_ONLY___ β•š
578
+ 2024-01-02 19:14:11,083 DEBUG root Attempting to move directory [/tools/google-cloud-sdk] to [/tools/google-cloud-sdk.staging/.install/.backup]
579
+ 2024-01-02 19:14:11,084 INFO ___FILE_ONLY___ ══════════════════════════════
580
+ 2024-01-02 19:14:11,084 DEBUG root Attempting to move directory [/tools/google-cloud-sdk.staging] to [/tools/google-cloud-sdk]
581
+ 2024-01-02 19:14:11,084 INFO ___FILE_ONLY___ ══════════════════════════════
582
+ 2024-01-02 19:14:11,084 INFO ___FILE_ONLY___ ╝
583
+
584
+ 2024-01-02 19:14:11,087 DEBUG root Updating notification cache...
585
+ 2024-01-02 19:14:11,088 INFO ___FILE_ONLY___
586
+
587
+ 2024-01-02 19:14:11,090 INFO ___FILE_ONLY___ Performing post processing steps...
588
+ 2024-01-02 19:14:11,090 DEBUG root Executing command: ['python3', '-S', '/tools/google-cloud-sdk/lib/gcloud.py', 'components', 'post-process']
589
+ 2024-01-02 19:14:19,841 DEBUG ___FILE_ONLY___
590
+ 2024-01-02 19:14:19,841 DEBUG ___FILE_ONLY___
591
+ 2024-01-02 19:14:19,853 INFO ___FILE_ONLY___
592
+ Update done!
593
+
594
+
595
+ 2024-01-02 19:14:19,857 DEBUG root Chosen display Format:none
596
+ 2024-01-02 19:14:19,857 INFO root Display format: "none"
.config/logs/2024.01.02/19.14.11.706025.log ADDED
@@ -0,0 +1,5 @@
 
 
 
 
 
 
1
+ 2024-01-02 19:14:11,706 DEBUG root Loaded Command Group: ['gcloud', 'components']
2
+ 2024-01-02 19:14:11,709 DEBUG root Loaded Command Group: ['gcloud', 'components', 'post_process']
3
+ 2024-01-02 19:14:11,711 DEBUG root Running [gcloud.components.post-process] with arguments: []
4
+ 2024-01-02 19:14:19,700 DEBUG root Chosen display Format:none
5
+ 2024-01-02 19:14:19,700 INFO root Display format: "none"
.config/logs/2024.01.02/19.14.20.643285.log ADDED
@@ -0,0 +1,169 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ 2024-01-02 19:14:20,644 DEBUG root Loaded Command Group: ['gcloud', 'components']
2
+ 2024-01-02 19:14:20,646 DEBUG root Loaded Command Group: ['gcloud', 'components', 'update']
3
+ 2024-01-02 19:14:20,649 DEBUG root Running [gcloud.components.update] with arguments: [--quiet: "True", COMPONENT-IDS:8: "['gcloud', 'core', 'bq', 'gsutil', 'compute', 'preview', 'alpha', 'beta']"]
4
+ 2024-01-02 19:14:20,650 INFO ___FILE_ONLY___ Beginning update. This process may take several minutes.
5
+
6
+ 2024-01-02 19:14:20,655 DEBUG urllib3.connectionpool Starting new HTTPS connection (1): dl.google.com:443
7
+ 2024-01-02 19:14:20,739 DEBUG urllib3.connectionpool https://dl.google.com:443 "GET /dl/cloudsdk/channels/rapid/components-2.json HTTP/1.1" 200 214443
8
+ 2024-01-02 19:14:20,757 WARNING root Component [compute] no longer exists.
9
+ 2024-01-02 19:14:20,758 WARNING root Component [preview] no longer exists.
10
+ 2024-01-02 19:14:20,759 INFO ___FILE_ONLY___
11
+
12
+ 2024-01-02 19:14:20,759 INFO ___FILE_ONLY___
13
+ Your current Google Cloud CLI version is: 458.0.1
14
+
15
+ 2024-01-02 19:14:20,759 INFO ___FILE_ONLY___ Installing components from version: 458.0.1
16
+
17
+ 2024-01-02 19:14:20,759 INFO ___FILE_ONLY___
18
+
19
+ 2024-01-02 19:14:20,760 DEBUG root Chosen display Format:table[box,title="These components will be removed."](details.display_name:label=Name:align=left,version.version_string:label=Version:align=right,data.size.size(zero="",min=1048576):label=Size:align=right)
20
+ 2024-01-02 19:14:20,760 DEBUG root Chosen display Format:table[box,title="These components will be updated."](details.display_name:label=Name:align=left,version.version_string:label=Version:align=right,data.size.size(zero="",min=1048576):label=Size:align=right)
21
+ 2024-01-02 19:14:20,761 DEBUG root Chosen display Format:table[box,title="These components will be installed."](details.display_name:label=Name:align=left,version.version_string:label=Version:align=right,data.size.size(zero="",min=1048576):label=Size:align=right)
22
+ 2024-01-02 19:14:20,762 INFO ___FILE_ONLY___ β”Œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”
23
+ 2024-01-02 19:14:20,763 INFO ___FILE_ONLY___
24
+
25
+ 2024-01-02 19:14:20,763 INFO ___FILE_ONLY___ β”‚ These components will be installed. β”‚
26
+ 2024-01-02 19:14:20,763 INFO ___FILE_ONLY___
27
+
28
+ 2024-01-02 19:14:20,763 INFO ___FILE_ONLY___ β”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”¬β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”¬β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€
29
+ 2024-01-02 19:14:20,763 INFO ___FILE_ONLY___
30
+
31
+ 2024-01-02 19:14:20,763 INFO ___FILE_ONLY___ β”‚ Name β”‚ Version β”‚ Size β”‚
32
+ 2024-01-02 19:14:20,763 INFO ___FILE_ONLY___
33
+
34
+ 2024-01-02 19:14:20,763 INFO ___FILE_ONLY___ β”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€
35
+ 2024-01-02 19:14:20,763 INFO ___FILE_ONLY___
36
+
37
+ 2024-01-02 19:14:20,763 INFO ___FILE_ONLY___ β”‚
38
+ 2024-01-02 19:14:20,763 INFO ___FILE_ONLY___ gcloud Alpha Commands
39
+ 2024-01-02 19:14:20,763 INFO ___FILE_ONLY___
40
+ 2024-01-02 19:14:20,763 INFO ___FILE_ONLY___ β”‚
41
+ 2024-01-02 19:14:20,763 INFO ___FILE_ONLY___ 2023.12.20
42
+ 2024-01-02 19:14:20,763 INFO ___FILE_ONLY___
43
+ 2024-01-02 19:14:20,764 INFO ___FILE_ONLY___ β”‚
44
+ 2024-01-02 19:14:20,764 INFO ___FILE_ONLY___ < 1 MiB
45
+ 2024-01-02 19:14:20,764 INFO ___FILE_ONLY___
46
+ 2024-01-02 19:14:20,764 INFO ___FILE_ONLY___ β”‚
47
+ 2024-01-02 19:14:20,764 INFO ___FILE_ONLY___
48
+
49
+ 2024-01-02 19:14:20,764 INFO ___FILE_ONLY___ β”‚
50
+ 2024-01-02 19:14:20,764 INFO ___FILE_ONLY___ gcloud Beta Commands
51
+ 2024-01-02 19:14:20,764 INFO ___FILE_ONLY___
52
+ 2024-01-02 19:14:20,764 INFO ___FILE_ONLY___ β”‚
53
+ 2024-01-02 19:14:20,764 INFO ___FILE_ONLY___ 2023.12.20
54
+ 2024-01-02 19:14:20,764 INFO ___FILE_ONLY___
55
+ 2024-01-02 19:14:20,764 INFO ___FILE_ONLY___ β”‚
56
+ 2024-01-02 19:14:20,764 INFO ___FILE_ONLY___ < 1 MiB
57
+ 2024-01-02 19:14:20,764 INFO ___FILE_ONLY___
58
+ 2024-01-02 19:14:20,764 INFO ___FILE_ONLY___ β”‚
59
+ 2024-01-02 19:14:20,765 INFO ___FILE_ONLY___
60
+
61
+ 2024-01-02 19:14:20,765 INFO ___FILE_ONLY___ β””β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”΄β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”΄β”€β”€β”€β”€β”€β”€β”€β”€β”€β”˜
62
+ 2024-01-02 19:14:20,765 INFO ___FILE_ONLY___
63
+
64
+ 2024-01-02 19:14:20,765 INFO ___FILE_ONLY___
65
+
66
+ 2024-01-02 19:14:20,768 DEBUG urllib3.connectionpool Starting new HTTPS connection (1): dl.google.com:443
67
+ 2024-01-02 19:14:20,857 DEBUG urllib3.connectionpool https://dl.google.com:443 "GET /dl/cloudsdk/channels/rapid/RELEASE_NOTES HTTP/1.1" 200 1129488
68
+ 2024-01-02 19:14:20,888 INFO ___FILE_ONLY___ For the latest full release notes, please visit:
69
+ https://cloud.google.com/sdk/release_notes
70
+
71
+
72
+ 2024-01-02 19:14:20,891 INFO ___FILE_ONLY___ ╔════════════════════════════════════════════════════════════╗
73
+
74
+ 2024-01-02 19:14:20,891 INFO ___FILE_ONLY___ ╠═ Creating update staging area ═╣
75
+
76
+ 2024-01-02 19:14:20,891 INFO ___FILE_ONLY___ β•š
77
+ 2024-01-02 19:14:20,891 INFO ___FILE_ONLY___ ══════
78
+ 2024-01-02 19:14:21,481 INFO ___FILE_ONLY___ ══════
79
+ 2024-01-02 19:14:21,481 INFO ___FILE_ONLY___ ══════
80
+ 2024-01-02 19:14:21,788 INFO ___FILE_ONLY___ ═
81
+ 2024-01-02 19:14:21,853 INFO ___FILE_ONLY___ ═
82
+ 2024-01-02 19:14:21,901 INFO ___FILE_ONLY___ ═
83
+ 2024-01-02 19:14:21,953 INFO ___FILE_ONLY___ ═
84
+ 2024-01-02 19:14:22,010 INFO ___FILE_ONLY___ ═
85
+ 2024-01-02 19:14:22,170 INFO ___FILE_ONLY___ ═
86
+ 2024-01-02 19:14:22,226 INFO ___FILE_ONLY___ ═
87
+ 2024-01-02 19:14:22,288 INFO ___FILE_ONLY___ ═
88
+ 2024-01-02 19:14:22,340 INFO ___FILE_ONLY___ ═
89
+ 2024-01-02 19:14:22,402 INFO ___FILE_ONLY___ ═
90
+ 2024-01-02 19:14:22,462 INFO ___FILE_ONLY___ ═
91
+ 2024-01-02 19:14:22,538 INFO ___FILE_ONLY___ ═
92
+ 2024-01-02 19:14:22,612 INFO ___FILE_ONLY___ ═
93
+ 2024-01-02 19:14:22,670 INFO ___FILE_ONLY___ ═
94
+ 2024-01-02 19:14:22,722 INFO ___FILE_ONLY___ ═
95
+ 2024-01-02 19:14:22,773 INFO ___FILE_ONLY___ ═
96
+ 2024-01-02 19:14:22,823 INFO ___FILE_ONLY___ ═
97
+ 2024-01-02 19:14:22,867 INFO ___FILE_ONLY___ ═
98
+ 2024-01-02 19:14:22,925 INFO ___FILE_ONLY___ ═
99
+ 2024-01-02 19:14:22,973 INFO ___FILE_ONLY___ ═
100
+ 2024-01-02 19:14:23,030 INFO ___FILE_ONLY___ ═
101
+ 2024-01-02 19:14:23,098 INFO ___FILE_ONLY___ ═
102
+ 2024-01-02 19:14:23,156 INFO ___FILE_ONLY___ ═
103
+ 2024-01-02 19:14:23,210 INFO ___FILE_ONLY___ ═
104
+ 2024-01-02 19:14:23,262 INFO ___FILE_ONLY___ ═
105
+ 2024-01-02 19:14:23,498 INFO ___FILE_ONLY___ ═
106
+ 2024-01-02 19:14:23,637 INFO ___FILE_ONLY___ ═
107
+ 2024-01-02 19:14:23,702 INFO ___FILE_ONLY___ ═
108
+ 2024-01-02 19:14:23,816 INFO ___FILE_ONLY___ ═
109
+ 2024-01-02 19:14:23,846 INFO ___FILE_ONLY___ ═
110
+ 2024-01-02 19:14:23,884 INFO ___FILE_ONLY___ ═
111
+ 2024-01-02 19:14:23,925 INFO ___FILE_ONLY___ ═
112
+ 2024-01-02 19:14:23,955 INFO ___FILE_ONLY___ ═
113
+ 2024-01-02 19:14:24,009 INFO ___FILE_ONLY___ ═
114
+ 2024-01-02 19:14:24,100 INFO ___FILE_ONLY___ ═
115
+ 2024-01-02 19:14:24,177 INFO ___FILE_ONLY___ ═
116
+ 2024-01-02 19:14:24,396 INFO ___FILE_ONLY___ ═
117
+ 2024-01-02 19:14:24,452 INFO ___FILE_ONLY___ ═
118
+ 2024-01-02 19:14:24,505 INFO ___FILE_ONLY___ ═
119
+ 2024-01-02 19:14:24,569 INFO ___FILE_ONLY___ ═
120
+ 2024-01-02 19:14:24,620 INFO ___FILE_ONLY___ ═
121
+ 2024-01-02 19:14:24,671 INFO ___FILE_ONLY___ ═
122
+ 2024-01-02 19:14:24,671 INFO ___FILE_ONLY___ ╝
123
+
124
+ 2024-01-02 19:14:27,535 INFO ___FILE_ONLY___ ╔════════════════════════════════════════════════════════════╗
125
+
126
+ 2024-01-02 19:14:27,535 INFO ___FILE_ONLY___ ╠═ Installing: gcloud Alpha Commands ═╣
127
+
128
+ 2024-01-02 19:14:27,535 INFO ___FILE_ONLY___ β•š
129
+ 2024-01-02 19:14:27,539 DEBUG urllib3.connectionpool Starting new HTTPS connection (1): dl.google.com:443
130
+ 2024-01-02 19:14:27,624 DEBUG urllib3.connectionpool https://dl.google.com:443 "GET /dl/cloudsdk/channels/rapid/components/google-cloud-sdk-alpha-20231220215703.tar.gz HTTP/1.1" 200 800
131
+ 2024-01-02 19:14:27,625 INFO ___FILE_ONLY___ ══════════════════════════════
132
+ 2024-01-02 19:14:27,627 INFO ___FILE_ONLY___ ══════════════════════════════
133
+ 2024-01-02 19:14:27,627 INFO ___FILE_ONLY___ ╝
134
+
135
+ 2024-01-02 19:14:27,634 INFO ___FILE_ONLY___ ╔════════════════════════════════════════════════════════════╗
136
+
137
+ 2024-01-02 19:14:27,635 INFO ___FILE_ONLY___ ╠═ Installing: gcloud Beta Commands ═╣
138
+
139
+ 2024-01-02 19:14:27,635 INFO ___FILE_ONLY___ β•š
140
+ 2024-01-02 19:14:27,638 DEBUG urllib3.connectionpool Starting new HTTPS connection (1): dl.google.com:443
141
+ 2024-01-02 19:14:27,724 DEBUG urllib3.connectionpool https://dl.google.com:443 "GET /dl/cloudsdk/channels/rapid/components/google-cloud-sdk-beta-20231220215703.tar.gz HTTP/1.1" 200 797
142
+ 2024-01-02 19:14:27,740 INFO ___FILE_ONLY___ ══════════════════════════════
143
+ 2024-01-02 19:14:27,741 INFO ___FILE_ONLY___ ══════════════════════════════
144
+ 2024-01-02 19:14:27,741 INFO ___FILE_ONLY___ ╝
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+
146
+ 2024-01-02 19:14:27,749 INFO ___FILE_ONLY___ ��════════════════════════════════════════════════════════════╗
147
+
148
+ 2024-01-02 19:14:27,749 INFO ___FILE_ONLY___ ╠═ Creating backup and activating new installation ═╣
149
+
150
+ 2024-01-02 19:14:27,749 INFO ___FILE_ONLY___ β•š
151
+ 2024-01-02 19:14:27,749 DEBUG root Attempting to move directory [/tools/google-cloud-sdk] to [/tools/google-cloud-sdk.staging/.install/.backup]
152
+ 2024-01-02 19:14:27,750 INFO ___FILE_ONLY___ ══════════════════════════════
153
+ 2024-01-02 19:14:27,750 DEBUG root Attempting to move directory [/tools/google-cloud-sdk.staging] to [/tools/google-cloud-sdk]
154
+ 2024-01-02 19:14:27,750 INFO ___FILE_ONLY___ ══════════════════════════════
155
+ 2024-01-02 19:14:27,750 INFO ___FILE_ONLY___ ╝
156
+
157
+ 2024-01-02 19:14:27,754 DEBUG root Updating notification cache...
158
+ 2024-01-02 19:14:27,755 INFO ___FILE_ONLY___
159
+
160
+ 2024-01-02 19:14:27,757 INFO ___FILE_ONLY___ Performing post processing steps...
161
+ 2024-01-02 19:14:27,757 DEBUG root Executing command: ['python3', '-S', '/tools/google-cloud-sdk/lib/gcloud.py', 'components', 'post-process']
162
+ 2024-01-02 19:14:37,480 DEBUG ___FILE_ONLY___
163
+ 2024-01-02 19:14:37,480 DEBUG ___FILE_ONLY___
164
+ 2024-01-02 19:14:37,521 INFO ___FILE_ONLY___
165
+ Update done!
166
+
167
+
168
+ 2024-01-02 19:14:37,524 DEBUG root Chosen display Format:none
169
+ 2024-01-02 19:14:37,524 INFO root Display format: "none"
.config/logs/2024.01.02/19.14.28.403277.log ADDED
@@ -0,0 +1,5 @@
 
 
 
 
 
 
1
+ 2024-01-02 19:14:28,404 DEBUG root Loaded Command Group: ['gcloud', 'components']
2
+ 2024-01-02 19:14:28,406 DEBUG root Loaded Command Group: ['gcloud', 'components', 'post_process']
3
+ 2024-01-02 19:14:28,408 DEBUG root Running [gcloud.components.post-process] with arguments: []
4
+ 2024-01-02 19:14:37,333 DEBUG root Chosen display Format:none
5
+ 2024-01-02 19:14:37,334 INFO root Display format: "none"
.config/logs/2024.01.02/19.14.38.291362.log ADDED
@@ -0,0 +1,8 @@
 
 
 
 
 
 
 
 
 
1
+ 2024-01-02 19:14:38,293 DEBUG root Loaded Command Group: ['gcloud', 'config']
2
+ 2024-01-02 19:14:38,322 DEBUG root Loaded Command Group: ['gcloud', 'config', 'set']
3
+ 2024-01-02 19:14:38,325 DEBUG root Running [gcloud.config.set] with arguments: [SECTION/PROPERTY: "component_manager/disable_update_check", VALUE: "true"]
4
+ 2024-01-02 19:14:38,326 INFO ___FILE_ONLY___ Updated property [component_manager/disable_update_check].
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+
6
+ 2024-01-02 19:14:38,326 DEBUG root Chosen display Format:default
7
+ 2024-01-02 19:14:38,327 INFO root Display format: "default"
8
+ 2024-01-02 19:14:38,328 DEBUG root SDK update checks are disabled.
.config/logs/2024.01.02/19.14.39.116405.log ADDED
@@ -0,0 +1,8 @@
 
 
 
 
 
 
 
 
 
1
+ 2024-01-02 19:14:39,118 DEBUG root Loaded Command Group: ['gcloud', 'config']
2
+ 2024-01-02 19:14:39,146 DEBUG root Loaded Command Group: ['gcloud', 'config', 'set']
3
+ 2024-01-02 19:14:39,149 DEBUG root Running [gcloud.config.set] with arguments: [SECTION/PROPERTY: "compute/gce_metadata_read_timeout_sec", VALUE: "0"]
4
+ 2024-01-02 19:14:39,150 INFO ___FILE_ONLY___ Updated property [compute/gce_metadata_read_timeout_sec].
5
+
6
+ 2024-01-02 19:14:39,151 DEBUG root Chosen display Format:default
7
+ 2024-01-02 19:14:39,152 INFO root Display format: "default"
8
+ 2024-01-02 19:14:39,152 DEBUG root SDK update checks are disabled.
.gitattributes CHANGED
@@ -33,3 +33,5 @@ saved_model/**/* filter=lfs diff=lfs merge=lfs -text
33
  *.zip filter=lfs diff=lfs merge=lfs -text
34
  *.zst filter=lfs diff=lfs merge=lfs -text
35
  *tfevents* filter=lfs diff=lfs merge=lfs -text
 
 
 
33
  *.zip filter=lfs diff=lfs merge=lfs -text
34
  *.zst filter=lfs diff=lfs merge=lfs -text
35
  *tfevents* filter=lfs diff=lfs merge=lfs -text
36
+ sample_data/mnist_test.csv filter=lfs diff=lfs merge=lfs -text
37
+ sample_data/mnist_train_small.csv filter=lfs diff=lfs merge=lfs -text
README.md CHANGED
@@ -1,12 +1,6 @@
1
  ---
2
- title: Hamsa Beta V0.2 Demo
3
- emoji: 🐠
4
- colorFrom: pink
5
- colorTo: blue
6
- sdk: gradio
7
- sdk_version: 4.12.0
8
  app_file: app.py
9
- pinned: false
 
10
  ---
11
-
12
- Check out the configuration reference at https://huggingface.co/docs/hub/spaces-config-reference
 
1
  ---
2
+ title: Hamsa_Beta_v0.2_demo
 
 
 
 
 
3
  app_file: app.py
4
+ sdk: gradio
5
+ sdk_version: 3.36.1
6
  ---
 
 
app.py ADDED
@@ -0,0 +1,127 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ import torch
2
+ import pytube as pt
3
+
4
+ import gradio as gr
5
+ import yt_dlp as youtube_dl
6
+ from transformers import pipeline
7
+ from transformers.pipelines.audio_utils import ffmpeg_read
8
+ # Load model directly
9
+ from transformers import AutoProcessor, AutoModelForSpeechSeq2Seq
10
+
11
+ from transformers import (
12
+ AutomaticSpeechRecognitionPipeline,
13
+ WhisperForConditionalGeneration,
14
+ WhisperTokenizer,
15
+ WhisperProcessor,
16
+ )
17
+
18
+ import tempfile
19
+ import time
20
+ import os
21
+
22
+ MODEL_NAME = "nadsoft/hamsa-v0.2-beta"
23
+ BATCH_SIZE = 8
24
+ FILE_LIMIT_MB = 1000
25
+ YT_LENGTH_LIMIT_S = 3600 # limit to 1 hour YouTube files
26
+ lang = 'ar'
27
+ device = 0 if torch.cuda.is_available() else "cpu"
28
+ auth_token = os.environ.get("auth_token")
29
+
30
+ language = "arabic"
31
+ task = "transcribe"
32
+
33
+
34
+ model = WhisperForConditionalGeneration.from_pretrained(MODEL_NAME,use_auth_token=auth_token)
35
+ tokenizer = WhisperTokenizer.from_pretrained(MODEL_NAME, language=language, task=task,use_auth_token=auth_token)
36
+ processor = WhisperProcessor.from_pretrained(MODEL_NAME, language=language, task=task,use_auth_token=auth_token)
37
+ feature_extractor = processor.feature_extractor
38
+ forced_decoder_ids = processor.get_decoder_prompt_ids(language=language, task=task)
39
+
40
+
41
+ pipe = pipeline(
42
+ task="automatic-speech-recognition",
43
+ model=model,
44
+ tokenizer=tokenizer,
45
+ feature_extractor=feature_extractor,
46
+ chunk_length_s=30,
47
+ device=device,
48
+ )
49
+ pipe.model.config.forced_decoder_ids = pipe.tokenizer.get_decoder_prompt_ids(language=lang, task="transcribe")
50
+
51
+ def transcribe(microphone, file_upload):
52
+ warn_output = ""
53
+ if (microphone is not None) and (file_upload is not None):
54
+ warn_output = (
55
+ "WARNING: You've uploaded an audio file and used the microphone. "
56
+ "The recorded file from the microphone will be used and the uploaded audio will be discarded.\n"
57
+ )
58
+
59
+ elif (microphone is None) and (file_upload is None):
60
+ return "ERROR: You have to either use the microphone or upload an audio file"
61
+
62
+ file = microphone if microphone is not None else file_upload
63
+
64
+ text = pipe(file)["text"]
65
+
66
+ return warn_output + text
67
+
68
+
69
+ def _return_yt_html_embed(yt_url):
70
+ video_id = yt_url.split("?v=")[-1]
71
+ HTML_str = (
72
+ f'<center> <iframe width="500" height="320" src="https://www.youtube.com/embed/{video_id}"> </iframe>'
73
+ " </center>"
74
+ )
75
+ return HTML_str
76
+
77
+
78
+ def yt_transcribe(yt_url):
79
+ yt = pt.YouTube(yt_url)
80
+ html_embed_str = _return_yt_html_embed(yt_url)
81
+ stream = yt.streams.filter(only_audio=True)[0]
82
+ stream.download(filename="audio.mp3")
83
+
84
+ text = pipe("audio.mp3")["text"]
85
+
86
+ return html_embed_str, text
87
+
88
+
89
+ demo = gr.Blocks()
90
+
91
+ mf_transcribe = gr.Interface(
92
+ fn=transcribe,
93
+ inputs=[
94
+ gr.inputs.Audio(source="microphone", type="filepath", optional=True),
95
+ gr.inputs.Audio(source="upload", type="filepath", optional=True),
96
+ ],
97
+ outputs="text",
98
+ layout="horizontal",
99
+ theme="huggingface",
100
+ title="Whisper Demo: Transcribe Audio",
101
+ description=(
102
+ "Transcribe long-form microphone or audio inputs with the click of a button! Demo uses the the fine-tuned"
103
+ f" checkpoint [{MODEL_NAME}](https://huggingface.co/{MODEL_NAME}) and πŸ€— Transformers to transcribe audio files"
104
+ " of arbitrary length."
105
+ ),
106
+ allow_flagging="never",
107
+ )
108
+
109
+ yt_transcribe = gr.Interface(
110
+ fn=yt_transcribe,
111
+ inputs=[gr.inputs.Textbox(lines=1, placeholder="Paste the URL to a YouTube video here", label="YouTube URL")],
112
+ outputs=["html", "text"],
113
+ layout="horizontal",
114
+ theme="huggingface",
115
+ title="Whisper Demo: Transcribe YouTube",
116
+ description=(
117
+ "Transcribe long-form YouTube videos with the click of a button! Demo uses the the fine-tuned checkpoint:"
118
+ f" [{MODEL_NAME}](https://huggingface.co/{MODEL_NAME}) and πŸ€— Transformers to transcribe audio files of"
119
+ " arbitrary length."
120
+ ),
121
+ allow_flagging="never",
122
+ )
123
+
124
+ with demo:
125
+ gr.TabbedInterface([mf_transcribe, yt_transcribe], ["Transcribe Audio", "Transcribe YouTube"])
126
+
127
+ demo.launch(enable_queue=True)
packages.txt ADDED
@@ -0,0 +1 @@
 
 
1
+ ffmpeg
requirements.txt ADDED
@@ -0,0 +1,7 @@
 
 
 
 
 
 
 
 
1
+ git+https://github.com/huggingface/transformers
2
+ torch
3
+ yt-dlp
4
+ accelerate
5
+ bitsandbytes
6
+ gradio
7
+ pytube
sample_data/README.md ADDED
@@ -0,0 +1,19 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ This directory includes a few sample datasets to get you started.
2
+
3
+ * `california_housing_data*.csv` is California housing data from the 1990 US
4
+ Census; more information is available at:
5
+ https://developers.google.com/machine-learning/crash-course/california-housing-data-description
6
+
7
+ * `mnist_*.csv` is a small sample of the
8
+ [MNIST database](https://en.wikipedia.org/wiki/MNIST_database), which is
9
+ described at: http://yann.lecun.com/exdb/mnist/
10
+
11
+ * `anscombe.json` contains a copy of
12
+ [Anscombe's quartet](https://en.wikipedia.org/wiki/Anscombe%27s_quartet); it
13
+ was originally described in
14
+
15
+ Anscombe, F. J. (1973). 'Graphs in Statistical Analysis'. American
16
+ Statistician. 27 (1): 17-21. JSTOR 2682899.
17
+
18
+ and our copy was prepared by the
19
+ [vega_datasets library](https://github.com/altair-viz/vega_datasets/blob/4f67bdaad10f45e3549984e17e1b3088c731503d/vega_datasets/_data/anscombe.json).
sample_data/anscombe.json ADDED
@@ -0,0 +1,49 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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+ [
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+ {"Series":"I", "X":10.0, "Y":8.04},
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+ {"Series":"I", "X":8.0, "Y":6.95},
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+ {"Series":"I", "X":13.0, "Y":7.58},
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+ {"Series":"I", "X":6.0, "Y":7.24},
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+ {"Series":"I", "X":4.0, "Y":4.26},
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+ {"Series":"I", "X":12.0, "Y":10.84},
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+ {"Series":"I", "X":7.0, "Y":4.81},
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+ {"Series":"I", "X":5.0, "Y":5.68},
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+
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+ {"Series":"II", "X":10.0, "Y":9.14},
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+ {"Series":"II", "X":13.0, "Y":8.74},
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+ {"Series":"II", "X":9.0, "Y":8.77},
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+ {"Series":"II", "X":14.0, "Y":8.10},
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+ {"Series":"II", "X":6.0, "Y":6.13},
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+ {"Series":"II", "X":4.0, "Y":3.10},
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+ {"Series":"II", "X":12.0, "Y":9.13},
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+ {"Series":"II", "X":7.0, "Y":7.26},
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+ {"Series":"II", "X":5.0, "Y":4.74},
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+
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+ {"Series":"III", "X":10.0, "Y":7.46},
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+ {"Series":"III", "X":8.0, "Y":6.77},
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+ {"Series":"III", "X":13.0, "Y":12.74},
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+ {"Series":"III", "X":9.0, "Y":7.11},
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+ {"Series":"III", "X":11.0, "Y":7.81},
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+ {"Series":"III", "X":14.0, "Y":8.84},
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+ {"Series":"III", "X":6.0, "Y":6.08},
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+ {"Series":"III", "X":4.0, "Y":5.39},
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+ {"Series":"III", "X":12.0, "Y":8.15},
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+ {"Series":"III", "X":7.0, "Y":6.42},
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+ {"Series":"III", "X":5.0, "Y":5.73},
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+
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+ {"Series":"IV", "X":8.0, "Y":6.58},
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+ {"Series":"IV", "X":8.0, "Y":5.76},
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+ {"Series":"IV", "X":8.0, "Y":7.71},
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+ {"Series":"IV", "X":8.0, "Y":8.84},
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+ {"Series":"IV", "X":8.0, "Y":8.47},
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+ {"Series":"IV", "X":8.0, "Y":7.04},
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+ {"Series":"IV", "X":8.0, "Y":5.25},
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+ {"Series":"IV", "X":19.0, "Y":12.50},
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+ {"Series":"IV", "X":8.0, "Y":5.56},
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+ {"Series":"IV", "X":8.0, "Y":7.91},
48
+ {"Series":"IV", "X":8.0, "Y":6.89}
49
+ ]
sample_data/california_housing_test.csv ADDED
The diff for this file is too large to render. See raw diff
 
sample_data/california_housing_train.csv ADDED
The diff for this file is too large to render. See raw diff
 
sample_data/mnist_test.csv ADDED
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