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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/2023.08.31/13.24.06.550663.log +596 -0
  10. .config/logs/2023.08.31/13.24.32.047854.log +5 -0
  11. .config/logs/2023.08.31/13.24.55.974256.log +169 -0
  12. .config/logs/2023.08.31/13.25.03.338259.log +5 -0
  13. .config/logs/2023.08.31/13.25.27.753261.log +8 -0
  14. .config/logs/2023.08.31/13.25.28.491021.log +8 -0
  15. .gitattributes +2 -0
  16. README.md +1 -7
  17. app.py +150 -0
  18. data_reviews.txt +0 -0
  19. my-awesome-model/config.json +39 -0
  20. my-awesome-model/generation_config.json +6 -0
  21. my-awesome-model/merges.txt +0 -0
  22. my-awesome-model/pytorch_model.bin +3 -0
  23. my-awesome-model/special_tokens_map.json +23 -0
  24. my-awesome-model/tokenizer_config.json +33 -0
  25. my-awesome-model/vocab.json +0 -0
  26. requirements.txt +7 -0
  27. sample_data/README.md +19 -0
  28. sample_data/anscombe.json +49 -0
  29. sample_data/california_housing_test.csv +0 -0
  30. sample_data/california_housing_train.csv +0 -0
  31. sample_data/mnist_test.csv +3 -0
  32. 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: 1693488295.278643
.config/.last_update_check.json ADDED
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+ {"last_update_check_time": 1693488302.767418, "last_update_check_revision": 20230822145232, "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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+ [compute]
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+ gce_metadata_read_timeout_sec = 0
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.config/default_configs.db ADDED
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.config/gce ADDED
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+ 2023-08-31 13:24:21,373 INFO ___FILE_ONLY___ ╠═ Installing: BigQuery Command Line Tool ═╣
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+ 2023-08-31 13:24:21,377 DEBUG urllib3.connectionpool Starting new HTTPS connection (1): dl.google.com:443
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+ 2023-08-31 13:24:21,521 DEBUG urllib3.connectionpool https://dl.google.com:443 "GET /dl/cloudsdk/channels/rapid/components/google-cloud-sdk-bq-20230822145232.tar.gz HTTP/1.1" 200 1653133
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+ 2023-08-31 13:24:21,820 INFO ___FILE_ONLY___ ╔════════════════════════════════════════════════════════════╗
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+ 2023-08-31 13:24:21,820 INFO ___FILE_ONLY___ ╠═ Installing: BigQuery Command Line Tool (Platform Spec... ═╣
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+ 2023-08-31 13:24:21,820 INFO ___FILE_ONLY___ β•š
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+ 2023-08-31 13:24:21,824 DEBUG urllib3.connectionpool Starting new HTTPS connection (1): dl.google.com:443
281
+ 2023-08-31 13:24:21,917 DEBUG urllib3.connectionpool https://dl.google.com:443 "GET /dl/cloudsdk/channels/rapid/components/google-cloud-sdk-bq-nix-20220920185015.tar.gz HTTP/1.1" 200 1837
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+ 2023-08-31 13:24:21,918 INFO ___FILE_ONLY___ ══════════════════════════════
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+ 2023-08-31 13:24:21,927 INFO ___FILE_ONLY___ ╠═ Installing: Bundled Python 3.9 ═╣
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+ 2023-08-31 13:24:21,927 INFO ___FILE_ONLY___ β•š
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+ 2023-08-31 13:24:21,931 DEBUG urllib3.connectionpool Starting new HTTPS connection (1): dl.google.com:443
292
+ 2023-08-31 13:24:22,069 DEBUG urllib3.connectionpool https://dl.google.com:443 "GET /dl/cloudsdk/channels/rapid/components/google-cloud-sdk-bundled-python3-unix-linux-x86_64-20230707144938.tar.gz HTTP/1.1" 200 66719069
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+
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+ 2023-08-31 13:24:26,134 INFO ___FILE_ONLY___ ╠═ Installing: Bundled Python 3.9 ═╣
358
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+ 2023-08-31 13:24:26,134 INFO ___FILE_ONLY___ β•š
360
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361
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+ 2023-08-31 13:24:26,140 INFO ___FILE_ONLY___ ╠═ Installing: Cloud Storage Command Line Tool ═╣
366
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+ 2023-08-31 13:24:26,140 INFO ___FILE_ONLY___ β•š
368
+ 2023-08-31 13:24:26,144 DEBUG urllib3.connectionpool Starting new HTTPS connection (1): dl.google.com:443
369
+ 2023-08-31 13:24:26,284 DEBUG urllib3.connectionpool https://dl.google.com:443 "GET /dl/cloudsdk/channels/rapid/components/google-cloud-sdk-gsutil-20230707144938.tar.gz HTTP/1.1" 200 11823782
370
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371
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380
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398
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403
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409
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411
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413
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415
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416
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417
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418
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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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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
+ 2023-08-31 13:24:27,820 INFO ___FILE_ONLY___ ╝
431
+
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433
+
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+ 2023-08-31 13:24:27,873 INFO ___FILE_ONLY___ ╠═ Installing: Cloud Storage Command Line Tool (Platform... ═╣
435
+
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+ 2023-08-31 13:24:27,873 INFO ___FILE_ONLY___ β•š
437
+ 2023-08-31 13:24:27,877 DEBUG urllib3.connectionpool Starting new HTTPS connection (1): dl.google.com:443
438
+ 2023-08-31 13:24:28,015 DEBUG urllib3.connectionpool https://dl.google.com:443 "GET /dl/cloudsdk/channels/rapid/components/google-cloud-sdk-gsutil-nix-20220920185015.tar.gz HTTP/1.1" 200 1851
439
+ 2023-08-31 13:24:28,016 INFO ___FILE_ONLY___ ══════════════════════════════
440
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441
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442
+
443
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444
+
445
+ 2023-08-31 13:24:28,025 INFO ___FILE_ONLY___ ╠═ Installing: Default set of gcloud commands ═╣
446
+
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+ 2023-08-31 13:24:28,026 INFO ___FILE_ONLY___ β•š
448
+ 2023-08-31 13:24:28,030 INFO ___FILE_ONLY___ ════════════════════════════════════════════════════════════
449
+ 2023-08-31 13:24:28,030 INFO ___FILE_ONLY___ ╝
450
+
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452
+
453
+ 2023-08-31 13:24:28,032 INFO ___FILE_ONLY___ ╠═ Installing: Google Cloud CLI Core Libraries (Platform... ═╣
454
+
455
+ 2023-08-31 13:24:28,032 INFO ___FILE_ONLY___ β•š
456
+ 2023-08-31 13:24:28,035 DEBUG urllib3.connectionpool Starting new HTTPS connection (1): dl.google.com:443
457
+ 2023-08-31 13:24:28,133 DEBUG urllib3.connectionpool https://dl.google.com:443 "GET /dl/cloudsdk/channels/rapid/components/google-cloud-sdk-core-nix-20220920185015.tar.gz HTTP/1.1" 200 2221
458
+ 2023-08-31 13:24:28,134 INFO ___FILE_ONLY___ ══════════════════════════════
459
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460
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461
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462
+
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464
+
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+ 2023-08-31 13:24:28,178 INFO ___FILE_ONLY___ ╠═ Installing: Google Cloud CRC32C Hash Tool ═╣
466
+
467
+ 2023-08-31 13:24:28,178 INFO ___FILE_ONLY___ β•š
468
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469
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470
+
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472
+
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+ 2023-08-31 13:24:28,185 INFO ___FILE_ONLY___ ╠═ Installing: Google Cloud CRC32C Hash Tool ═╣
474
+
475
+ 2023-08-31 13:24:28,185 INFO ___FILE_ONLY___ β•š
476
+ 2023-08-31 13:24:28,188 DEBUG urllib3.connectionpool Starting new HTTPS connection (1): dl.google.com:443
477
+ 2023-08-31 13:24:28,332 DEBUG urllib3.connectionpool https://dl.google.com:443 "GET /dl/cloudsdk/channels/rapid/components/google-cloud-sdk-gcloud-crc32c-linux-x86_64-20230728162818.tar.gz HTTP/1.1" 200 1272375
478
+ 2023-08-31 13:24:28,378 INFO ___FILE_ONLY___ ═
479
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480
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481
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482
+ 2023-08-31 13:24:28,379 INFO ___FILE_ONLY___ ═
483
+ 2023-08-31 13:24:28,379 INFO ___FILE_ONLY___ ═
484
+ 2023-08-31 13:24:28,379 INFO ___FILE_ONLY___ ═
485
+ 2023-08-31 13:24:28,379 INFO ___FILE_ONLY___ ═
486
+ 2023-08-31 13:24:28,379 INFO ___FILE_ONLY___ ═
487
+ 2023-08-31 13:24:28,379 INFO ___FILE_ONLY___ ═
488
+ 2023-08-31 13:24:28,379 INFO ___FILE_ONLY___ ═
489
+ 2023-08-31 13:24:28,379 INFO ___FILE_ONLY___ ═
490
+ 2023-08-31 13:24:28,380 INFO ___FILE_ONLY___ ═
491
+ 2023-08-31 13:24:28,380 INFO ___FILE_ONLY___ ═
492
+ 2023-08-31 13:24:28,380 INFO ___FILE_ONLY___ ═
493
+ 2023-08-31 13:24:28,380 INFO ___FILE_ONLY___ ═
494
+ 2023-08-31 13:24:28,380 INFO ___FILE_ONLY___ ═
495
+ 2023-08-31 13:24:28,380 INFO ___FILE_ONLY___ ═
496
+ 2023-08-31 13:24:28,380 INFO ___FILE_ONLY___ ═
497
+ 2023-08-31 13:24:28,380 INFO ___FILE_ONLY___ ═
498
+ 2023-08-31 13:24:28,380 INFO ___FILE_ONLY___ ═
499
+ 2023-08-31 13:24:28,381 INFO ___FILE_ONLY___ ═
500
+ 2023-08-31 13:24:28,381 INFO ___FILE_ONLY___ ═
501
+ 2023-08-31 13:24:28,381 INFO ___FILE_ONLY___ ═
502
+ 2023-08-31 13:24:28,381 INFO ___FILE_ONLY___ ═
503
+ 2023-08-31 13:24:28,381 INFO ___FILE_ONLY___ ═
504
+ 2023-08-31 13:24:28,381 INFO ___FILE_ONLY___ ═
505
+ 2023-08-31 13:24:28,381 INFO ___FILE_ONLY___ ═
506
+ 2023-08-31 13:24:28,381 INFO ___FILE_ONLY___ ═
507
+ 2023-08-31 13:24:28,382 INFO ___FILE_ONLY___ ═
508
+ 2023-08-31 13:24:28,415 INFO ___FILE_ONLY___ ═══════════════
509
+ 2023-08-31 13:24:28,416 INFO ___FILE_ONLY___ ═══════════════
510
+ 2023-08-31 13:24:28,416 INFO ___FILE_ONLY___ ╝
511
+
512
+ 2023-08-31 13:24:28,424 INFO ___FILE_ONLY___ ╔════════════════════════════════════════════════════════════╗
513
+
514
+ 2023-08-31 13:24:28,424 INFO ___FILE_ONLY___ ╠═ Installing: anthoscli ═╣
515
+
516
+ 2023-08-31 13:24:28,425 INFO ___FILE_ONLY___ β•š
517
+ 2023-08-31 13:24:28,428 DEBUG urllib3.connectionpool Starting new HTTPS connection (1): dl.google.com:443
518
+ 2023-08-31 13:24:28,571 DEBUG urllib3.connectionpool https://dl.google.com:443 "GET /dl/cloudsdk/channels/rapid/components/google-cloud-sdk-anthoscli-linux-x86_64-20230811080439.tar.gz HTTP/1.1" 200 71743762
519
+ 2023-08-31 13:24:29,027 INFO ___FILE_ONLY___ ═
520
+ 2023-08-31 13:24:29,029 INFO ___FILE_ONLY___ ═
521
+ 2023-08-31 13:24:29,032 INFO ___FILE_ONLY___ ═
522
+ 2023-08-31 13:24:29,034 INFO ___FILE_ONLY___ ═
523
+ 2023-08-31 13:24:29,037 INFO ___FILE_ONLY___ ═
524
+ 2023-08-31 13:24:29,039 INFO ___FILE_ONLY___ ═
525
+ 2023-08-31 13:24:29,042 INFO ___FILE_ONLY___ ═
526
+ 2023-08-31 13:24:29,044 INFO ___FILE_ONLY___ ═
527
+ 2023-08-31 13:24:29,047 INFO ___FILE_ONLY___ ═
528
+ 2023-08-31 13:24:29,049 INFO ___FILE_ONLY___ ═
529
+ 2023-08-31 13:24:29,052 INFO ___FILE_ONLY___ ═
530
+ 2023-08-31 13:24:29,054 INFO ___FILE_ONLY___ ═
531
+ 2023-08-31 13:24:29,057 INFO ___FILE_ONLY___ ═
532
+ 2023-08-31 13:24:29,059 INFO ___FILE_ONLY___ ═
533
+ 2023-08-31 13:24:29,062 INFO ___FILE_ONLY___ ═
534
+ 2023-08-31 13:24:29,064 INFO ___FILE_ONLY___ ═
535
+ 2023-08-31 13:24:29,067 INFO ___FILE_ONLY___ ═
536
+ 2023-08-31 13:24:29,069 INFO ___FILE_ONLY___ ═
537
+ 2023-08-31 13:24:29,072 INFO ___FILE_ONLY___ ═
538
+ 2023-08-31 13:24:29,075 INFO ___FILE_ONLY___ ═
539
+ 2023-08-31 13:24:29,077 INFO ___FILE_ONLY___ ═
540
+ 2023-08-31 13:24:29,080 INFO ___FILE_ONLY___ ═
541
+ 2023-08-31 13:24:29,082 INFO ___FILE_ONLY___ ═
542
+ 2023-08-31 13:24:29,085 INFO ___FILE_ONLY___ ═
543
+ 2023-08-31 13:24:29,087 INFO ___FILE_ONLY___ ═
544
+ 2023-08-31 13:24:29,090 INFO ___FILE_ONLY___ ═
545
+ 2023-08-31 13:24:29,092 INFO ___FILE_ONLY___ ═
546
+ 2023-08-31 13:24:29,095 INFO ___FILE_ONLY___ ═
547
+ 2023-08-31 13:24:29,098 INFO ___FILE_ONLY___ ═
548
+ 2023-08-31 13:24:29,100 INFO ___FILE_ONLY___ ═
549
+ 2023-08-31 13:24:31,269 INFO ___FILE_ONLY___ ══════════
550
+ 2023-08-31 13:24:31,274 INFO ___FILE_ONLY___ ═════════
551
+ 2023-08-31 13:24:31,300 INFO ___FILE_ONLY___ ═══════════
552
+ 2023-08-31 13:24:31,300 INFO ___FILE_ONLY___ ╝
553
+
554
+ 2023-08-31 13:24:31,321 INFO ___FILE_ONLY___ ╔═════════════════════════════════��══════════════════════════╗
555
+
556
+ 2023-08-31 13:24:31,321 INFO ___FILE_ONLY___ ╠═ Installing: anthoscli ═╣
557
+
558
+ 2023-08-31 13:24:31,321 INFO ___FILE_ONLY___ β•š
559
+ 2023-08-31 13:24:31,325 INFO ___FILE_ONLY___ ════════════════════════════════════════════════════════════
560
+ 2023-08-31 13:24:31,325 INFO ___FILE_ONLY___ ╝
561
+
562
+ 2023-08-31 13:24:31,327 INFO ___FILE_ONLY___ ╔════════════════════════════════════════════════════════════╗
563
+
564
+ 2023-08-31 13:24:31,327 INFO ___FILE_ONLY___ ╠═ Installing: gcloud cli dependencies ═╣
565
+
566
+ 2023-08-31 13:24:31,327 INFO ___FILE_ONLY___ β•š
567
+ 2023-08-31 13:24:31,331 DEBUG urllib3.connectionpool Starting new HTTPS connection (1): dl.google.com:443
568
+ 2023-08-31 13:24:31,471 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
+ 2023-08-31 13:24:31,472 INFO ___FILE_ONLY___ ══════════════════════════════
570
+ 2023-08-31 13:24:31,472 INFO ___FILE_ONLY___ ══════════════════════════════
571
+ 2023-08-31 13:24:31,472 INFO ___FILE_ONLY___ ╝
572
+
573
+ 2023-08-31 13:24:31,481 INFO ___FILE_ONLY___ ╔════════════════════════════════════════════════════════════╗
574
+
575
+ 2023-08-31 13:24:31,481 INFO ___FILE_ONLY___ ╠═ Creating backup and activating new installation ═╣
576
+
577
+ 2023-08-31 13:24:31,481 INFO ___FILE_ONLY___ β•š
578
+ 2023-08-31 13:24:31,481 DEBUG root Attempting to move directory [/tools/google-cloud-sdk] to [/tools/google-cloud-sdk.staging/.install/.backup]
579
+ 2023-08-31 13:24:31,481 INFO ___FILE_ONLY___ ══════════════════════════════
580
+ 2023-08-31 13:24:31,481 DEBUG root Attempting to move directory [/tools/google-cloud-sdk.staging] to [/tools/google-cloud-sdk]
581
+ 2023-08-31 13:24:31,481 INFO ___FILE_ONLY___ ══════════════════════════════
582
+ 2023-08-31 13:24:31,481 INFO ___FILE_ONLY___ ╝
583
+
584
+ 2023-08-31 13:24:31,485 DEBUG root Updating notification cache...
585
+ 2023-08-31 13:24:31,485 INFO ___FILE_ONLY___
586
+
587
+ 2023-08-31 13:24:31,487 INFO ___FILE_ONLY___ Performing post processing steps...
588
+ 2023-08-31 13:24:31,488 DEBUG root Executing command: ['python3', '-S', '/tools/google-cloud-sdk/lib/gcloud.py', 'components', 'post-process']
589
+ 2023-08-31 13:24:55,124 DEBUG ___FILE_ONLY___
590
+ 2023-08-31 13:24:55,124 DEBUG ___FILE_ONLY___
591
+ 2023-08-31 13:24:55,274 INFO ___FILE_ONLY___
592
+ Update done!
593
+
594
+
595
+ 2023-08-31 13:24:55,277 DEBUG root Chosen display Format:none
596
+ 2023-08-31 13:24:55,277 INFO root Display format: "none"
.config/logs/2023.08.31/13.24.32.047854.log ADDED
@@ -0,0 +1,5 @@
 
 
 
 
 
 
1
+ 2023-08-31 13:24:32,048 DEBUG root Loaded Command Group: ['gcloud', 'components']
2
+ 2023-08-31 13:24:32,051 DEBUG root Loaded Command Group: ['gcloud', 'components', 'post_process']
3
+ 2023-08-31 13:24:32,053 DEBUG root Running [gcloud.components.post-process] with arguments: []
4
+ 2023-08-31 13:24:55,001 DEBUG root Chosen display Format:none
5
+ 2023-08-31 13:24:55,001 INFO root Display format: "none"
.config/logs/2023.08.31/13.24.55.974256.log ADDED
@@ -0,0 +1,169 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ 2023-08-31 13:24:55,975 DEBUG root Loaded Command Group: ['gcloud', 'components']
2
+ 2023-08-31 13:24:55,978 DEBUG root Loaded Command Group: ['gcloud', 'components', 'update']
3
+ 2023-08-31 13:24:55,980 DEBUG root Running [gcloud.components.update] with arguments: [--quiet: "True", COMPONENT-IDS:8: "['gcloud', 'core', 'bq', 'gsutil', 'compute', 'preview', 'alpha', 'beta']"]
4
+ 2023-08-31 13:24:55,981 INFO ___FILE_ONLY___ Beginning update. This process may take several minutes.
5
+
6
+ 2023-08-31 13:24:55,986 DEBUG urllib3.connectionpool Starting new HTTPS connection (1): dl.google.com:443
7
+ 2023-08-31 13:24:56,125 DEBUG urllib3.connectionpool https://dl.google.com:443 "GET /dl/cloudsdk/channels/rapid/components-2.json HTTP/1.1" 200 209939
8
+ 2023-08-31 13:24:56,142 WARNING root Component [preview] no longer exists.
9
+ 2023-08-31 13:24:56,143 WARNING root Component [compute] no longer exists.
10
+ 2023-08-31 13:24:56,144 INFO ___FILE_ONLY___
11
+
12
+ 2023-08-31 13:24:56,144 INFO ___FILE_ONLY___
13
+ Your current Google Cloud CLI version is: 444.0.0
14
+
15
+ 2023-08-31 13:24:56,144 INFO ___FILE_ONLY___ Installing components from version: 444.0.0
16
+
17
+ 2023-08-31 13:24:56,144 INFO ___FILE_ONLY___
18
+
19
+ 2023-08-31 13:24:56,145 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
+ 2023-08-31 13:24:56,146 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
+ 2023-08-31 13:24:56,146 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
+ 2023-08-31 13:24:56,148 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
+ 2023-08-31 13:24:56,148 INFO ___FILE_ONLY___
24
+
25
+ 2023-08-31 13:24:56,148 INFO ___FILE_ONLY___ β”‚ These components will be installed. β”‚
26
+ 2023-08-31 13:24:56,148 INFO ___FILE_ONLY___
27
+
28
+ 2023-08-31 13:24:56,148 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
+ 2023-08-31 13:24:56,148 INFO ___FILE_ONLY___
30
+
31
+ 2023-08-31 13:24:56,148 INFO ___FILE_ONLY___ β”‚ Name β”‚ Version β”‚ Size β”‚
32
+ 2023-08-31 13:24:56,148 INFO ___FILE_ONLY___
33
+
34
+ 2023-08-31 13:24:56,148 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
+ 2023-08-31 13:24:56,148 INFO ___FILE_ONLY___
36
+
37
+ 2023-08-31 13:24:56,148 INFO ___FILE_ONLY___ β”‚
38
+ 2023-08-31 13:24:56,149 INFO ___FILE_ONLY___ gcloud Alpha Commands
39
+ 2023-08-31 13:24:56,149 INFO ___FILE_ONLY___
40
+ 2023-08-31 13:24:56,149 INFO ___FILE_ONLY___ β”‚
41
+ 2023-08-31 13:24:56,149 INFO ___FILE_ONLY___ 2023.08.22
42
+ 2023-08-31 13:24:56,149 INFO ___FILE_ONLY___
43
+ 2023-08-31 13:24:56,149 INFO ___FILE_ONLY___ β”‚
44
+ 2023-08-31 13:24:56,149 INFO ___FILE_ONLY___ < 1 MiB
45
+ 2023-08-31 13:24:56,149 INFO ___FILE_ONLY___
46
+ 2023-08-31 13:24:56,149 INFO ___FILE_ONLY___ β”‚
47
+ 2023-08-31 13:24:56,150 INFO ___FILE_ONLY___
48
+
49
+ 2023-08-31 13:24:56,150 INFO ___FILE_ONLY___ β”‚
50
+ 2023-08-31 13:24:56,150 INFO ___FILE_ONLY___ gcloud Beta Commands
51
+ 2023-08-31 13:24:56,150 INFO ___FILE_ONLY___
52
+ 2023-08-31 13:24:56,150 INFO ___FILE_ONLY___ β”‚
53
+ 2023-08-31 13:24:56,150 INFO ___FILE_ONLY___ 2023.08.22
54
+ 2023-08-31 13:24:56,150 INFO ___FILE_ONLY___
55
+ 2023-08-31 13:24:56,150 INFO ___FILE_ONLY___ β”‚
56
+ 2023-08-31 13:24:56,150 INFO ___FILE_ONLY___ < 1 MiB
57
+ 2023-08-31 13:24:56,151 INFO ___FILE_ONLY___
58
+ 2023-08-31 13:24:56,151 INFO ___FILE_ONLY___ β”‚
59
+ 2023-08-31 13:24:56,151 INFO ___FILE_ONLY___
60
+
61
+ 2023-08-31 13:24:56,151 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
+ 2023-08-31 13:24:56,151 INFO ___FILE_ONLY___
63
+
64
+ 2023-08-31 13:24:56,151 INFO ___FILE_ONLY___
65
+
66
+ 2023-08-31 13:24:56,155 DEBUG urllib3.connectionpool Starting new HTTPS connection (1): dl.google.com:443
67
+ 2023-08-31 13:24:56,254 DEBUG urllib3.connectionpool https://dl.google.com:443 "GET /dl/cloudsdk/channels/rapid/RELEASE_NOTES HTTP/1.1" 200 1063702
68
+ 2023-08-31 13:24:56,317 INFO ___FILE_ONLY___ For the latest full release notes, please visit:
69
+ https://cloud.google.com/sdk/release_notes
70
+
71
+
72
+ 2023-08-31 13:24:56,320 INFO ___FILE_ONLY___ ╔════════════════════════════════════════════════════════════╗
73
+
74
+ 2023-08-31 13:24:56,320 INFO ___FILE_ONLY___ ╠═ Creating update staging area ═╣
75
+
76
+ 2023-08-31 13:24:56,320 INFO ___FILE_ONLY___ β•š
77
+ 2023-08-31 13:24:56,320 INFO ___FILE_ONLY___ ══════
78
+ 2023-08-31 13:24:56,867 INFO ___FILE_ONLY___ ══════
79
+ 2023-08-31 13:24:56,867 INFO ___FILE_ONLY___ ══════
80
+ 2023-08-31 13:24:57,074 INFO ___FILE_ONLY___ ═
81
+ 2023-08-31 13:24:57,124 INFO ___FILE_ONLY___ ═
82
+ 2023-08-31 13:24:57,183 INFO ___FILE_ONLY___ ═
83
+ 2023-08-31 13:24:57,228 INFO ___FILE_ONLY___ ═
84
+ 2023-08-31 13:24:57,272 INFO ___FILE_ONLY___ ═
85
+ 2023-08-31 13:24:57,314 INFO ___FILE_ONLY___ ═
86
+ 2023-08-31 13:24:57,371 INFO ___FILE_ONLY___ ═
87
+ 2023-08-31 13:24:57,432 INFO ___FILE_ONLY___ ═
88
+ 2023-08-31 13:24:57,488 INFO ___FILE_ONLY___ ═
89
+ 2023-08-31 13:24:57,533 INFO ___FILE_ONLY___ ═
90
+ 2023-08-31 13:24:57,584 INFO ___FILE_ONLY___ ═
91
+ 2023-08-31 13:24:57,635 INFO ___FILE_ONLY___ ═
92
+ 2023-08-31 13:24:57,688 INFO ___FILE_ONLY___ ═
93
+ 2023-08-31 13:24:57,806 INFO ___FILE_ONLY___ ═
94
+ 2023-08-31 13:24:57,879 INFO ___FILE_ONLY___ ═
95
+ 2023-08-31 13:24:57,928 INFO ___FILE_ONLY___ ═
96
+ 2023-08-31 13:24:57,979 INFO ___FILE_ONLY___ ═
97
+ 2023-08-31 13:24:58,028 INFO ___FILE_ONLY___ ═
98
+ 2023-08-31 13:24:58,075 INFO ___FILE_ONLY___ ═
99
+ 2023-08-31 13:24:58,152 INFO ___FILE_ONLY___ ═
100
+ 2023-08-31 13:24:58,207 INFO ___FILE_ONLY___ ═
101
+ 2023-08-31 13:24:58,276 INFO ___FILE_ONLY___ ═
102
+ 2023-08-31 13:24:58,328 INFO ___FILE_ONLY___ ═
103
+ 2023-08-31 13:24:58,381 INFO ___FILE_ONLY___ ═
104
+ 2023-08-31 13:24:58,430 INFO ___FILE_ONLY___ ═
105
+ 2023-08-31 13:24:58,715 INFO ___FILE_ONLY___ ═
106
+ 2023-08-31 13:24:58,909 INFO ___FILE_ONLY___ ═
107
+ 2023-08-31 13:24:59,028 INFO ___FILE_ONLY___ ═
108
+ 2023-08-31 13:24:59,067 INFO ___FILE_ONLY___ ═
109
+ 2023-08-31 13:24:59,101 INFO ___FILE_ONLY___ ═
110
+ 2023-08-31 13:24:59,131 INFO ___FILE_ONLY___ ═
111
+ 2023-08-31 13:24:59,161 INFO ___FILE_ONLY___ ═
112
+ 2023-08-31 13:24:59,203 INFO ___FILE_ONLY___ ═
113
+ 2023-08-31 13:24:59,287 INFO ___FILE_ONLY___ ═
114
+ 2023-08-31 13:24:59,354 INFO ___FILE_ONLY___ ═
115
+ 2023-08-31 13:24:59,431 INFO ___FILE_ONLY___ ═
116
+ 2023-08-31 13:24:59,508 INFO ___FILE_ONLY___ ═
117
+ 2023-08-31 13:24:59,569 INFO ___FILE_ONLY___ ═
118
+ 2023-08-31 13:24:59,624 INFO ___FILE_ONLY___ ═
119
+ 2023-08-31 13:24:59,675 INFO ___FILE_ONLY___ ═
120
+ 2023-08-31 13:24:59,731 INFO ___FILE_ONLY___ ═
121
+ 2023-08-31 13:24:59,781 INFO ___FILE_ONLY___ ═
122
+ 2023-08-31 13:24:59,781 INFO ___FILE_ONLY___ ╝
123
+
124
+ 2023-08-31 13:25:02,456 INFO ___FILE_ONLY___ ╔════════════════════════════════════════════════════════════╗
125
+
126
+ 2023-08-31 13:25:02,456 INFO ___FILE_ONLY___ ╠═ Installing: gcloud Alpha Commands ═╣
127
+
128
+ 2023-08-31 13:25:02,456 INFO ___FILE_ONLY___ β•š
129
+ 2023-08-31 13:25:02,460 DEBUG urllib3.connectionpool Starting new HTTPS connection (1): dl.google.com:443
130
+ 2023-08-31 13:25:02,598 DEBUG urllib3.connectionpool https://dl.google.com:443 "GET /dl/cloudsdk/channels/rapid/components/google-cloud-sdk-alpha-20230822145232.tar.gz HTTP/1.1" 200 800
131
+ 2023-08-31 13:25:02,599 INFO ___FILE_ONLY___ ══════════════════════════════
132
+ 2023-08-31 13:25:02,600 INFO ___FILE_ONLY___ ══════════════════════════════
133
+ 2023-08-31 13:25:02,600 INFO ___FILE_ONLY___ ╝
134
+
135
+ 2023-08-31 13:25:02,609 INFO ___FILE_ONLY___ ╔════════════════════════════════════════════════════════════╗
136
+
137
+ 2023-08-31 13:25:02,610 INFO ___FILE_ONLY___ ╠═ Installing: gcloud Beta Commands ═╣
138
+
139
+ 2023-08-31 13:25:02,610 INFO ___FILE_ONLY___ β•š
140
+ 2023-08-31 13:25:02,614 DEBUG urllib3.connectionpool Starting new HTTPS connection (1): dl.google.com:443
141
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148
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149
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151
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+ Update done!
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README.md CHANGED
@@ -1,12 +1,6 @@
1
  ---
2
  title: Model
3
- emoji: πŸ¦€
4
- colorFrom: yellow
5
- colorTo: green
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  sdk: gradio
7
  sdk_version: 3.42.0
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9
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  ---
11
-
12
- Check out the configuration reference at https://huggingface.co/docs/hub/spaces-config-reference
 
1
  ---
2
  title: Model
3
+ app_file: app.py
 
 
4
  sdk: gradio
5
  sdk_version: 3.42.0
 
 
6
  ---
 
 
app.py ADDED
@@ -0,0 +1,150 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ import pandas as pd
2
+ from transformers import GPT2Tokenizer, GPT2LMHeadModel
3
+ from torch.utils.data import Dataset, DataLoader
4
+ import torch.optim as optim
5
+ import torch
6
+ import torch.nn as nn
7
+
8
+ # Preprocess reviews
9
+ reviews_path = "data_reviews.txt"
10
+ with open(reviews_path, "r") as reviews_raw:
11
+ reviews = reviews_raw.readlines()
12
+ reviews = [review.replace("TL;DR", " TL;DR ") for review in reviews]
13
+
14
+ max_length = 200
15
+
16
+ tokenizer = GPT2Tokenizer.from_pretrained("gpt2")
17
+ model = GPT2LMHeadModel.from_pretrained("gpt2")
18
+ optimizer = optim.AdamW(model.parameters(), lr=3e-4)
19
+ extra_length = len(tokenizer.encode(" TL;DR "))
20
+
21
+
22
+
23
+ from peft import LoraConfig, get_peft_model
24
+
25
+ config = LoraConfig(
26
+ r=512,
27
+ lora_alpha=32,
28
+ lora_dropout=0.05,
29
+ bias="none",
30
+ task_type="CAUSAL_LM"
31
+ )
32
+
33
+ model = get_peft_model(model, config)
34
+
35
+
36
+
37
+ model = model.to('cuda')
38
+
39
+ class ReviewDataset(Dataset):
40
+ def __init__(self, tokenizer, reviews, max_len):
41
+ self.max_len = max_len
42
+ self.tokenizer = tokenizer
43
+ self.eos = self.tokenizer.eos_token
44
+ self.eos_id = self.tokenizer.eos_token_id
45
+ self.reviews = reviews
46
+ self.result = []
47
+
48
+ for review in self.reviews:
49
+ # Encode the text using tokenizer.encode(). Add EOS at the end
50
+ tokenized = self.tokenizer.encode(review + self.eos)
51
+
52
+ # Padding/truncating the encoded sequence to max_len
53
+ padded = self.pad_truncate(tokenized)
54
+
55
+ # Creating a tensor and adding to the result
56
+ self.result.append(torch.tensor(padded))
57
+
58
+ def __len__(self):
59
+ return len(self.result)
60
+
61
+ def __getitem__(self, item):
62
+ return self.result[item]
63
+
64
+ def pad_truncate(self, name):
65
+ name_length = len(name) - extra_length
66
+ if name_length < self.max_len:
67
+ difference = self.max_len - name_length
68
+ result = name + [self.eos_id] * difference
69
+ elif name_length > self.max_len:
70
+ result = name[:self.max_len + 3]+[self.eos_id]
71
+ else:
72
+ result = name
73
+ return result
74
+
75
+ dataset = ReviewDataset(tokenizer, reviews, max_length)
76
+ dataloader = DataLoader(dataset, batch_size=32, shuffle=True, drop_last=True)
77
+ epochs = 2
78
+ for epoch in range(epochs):
79
+ for batch in dataloader:
80
+ with torch.set_grad_enabled(True):
81
+ optimizer.zero_grad()
82
+ batch = batch.to('cuda')
83
+ output = model(batch, labels=batch)
84
+ loss = output.loss
85
+ loss.backward()
86
+ optimizer.step()
87
+ print(f'Epoch {epoch+1}/{epochs}, Loss: {loss.item()}')
88
+
89
+ import numpy as np
90
+ import random
91
+ def topk(probs, n=9):
92
+ # The scores are initially softmaxed to convert to probabilities
93
+ probs = torch.softmax(probs, dim= -1)
94
+
95
+ # PyTorch has its own topk method, which we use here
96
+ tokensProb, topIx = torch.topk(probs, k=n)
97
+
98
+ # The new selection pool (9 choices) is normalized
99
+ tokensProb = tokensProb / torch.sum(tokensProb)
100
+
101
+ # Send to CPU for numpy handling
102
+ tokensProb = tokensProb.cpu().detach().numpy()
103
+
104
+ # Make a random choice from the pool based on the new prob distribution
105
+ choice = np.random.choice(n, 1, p = tokensProb)
106
+ tokenId = topIx[choice][0]
107
+
108
+ return int(tokenId)
109
+
110
+ def model_infer(model, tokenizer, review, max_length=15):
111
+ # Preprocess the init token (task designator)
112
+ review_encoded = tokenizer.encode(review)
113
+ result = review_encoded
114
+ initial_input = torch.tensor(review_encoded).unsqueeze(0).to('cuda')
115
+
116
+ with torch.set_grad_enabled(False):
117
+ # Feed the init token to the model
118
+ output = model(initial_input)
119
+
120
+ # Flatten the logits at the final time step
121
+ logits = output.logits[0,-1]
122
+
123
+ # Make a top-k choice and append to the result
124
+ result.append(topk(logits))
125
+
126
+ # For max_length times:
127
+ for _ in range(max_length):
128
+ # Feed the current sequence to the model and make a choice
129
+ input = torch.tensor(result).unsqueeze(0).to('cuda')
130
+ output = model(input)
131
+ logits = output.logits[0,-1]
132
+ res_id = topk(logits)
133
+
134
+ # If the chosen token is EOS, return the result
135
+ if res_id == tokenizer.eos_token_id:
136
+ return tokenizer.decode(result)
137
+ else: # Append to the sequence
138
+ result.append(res_id)
139
+ # IF no EOS is generated, return after the max_len
140
+ return tokenizer.decode(result)
141
+
142
+
143
+ import gradio as gr
144
+ def summarize(review):
145
+ summary = model_infer(model, tokenizer, review + " TL;DR ")
146
+ return summary.split(" TL;DR ")[1].strip()
147
+
148
+ iface = gr.Interface(fn=summarize, inputs="text", outputs="text")
149
+ iface.launch(share=True)
150
+
data_reviews.txt ADDED
The diff for this file is too large to render. See raw diff
 
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+ "architectures": [
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+ "GPT2LMHeadModel"
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+ "vocab_size": 50257
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+ }
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requirements.txt ADDED
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1
+ pandas
2
+ torch
3
+ transformers
4
+ datasets
5
+ loralib
6
+ gradio
7
+ peft
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).
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