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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/2024.03.14/13.26.14.309360.log +596 -0
  10. .config/logs/2024.03.14/13.26.40.757343.log +5 -0
  11. .config/logs/2024.03.14/13.26.50.913748.log +169 -0
  12. .config/logs/2024.03.14/13.26.59.167795.log +5 -0
  13. .config/logs/2024.03.14/13.27.09.269770.log +8 -0
  14. .config/logs/2024.03.14/13.27.10.079071.log +8 -0
  15. .gitattributes +2 -0
  16. README.md +1 -7
  17. __pycache__/helper.cpython-310.pyc +0 -0
  18. app.py +35 -0
  19. dwayne-the-rock-.jpg +0 -0
  20. helper.py +231 -0
  21. pedestrians-on-crosswalk.jpg +0 -0
  22. sample_data/README.md +19 -0
  23. sample_data/anscombe.json +49 -0
  24. sample_data/california_housing_test.csv +0 -0
  25. sample_data/california_housing_train.csv +0 -0
  26. sample_data/mnist_test.csv +3 -0
  27. 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: 1710422810.197324
.config/.last_update_check.json ADDED
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+ {"last_update_check_time": 1710422818.5078816, "last_update_check_revision": 20240308155052, "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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+ [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/2024.03.14/13.26.14.309360.log ADDED
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+ 2024-03-14 13:26:29,764 INFO ___FILE_ONLY___ ╠═ Installing: BigQuery Command Line Tool (Platform Spec... ═╣
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+ 2024-03-14 13:26:29,768 DEBUG urllib3.connectionpool Starting new HTTPS connection (1): dl.google.com:443
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+ 2024-03-14 13:26:29,882 DEBUG urllib3.connectionpool https://dl.google.com:443 "GET /dl/cloudsdk/channels/rapid/components/google-cloud-sdk-bq-nix-20240106004423.tar.gz HTTP/1.1" 200 2026
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+ 2024-03-14 13:26:29,883 INFO ___FILE_ONLY___ ══════════════════════════════
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+ 2024-03-14 13:26:29,892 INFO ___FILE_ONLY___ ╔════════════════════════════════════════════════════════════╗
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+ 2024-03-14 13:26:29,892 INFO ___FILE_ONLY___ ╠═ Installing: Bundled Python 3.11 ═╣
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+ 2024-03-14 13:26:29,897 INFO ___FILE_ONLY___ ════════════════════════════════════════════════════════════
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+ 2024-03-14 13:26:29,899 INFO ___FILE_ONLY___ ╠═ Installing: Bundled Python 3.11 ═╣
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+ 2024-03-14 13:26:29,899 INFO ___FILE_ONLY___ ╚
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+ 2024-03-14 13:26:29,902 DEBUG urllib3.connectionpool Starting new HTTPS connection (1): dl.google.com:443
300
+ 2024-03-14 13:26:30,016 DEBUG urllib3.connectionpool https://dl.google.com:443 "GET /dl/cloudsdk/channels/rapid/components/google-cloud-sdk-bundled-python3-unix-linux-x86_64-20240229170130.tar.gz HTTP/1.1" 200 78486918
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361
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362
+
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364
+
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+ 2024-03-14 13:26:35,271 INFO ___FILE_ONLY___ ╠═ Installing: Cloud Storage Command Line Tool ═╣
366
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368
+ 2024-03-14 13:26:35,275 DEBUG urllib3.connectionpool Starting new HTTPS connection (1): dl.google.com:443
369
+ 2024-03-14 13:26:35,390 DEBUG urllib3.connectionpool https://dl.google.com:443 "GET /dl/cloudsdk/channels/rapid/components/google-cloud-sdk-gsutil-20231025210228.tar.gz HTTP/1.1" 200 11833901
370
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371
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378
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380
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381
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382
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383
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384
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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
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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
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402
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403
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405
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406
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407
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408
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409
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410
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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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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
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431
+
432
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433
+
434
+ 2024-03-14 13:26:36,935 INFO ___FILE_ONLY___ ╠═ Installing: Cloud Storage Command Line Tool (Platform... ═╣
435
+
436
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437
+ 2024-03-14 13:26:36,943 DEBUG urllib3.connectionpool Starting new HTTPS connection (1): dl.google.com:443
438
+ 2024-03-14 13:26:37,056 DEBUG urllib3.connectionpool https://dl.google.com:443 "GET /dl/cloudsdk/channels/rapid/components/google-cloud-sdk-gsutil-nix-20240106004423.tar.gz HTTP/1.1" 200 2042
439
+ 2024-03-14 13:26:37,056 INFO ___FILE_ONLY___ ══════════════════════════════
440
+ 2024-03-14 13:26:37,057 INFO ___FILE_ONLY___ ══════════════════════════════
441
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442
+
443
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444
+
445
+ 2024-03-14 13:26:37,066 INFO ___FILE_ONLY___ ╠═ Installing: Default set of gcloud commands ═╣
446
+
447
+ 2024-03-14 13:26:37,066 INFO ___FILE_ONLY___ ╚
448
+ 2024-03-14 13:26:37,070 INFO ___FILE_ONLY___ ════════════════════════════════════════════════════════════
449
+ 2024-03-14 13:26:37,070 INFO ___FILE_ONLY___ ╝
450
+
451
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452
+
453
+ 2024-03-14 13:26:37,072 INFO ___FILE_ONLY___ ╠═ Installing: Google Cloud CLI Core Libraries (Platform... ═╣
454
+
455
+ 2024-03-14 13:26:37,072 INFO ___FILE_ONLY___ ╚
456
+ 2024-03-14 13:26:37,076 DEBUG urllib3.connectionpool Starting new HTTPS connection (1): dl.google.com:443
457
+ 2024-03-14 13:26:37,195 DEBUG urllib3.connectionpool https://dl.google.com:443 "GET /dl/cloudsdk/channels/rapid/components/google-cloud-sdk-core-nix-20240106004423.tar.gz HTTP/1.1" 200 2410
458
+ 2024-03-14 13:26:37,196 INFO ___FILE_ONLY___ ══════════════════════════════
459
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460
+ 2024-03-14 13:26:37,198 INFO ___FILE_ONLY___ ═══════════════
461
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462
+
463
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464
+
465
+ 2024-03-14 13:26:37,206 INFO ___FILE_ONLY___ ╠═ Installing: Google Cloud CRC32C Hash Tool ═╣
466
+
467
+ 2024-03-14 13:26:37,206 INFO ___FILE_ONLY___ ╚
468
+ 2024-03-14 13:26:37,210 DEBUG urllib3.connectionpool Starting new HTTPS connection (1): dl.google.com:443
469
+ 2024-03-14 13:26:37,329 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
470
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471
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472
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473
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474
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475
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476
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477
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478
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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
+ 2024-03-14 13:26:37,339 INFO ___FILE_ONLY___ ═
488
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489
+ 2024-03-14 13:26:37,340 INFO ___FILE_ONLY___ ═
490
+ 2024-03-14 13:26:37,340 INFO ___FILE_ONLY___ ═
491
+ 2024-03-14 13:26:37,340 INFO ___FILE_ONLY___ ═
492
+ 2024-03-14 13:26:37,340 INFO ___FILE_ONLY___ ═
493
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494
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495
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496
+ 2024-03-14 13:26:37,341 INFO ___FILE_ONLY___ ═
497
+ 2024-03-14 13:26:37,341 INFO ___FILE_ONLY___ ═
498
+ 2024-03-14 13:26:37,341 INFO ___FILE_ONLY___ ═
499
+ 2024-03-14 13:26:37,341 INFO ___FILE_ONLY___ ═
500
+ 2024-03-14 13:26:37,375 INFO ___FILE_ONLY___ ═══════════════
501
+ 2024-03-14 13:26:37,375 INFO ___FILE_ONLY___ ═══════════════
502
+ 2024-03-14 13:26:37,375 INFO ___FILE_ONLY___ ╝
503
+
504
+ 2024-03-14 13:26:37,384 INFO ___FILE_ONLY___ ╔════════════════════════════════════════════════════════════╗
505
+
506
+ 2024-03-14 13:26:37,384 INFO ___FILE_ONLY___ ╠═ Installing: Google Cloud CRC32C Hash Tool ═╣
507
+
508
+ 2024-03-14 13:26:37,384 INFO ___FILE_ONLY___ ╚
509
+ 2024-03-14 13:26:37,388 INFO ___FILE_ONLY___ ════════════════════════════════════════════════════════════
510
+ 2024-03-14 13:26:37,389 INFO ___FILE_ONLY___ ╝
511
+
512
+ 2024-03-14 13:26:37,390 INFO ___FILE_ONLY___ ╔════════════════════════════════════════════════════════════╗
513
+
514
+ 2024-03-14 13:26:37,391 INFO ___FILE_ONLY___ ╠═ Installing: anthoscli ═╣
515
+
516
+ 2024-03-14 13:26:37,391 INFO ___FILE_ONLY___ ╚
517
+ 2024-03-14 13:26:37,394 DEBUG urllib3.connectionpool Starting new HTTPS connection (1): dl.google.com:443
518
+ 2024-03-14 13:26:37,507 DEBUG urllib3.connectionpool https://dl.google.com:443 "GET /dl/cloudsdk/channels/rapid/components/google-cloud-sdk-anthoscli-linux-x86_64-20240209195330.tar.gz HTTP/1.1" 200 72231225
519
+ 2024-03-14 13:26:37,737 INFO ___FILE_ONLY___ ═
520
+ 2024-03-14 13:26:37,739 INFO ___FILE_ONLY___ ═
521
+ 2024-03-14 13:26:37,742 INFO ___FILE_ONLY___ ═
522
+ 2024-03-14 13:26:37,744 INFO ___FILE_ONLY___ ═
523
+ 2024-03-14 13:26:37,747 INFO ___FILE_ONLY___ ═
524
+ 2024-03-14 13:26:37,749 INFO ___FILE_ONLY___ ═
525
+ 2024-03-14 13:26:37,752 INFO ___FILE_ONLY___ ═
526
+ 2024-03-14 13:26:37,754 INFO ___FILE_ONLY___ ═
527
+ 2024-03-14 13:26:37,757 INFO ___FILE_ONLY___ ═
528
+ 2024-03-14 13:26:37,759 INFO ___FILE_ONLY___ ═
529
+ 2024-03-14 13:26:37,762 INFO ___FILE_ONLY___ ═
530
+ 2024-03-14 13:26:37,764 INFO ___FILE_ONLY___ ═
531
+ 2024-03-14 13:26:37,767 INFO ___FILE_ONLY___ ═
532
+ 2024-03-14 13:26:37,770 INFO ___FILE_ONLY___ ═
533
+ 2024-03-14 13:26:37,772 INFO ___FILE_ONLY___ ═
534
+ 2024-03-14 13:26:37,775 INFO ___FILE_ONLY___ ═
535
+ 2024-03-14 13:26:37,777 INFO ___FILE_ONLY___ ═
536
+ 2024-03-14 13:26:37,780 INFO ___FILE_ONLY___ ═
537
+ 2024-03-14 13:26:37,782 INFO ___FILE_ONLY___ ═
538
+ 2024-03-14 13:26:37,785 INFO ___FILE_ONLY___ ═
539
+ 2024-03-14 13:26:37,787 INFO ___FILE_ONLY___ ═
540
+ 2024-03-14 13:26:37,790 INFO ___FILE_ONLY___ ═
541
+ 2024-03-14 13:26:37,793 INFO ___FILE_ONLY___ ═
542
+ 2024-03-14 13:26:37,795 INFO ___FILE_ONLY___ ═
543
+ 2024-03-14 13:26:37,798 INFO ___FILE_ONLY___ ═
544
+ 2024-03-14 13:26:37,800 INFO ___FILE_ONLY___ ═
545
+ 2024-03-14 13:26:37,803 INFO ___FILE_ONLY___ ═
546
+ 2024-03-14 13:26:37,805 INFO ___FILE_ONLY___ ═
547
+ 2024-03-14 13:26:37,808 INFO ___FILE_ONLY___ ═
548
+ 2024-03-14 13:26:37,810 INFO ___FILE_ONLY___ ═
549
+ 2024-03-14 13:26:39,984 INFO ___FILE_ONLY___ ══════════
550
+ 2024-03-14 13:26:39,989 INFO ___FILE_ONLY___ ═════════
551
+ 2024-03-14 13:26:40,015 INFO ___FILE_ONLY___ ═══════════
552
+ 2024-03-14 13:26:40,015 INFO ___FILE_ONLY___ ╝
553
+
554
+ 2024-03-14 13:26:40,036 INFO ___FILE_ONLY___ ╔═════════════════════════════════��══════════════════════════╗
555
+
556
+ 2024-03-14 13:26:40,036 INFO ___FILE_ONLY___ ╠═ Installing: anthoscli ═╣
557
+
558
+ 2024-03-14 13:26:40,036 INFO ___FILE_ONLY___ ╚
559
+ 2024-03-14 13:26:40,041 INFO ___FILE_ONLY___ ════════════════════════════════════════════════════════════
560
+ 2024-03-14 13:26:40,041 INFO ___FILE_ONLY___ ╝
561
+
562
+ 2024-03-14 13:26:40,043 INFO ___FILE_ONLY___ ╔════════════════════════════════════════════════════════════╗
563
+
564
+ 2024-03-14 13:26:40,043 INFO ___FILE_ONLY___ ╠═ Installing: gcloud cli dependencies ═╣
565
+
566
+ 2024-03-14 13:26:40,043 INFO ___FILE_ONLY___ ╚
567
+ 2024-03-14 13:26:40,046 DEBUG urllib3.connectionpool Starting new HTTPS connection (1): dl.google.com:443
568
+ 2024-03-14 13:26:40,161 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
+ 2024-03-14 13:26:40,162 INFO ___FILE_ONLY___ ══════════════════════════════
570
+ 2024-03-14 13:26:40,162 INFO ___FILE_ONLY___ ══════════════════════════════
571
+ 2024-03-14 13:26:40,162 INFO ___FILE_ONLY___ ╝
572
+
573
+ 2024-03-14 13:26:40,170 INFO ___FILE_ONLY___ ╔════════════════════════════════════════════════════════════╗
574
+
575
+ 2024-03-14 13:26:40,171 INFO ___FILE_ONLY___ ╠═ Creating backup and activating new installation ═╣
576
+
577
+ 2024-03-14 13:26:40,171 INFO ___FILE_ONLY___ ╚
578
+ 2024-03-14 13:26:40,171 DEBUG root Attempting to move directory [/tools/google-cloud-sdk] to [/tools/google-cloud-sdk.staging/.install/.backup]
579
+ 2024-03-14 13:26:40,171 INFO ___FILE_ONLY___ ══════════════════════════════
580
+ 2024-03-14 13:26:40,171 DEBUG root Attempting to move directory [/tools/google-cloud-sdk.staging] to [/tools/google-cloud-sdk]
581
+ 2024-03-14 13:26:40,171 INFO ___FILE_ONLY___ ══════════════════════════════
582
+ 2024-03-14 13:26:40,171 INFO ___FILE_ONLY___ ╝
583
+
584
+ 2024-03-14 13:26:40,175 DEBUG root Updating notification cache...
585
+ 2024-03-14 13:26:40,175 INFO ___FILE_ONLY___
586
+
587
+ 2024-03-14 13:26:40,177 INFO ___FILE_ONLY___ Performing post processing steps...
588
+ 2024-03-14 13:26:40,178 DEBUG root Executing command: ['/tools/google-cloud-sdk/bin/gcloud', 'components', 'post-process']
589
+ 2024-03-14 13:26:50,027 DEBUG ___FILE_ONLY___
590
+ 2024-03-14 13:26:50,027 DEBUG ___FILE_ONLY___
591
+ 2024-03-14 13:26:50,192 INFO ___FILE_ONLY___
592
+ Update done!
593
+
594
+
595
+ 2024-03-14 13:26:50,196 DEBUG root Chosen display Format:none
596
+ 2024-03-14 13:26:50,196 INFO root Display format: "none"
.config/logs/2024.03.14/13.26.40.757343.log ADDED
@@ -0,0 +1,5 @@
 
 
 
 
 
 
1
+ 2024-03-14 13:26:40,758 DEBUG root Loaded Command Group: ['gcloud', 'components']
2
+ 2024-03-14 13:26:40,760 DEBUG root Loaded Command Group: ['gcloud', 'components', 'post_process']
3
+ 2024-03-14 13:26:40,762 DEBUG root Running [gcloud.components.post-process] with arguments: []
4
+ 2024-03-14 13:26:49,877 DEBUG root Chosen display Format:none
5
+ 2024-03-14 13:26:49,877 INFO root Display format: "none"
.config/logs/2024.03.14/13.26.50.913748.log ADDED
@@ -0,0 +1,169 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ 2024-03-14 13:26:50,914 DEBUG root Loaded Command Group: ['gcloud', 'components']
2
+ 2024-03-14 13:26:50,917 DEBUG root Loaded Command Group: ['gcloud', 'components', 'update']
3
+ 2024-03-14 13:26:50,919 DEBUG root Running [gcloud.components.update] with arguments: [--quiet: "True", COMPONENT-IDS:8: "['gcloud', 'core', 'bq', 'gsutil', 'compute', 'preview', 'alpha', 'beta']"]
4
+ 2024-03-14 13:26:50,920 INFO ___FILE_ONLY___ Beginning update. This process may take several minutes.
5
+
6
+ 2024-03-14 13:26:50,926 DEBUG urllib3.connectionpool Starting new HTTPS connection (1): dl.google.com:443
7
+ 2024-03-14 13:26:50,997 DEBUG urllib3.connectionpool https://dl.google.com:443 "GET /dl/cloudsdk/channels/rapid/components-2.json HTTP/1.1" 200 214446
8
+ 2024-03-14 13:26:51,016 WARNING root Component [preview] no longer exists.
9
+ 2024-03-14 13:26:51,016 WARNING root Component [compute] no longer exists.
10
+ 2024-03-14 13:26:51,017 INFO ___FILE_ONLY___
11
+
12
+ 2024-03-14 13:26:51,018 INFO ___FILE_ONLY___
13
+ Your current Google Cloud CLI version is: 468.0.0
14
+
15
+ 2024-03-14 13:26:51,018 INFO ___FILE_ONLY___ Installing components from version: 468.0.0
16
+
17
+ 2024-03-14 13:26:51,018 INFO ___FILE_ONLY___
18
+
19
+ 2024-03-14 13:26:51,018 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
+ 2024-03-14 13:26:51,019 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
+ 2024-03-14 13:26:51,019 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
+ 2024-03-14 13:26:51,021 INFO ___FILE_ONLY___ ┌──────────────────────────────────────────────┐
23
+ 2024-03-14 13:26:51,021 INFO ___FILE_ONLY___
24
+
25
+ 2024-03-14 13:26:51,021 INFO ___FILE_ONLY___ │ These components will be installed. │
26
+ 2024-03-14 13:26:51,021 INFO ___FILE_ONLY___
27
+
28
+ 2024-03-14 13:26:51,021 INFO ___FILE_ONLY___ ├───────────────────────┬────────────┬─────────┤
29
+ 2024-03-14 13:26:51,021 INFO ___FILE_ONLY___
30
+
31
+ 2024-03-14 13:26:51,022 INFO ___FILE_ONLY___ │ Name │ Version │ Size │
32
+ 2024-03-14 13:26:51,022 INFO ___FILE_ONLY___
33
+
34
+ 2024-03-14 13:26:51,022 INFO ___FILE_ONLY___ ├───────────────────────┼────────────┼─────────┤
35
+ 2024-03-14 13:26:51,022 INFO ___FILE_ONLY___
36
+
37
+ 2024-03-14 13:26:51,022 INFO ___FILE_ONLY___ │
38
+ 2024-03-14 13:26:51,022 INFO ___FILE_ONLY___ gcloud Alpha Commands
39
+ 2024-03-14 13:26:51,022 INFO ___FILE_ONLY___
40
+ 2024-03-14 13:26:51,022 INFO ___FILE_ONLY___ │
41
+ 2024-03-14 13:26:51,022 INFO ___FILE_ONLY___ 2024.03.08
42
+ 2024-03-14 13:26:51,022 INFO ___FILE_ONLY___
43
+ 2024-03-14 13:26:51,022 INFO ___FILE_ONLY___ │
44
+ 2024-03-14 13:26:51,023 INFO ___FILE_ONLY___ < 1 MiB
45
+ 2024-03-14 13:26:51,023 INFO ___FILE_ONLY___
46
+ 2024-03-14 13:26:51,023 INFO ___FILE_ONLY___ │
47
+ 2024-03-14 13:26:51,023 INFO ___FILE_ONLY___
48
+
49
+ 2024-03-14 13:26:51,023 INFO ___FILE_ONLY___ │
50
+ 2024-03-14 13:26:51,023 INFO ___FILE_ONLY___ gcloud Beta Commands
51
+ 2024-03-14 13:26:51,023 INFO ___FILE_ONLY___
52
+ 2024-03-14 13:26:51,023 INFO ___FILE_ONLY___ │
53
+ 2024-03-14 13:26:51,023 INFO ___FILE_ONLY___ 2024.03.08
54
+ 2024-03-14 13:26:51,023 INFO ___FILE_ONLY___
55
+ 2024-03-14 13:26:51,023 INFO ___FILE_ONLY___ │
56
+ 2024-03-14 13:26:51,024 INFO ___FILE_ONLY___ < 1 MiB
57
+ 2024-03-14 13:26:51,024 INFO ___FILE_ONLY___
58
+ 2024-03-14 13:26:51,024 INFO ___FILE_ONLY___ │
59
+ 2024-03-14 13:26:51,024 INFO ___FILE_ONLY___
60
+
61
+ 2024-03-14 13:26:51,024 INFO ___FILE_ONLY___ └───────────────────────┴────────────┴─────────┘
62
+ 2024-03-14 13:26:51,024 INFO ___FILE_ONLY___
63
+
64
+ 2024-03-14 13:26:51,024 INFO ___FILE_ONLY___
65
+
66
+ 2024-03-14 13:26:51,028 DEBUG urllib3.connectionpool Starting new HTTPS connection (1): dl.google.com:443
67
+ 2024-03-14 13:26:51,145 DEBUG urllib3.connectionpool https://dl.google.com:443 "GET /dl/cloudsdk/channels/rapid/RELEASE_NOTES HTTP/1.1" 200 1169079
68
+ 2024-03-14 13:26:51,177 INFO ___FILE_ONLY___ For the latest full release notes, please visit:
69
+ https://cloud.google.com/sdk/release_notes
70
+
71
+
72
+ 2024-03-14 13:26:51,179 INFO ___FILE_ONLY___ ╔════════════════════════════════════════════════════════════╗
73
+
74
+ 2024-03-14 13:26:51,180 INFO ___FILE_ONLY___ ╠═ Creating update staging area ═╣
75
+
76
+ 2024-03-14 13:26:51,180 INFO ___FILE_ONLY___ ╚
77
+ 2024-03-14 13:26:51,180 INFO ___FILE_ONLY___ ══════
78
+ 2024-03-14 13:26:51,801 INFO ___FILE_ONLY___ ══════
79
+ 2024-03-14 13:26:51,801 INFO ___FILE_ONLY___ ══════
80
+ 2024-03-14 13:26:52,453 INFO ___FILE_ONLY___ ═
81
+ 2024-03-14 13:26:52,491 INFO ___FILE_ONLY___ ═
82
+ 2024-03-14 13:26:52,542 INFO ___FILE_ONLY___ ═
83
+ 2024-03-14 13:26:52,580 INFO ___FILE_ONLY___ ═
84
+ 2024-03-14 13:26:52,619 INFO ___FILE_ONLY___ ═
85
+ 2024-03-14 13:26:52,658 INFO ___FILE_ONLY___ ═
86
+ 2024-03-14 13:26:52,698 INFO ___FILE_ONLY___ ═
87
+ 2024-03-14 13:26:52,745 INFO ___FILE_ONLY___ ═
88
+ 2024-03-14 13:26:52,911 INFO ___FILE_ONLY___ ═
89
+ 2024-03-14 13:26:53,110 INFO ___FILE_ONLY___ ═
90
+ 2024-03-14 13:26:53,267 INFO ___FILE_ONLY___ ═
91
+ 2024-03-14 13:26:53,332 INFO ___FILE_ONLY___ ═
92
+ 2024-03-14 13:26:53,412 INFO ___FILE_ONLY___ ═
93
+ 2024-03-14 13:26:53,487 INFO ___FILE_ONLY___ ═
94
+ 2024-03-14 13:26:53,563 INFO ___FILE_ONLY___ ═
95
+ 2024-03-14 13:26:53,627 INFO ___FILE_ONLY___ ═
96
+ 2024-03-14 13:26:53,674 INFO ___FILE_ONLY___ ═
97
+ 2024-03-14 13:26:53,737 INFO ___FILE_ONLY___ ═
98
+ 2024-03-14 13:26:53,808 INFO ___FILE_ONLY___ ═
99
+ 2024-03-14 13:26:53,854 INFO ___FILE_ONLY___ ═
100
+ 2024-03-14 13:26:53,912 INFO ___FILE_ONLY___ ═
101
+ 2024-03-14 13:26:54,009 INFO ___FILE_ONLY___ ═
102
+ 2024-03-14 13:26:54,076 INFO ___FILE_ONLY___ ═
103
+ 2024-03-14 13:26:54,132 INFO ___FILE_ONLY___ ═
104
+ 2024-03-14 13:26:54,197 INFO ___FILE_ONLY___ ═
105
+ 2024-03-14 13:26:54,273 INFO ___FILE_ONLY___ ═
106
+ 2024-03-14 13:26:54,413 INFO ___FILE_ONLY___ ═
107
+ 2024-03-14 13:26:54,465 INFO ___FILE_ONLY___ ═
108
+ 2024-03-14 13:26:54,524 INFO ___FILE_ONLY___ ═
109
+ 2024-03-14 13:26:54,601 INFO ___FILE_ONLY___ ═
110
+ 2024-03-14 13:26:54,716 INFO ___FILE_ONLY___ ═
111
+ 2024-03-14 13:26:54,772 INFO ___FILE_ONLY___ ═
112
+ 2024-03-14 13:26:54,834 INFO ___FILE_ONLY___ ═
113
+ 2024-03-14 13:26:54,891 INFO ___FILE_ONLY___ ═
114
+ 2024-03-14 13:26:54,946 INFO ___FILE_ONLY___ ═
115
+ 2024-03-14 13:26:55,004 INFO ___FILE_ONLY___ ═
116
+ 2024-03-14 13:26:55,065 INFO ___FILE_ONLY___ ═
117
+ 2024-03-14 13:26:55,116 INFO ___FILE_ONLY___ ═
118
+ 2024-03-14 13:26:55,184 INFO ___FILE_ONLY___ ═
119
+ 2024-03-14 13:26:55,246 INFO ___FILE_ONLY___ ═
120
+ 2024-03-14 13:26:55,312 INFO ___FILE_ONLY___ ═
121
+ 2024-03-14 13:26:55,385 INFO ___FILE_ONLY___ ═
122
+ 2024-03-14 13:26:55,385 INFO ___FILE_ONLY___ ╝
123
+
124
+ 2024-03-14 13:26:58,294 INFO ___FILE_ONLY___ ╔════════════════════════════════════════════════════════════╗
125
+
126
+ 2024-03-14 13:26:58,294 INFO ___FILE_ONLY___ ╠═ Installing: gcloud Alpha Commands ═╣
127
+
128
+ 2024-03-14 13:26:58,294 INFO ___FILE_ONLY___ ╚
129
+ 2024-03-14 13:26:58,298 DEBUG urllib3.connectionpool Starting new HTTPS connection (1): dl.google.com:443
130
+ 2024-03-14 13:26:58,412 DEBUG urllib3.connectionpool https://dl.google.com:443 "GET /dl/cloudsdk/channels/rapid/components/google-cloud-sdk-alpha-20240308155052.tar.gz HTTP/1.1" 200 800
131
+ 2024-03-14 13:26:58,413 INFO ___FILE_ONLY___ ══════════════════════════════
132
+ 2024-03-14 13:26:58,414 INFO ___FILE_ONLY___ ══════════════════════════════
133
+ 2024-03-14 13:26:58,414 INFO ___FILE_ONLY___ ╝
134
+
135
+ 2024-03-14 13:26:58,422 INFO ___FILE_ONLY___ ╔════════════════════════════════════════════════════════════╗
136
+
137
+ 2024-03-14 13:26:58,422 INFO ___FILE_ONLY___ ╠═ Installing: gcloud Beta Commands ═╣
138
+
139
+ 2024-03-14 13:26:58,422 INFO ___FILE_ONLY___ ╚
140
+ 2024-03-14 13:26:58,426 DEBUG urllib3.connectionpool Starting new HTTPS connection (1): dl.google.com:443
141
+ 2024-03-14 13:26:58,493 DEBUG urllib3.connectionpool https://dl.google.com:443 "GET /dl/cloudsdk/channels/rapid/components/google-cloud-sdk-beta-20240308155052.tar.gz HTTP/1.1" 200 797
142
+ 2024-03-14 13:26:58,494 INFO ___FILE_ONLY___ ══════════════════════════════
143
+ 2024-03-14 13:26:58,495 INFO ___FILE_ONLY___ ══════════════════════════════
144
+ 2024-03-14 13:26:58,495 INFO ___FILE_ONLY___ ╝
145
+
146
+ 2024-03-14 13:26:58,503 INFO ___FILE_ONLY___ ��════════════════════════════════════════════════════════════╗
147
+
148
+ 2024-03-14 13:26:58,503 INFO ___FILE_ONLY___ ╠═ Creating backup and activating new installation ═╣
149
+
150
+ 2024-03-14 13:26:58,503 INFO ___FILE_ONLY___ ╚
151
+ 2024-03-14 13:26:58,503 DEBUG root Attempting to move directory [/tools/google-cloud-sdk] to [/tools/google-cloud-sdk.staging/.install/.backup]
152
+ 2024-03-14 13:26:58,503 INFO ___FILE_ONLY___ ══════════════════════════════
153
+ 2024-03-14 13:26:58,503 DEBUG root Attempting to move directory [/tools/google-cloud-sdk.staging] to [/tools/google-cloud-sdk]
154
+ 2024-03-14 13:26:58,503 INFO ___FILE_ONLY___ ══════════════════════════════
155
+ 2024-03-14 13:26:58,503 INFO ___FILE_ONLY___ ╝
156
+
157
+ 2024-03-14 13:26:58,507 DEBUG root Updating notification cache...
158
+ 2024-03-14 13:26:58,509 INFO ___FILE_ONLY___
159
+
160
+ 2024-03-14 13:26:58,511 INFO ___FILE_ONLY___ Performing post processing steps...
161
+ 2024-03-14 13:26:58,511 DEBUG root Executing command: ['/tools/google-cloud-sdk/bin/gcloud', 'components', 'post-process']
162
+ 2024-03-14 13:27:08,504 DEBUG ___FILE_ONLY___
163
+ 2024-03-14 13:27:08,505 DEBUG ___FILE_ONLY___
164
+ 2024-03-14 13:27:08,526 INFO ___FILE_ONLY___
165
+ Update done!
166
+
167
+
168
+ 2024-03-14 13:27:08,529 DEBUG root Chosen display Format:none
169
+ 2024-03-14 13:27:08,529 INFO root Display format: "none"
.config/logs/2024.03.14/13.26.59.167795.log ADDED
@@ -0,0 +1,5 @@
 
 
 
 
 
 
1
+ 2024-03-14 13:26:59,169 DEBUG root Loaded Command Group: ['gcloud', 'components']
2
+ 2024-03-14 13:26:59,171 DEBUG root Loaded Command Group: ['gcloud', 'components', 'post_process']
3
+ 2024-03-14 13:26:59,173 DEBUG root Running [gcloud.components.post-process] with arguments: []
4
+ 2024-03-14 13:27:08,351 DEBUG root Chosen display Format:none
5
+ 2024-03-14 13:27:08,351 INFO root Display format: "none"
.config/logs/2024.03.14/13.27.09.269770.log ADDED
@@ -0,0 +1,8 @@
 
 
 
 
 
 
 
 
 
1
+ 2024-03-14 13:27:09,271 DEBUG root Loaded Command Group: ['gcloud', 'config']
2
+ 2024-03-14 13:27:09,301 DEBUG root Loaded Command Group: ['gcloud', 'config', 'set']
3
+ 2024-03-14 13:27:09,304 DEBUG root Running [gcloud.config.set] with arguments: [SECTION/PROPERTY: "component_manager/disable_update_check", VALUE: "true"]
4
+ 2024-03-14 13:27:09,305 INFO ___FILE_ONLY___ Updated property [component_manager/disable_update_check].
5
+
6
+ 2024-03-14 13:27:09,306 DEBUG root Chosen display Format:default
7
+ 2024-03-14 13:27:09,306 INFO root Display format: "default"
8
+ 2024-03-14 13:27:09,307 DEBUG root SDK update checks are disabled.
.config/logs/2024.03.14/13.27.10.079071.log ADDED
@@ -0,0 +1,8 @@
 
 
 
 
 
 
 
 
 
1
+ 2024-03-14 13:27:10,081 DEBUG root Loaded Command Group: ['gcloud', 'config']
2
+ 2024-03-14 13:27:10,110 DEBUG root Loaded Command Group: ['gcloud', 'config', 'set']
3
+ 2024-03-14 13:27:10,112 DEBUG root Running [gcloud.config.set] with arguments: [SECTION/PROPERTY: "compute/gce_metadata_read_timeout_sec", VALUE: "0"]
4
+ 2024-03-14 13:27:10,113 INFO ___FILE_ONLY___ Updated property [compute/gce_metadata_read_timeout_sec].
5
+
6
+ 2024-03-14 13:27:10,114 DEBUG root Chosen display Format:default
7
+ 2024-03-14 13:27:10,115 INFO root Display format: "default"
8
+ 2024-03-14 13:27:10,115 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
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  *.zst filter=lfs diff=lfs merge=lfs -text
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  *tfevents* filter=lfs diff=lfs merge=lfs -text
 
 
 
33
  *.zip filter=lfs diff=lfs merge=lfs -text
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  *.zst filter=lfs diff=lfs merge=lfs -text
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  *tfevents* filter=lfs diff=lfs merge=lfs -text
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+ 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: DepthEstimation
3
- emoji: 🏃
4
- colorFrom: blue
5
- colorTo: purple
6
  sdk: gradio
7
  sdk_version: 4.21.0
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: DepthEstimation
3
+ app_file: app.py
 
 
4
  sdk: gradio
5
  sdk_version: 4.21.0
 
 
6
  ---
 
 
__pycache__/helper.cpython-310.pyc ADDED
Binary file (2.24 kB). View file
 
app.py ADDED
@@ -0,0 +1,35 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ import os
2
+ import gradio as gr
3
+ import torch
4
+ import numpy as np
5
+ from transformers import pipeline
6
+ from PIL import Image
7
+
8
+
9
+ depth_estimator = pipeline(task="depth-estimation", model="Intel/dpt-hybrid-midas")
10
+
11
+
12
+ def launch(input_image):
13
+ out = depth_estimator(input_image)
14
+
15
+ # resize the prediction
16
+ prediction = torch.nn.functional.interpolate(
17
+ out["predicted_depth"].unsqueeze(1),
18
+ size=input_image.size[::-1],
19
+ mode="bicubic",
20
+ align_corners=False,
21
+ )
22
+
23
+ # normalize the prediction
24
+ output = prediction.squeeze().numpy()
25
+ formatted = (output * 255 / np.max(output)).astype("uint8")
26
+ depth = Image.fromarray(formatted)
27
+ return depth
28
+
29
+
30
+ iface = gr.Interface(launch,
31
+ inputs=gr.Image(type='pil'),
32
+ outputs=gr.Image(type='pil'))
33
+
34
+
35
+ iface.launch(share=True)
dwayne-the-rock-.jpg ADDED
helper.py ADDED
@@ -0,0 +1,231 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ import io
2
+ import matplotlib.pyplot as plt
3
+ import requests
4
+ import inflect
5
+ from PIL import Image
6
+
7
+ def load_image_from_url(url):
8
+ return Image.open(requests.get(url, stream=True).raw)
9
+
10
+ def render_results_in_image(in_pil_img, in_results):
11
+ plt.figure(figsize=(16, 10))
12
+ plt.imshow(in_pil_img)
13
+
14
+ ax = plt.gca()
15
+
16
+ for prediction in in_results:
17
+
18
+ x, y = prediction['box']['xmin'], prediction['box']['ymin']
19
+ w = prediction['box']['xmax'] - prediction['box']['xmin']
20
+ h = prediction['box']['ymax'] - prediction['box']['ymin']
21
+
22
+ ax.add_patch(plt.Rectangle((x, y),
23
+ w,
24
+ h,
25
+ fill=False,
26
+ color="green",
27
+ linewidth=2))
28
+ ax.text(
29
+ x,
30
+ y,
31
+ f"{prediction['label']}: {round(prediction['score']*100, 1)}%",
32
+ color='red'
33
+ )
34
+
35
+ plt.axis("off")
36
+
37
+ # Save the modified image to a BytesIO object
38
+ img_buf = io.BytesIO()
39
+ plt.savefig(img_buf, format='png',
40
+ bbox_inches='tight',
41
+ pad_inches=0)
42
+ img_buf.seek(0)
43
+ modified_image = Image.open(img_buf)
44
+
45
+ # Close the plot to prevent it from being displayed
46
+ plt.close()
47
+
48
+ return modified_image
49
+
50
+ def summarize_predictions_natural_language(predictions):
51
+ summary = {}
52
+ p = inflect.engine()
53
+
54
+ for prediction in predictions:
55
+ label = prediction['label']
56
+ if label in summary:
57
+ summary[label] += 1
58
+ else:
59
+ summary[label] = 1
60
+
61
+ result_string = "In this image, there are "
62
+ for i, (label, count) in enumerate(summary.items()):
63
+ count_string = p.number_to_words(count)
64
+ result_string += f"{count_string} {label}"
65
+ if count > 1:
66
+ result_string += "s"
67
+
68
+ result_string += " "
69
+
70
+ if i == len(summary) - 2:
71
+ result_string += "and "
72
+
73
+ # Remove the trailing comma and space
74
+ result_string = result_string.rstrip(', ') + "."
75
+
76
+ return result_string
77
+
78
+
79
+ ##### To ignore warnings #####
80
+ import warnings
81
+ import logging
82
+ from transformers import logging as hf_logging
83
+
84
+ def ignore_warnings():
85
+ # Ignore specific Python warnings
86
+ warnings.filterwarnings("ignore", message="Some weights of the model checkpoint")
87
+ warnings.filterwarnings("ignore", message="Could not find image processor class")
88
+ warnings.filterwarnings("ignore", message="The `max_size` parameter is deprecated")
89
+
90
+ # Adjust logging for libraries using the logging module
91
+ logging.basicConfig(level=logging.ERROR)
92
+ hf_logging.set_verbosity_error()
93
+
94
+ ########
95
+
96
+ import numpy as np
97
+ import torch
98
+ import matplotlib.pyplot as plt
99
+
100
+ def show_mask(mask, ax, random_color=False):
101
+ if random_color:
102
+ color = np.concatenate([np.random.random(3),
103
+ np.array([0.6])],
104
+ axis=0)
105
+ else:
106
+ color = np.array([30/255, 144/255, 255/255, 0.6])
107
+ h, w = mask.shape[-2:]
108
+ mask_image = mask.reshape(h, w, 1) * color.reshape(1, 1, -1)
109
+ ax.imshow(mask_image)
110
+
111
+
112
+ def show_box(box, ax):
113
+ x0, y0 = box[0], box[1]
114
+ w, h = box[2] - box[0], box[3] - box[1]
115
+ ax.add_patch(plt.Rectangle((x0, y0),
116
+ w,
117
+ h, edgecolor='green',
118
+ facecolor=(0,0,0,0),
119
+ lw=2))
120
+
121
+ def show_boxes_on_image(raw_image, boxes):
122
+ plt.figure(figsize=(10,10))
123
+ plt.imshow(raw_image)
124
+ for box in boxes:
125
+ show_box(box, plt.gca())
126
+ plt.axis('on')
127
+ plt.show()
128
+
129
+ def show_points_on_image(raw_image, input_points, input_labels=None):
130
+ plt.figure(figsize=(10,10))
131
+ plt.imshow(raw_image)
132
+ input_points = np.array(input_points)
133
+ if input_labels is None:
134
+ labels = np.ones_like(input_points[:, 0])
135
+ else:
136
+ labels = np.array(input_labels)
137
+ show_points(input_points, labels, plt.gca())
138
+ plt.axis('on')
139
+ plt.show()
140
+
141
+ def show_points_and_boxes_on_image(raw_image,
142
+ boxes,
143
+ input_points,
144
+ input_labels=None):
145
+ plt.figure(figsize=(10,10))
146
+ plt.imshow(raw_image)
147
+ input_points = np.array(input_points)
148
+ if input_labels is None:
149
+ labels = np.ones_like(input_points[:, 0])
150
+ else:
151
+ labels = np.array(input_labels)
152
+ show_points(input_points, labels, plt.gca())
153
+ for box in boxes:
154
+ show_box(box, plt.gca())
155
+ plt.axis('on')
156
+ plt.show()
157
+
158
+
159
+ def show_points_and_boxes_on_image(raw_image,
160
+ boxes,
161
+ input_points,
162
+ input_labels=None):
163
+ plt.figure(figsize=(10,10))
164
+ plt.imshow(raw_image)
165
+ input_points = np.array(input_points)
166
+ if input_labels is None:
167
+ labels = np.ones_like(input_points[:, 0])
168
+ else:
169
+ labels = np.array(input_labels)
170
+ show_points(input_points, labels, plt.gca())
171
+ for box in boxes:
172
+ show_box(box, plt.gca())
173
+ plt.axis('on')
174
+ plt.show()
175
+
176
+
177
+ def show_points(coords, labels, ax, marker_size=375):
178
+ pos_points = coords[labels==1]
179
+ neg_points = coords[labels==0]
180
+ ax.scatter(pos_points[:, 0],
181
+ pos_points[:, 1],
182
+ color='green',
183
+ marker='*',
184
+ s=marker_size,
185
+ edgecolor='white',
186
+ linewidth=1.25)
187
+ ax.scatter(neg_points[:, 0],
188
+ neg_points[:, 1],
189
+ color='red',
190
+ marker='*',
191
+ s=marker_size,
192
+ edgecolor='white',
193
+ linewidth=1.25)
194
+
195
+
196
+ def fig2img(fig):
197
+ """Convert a Matplotlib figure to a PIL Image and return it"""
198
+ import io
199
+ buf = io.BytesIO()
200
+ fig.savefig(buf)
201
+ buf.seek(0)
202
+ img = Image.open(buf)
203
+ return img
204
+
205
+
206
+ def show_mask_on_image(raw_image, mask, return_image=False):
207
+ if not isinstance(mask, torch.Tensor):
208
+ mask = torch.Tensor(mask)
209
+
210
+ if len(mask.shape) == 4:
211
+ mask = mask.squeeze()
212
+
213
+ fig, axes = plt.subplots(1, 1, figsize=(15, 15))
214
+
215
+ mask = mask.cpu().detach()
216
+ axes.imshow(np.array(raw_image))
217
+ show_mask(mask, axes)
218
+ axes.axis("off")
219
+ plt.show()
220
+
221
+ if return_image:
222
+ fig = plt.gcf()
223
+ return fig2img(fig)
224
+
225
+ def show_pipe_masks_on_image(raw_image, outputs):
226
+ plt.imshow(np.array(raw_image))
227
+ ax = plt.gca()
228
+ for mask in outputs["masks"]:
229
+ show_mask(mask, ax=ax, random_color=True)
230
+ plt.axis("off")
231
+ plt.show()
pedestrians-on-crosswalk.jpg ADDED
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 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ [
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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":9.0, "Y":8.81},
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+ {"Series":"I", "X":11.0, "Y":8.33},
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+ {"Series":"I", "X":14.0, "Y":9.96},
8
+ {"Series":"I", "X":6.0, "Y":7.24},
9
+ {"Series":"I", "X":4.0, "Y":4.26},
10
+ {"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":8.0, "Y":8.14},
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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":11.0, "Y":9.26},
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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},
47
+ {"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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