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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/hidden_gcloud_config_universe_descriptor_data_cache_configs.db +0 -0
  10. .config/logs/2024.10.07/18.36.13.526693.log +764 -0
  11. .config/logs/2024.10.07/18.36.33.695598.log +5 -0
  12. .config/logs/2024.10.07/18.36.44.120722.log +123 -0
  13. .config/logs/2024.10.07/18.36.44.989330.log +5 -0
  14. .config/logs/2024.10.07/18.36.55.600800.log +8 -0
  15. .config/logs/2024.10.07/18.36.56.220495.log +8 -0
  16. .gitattributes +2 -0
  17. README.md +1 -7
  18. app.py +73 -0
  19. requirements.txt +5 -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: 1728326203.5480268
.config/.last_update_check.json ADDED
@@ -0,0 +1 @@
 
 
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+ {"last_update_check_time": 1728326204.5447302, "last_update_check_revision": 20240927140238, "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
@@ -0,0 +1,6 @@
 
 
 
 
 
 
 
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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/hidden_gcloud_config_universe_descriptor_data_cache_configs.db ADDED
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.config/logs/2024.10.07/18.36.13.526693.log ADDED
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+ 2024-10-07 18:36:25,551 DEBUG root Loaded Command Group: ['gcloud', 'components']
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+ 2024-10-07 18:36:25,834 INFO ___FILE_ONLY___ For the latest full release notes, please visit:
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+ 2024-10-07 18:36:25,987 INFO ___FILE_ONLY___ ╠═ Downloading: Bundled Python 3.11 (Platform Specific) ═╣
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+ 2024-10-07 18:36:25,990 DEBUG urllib3.connectionpool Starting new HTTPS connection (1): dl.google.com:443
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+ 2024-10-07 18:36:26,047 DEBUG urllib3.connectionpool https://dl.google.com:443 "GET /dl/cloudsdk/channels/rapid/components/google-cloud-sdk-bundled-python3-unix-linux-x86_64-20240920144119.tar.gz HTTP/1.1" 200 78001783
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+ 2024-10-07 18:36:26,421 INFO ___FILE_ONLY___ ╠═ Downloading: Cloud Storage Command Line Tool ═╣
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+ 2024-10-07 18:36:26,484 DEBUG urllib3.connectionpool https://dl.google.com:443 "GET /dl/cloudsdk/channels/rapid/components/google-cloud-sdk-gsutil-20240614142823.tar.gz HTTP/1.1" 200 11883175
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+ 2024-10-07 18:36:26,552 INFO ___FILE_ONLY___ ╠═ Downloading: Cloud Storage Command Line Tool (Platfor... ═╣
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+ 2024-10-07 18:36:26,555 DEBUG urllib3.connectionpool Starting new HTTPS connection (1): dl.google.com:443
376
+ 2024-10-07 18:36:26,612 DEBUG urllib3.connectionpool https://dl.google.com:443 "GET /dl/cloudsdk/channels/rapid/components/google-cloud-sdk-gsutil-nix-20240830134514.tar.gz HTTP/1.1" 200 1928
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+ 2024-10-07 18:36:26,617 INFO ___FILE_ONLY___ ╠═ Downloading: Google Cloud CLI Core Libraries (Platfor... ═╣
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+ 2024-10-07 18:36:26,620 DEBUG urllib3.connectionpool Starting new HTTPS connection (1): dl.google.com:443
394
+ 2024-10-07 18:36:26,671 DEBUG urllib3.connectionpool https://dl.google.com:443 "GET /dl/cloudsdk/channels/rapid/components/google-cloud-sdk-core-nix-20240830134514.tar.gz HTTP/1.1" 200 2306
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+ 2024-10-07 18:36:26,675 INFO ___FILE_ONLY___ ╠═ Downloading: Google Cloud CRC32C Hash Tool (Platform ... ═╣
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+ 2024-10-07 18:36:26,678 DEBUG urllib3.connectionpool Starting new HTTPS connection (1): dl.google.com:443
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+ 2024-10-07 18:36:26,763 DEBUG urllib3.connectionpool https://dl.google.com:443 "GET /dl/cloudsdk/channels/rapid/components/google-cloud-sdk-gcloud-crc32c-linux-x86_64-20240712142834.tar.gz HTTP/1.1" 200 1350263
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+ 2024-10-07 18:36:26,781 INFO ___FILE_ONLY___ ╝
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+
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+ 2024-10-07 18:36:26,783 INFO ___FILE_ONLY___ ╠═ Downloading: gcloud cli dependencies (Platform Specific) ═╣
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+
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+ 2024-10-07 18:36:26,783 INFO ___FILE_ONLY___ ╚
480
+ 2024-10-07 18:36:26,786 DEBUG urllib3.connectionpool Starting new HTTPS connection (1): dl.google.com:443
481
+ 2024-10-07 18:36:26,840 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
482
+ 2024-10-07 18:36:26,841 INFO ___FILE_ONLY___ ════════════════════════════════════════════════════════════
483
+ 2024-10-07 18:36:26,841 INFO ___FILE_ONLY___ ╝
484
+
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+
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+ 2024-10-07 18:36:26,843 INFO ___FILE_ONLY___ ╠═ Installing: BigQuery Command Line Tool ═╣
488
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490
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515
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518
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521
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522
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523
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524
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525
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526
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527
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528
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529
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530
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531
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532
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533
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534
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535
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536
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537
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538
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539
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540
+ 2024-10-07 18:36:27,078 INFO ___FILE_ONLY___ ═
541
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542
+ 2024-10-07 18:36:27,082 INFO ___FILE_ONLY___ ═
543
+ 2024-10-07 18:36:27,084 INFO ___FILE_ONLY___ ═
544
+ 2024-10-07 18:36:27,087 INFO ___FILE_ONLY___ ═
545
+ 2024-10-07 18:36:27,089 INFO ___FILE_ONLY___ ═
546
+ 2024-10-07 18:36:27,090 INFO ___FILE_ONLY___ ═
547
+ 2024-10-07 18:36:27,093 INFO ___FILE_ONLY___ ═
548
+ 2024-10-07 18:36:27,095 INFO ___FILE_ONLY___ ═
549
+ 2024-10-07 18:36:27,097 INFO ___FILE_ONLY___ ═
550
+ 2024-10-07 18:36:27,097 INFO ___FILE_ONLY___ ╝
551
+
552
+ 2024-10-07 18:36:27,112 INFO ___FILE_ONLY___ ╔════════════════════════════════════════════════════════════╗
553
+
554
+ 2024-10-07 18:36:27,113 INFO ___FILE_ONLY___ ╠═ Installing: BigQuery Command Line Tool (Platform Spec... ═╣
555
+
556
+ 2024-10-07 18:36:27,113 INFO ___FILE_ONLY___ ╚
557
+ 2024-10-07 18:36:27,113 INFO ___FILE_ONLY___ ════════════════════════════════════════════════════════════
558
+ 2024-10-07 18:36:27,113 INFO ___FILE_ONLY___ ╝
559
+
560
+ 2024-10-07 18:36:27,120 INFO ___FILE_ONLY___ ╔════════════════════════════════════════════════════════════╗
561
+
562
+ 2024-10-07 18:36:27,121 INFO ___FILE_ONLY___ ╠═ Installing: Bundled Python 3.11 ═╣
563
+
564
+ 2024-10-07 18:36:27,121 INFO ___FILE_ONLY___ ╚
565
+ 2024-10-07 18:36:27,125 INFO ___FILE_ONLY___ ════════════════════════════════════════════════════════════
566
+ 2024-10-07 18:36:27,126 INFO ___FILE_ONLY___ ╝
567
+
568
+ 2024-10-07 18:36:27,127 INFO ___FILE_ONLY___ ╔════════════════════════════════════════════════════════════╗
569
+
570
+ 2024-10-07 18:36:27,128 INFO ___FILE_ONLY___ ╠═ Installing: Bundled Python 3.11 (Platform Specific) ═╣
571
+
572
+ 2024-10-07 18:36:27,128 INFO ___FILE_ONLY___ ╚
573
+ 2024-10-07 18:36:29,116 INFO ___FILE_ONLY___ ═
574
+ 2024-10-07 18:36:29,131 INFO ___FILE_ONLY___ ═
575
+ 2024-10-07 18:36:29,144 INFO ___FILE_ONLY___ ═
576
+ 2024-10-07 18:36:29,157 INFO ___FILE_ONLY___ ═
577
+ 2024-10-07 18:36:29,173 INFO ___FILE_ONLY___ ═
578
+ 2024-10-07 18:36:29,191 INFO ___FILE_ONLY___ ═
579
+ 2024-10-07 18:36:29,206 INFO ___FILE_ONLY___ ═
580
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581
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582
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583
+ 2024-10-07 18:36:29,256 INFO ___FILE_ONLY___ ═
584
+ 2024-10-07 18:36:29,268 INFO ___FILE_ONLY___ ═
585
+ 2024-10-07 18:36:29,280 INFO ___FILE_ONLY___ ═
586
+ 2024-10-07 18:36:29,292 INFO ___FILE_ONLY___ ═
587
+ 2024-10-07 18:36:29,305 INFO ___FILE_ONLY___ ═
588
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589
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590
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591
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592
+ 2024-10-07 18:36:29,366 INFO ___FILE_ONLY___ ═
593
+ 2024-10-07 18:36:29,378 INFO ___FILE_ONLY___ ═
594
+ 2024-10-07 18:36:29,391 INFO ___FILE_ONLY___ ═
595
+ 2024-10-07 18:36:29,403 INFO ___FILE_ONLY___ ═
596
+ 2024-10-07 18:36:29,415 INFO ___FILE_ONLY___ ═
597
+ 2024-10-07 18:36:29,428 INFO ___FILE_ONLY___ ═
598
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599
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600
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601
+ 2024-10-07 18:36:29,478 INFO ___FILE_ONLY___ ═
602
+ 2024-10-07 18:36:29,489 INFO ___FILE_ONLY___ ═
603
+ 2024-10-07 18:36:29,501 INFO ___FILE_ONLY___ ═
604
+ 2024-10-07 18:36:29,513 INFO ___FILE_ONLY___ ═
605
+ 2024-10-07 18:36:29,525 INFO ___FILE_ONLY___ ═
606
+ 2024-10-07 18:36:29,537 INFO ___FILE_ONLY___ ═
607
+ 2024-10-07 18:36:29,550 INFO ___FILE_ONLY___ ═
608
+ 2024-10-07 18:36:29,563 INFO ___FILE_ONLY___ ═
609
+ 2024-10-07 18:36:30,249 INFO ___FILE_ONLY___ ═
610
+ 2024-10-07 18:36:30,274 INFO ___FILE_ONLY___ ═
611
+ 2024-10-07 18:36:30,297 INFO ___FILE_ONLY___ ═
612
+ 2024-10-07 18:36:30,316 INFO ___FILE_ONLY___ ═
613
+ 2024-10-07 18:36:30,336 INFO ___FILE_ONLY___ ═
614
+ 2024-10-07 18:36:30,463 INFO ___FILE_ONLY___ ═
615
+ 2024-10-07 18:36:30,490 INFO ___FILE_ONLY___ ═
616
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617
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618
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619
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620
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621
+ 2024-10-07 18:36:30,607 INFO ___FILE_ONLY___ ═
622
+ 2024-10-07 18:36:30,621 INFO ___FILE_ONLY___ ═
623
+ 2024-10-07 18:36:30,707 INFO ___FILE_ONLY___ ═
624
+ 2024-10-07 18:36:30,726 INFO ___FILE_ONLY___ ═
625
+ 2024-10-07 18:36:30,745 INFO ___FILE_ONLY___ ═
626
+ 2024-10-07 18:36:30,762 INFO ___FILE_ONLY___ ═
627
+ 2024-10-07 18:36:30,819 INFO ___FILE_ONLY___ ═
628
+ 2024-10-07 18:36:31,177 INFO ___FILE_ONLY___ ═
629
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630
+ 2024-10-07 18:36:31,215 INFO ___FILE_ONLY___ ═
631
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632
+ 2024-10-07 18:36:31,606 INFO ___FILE_ONLY___ ═
633
+ 2024-10-07 18:36:31,606 INFO ___FILE_ONLY___ ╝
634
+
635
+ 2024-10-07 18:36:31,708 INFO ___FILE_ONLY___ ╔════════════════════════════════════════════════════════════╗
636
+
637
+ 2024-10-07 18:36:31,708 INFO ___FILE_ONLY___ ╠═ Installing: Cloud Storage Command Line Tool ═╣
638
+
639
+ 2024-10-07 18:36:31,708 INFO ___FILE_ONLY___ ╚
640
+ 2024-10-07 18:36:32,323 INFO ___FILE_ONLY___ ═
641
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642
+ 2024-10-07 18:36:32,348 INFO ___FILE_ONLY___ ═
643
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644
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645
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646
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648
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649
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650
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651
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652
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653
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654
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655
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656
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657
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658
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659
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660
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661
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662
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663
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664
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665
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666
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667
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668
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669
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670
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671
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672
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673
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674
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675
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676
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677
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678
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679
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680
+ 2024-10-07 18:36:32,840 INFO ___FILE_ONLY___ ═
681
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682
+ 2024-10-07 18:36:32,861 INFO ___FILE_ONLY___ ═
683
+ 2024-10-07 18:36:32,874 INFO ___FILE_ONLY___ ═
684
+ 2024-10-07 18:36:32,888 INFO ___FILE_ONLY___ ═
685
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686
+ 2024-10-07 18:36:32,921 INFO ___FILE_ONLY___ ═
687
+ 2024-10-07 18:36:32,939 INFO ___FILE_ONLY___ ═
688
+ 2024-10-07 18:36:32,960 INFO ___FILE_ONLY___ ═
689
+ 2024-10-07 18:36:32,979 INFO ___FILE_ONLY___ ═
690
+ 2024-10-07 18:36:32,995 INFO ___FILE_ONLY___ ═
691
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692
+ 2024-10-07 18:36:33,020 INFO ___FILE_ONLY___ ═
693
+ 2024-10-07 18:36:33,030 INFO ___FILE_ONLY___ ═
694
+ 2024-10-07 18:36:33,041 INFO ___FILE_ONLY___ ═
695
+ 2024-10-07 18:36:33,050 INFO ___FILE_ONLY___ ═
696
+ 2024-10-07 18:36:33,060 INFO ___FILE_ONLY___ ═
697
+ 2024-10-07 18:36:33,079 INFO ___FILE_ONLY___ ═
698
+ 2024-10-07 18:36:33,095 INFO ___FILE_ONLY___ ═
699
+ 2024-10-07 18:36:33,111 INFO ___FILE_ONLY___ ═
700
+ 2024-10-07 18:36:33,111 INFO ___FILE_ONLY___ ╝
701
+
702
+ 2024-10-07 18:36:33,181 INFO ___FILE_ONLY___ ╔════════════════════════════════════════════════════════════╗
703
+
704
+ 2024-10-07 18:36:33,181 INFO ___FILE_ONLY___ ╠═ Installing: Cloud Storage Command Line Tool (Platform... ═╣
705
+
706
+ 2024-10-07 18:36:33,181 INFO ___FILE_ONLY___ ╚
707
+ 2024-10-07 18:36:33,182 INFO ___FILE_ONLY___ ════════════════════════════════════════════════════════════
708
+ 2024-10-07 18:36:33,182 INFO ___FILE_ONLY___ ╝
709
+
710
+ 2024-10-07 18:36:33,189 INFO ___FILE_ONLY___ ╔════════════════════════════════════════════════════════════╗
711
+
712
+ 2024-10-07 18:36:33,189 INFO ___FILE_ONLY___ ╠═ Installing: Default set of gcloud commands ═╣
713
+
714
+ 2024-10-07 18:36:33,189 INFO ___FILE_ONLY___ ╚
715
+ 2024-10-07 18:36:33,194 INFO ___FILE_ONLY___ ════════════════════════════════════════════════════════════
716
+ 2024-10-07 18:36:33,194 INFO ___FILE_ONLY___ ╝
717
+
718
+ 2024-10-07 18:36:33,195 INFO ___FILE_ONLY___ ╔════════════════════════════════════════════════════════════╗
719
+
720
+ 2024-10-07 18:36:33,195 INFO ___FILE_ONLY___ ╠═ Installing: Google Cloud CLI Core Libraries (Platform... ═╣
721
+
722
+ 2024-10-07 18:36:33,195 INFO ___FILE_ONLY___ ╚
723
+ 2024-10-07 18:36:33,196 INFO ___FILE_ONLY___ ══════════════════════════════
724
+ 2024-10-07 18:36:33,197 INFO ___FILE_ONLY___ ══════════════════════════════
725
+ 2024-10-07 18:36:33,197 INFO ___FILE_ONLY___ ╝
726
+
727
+ 2024-10-07 18:36:33,203 INFO ___FILE_ONLY___ ╔════════════════════════════════════════════════════════════╗
728
+
729
+ 2024-10-07 18:36:33,203 INFO ___FILE_ONLY___ ╠═ Installing: Google Cloud CRC32C Hash Tool ═╣
730
+
731
+ 2024-10-07 18:36:33,203 INFO ___FILE_ONLY___ ╚
732
+ 2024-10-07 18:36:33,209 INFO ___FILE_ONLY___ ════════════════════════════════════════════════════════════
733
+ 2024-10-07 18:36:33,209 INFO ___FILE_ONLY___ ╝
734
+
735
+ 2024-10-07 18:36:33,210 INFO ___FILE_ONLY___ ╔════════════════════════════════════════════════════════════╗
736
+
737
+ 2024-10-07 18:36:33,210 INFO ___FILE_ONLY___ ╠═ Installing: Google Cloud CRC32C Hash Tool (Platform S... ═╣
738
+
739
+ 2024-10-07 18:36:33,211 INFO ___FILE_ONLY___ ╚
740
+ 2024-10-07 18:36:33,243 INFO ___FILE_ONLY___ ══════════════════════════════
741
+ 2024-10-07 18:36:33,243 INFO ___FILE_ONLY___ ══════════════════════════════
742
+ 2024-10-07 18:36:33,243 INFO ___FILE_ONLY___ ╝
743
+
744
+ 2024-10-07 18:36:33,250 INFO ___FILE_ONLY___ ╔════════════════════════════════════════════════════════════╗
745
+
746
+ 2024-10-07 18:36:33,250 INFO ___FILE_ONLY___ ╠═ Installing: gcloud cli dependencies (Platform Specific) ═╣
747
+
748
+ 2024-10-07 18:36:33,250 INFO ___FILE_ONLY___ ╚
749
+ 2024-10-07 18:36:33,250 INFO ___FILE_ONLY___ ════════════════════════════════════════════════════════════
750
+ 2024-10-07 18:36:33,251 INFO ___FILE_ONLY___ ╝
751
+
752
+ 2024-10-07 18:36:33,259 DEBUG root Updating notification cache...
753
+ 2024-10-07 18:36:33,259 INFO ___FILE_ONLY___
754
+
755
+ 2024-10-07 18:36:33,261 INFO ___FILE_ONLY___ Performing post processing steps...
756
+ 2024-10-07 18:36:33,261 DEBUG root Executing command: ['/tools/google-cloud-sdk/bin/gcloud', 'components', 'post-process']
757
+ 2024-10-07 18:36:43,426 DEBUG ___FILE_ONLY___
758
+ 2024-10-07 18:36:43,426 DEBUG ___FILE_ONLY___
759
+ 2024-10-07 18:36:43,543 INFO ___FILE_ONLY___
760
+ Update done!
761
+
762
+
763
+ 2024-10-07 18:36:43,546 DEBUG root Chosen display Format:none
764
+ 2024-10-07 18:36:43,547 INFO root Display format: "none"
.config/logs/2024.10.07/18.36.33.695598.log ADDED
@@ -0,0 +1,5 @@
 
 
 
 
 
 
1
+ 2024-10-07 18:36:33,696 DEBUG root Loaded Command Group: ['gcloud', 'components']
2
+ 2024-10-07 18:36:33,698 DEBUG root Loaded Command Group: ['gcloud', 'components', 'post_process']
3
+ 2024-10-07 18:36:33,700 DEBUG root Running [gcloud.components.post-process] with arguments: []
4
+ 2024-10-07 18:36:43,342 DEBUG root Chosen display Format:none
5
+ 2024-10-07 18:36:43,342 INFO root Display format: "none"
.config/logs/2024.10.07/18.36.44.120722.log ADDED
@@ -0,0 +1,123 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ 2024-10-07 18:36:44,121 DEBUG root Loaded Command Group: ['gcloud', 'components']
2
+ 2024-10-07 18:36:44,124 DEBUG root Loaded Command Group: ['gcloud', 'components', 'update']
3
+ 2024-10-07 18:36:44,128 DEBUG root Running [gcloud.components.update] with arguments: [--quiet: "True", COMPONENT-IDS:8: "['gcloud', 'core', 'bq', 'gsutil', 'compute', 'preview', 'alpha', 'beta']"]
4
+ 2024-10-07 18:36:44,130 INFO ___FILE_ONLY___ Beginning update. This process may take several minutes.
5
+
6
+ 2024-10-07 18:36:44,142 DEBUG urllib3.connectionpool Starting new HTTPS connection (1): dl.google.com:443
7
+ 2024-10-07 18:36:44,219 DEBUG urllib3.connectionpool https://dl.google.com:443 "GET /dl/cloudsdk/channels/rapid/components-2.json HTTP/1.1" 200 227002
8
+ 2024-10-07 18:36:44,243 WARNING root Component [preview] no longer exists.
9
+ 2024-10-07 18:36:44,243 WARNING root Component [compute] no longer exists.
10
+ 2024-10-07 18:36:44,244 INFO ___FILE_ONLY___
11
+
12
+ 2024-10-07 18:36:44,245 INFO ___FILE_ONLY___
13
+ Your current Google Cloud CLI version is: 495.0.0
14
+
15
+ 2024-10-07 18:36:44,245 INFO ___FILE_ONLY___ Installing components from version: 495.0.0
16
+
17
+ 2024-10-07 18:36:44,245 INFO ___FILE_ONLY___
18
+
19
+ 2024-10-07 18:36:44,245 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
+ 2024-10-07 18:36:44,246 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
+ 2024-10-07 18:36:44,247 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
+ 2024-10-07 18:36:44,271 INFO ___FILE_ONLY___ ┌──────────────────────────────────────────────┐
23
+ 2024-10-07 18:36:44,272 INFO ___FILE_ONLY___
24
+
25
+ 2024-10-07 18:36:44,272 INFO ___FILE_ONLY___ │ These components will be installed. │
26
+ 2024-10-07 18:36:44,272 INFO ___FILE_ONLY___
27
+
28
+ 2024-10-07 18:36:44,272 INFO ___FILE_ONLY___ ├───────────────────────┬────────────┬─────────┤
29
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.gitattributes CHANGED
@@ -33,3 +33,5 @@ saved_model/**/* filter=lfs diff=lfs merge=lfs -text
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+ sample_data/mnist_test.csv filter=lfs diff=lfs merge=lfs -text
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+ sample_data/mnist_train_small.csv filter=lfs diff=lfs merge=lfs -text
README.md CHANGED
@@ -1,12 +1,6 @@
1
  ---
2
  title: ObjectDetectionUsingResnetFacebook
3
- emoji: 🏆
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- colorFrom: blue
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- colorTo: blue
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  sdk: gradio
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  sdk_version: 4.44.1
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- app_file: app.py
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- pinned: false
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  ---
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-
12
- Check out the configuration reference at https://huggingface.co/docs/hub/spaces-config-reference
 
1
  ---
2
  title: ObjectDetectionUsingResnetFacebook
3
+ app_file: app.py
 
 
4
  sdk: gradio
5
  sdk_version: 4.44.1
 
 
6
  ---
 
 
app.py ADDED
@@ -0,0 +1,73 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ import gradio as gr
2
+ from PIL import Image, ImageDraw, ImageFont
3
+
4
+
5
+ # Use a pipeline as a high-level helper
6
+ from transformers import pipeline
7
+
8
+ # model_path = ("../Models/models--facebook--detr-resnet-50/snapshots"
9
+ # "/1d5f47bd3bdd2c4bbfa585418ffe6da5028b4c0b")
10
+
11
+ object_detector = pipeline("object-detection",
12
+ model="facebook/detr-resnet-50")
13
+
14
+ # object_detector = pipeline("object-detection",
15
+ # model=model_path)
16
+
17
+
18
+ def draw_bounding_boxes(image, detections, font_path=None, font_size=20):
19
+ # Make a copy of the image to draw on
20
+ draw_image = image.copy()
21
+ draw = ImageDraw.Draw(draw_image)
22
+
23
+ # Load custom font or default font if path not provided
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+ if font_path:
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+ font = ImageFont.truetype(font_path, font_size)
26
+ else:
27
+ # When font_path is not provided, load default font but it's size is fixed
28
+ font = ImageFont.load_default()
29
+ # Increase font size workaround by using a TTF font file, if needed, can download and specify the path
30
+
31
+ for detection in detections:
32
+ box = detection['box']
33
+ xmin = box['xmin']
34
+ ymin = box['ymin']
35
+ xmax = box['xmax']
36
+ ymax = box['ymax']
37
+
38
+ # Draw the bounding box
39
+ draw.rectangle([(xmin, ymin), (xmax, ymax)], outline="red", width=3)
40
+
41
+ # Optionally, you can also draw the label and score
42
+ label = detection['label']
43
+ score = detection['score']
44
+ text = f"{label} {score:.2f}"
45
+
46
+ # Draw text with background rectangle for visibility
47
+ if font_path: # Use the custom font with increased size
48
+ text_size = draw.textbbox((xmin, ymin), text, font=font)
49
+ else:
50
+ # Calculate text size using the default font
51
+ text_size = draw.textbbox((xmin, ymin), text)
52
+
53
+ draw.rectangle([(text_size[0], text_size[1]), (text_size[2], text_size[3])], fill="red")
54
+ draw.text((xmin, ymin), text, fill="white", font=font)
55
+
56
+ return draw_image
57
+
58
+
59
+ def detect_object(image):
60
+ raw_image = image
61
+ lst=[]
62
+ output = object_detector(raw_image)
63
+ for i in output:
64
+ lst.append(i['label'])
65
+ processed_image = draw_bounding_boxes(raw_image, output)
66
+ return processed_image,lst
67
+
68
+ demo = gr.Interface(fn=detect_object,
69
+ inputs=[gr.Image(label="Select Image",type="pil")],
70
+ outputs=[gr.Image(label="Processed Image", type="pil"),gr.Textbox(label="Objcts", lines=3),],
71
+ title="@GenAILearniverse Project 6: Object Detector",
72
+ description="THIS APPLICATION WILL BE USED TO DETECT OBJECTS INSIDE THE PROVIDED INPUT IMAGE.")
73
+ demo.launch()
requirements.txt ADDED
@@ -0,0 +1,5 @@
 
 
 
 
 
 
1
+ Transformers
2
+ transformers
3
+ timm
4
+ gradio
5
+ torch
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://docs.google.com/document/d/e/2PACX-1vRhYtsvc5eOR2FWNCwaBiKL6suIOrxJig8LcSBbmCbyYsayia_DvPOOBlXZ4CAlQ5nlDD8kTaIDRwrN/pub
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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