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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/2025.03.12/13.34.15.931667.log +765 -0
  11. .config/logs/2025.03.12/13.34.37.651067.log +5 -0
  12. .config/logs/2025.03.12/13.34.47.541890.log +153 -0
  13. .config/logs/2025.03.12/13.34.49.375786.log +5 -0
  14. .config/logs/2025.03.12/13.35.00.067858.log +8 -0
  15. .config/logs/2025.03.12/13.35.00.861965.log +8 -0
  16. .gitattributes +2 -0
  17. .gradio/certificate.pem +31 -0
  18. README.md +2 -8
  19. app.py +430 -0
  20. requirements.txt +7 -0
  21. sample_data/README.md +19 -0
  22. sample_data/anscombe.json +49 -0
  23. sample_data/california_housing_test.csv +0 -0
  24. sample_data/california_housing_train.csv +0 -0
  25. sample_data/mnist_test.csv +3 -0
  26. 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: 1741786486.852565
.config/.last_update_check.json ADDED
@@ -0,0 +1 @@
 
 
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+ {"last_update_check_time": 1741786488.8355734, "last_update_check_revision": 20250307152352, "notifications": [], "last_nag_times": {}}
.config/active_config ADDED
@@ -0,0 +1 @@
 
 
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+ default
.config/config_sentinel ADDED
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.config/configurations/config_default ADDED
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+ [component_manager]
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+ disable_update_check = true
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+
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+ [compute]
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+ gce_metadata_read_timeout_sec = 0
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+
.config/default_configs.db ADDED
Binary file (12.3 kB). View file
 
.config/gce ADDED
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.config/hidden_gcloud_config_universe_descriptor_data_cache_configs.db ADDED
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.config/logs/2025.03.12/13.34.15.931667.log ADDED
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+ 2025-03-12 13:34:27,965 INFO ___FILE_ONLY___ Beginning update. This process may take several minutes.
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+ 2025-03-12 13:34:28,740 INFO ___FILE_ONLY___ For the latest full release notes, please visit:
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+ 2025-03-12 13:34:28,965 INFO ___FILE_ONLY___ ╠═ Downloading: Bundled Python 3.12 (Platform Specific) ═╣
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+ 2025-03-12 13:34:28,968 DEBUG urllib3.connectionpool Starting new HTTPS connection (1): dl.google.com:443
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+ 2025-03-12 13:34:29,650 DEBUG urllib3.connectionpool https://dl.google.com:443 "GET /dl/cloudsdk/channels/rapid/components/google-cloud-sdk-gsutil-20241213184646.tar.gz HTTP/11" 200 12368759
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+ 2025-03-12 13:34:29,846 DEBUG urllib3.connectionpool https://dl.google.com:443 "GET /dl/cloudsdk/channels/rapid/components/google-cloud-sdk-gsutil-nix-20240830134514.tar.gz HTTP/11" 200 1928
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+ 2025-03-12 13:34:30,056 DEBUG urllib3.connectionpool https://dl.google.com:443 "GET /dl/cloudsdk/channels/rapid/components/google-cloud-sdk-gcloud-crc32c-linux-x86_64-20250110133808.tar.gz HTTP/11" 200 1478989
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+
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+ 2025-03-12 13:34:30,077 INFO ___FILE_ONLY___ ╠═ Downloading: gcloud cli dependencies (Platform Specific) ═╣
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+ 2025-03-12 13:34:30,080 DEBUG urllib3.connectionpool Starting new HTTPS connection (1): dl.google.com:443
481
+ 2025-03-12 13:34:30,177 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/11" 200 104
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+
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524
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525
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527
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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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537
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540
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541
+ 2025-03-12 13:34:30,401 INFO ___FILE_ONLY___ ═
542
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543
+ 2025-03-12 13:34:30,405 INFO ___FILE_ONLY___ ═
544
+ 2025-03-12 13:34:30,407 INFO ___FILE_ONLY___ ═
545
+ 2025-03-12 13:34:30,409 INFO ___FILE_ONLY___ ═
546
+ 2025-03-12 13:34:30,411 INFO ___FILE_ONLY___ ═
547
+ 2025-03-12 13:34:30,413 INFO ___FILE_ONLY___ ═
548
+ 2025-03-12 13:34:30,415 INFO ___FILE_ONLY___ ═
549
+ 2025-03-12 13:34:30,417 INFO ___FILE_ONLY___ ═
550
+ 2025-03-12 13:34:30,417 INFO ___FILE_ONLY___ ╝
551
+
552
+ 2025-03-12 13:34:30,425 INFO ___FILE_ONLY___ ╔════════════════════════════════════════════════════════════╗
553
+
554
+ 2025-03-12 13:34:30,425 INFO ___FILE_ONLY___ ╠═ Installing: BigQuery Command Line Tool (Platform Spec... ═╣
555
+
556
+ 2025-03-12 13:34:30,425 INFO ___FILE_ONLY___ ╚
557
+ 2025-03-12 13:34:30,426 INFO ___FILE_ONLY___ ════════════════════════════════════════════════════════════
558
+ 2025-03-12 13:34:30,426 INFO ___FILE_ONLY___ ╝
559
+
560
+ 2025-03-12 13:34:30,430 INFO ___FILE_ONLY___ ╔════════════════════════════════════════════════════════════╗
561
+
562
+ 2025-03-12 13:34:30,430 INFO ___FILE_ONLY___ ╠═ Installing: Bundled Python 3.12 ═╣
563
+
564
+ 2025-03-12 13:34:30,430 INFO ___FILE_ONLY___ ╚
565
+ 2025-03-12 13:34:30,434 INFO ___FILE_ONLY___ ════════════════════════════════════════════════════════════
566
+ 2025-03-12 13:34:30,434 INFO ___FILE_ONLY___ ╝
567
+
568
+ 2025-03-12 13:34:30,436 INFO ___FILE_ONLY___ ╔════════════════════════════════════════════════════════════╗
569
+
570
+ 2025-03-12 13:34:30,436 INFO ___FILE_ONLY___ ╠═ Installing: Bundled Python 3.12 (Platform Specific) ═╣
571
+
572
+ 2025-03-12 13:34:30,436 INFO ___FILE_ONLY___ ╚
573
+ 2025-03-12 13:34:33,528 INFO ___FILE_ONLY___ ═
574
+ 2025-03-12 13:34:34,027 INFO ___FILE_ONLY___ ═
575
+ 2025-03-12 13:34:34,047 INFO ___FILE_ONLY___ ═
576
+ 2025-03-12 13:34:34,082 INFO ___FILE_ONLY___ ═
577
+ 2025-03-12 13:34:34,103 INFO ___FILE_ONLY___ ═
578
+ 2025-03-12 13:34:34,118 INFO ___FILE_ONLY___ ═
579
+ 2025-03-12 13:34:34,148 INFO ___FILE_ONLY___ ═
580
+ 2025-03-12 13:34:34,167 INFO ___FILE_ONLY___ ═
581
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582
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583
+ 2025-03-12 13:34:34,219 INFO ___FILE_ONLY___ ═
584
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585
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586
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587
+ 2025-03-12 13:34:34,423 INFO ___FILE_ONLY___ ═
588
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589
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590
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591
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592
+ 2025-03-12 13:34:34,508 INFO ___FILE_ONLY___ ═
593
+ 2025-03-12 13:34:34,523 INFO ___FILE_ONLY___ ═
594
+ 2025-03-12 13:34:34,618 INFO ___FILE_ONLY___ ═
595
+ 2025-03-12 13:34:34,639 INFO ___FILE_ONLY___ ═
596
+ 2025-03-12 13:34:35,130 INFO ___FILE_ONLY___ ═
597
+ 2025-03-12 13:34:35,145 INFO ___FILE_ONLY___ ═
598
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599
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600
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601
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602
+ 2025-03-12 13:34:35,208 INFO ___FILE_ONLY___ ═
603
+ 2025-03-12 13:34:35,219 INFO ___FILE_ONLY___ ═
604
+ 2025-03-12 13:34:35,231 INFO ___FILE_ONLY___ ═
605
+ 2025-03-12 13:34:35,242 INFO ___FILE_ONLY___ ═
606
+ 2025-03-12 13:34:35,254 INFO ___FILE_ONLY___ ═
607
+ 2025-03-12 13:34:35,266 INFO ___FILE_ONLY___ ═
608
+ 2025-03-12 13:34:35,278 INFO ___FILE_ONLY___ ═
609
+ 2025-03-12 13:34:35,290 INFO ___FILE_ONLY___ ═
610
+ 2025-03-12 13:34:35,302 INFO ___FILE_ONLY___ ═
611
+ 2025-03-12 13:34:35,314 INFO ___FILE_ONLY___ ═
612
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613
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614
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615
+ 2025-03-12 13:34:35,362 INFO ___FILE_ONLY___ ═
616
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617
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618
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619
+ 2025-03-12 13:34:35,418 INFO ___FILE_ONLY___ ═
620
+ 2025-03-12 13:34:35,433 INFO ___FILE_ONLY___ ═
621
+ 2025-03-12 13:34:35,447 INFO ___FILE_ONLY___ ═
622
+ 2025-03-12 13:34:35,462 INFO ___FILE_ONLY___ ═
623
+ 2025-03-12 13:34:35,475 INFO ___FILE_ONLY___ ═
624
+ 2025-03-12 13:34:35,489 INFO ___FILE_ONLY___ ═
625
+ 2025-03-12 13:34:35,504 INFO ___FILE_ONLY___ ═
626
+ 2025-03-12 13:34:35,518 INFO ___FILE_ONLY___ ═
627
+ 2025-03-12 13:34:35,532 INFO ___FILE_ONLY___ ═
628
+ 2025-03-12 13:34:35,546 INFO ___FILE_ONLY___ ═
629
+ 2025-03-12 13:34:35,560 INFO ___FILE_ONLY___ ═
630
+ 2025-03-12 13:34:35,574 INFO ___FILE_ONLY___ ═
631
+ 2025-03-12 13:34:35,589 INFO ___FILE_ONLY___ ═
632
+ 2025-03-12 13:34:35,601 INFO ___FILE_ONLY___ ═
633
+ 2025-03-12 13:34:35,601 INFO ___FILE_ONLY___ ╝
634
+
635
+ 2025-03-12 13:34:35,654 INFO ___FILE_ONLY___ ╔════════════════════════════════════════════════════════════╗
636
+
637
+ 2025-03-12 13:34:35,654 INFO ___FILE_ONLY___ ╠═ Installing: Cloud Storage Command Line Tool ═╣
638
+
639
+ 2025-03-12 13:34:35,654 INFO ___FILE_ONLY___ ╚
640
+ 2025-03-12 13:34:36,186 INFO ___FILE_ONLY___ ═
641
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642
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643
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644
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645
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646
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647
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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
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681
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682
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683
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684
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685
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686
+ 2025-03-12 13:34:36,791 INFO ___FILE_ONLY___ ═
687
+ 2025-03-12 13:34:36,803 INFO ___FILE_ONLY___ ═
688
+ 2025-03-12 13:34:36,813 INFO ___FILE_ONLY___ ═
689
+ 2025-03-12 13:34:36,825 INFO ___FILE_ONLY___ ═
690
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691
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692
+ 2025-03-12 13:34:36,868 INFO ___FILE_ONLY___ ═
693
+ 2025-03-12 13:34:36,881 INFO ___FILE_ONLY___ ═
694
+ 2025-03-12 13:34:36,917 INFO ___FILE_ONLY___ ═
695
+ 2025-03-12 13:34:36,926 INFO ___FILE_ONLY___ ═
696
+ 2025-03-12 13:34:36,935 INFO ___FILE_ONLY___ ═
697
+ 2025-03-12 13:34:36,946 INFO ___FILE_ONLY___ ═
698
+ 2025-03-12 13:34:36,957 INFO ___FILE_ONLY___ ═
699
+ 2025-03-12 13:34:36,971 INFO ___FILE_ONLY___ ═
700
+ 2025-03-12 13:34:36,971 INFO ___FILE_ONLY___ ╝
701
+
702
+ 2025-03-12 13:34:37,001 INFO ___FILE_ONLY___ ╔════════════════════════════════════════════════════════════╗
703
+
704
+ 2025-03-12 13:34:37,002 INFO ___FILE_ONLY___ ╠═ Installing: Cloud Storage Command Line Tool (Platform... ═╣
705
+
706
+ 2025-03-12 13:34:37,002 INFO ___FILE_ONLY___ ╚
707
+ 2025-03-12 13:34:37,003 INFO ___FILE_ONLY___ ════════════════════════════════════════════════════════════
708
+ 2025-03-12 13:34:37,003 INFO ___FILE_ONLY___ ╝
709
+
710
+ 2025-03-12 13:34:37,008 INFO ___FILE_ONLY___ ╔════════════════════════════════════════════════════════════╗
711
+
712
+ 2025-03-12 13:34:37,008 INFO ___FILE_ONLY___ ╠═ Installing: Default set of gcloud commands ═╣
713
+
714
+ 2025-03-12 13:34:37,008 INFO ___FILE_ONLY___ ╚
715
+ 2025-03-12 13:34:37,011 INFO ___FILE_ONLY___ ════════════════════════════════════════════════════════════
716
+ 2025-03-12 13:34:37,011 INFO ___FILE_ONLY___ ╝
717
+
718
+ 2025-03-12 13:34:37,013 INFO ___FILE_ONLY___ ╔════════════════════════════════════════════════════════════╗
719
+
720
+ 2025-03-12 13:34:37,013 INFO ___FILE_ONLY___ ╠═ Installing: Google Cloud CLI Core Libraries (Platform... ═╣
721
+
722
+ 2025-03-12 13:34:37,013 INFO ___FILE_ONLY___ ╚
723
+ 2025-03-12 13:34:37,014 INFO ___FILE_ONLY___ ══════════════════════════════
724
+ 2025-03-12 13:34:37,014 INFO ___FILE_ONLY___ ══════════════════════════════
725
+ 2025-03-12 13:34:37,014 INFO ___FILE_ONLY___ ╝
726
+
727
+ 2025-03-12 13:34:37,019 INFO ___FILE_ONLY___ ╔════════════════════════════════════════════════════════════╗
728
+
729
+ 2025-03-12 13:34:37,019 INFO ___FILE_ONLY___ ╠═ Installing: Google Cloud CRC32C Hash Tool ═╣
730
+
731
+ 2025-03-12 13:34:37,019 INFO ___FILE_ONLY___ ╚
732
+ 2025-03-12 13:34:37,022 INFO ___FILE_ONLY___ ════════════════════════════════════════════════════════════
733
+ 2025-03-12 13:34:37,023 INFO ___FILE_ONLY___ ╝
734
+
735
+ 2025-03-12 13:34:37,024 INFO ___FILE_ONLY___ ╔════════════════════════════════════════════════════════════╗
736
+
737
+ 2025-03-12 13:34:37,025 INFO ___FILE_ONLY___ ╠═ Installing: Google Cloud CRC32C Hash Tool (Platform S... ═╣
738
+
739
+ 2025-03-12 13:34:37,025 INFO ___FILE_ONLY___ ╚
740
+ 2025-03-12 13:34:37,063 INFO ___FILE_ONLY___ ══════════════════════════════
741
+ 2025-03-12 13:34:37,064 INFO ___FILE_ONLY___ ══════════════════════════════
742
+ 2025-03-12 13:34:37,064 INFO ___FILE_ONLY___ ╝
743
+
744
+ 2025-03-12 13:34:37,069 INFO ___FILE_ONLY___ ╔════════════════════════════════════════════════════════════╗
745
+
746
+ 2025-03-12 13:34:37,069 INFO ___FILE_ONLY___ ╠═ Installing: gcloud cli dependencies (Platform Specific) ═╣
747
+
748
+ 2025-03-12 13:34:37,069 INFO ___FILE_ONLY___ ╚
749
+ 2025-03-12 13:34:37,069 INFO ___FILE_ONLY___ ════════════════════════════════════════════════════════════
750
+ 2025-03-12 13:34:37,069 INFO ___FILE_ONLY___ ╝
751
+
752
+ 2025-03-12 13:34:37,078 DEBUG root Updating notification cache...
753
+ 2025-03-12 13:34:37,078 INFO ___FILE_ONLY___
754
+
755
+ 2025-03-12 13:34:37,080 INFO ___FILE_ONLY___ Performing post processing steps...
756
+ 2025-03-12 13:34:37,081 DEBUG root Executing command: ['/tools/google-cloud-sdk/bin/gcloud', 'components', 'post-process']
757
+ 2025-03-12 13:34:46,825 DEBUG ___FILE_ONLY___
758
+ 2025-03-12 13:34:46,826 DEBUG ___FILE_ONLY___
759
+ 2025-03-12 13:34:46,848 INFO root descriptor_list: [{'universeDomain': 'googleapis.com', 'universeShortName': '', 'authenticationDomain': 'auth.cloud.google.com', 'projectPrefix': '', 'cloudWebDomain': 'cloud.google.com', 'documentationDomain': 'cloud.google.com', 'version': '1.0.0', 'state': 'primary', 'artifactRegistryDomain': 'pkg.dev'}]
760
+ 2025-03-12 13:34:46,848 INFO ___FILE_ONLY___
761
+ Update done!
762
+
763
+
764
+ 2025-03-12 13:34:46,851 DEBUG root Chosen display Format:none
765
+ 2025-03-12 13:34:46,851 INFO root Display format: "none"
.config/logs/2025.03.12/13.34.37.651067.log ADDED
@@ -0,0 +1,5 @@
 
 
 
 
 
 
1
+ 2025-03-12 13:34:37,651 DEBUG root Loaded Command Group: ['gcloud', 'components']
2
+ 2025-03-12 13:34:37,654 DEBUG root Loaded Command Group: ['gcloud', 'components', 'post_process']
3
+ 2025-03-12 13:34:37,655 DEBUG root Running [gcloud.components.post-process] with arguments: []
4
+ 2025-03-12 13:34:46,674 DEBUG root Chosen display Format:none
5
+ 2025-03-12 13:34:46,675 INFO root Display format: "none"
.config/logs/2025.03.12/13.34.47.541890.log ADDED
@@ -0,0 +1,153 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ 2025-03-12 13:34:47,542 DEBUG root Loaded Command Group: ['gcloud', 'components']
2
+ 2025-03-12 13:34:47,544 DEBUG root Loaded Command Group: ['gcloud', 'components', 'update']
3
+ 2025-03-12 13:34:47,546 DEBUG root Running [gcloud.components.update] with arguments: [--quiet: "True", COMPONENT-IDS:8: "['gcloud', 'core', 'bq', 'gsutil', 'compute', 'preview', 'alpha', 'beta']"]
4
+ 2025-03-12 13:34:47,547 INFO ___FILE_ONLY___ Beginning update. This process may take several minutes.
5
+
6
+ 2025-03-12 13:34:47,556 DEBUG urllib3.connectionpool Starting new HTTPS connection (1): dl.google.com:443
7
+ 2025-03-12 13:34:47,681 DEBUG urllib3.connectionpool https://dl.google.com:443 "GET /dl/cloudsdk/channels/rapid/components-2.json HTTP/11" 200 226132
8
+ 2025-03-12 13:34:47,695 WARNING root Component [compute] no longer exists.
9
+ 2025-03-12 13:34:47,696 INFO ___FILE_ONLY___
10
+
11
+ 2025-03-12 13:34:47,696 INFO ___FILE_ONLY___
12
+ Your current Google Cloud CLI version is: 514.0.0
13
+
14
+ 2025-03-12 13:34:47,696 INFO ___FILE_ONLY___ Installing components from version: 514.0.0
15
+
16
+ 2025-03-12 13:34:47,696 INFO ___FILE_ONLY___
17
+
18
+ 2025-03-12 13:34:47,696 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)
19
+ 2025-03-12 13:34:47,697 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)
20
+ 2025-03-12 13:34:47,697 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)
21
+ 2025-03-12 13:34:47,711 INFO ___FILE_ONLY___ ┌────────────────────────────────────────────────┐
22
+ 2025-03-12 13:34:47,712 INFO ___FILE_ONLY___
23
+
24
+ 2025-03-12 13:34:47,712 INFO ___FILE_ONLY___ │ These components will be installed. │
25
+ 2025-03-12 13:34:47,712 INFO ___FILE_ONLY___
26
+
27
+ 2025-03-12 13:34:47,712 INFO ___FILE_ONLY___ ├─────────────────────────┬────────────┬─────────┤
28
+ 2025-03-12 13:34:47,712 INFO ___FILE_ONLY___
29
+
30
+ 2025-03-12 13:34:47,712 INFO ___FILE_ONLY___ │ Name │ Version │ Size │
31
+ 2025-03-12 13:34:47,712 INFO ___FILE_ONLY___
32
+
33
+ 2025-03-12 13:34:47,712 INFO ___FILE_ONLY___ ├─────────────────────────┼────────────┼─────────┤
34
+ 2025-03-12 13:34:47,712 INFO ___FILE_ONLY___
35
+
36
+ 2025-03-12 13:34:47,712 INFO ___FILE_ONLY___ │
37
+ 2025-03-12 13:34:47,712 INFO ___FILE_ONLY___ gcloud Alpha Commands
38
+ 2025-03-12 13:34:47,712 INFO ___FILE_ONLY___
39
+ 2025-03-12 13:34:47,712 INFO ___FILE_ONLY___ │
40
+ 2025-03-12 13:34:47,712 INFO ___FILE_ONLY___ 2025.03.07
41
+ 2025-03-12 13:34:47,712 INFO ___FILE_ONLY___
42
+ 2025-03-12 13:34:47,712 INFO ___FILE_ONLY___ │
43
+ 2025-03-12 13:34:47,712 INFO ___FILE_ONLY___ < 1 MiB
44
+ 2025-03-12 13:34:47,713 INFO ___FILE_ONLY___
45
+ 2025-03-12 13:34:47,713 INFO ___FILE_ONLY___ │
46
+ 2025-03-12 13:34:47,713 INFO ___FILE_ONLY___
47
+
48
+ 2025-03-12 13:34:47,713 INFO ___FILE_ONLY___ │
49
+ 2025-03-12 13:34:47,713 INFO ___FILE_ONLY___ gcloud Beta Commands
50
+ 2025-03-12 13:34:47,713 INFO ___FILE_ONLY___
51
+ 2025-03-12 13:34:47,713 INFO ___FILE_ONLY___ │
52
+ 2025-03-12 13:34:47,713 INFO ___FILE_ONLY___ 2025.03.07
53
+ 2025-03-12 13:34:47,713 INFO ___FILE_ONLY___
54
+ 2025-03-12 13:34:47,713 INFO ___FILE_ONLY___ │
55
+ 2025-03-12 13:34:47,713 INFO ___FILE_ONLY___ < 1 MiB
56
+ 2025-03-12 13:34:47,713 INFO ___FILE_ONLY___
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+ 2025-03-12 13:34:47,713 INFO ___FILE_ONLY___ │
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+
60
+ 2025-03-12 13:34:47,713 INFO ___FILE_ONLY___ │
61
+ 2025-03-12 13:34:47,714 INFO ___FILE_ONLY___ gcloud Preview Commands
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+ 2025-03-12 13:34:47,714 INFO ___FILE_ONLY___ │
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+ 2025-03-12 13:34:47,714 INFO ___FILE_ONLY___
65
+ 2025-03-12 13:34:47,714 INFO ___FILE_ONLY___
66
+ 2025-03-12 13:34:47,714 INFO ___FILE_ONLY___ │
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+ 2025-03-12 13:34:47,714 INFO ___FILE_ONLY___ < 1 MiB
68
+ 2025-03-12 13:34:47,714 INFO ___FILE_ONLY___
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+ 2025-03-12 13:34:47,714 INFO ___FILE_ONLY___ │
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+
72
+ 2025-03-12 13:34:47,714 INFO ___FILE_ONLY___ └─────────────────────────┴────────────┴─────────┘
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+ 2025-03-12 13:34:47,714 INFO ___FILE_ONLY___
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+
75
+ 2025-03-12 13:34:47,714 INFO ___FILE_ONLY___
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+
77
+ 2025-03-12 13:34:47,718 DEBUG urllib3.connectionpool Starting new HTTPS connection (1): dl.google.com:443
78
+ 2025-03-12 13:34:47,812 DEBUG urllib3.connectionpool https://dl.google.com:443 "GET /dl/cloudsdk/channels/rapid/RELEASE_NOTES HTTP/11" 200 1377050
79
+ 2025-03-12 13:34:48,261 INFO ___FILE_ONLY___ For the latest full release notes, please visit:
80
+ https://cloud.google.com/sdk/release_notes
81
+
82
+
83
+ 2025-03-12 13:34:48,261 INFO ___FILE_ONLY___ Performing in place update...
84
+
85
+
86
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87
+
88
+ 2025-03-12 13:34:48,263 INFO ___FILE_ONLY___ ╠═ Downloading: gcloud Alpha Commands ═╣
89
+
90
+ 2025-03-12 13:34:48,263 INFO ___FILE_ONLY___ ╚
91
+ 2025-03-12 13:34:48,266 DEBUG urllib3.connectionpool Starting new HTTPS connection (1): dl.google.com:443
92
+ 2025-03-12 13:34:48,433 DEBUG urllib3.connectionpool https://dl.google.com:443 "GET /dl/cloudsdk/channels/rapid/components/google-cloud-sdk-alpha-20250307152352.tar.gz HTTP/11" 200 800
93
+ 2025-03-12 13:34:48,434 INFO ___FILE_ONLY___ ════════════════════════════════════════════════════════════
94
+ 2025-03-12 13:34:48,434 INFO ___FILE_ONLY___ ╝
95
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96
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+
98
+ 2025-03-12 13:34:48,436 INFO ___FILE_ONLY___ ╠═ Downloading: gcloud Beta Commands ═╣
99
+
100
+ 2025-03-12 13:34:48,436 INFO ___FILE_ONLY___ ╚
101
+ 2025-03-12 13:34:48,440 DEBUG urllib3.connectionpool Starting new HTTPS connection (1): dl.google.com:443
102
+ 2025-03-12 13:34:48,554 DEBUG urllib3.connectionpool https://dl.google.com:443 "GET /dl/cloudsdk/channels/rapid/components/google-cloud-sdk-beta-20250307152352.tar.gz HTTP/11" 200 797
103
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108
+ 2025-03-12 13:34:48,557 INFO ___FILE_ONLY___ ╠═ Downloading: gcloud Preview Commands ═╣
109
+
110
+ 2025-03-12 13:34:48,557 INFO ___FILE_ONLY___ ╚
111
+ 2025-03-12 13:34:48,560 DEBUG urllib3.connectionpool Starting new HTTPS connection (1): dl.google.com:443
112
+ 2025-03-12 13:34:48,813 DEBUG urllib3.connectionpool https://dl.google.com:443 "GET /dl/cloudsdk/channels/rapid/components/google-cloud-sdk-preview-20241115154308.tar.gz HTTP/11" 200 823
113
+ 2025-03-12 13:34:48,814 INFO ___FILE_ONLY___ ════════════════════════════════════════════════════════════
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+
118
+ 2025-03-12 13:34:48,816 INFO ___FILE_ONLY___ ╠═ Installing: gcloud Alpha Commands ═╣
119
+
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+
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+
126
+ 2025-03-12 13:34:48,823 INFO ___FILE_ONLY___ ╠═ Installing: gcloud Beta Commands ═╣
127
+
128
+ 2025-03-12 13:34:48,823 INFO ___FILE_ONLY___ ╚
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+ 2025-03-12 13:34:48,824 INFO ___FILE_ONLY___ ════════════════════════════════════════════════════════════
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+ 2025-03-12 13:34:48,824 INFO ___FILE_ONLY___ ╝
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+
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+
134
+ 2025-03-12 13:34:48,829 INFO ___FILE_ONLY___ ╠═ Installing: gcloud Preview Commands ═╣
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+
136
+ 2025-03-12 13:34:48,829 INFO ___FILE_ONLY___ ╚
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+
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+
143
+ 2025-03-12 13:34:48,837 INFO ___FILE_ONLY___ Performing post processing steps...
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+ 2025-03-12 13:34:48,838 DEBUG root Executing command: ['/tools/google-cloud-sdk/bin/gcloud', 'components', 'post-process']
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+ 2025-03-12 13:34:59,161 DEBUG ___FILE_ONLY___
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+ 2025-03-12 13:34:59,161 DEBUG ___FILE_ONLY___
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+ 2025-03-12 13:34:59,352 INFO root descriptor_list: [{'universeDomain': 'googleapis.com', 'universeShortName': '', 'authenticationDomain': 'auth.cloud.google.com', 'projectPrefix': '', 'cloudWebDomain': 'cloud.google.com', 'documentationDomain': 'cloud.google.com', 'version': '1.0.0', 'state': 'primary', 'artifactRegistryDomain': 'pkg.dev'}]
148
+ 2025-03-12 13:34:59,352 INFO ___FILE_ONLY___
149
+ Update done!
150
+
151
+
152
+ 2025-03-12 13:34:59,355 DEBUG root Chosen display Format:none
153
+ 2025-03-12 13:34:59,355 INFO root Display format: "none"
.config/logs/2025.03.12/13.34.49.375786.log ADDED
@@ -0,0 +1,5 @@
 
 
 
 
 
 
1
+ 2025-03-12 13:34:49,376 DEBUG root Loaded Command Group: ['gcloud', 'components']
2
+ 2025-03-12 13:34:49,378 DEBUG root Loaded Command Group: ['gcloud', 'components', 'post_process']
3
+ 2025-03-12 13:34:49,379 DEBUG root Running [gcloud.components.post-process] with arguments: []
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@@ -0,0 +1,8 @@
 
 
 
 
 
 
 
 
 
1
+ 2025-03-12 13:35:00,069 DEBUG root Loaded Command Group: ['gcloud', 'config']
2
+ 2025-03-12 13:35:00,120 DEBUG root Loaded Command Group: ['gcloud', 'config', 'set']
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+ 2025-03-12 13:35:00,123 DEBUG root Running [gcloud.config.set] with arguments: [SECTION/PROPERTY: "component_manager/disable_update_check", VALUE: "true"]
4
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5
+
6
+ 2025-03-12 13:35:00,125 DEBUG root Chosen display Format:default
7
+ 2025-03-12 13:35:00,125 INFO root Display format: "default"
8
+ 2025-03-12 13:35:00,126 DEBUG root SDK update checks are disabled.
.config/logs/2025.03.12/13.35.00.861965.log ADDED
@@ -0,0 +1,8 @@
 
 
 
 
 
 
 
 
 
1
+ 2025-03-12 13:35:00,863 DEBUG root Loaded Command Group: ['gcloud', 'config']
2
+ 2025-03-12 13:35:00,914 DEBUG root Loaded Command Group: ['gcloud', 'config', 'set']
3
+ 2025-03-12 13:35:00,916 DEBUG root Running [gcloud.config.set] with arguments: [SECTION/PROPERTY: "compute/gce_metadata_read_timeout_sec", VALUE: "0"]
4
+ 2025-03-12 13:35:00,917 INFO ___FILE_ONLY___ Updated property [compute/gce_metadata_read_timeout_sec].
5
+
6
+ 2025-03-12 13:35:00,918 DEBUG root Chosen display Format:default
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+ 2025-03-12 13:35:00,919 INFO root Display format: "default"
8
+ 2025-03-12 13:35:00,919 DEBUG root SDK update checks are disabled.
.gitattributes CHANGED
@@ -33,3 +33,5 @@ saved_model/**/* filter=lfs diff=lfs merge=lfs -text
33
  *.zip filter=lfs diff=lfs merge=lfs -text
34
  *.zst filter=lfs diff=lfs merge=lfs -text
35
  *tfevents* filter=lfs diff=lfs merge=lfs -text
 
 
 
33
  *.zip filter=lfs diff=lfs merge=lfs -text
34
  *.zst filter=lfs diff=lfs merge=lfs -text
35
  *tfevents* filter=lfs diff=lfs merge=lfs -text
36
+ sample_data/mnist_test.csv filter=lfs diff=lfs merge=lfs -text
37
+ sample_data/mnist_train_small.csv filter=lfs diff=lfs merge=lfs -text
.gradio/certificate.pem ADDED
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+ -----END CERTIFICATE-----
README.md CHANGED
@@ -1,12 +1,6 @@
1
  ---
2
- title: ' LABELLENZ'
3
- emoji: 🏢
4
- colorFrom: green
5
- colorTo: green
6
  sdk: gradio
7
  sdk_version: 5.21.0
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: _LABELLENZ
3
+ app_file: app.py
 
 
4
  sdk: gradio
5
  sdk_version: 5.21.0
 
 
6
  ---
 
 
app.py ADDED
@@ -0,0 +1,430 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+
2
+ import os
3
+ import subprocess
4
+ import sys
5
+ import re
6
+ import numpy as np
7
+ from PIL import Image
8
+ import gradio as gr
9
+ import requests
10
+ import json
11
+ from dotenv import load_dotenv
12
+
13
+ # Attempt to install pytesseract if not found
14
+ try:
15
+ import pytesseract
16
+ except ImportError:
17
+ subprocess.check_call([sys.executable, '-m', 'pip', 'install', 'pytesseract'])
18
+ import pytesseract
19
+
20
+ # AFTER importing pytesseract, then set the path
21
+ try:
22
+ # First try the default path
23
+ if os.path.exists('/usr/bin/tesseract'):
24
+ pytesseract.pytesseract.tesseract_cmd = '/usr/bin/tesseract'
25
+ # Try to find it on the PATH
26
+ else:
27
+ tesseract_path = subprocess.check_output(['which', 'tesseract']).decode().strip()
28
+ if tesseract_path:
29
+ pytesseract.pytesseract.tesseract_cmd = tesseract_path
30
+ except:
31
+ # If all else fails, try the default installation path
32
+ pytesseract.pytesseract.tesseract_cmd = 'tesseract'
33
+
34
+ # Load environment variables
35
+ load_dotenv()
36
+
37
+ # Mistral API Key
38
+ MISTRAL_API_KEY = "GlrVCBWyvTYjWGKl5jqtK4K41uWWJ79F"
39
+
40
+ # Import and configure Mistral API
41
+ def analyze_ingredients_with_mistral(ingredients_list, health_conditions=None):
42
+ """
43
+ Use Mistral AI to analyze ingredients and provide health insights.
44
+ """
45
+ if not ingredients_list:
46
+ return "No ingredients detected or provided."
47
+
48
+ # Prepare the list of ingredients for the prompt
49
+ ingredients_text = ", ".join(ingredients_list)
50
+
51
+ # Create a prompt for Mistral
52
+ if health_conditions and health_conditions.strip():
53
+ prompt = f"""
54
+ Analyze the following food ingredients for a person with these health conditions: {health_conditions}
55
+ Ingredients: {ingredients_text}
56
+ For each ingredient:
57
+ 1. Provide its potential health benefits
58
+ 2. Identify any potential risks
59
+ 3. Note if it may affect the specified health conditions
60
+ Then provide an overall assessment of the product's suitability for someone with the specified health conditions.
61
+ Format your response in markdown with clear headings and sections.
62
+ """
63
+ else:
64
+ prompt = f"""
65
+ Analyze the following food ingredients:
66
+ Ingredients: {ingredients_text}
67
+ For each ingredient:
68
+ 1. Provide its potential health benefits
69
+ 2. Identify any potential risks or common allergens associated with it
70
+ Then provide an overall assessment of the product's general health profile.
71
+ Format your response in markdown with clear headings and sections.
72
+ """
73
+
74
+ try:
75
+ headers = {
76
+ "Authorization": f"Bearer {MISTRAL_API_KEY}",
77
+ "Content-Type": "application/json"
78
+ }
79
+ data = {
80
+ "model": "mistral-small", # Or another suitable model
81
+ "messages": [{"role": "user", "content": prompt}],
82
+ "temperature": 0.7,
83
+ }
84
+
85
+ response = requests.post("https://api.mistral.ai/v1/chat/completions", headers=headers, json=data)
86
+
87
+ if response.status_code == 200:
88
+ analysis = response.json()['choices'][0]['message']['content']
89
+ else:
90
+ return dummy_analyze(ingredients_list, health_conditions) + f"\n\n(Using fallback analysis: Mistral API Error - {response.status_code} - {response.text})"
91
+
92
+ # Add disclaimer
93
+ disclaimer = """
94
+ ## Disclaimer
95
+ This analysis is provided for informational purposes only and should not replace professional medical advice.
96
+ Always consult with a healthcare provider regarding dietary restrictions, allergies, or health conditions.
97
+ """
98
+
99
+ return analysis + disclaimer
100
+
101
+ except Exception as e:
102
+ # Fallback to basic analysis if API call fails
103
+ return dummy_analyze(ingredients_list, health_conditions) + f"\n\n(Using fallback analysis: {str(e)})"
104
+
105
+
106
+ # Dummy analysis function for when API is not available
107
+ def dummy_analyze(ingredients_list, health_conditions=None):
108
+ ingredients_text = ", ".join(ingredients_list)
109
+
110
+ report = f"""
111
+ # Ingredient Analysis Report
112
+ ## Detected Ingredients
113
+ {", ".join([i.title() for i in ingredients_list])}
114
+ ## Overview
115
+ This is a simulated analysis since the Mistral API call failed. In the actual application,
116
+ the ingredients would be analyzed by Mistral for their health implications.
117
+ ## Health Considerations
118
+ """
119
+
120
+ if health_conditions:
121
+ report += f"""
122
+ The analysis would specifically consider these health concerns: {health_conditions}
123
+ """
124
+ else:
125
+ report += """
126
+ No specific health concerns were provided, so a general analysis would be performed.
127
+ """
128
+
129
+ report += """
130
+ ## Disclaimer
131
+ This analysis is provided for informational purposes only and should not replace professional medical advice.
132
+ Always consult with a healthcare provider regarding dietary restrictions, allergies, or health conditions.
133
+ """
134
+
135
+ return report
136
+
137
+ # Function to extract text from images using OCR
138
+ def extract_text_from_image(image):
139
+ try:
140
+ if image is None:
141
+ return "No image captured. Please try again."
142
+
143
+ # Verify Tesseract executable is accessible
144
+ try:
145
+ subprocess.run([pytesseract.pytesseract.tesseract_cmd, "--version"],
146
+ check=True, capture_output=True, text=True)
147
+ except (subprocess.SubprocessError, FileNotFoundError):
148
+ return "Tesseract OCR is not installed or not properly configured. Please check installation."
149
+
150
+ # Import necessary libraries
151
+ import cv2
152
+ import numpy as np
153
+ from PIL import Image, ImageOps, ImageEnhance
154
+
155
+ # First approach: Invert the image for light text on dark background
156
+ inverted_image = ImageOps.invert(image)
157
+
158
+ # Try OCR on inverted image
159
+ custom_config = r'--oem 3 --psm 6 -l eng --dpi 300'
160
+ inverted_text = pytesseract.image_to_string(inverted_image, config=custom_config)
161
+
162
+ # Second approach: OpenCV processing for colored backgrounds
163
+ img_cv = cv2.cvtColor(np.array(image), cv2.COLOR_RGB2BGR)
164
+
165
+ # Convert to grayscale
166
+ gray = cv2.cvtColor(img_cv, cv2.COLOR_BGR2GRAY)
167
+
168
+ # Apply bilateral filter to preserve edges while reducing noise
169
+ filtered = cv2.bilateralFilter(gray, 11, 17, 17)
170
+
171
+ # Adaptive thresholding to handle varied lighting
172
+ thresh = cv2.adaptiveThreshold(filtered, 255, cv2.ADAPTIVE_THRESH_GAUSSIAN_C,
173
+ cv2.THRESH_BINARY, 11, 2)
174
+
175
+ # Invert the image (if text is light on dark background)
176
+ inverted_thresh = cv2.bitwise_not(thresh)
177
+
178
+ # Try OCR on processed image
179
+ cv_text = pytesseract.image_to_string(
180
+ Image.fromarray(inverted_thresh),
181
+ config=custom_config
182
+ )
183
+
184
+ # Third approach: Color filtering to isolate text from colored background
185
+ # Convert to HSV color space to better isolate colors
186
+ hsv = cv2.cvtColor(img_cv, cv2.COLOR_BGR2HSV)
187
+
188
+ # Create a mask to extract light colored text (assuming white/light text)
189
+ lower_white = np.array([0, 0, 150])
190
+ upper_white = np.array([180, 30, 255])
191
+ mask = cv2.inRange(hsv, lower_white, upper_white)
192
+
193
+ # Apply morphological operations to clean up the mask
194
+ kernel = np.ones((2, 2), np.uint8)
195
+ mask = cv2.morphologyEx(mask, cv2.MORPH_CLOSE, kernel)
196
+ mask = cv2.morphologyEx(mask, cv2.MORPH_OPEN, kernel)
197
+
198
+ # Improve character connectivity
199
+ mask = cv2.dilate(mask, kernel, iterations=1)
200
+
201
+ # Try OCR on color filtered image
202
+ color_text = pytesseract.image_to_string(
203
+ Image.fromarray(mask),
204
+ config=r'--oem 3 --psm 6 -l eng --dpi 300'
205
+ )
206
+
207
+ # Fourth approach: Try directly with the image but with different configs
208
+ direct_text = pytesseract.image_to_string(
209
+ image,
210
+ config=r'--oem 3 --psm 11 -l eng --dpi 300'
211
+ )
212
+
213
+ # Compare results and select the best one
214
+ results = [inverted_text, cv_text, color_text, direct_text]
215
+
216
+ # Select the result with the most alphanumeric characters
217
+ def count_alphanumeric(text):
218
+ return sum(c.isalnum() for c in text)
219
+
220
+ best_text = max(results, key=count_alphanumeric)
221
+
222
+ # If still poor results, try with explicit text color inversion in tesseract
223
+ if count_alphanumeric(best_text) < 20:
224
+ # Try with tesseract's built-in inversion
225
+ neg_text = pytesseract.image_to_string(
226
+ image,
227
+ config=r'--oem 3 --psm 6 -c textord_heavy_nr=1 -c textord_debug_printable=0 -l eng --dpi 300'
228
+ )
229
+ if count_alphanumeric(neg_text) > count_alphanumeric(best_text):
230
+ best_text = neg_text
231
+
232
+ # Clean up the text
233
+ best_text = re.sub(r'[^\w\s,;:%.()\n\'-]', '', best_text)
234
+ best_text = best_text.replace('\n\n', '\n')
235
+
236
+ # Special case for ingredients list format
237
+ if "ingredient" in best_text.lower() or any(x in best_text.lower() for x in ["sugar", "cocoa", "milk", "contain"]):
238
+ # Specific cleaning for ingredient lists
239
+ best_text = re.sub(r'([a-z])([A-Z])', r'\1 \2', best_text) # Add space between lowercase and uppercase
240
+ best_text = re.sub(r'(\d+)([a-zA-Z])', r'\1 \2', best_text) # Add space between number and letter
241
+
242
+ if not best_text.strip():
243
+ return "No text could be extracted. Ensure image is clear and readable."
244
+
245
+ return best_text.strip()
246
+ except Exception as e:
247
+ return f"Error extracting text: {str(e)}"
248
+
249
+ # Function to parse ingredients from text
250
+ def parse_ingredients(text):
251
+ if not text:
252
+ return []
253
+
254
+ # Clean up the text
255
+ text = re.sub(r'^ingredients:?\s*', '', text.lower(), flags=re.IGNORECASE)
256
+
257
+ # Remove common OCR errors and extraneous characters
258
+ text = re.sub(r'[|\\/@#$%^&*()_+=]', '', text)
259
+
260
+ # Replace common OCR errors
261
+ text = re.sub(r'\bngredients\b', 'ingredients', text)
262
+
263
+ # Handle common OCR misreads
264
+ replacements = {
265
+ '0': 'o', 'l': 'i', '1': 'i',
266
+ '5': 's', '8': 'b', 'Q': 'g',
267
+ }
268
+
269
+ for error, correction in replacements.items():
270
+ text = text.replace(error, correction)
271
+
272
+ # Split by common ingredient separators
273
+ ingredients = re.split(r',|;|\n', text)
274
+
275
+ # Clean up each ingredient
276
+ cleaned_ingredients = []
277
+ for i in ingredients:
278
+ i = i.strip().lower()
279
+ if i and len(i) > 1: # Ignore single characters which are likely OCR errors
280
+ cleaned_ingredients.append(i)
281
+
282
+ return cleaned_ingredients
283
+
284
+
285
+ # Function to process input based on method (camera, upload, or manual entry)
286
+ def process_input(input_method, text_input, camera_input, upload_input, health_conditions):
287
+ if input_method == "Camera":
288
+ if camera_input is not None:
289
+ extracted_text = extract_text_from_image(camera_input)
290
+ # If OCR fails, inform the user they can try manual entry
291
+ if "Error" in extracted_text or "No text could be extracted" in extracted_text:
292
+ return extracted_text + "\n\nPlease try using the 'Manual Entry' option instead."
293
+
294
+ ingredients = parse_ingredients(extracted_text)
295
+ return analyze_ingredients_with_mistral(ingredients, health_conditions)
296
+ else:
297
+ return "No camera image captured. Please try again."
298
+
299
+ elif input_method == "Image Upload":
300
+ if upload_input is not None:
301
+ extracted_text = extract_text_from_image(upload_input)
302
+ # If OCR fails, inform the user they can try manual entry
303
+ if "Error" in extracted_text or "No text could be extracted" in extracted_text:
304
+ return extracted_text + "\n\nPlease try using the 'Manual Entry' option instead."
305
+
306
+ ingredients = parse_ingredients(extracted_text)
307
+ return analyze_ingredients_with_mistral(ingredients, health_conditions)
308
+ else:
309
+ return "No image uploaded. Please try again."
310
+
311
+ elif input_method == "Manual Entry":
312
+ if text_input and text_input.strip():
313
+ ingredients = parse_ingredients(text_input)
314
+ return analyze_ingredients_with_mistral(ingredients, health_conditions)
315
+ else:
316
+ return "No ingredients entered. Please try again."
317
+
318
+ return "Please provide input using one of the available methods."
319
+
320
+ # Create the Gradio interface
321
+ with gr.Blocks(title="AI Ingredient Scanner") as app:
322
+ gr.Markdown("# AI Ingredient Scanner")
323
+ gr.Markdown("Scan product ingredients and analyze them for health benefits, risks, and potential allergens.")
324
+
325
+ with gr.Row():
326
+ with gr.Column():
327
+ input_method = gr.Radio(
328
+ ["Camera", "Image Upload", "Manual Entry"],
329
+ label="Input Method",
330
+ value="Camera"
331
+ )
332
+
333
+ # Camera input
334
+ camera_input = gr.Image(label="Capture ingredients with camera", type="pil", visible=True)
335
+
336
+ # Image upload
337
+ upload_input = gr.Image(label="Upload image of ingredients label", type="pil", visible=False)
338
+
339
+ # Text input
340
+ text_input = gr.Textbox(
341
+ label="Enter ingredients list (comma separated)",
342
+ placeholder="milk, sugar, flour, eggs, vanilla extract",
343
+ lines=3,
344
+ visible=False
345
+ )
346
+
347
+ # Health conditions input - now optional and more flexible
348
+ health_conditions = gr.Textbox(
349
+ label="Enter your health concerns (optional)",
350
+ placeholder="diabetes, high blood pressure, peanut allergy, etc.",
351
+ lines=2,
352
+ info="The AI will automatically analyze ingredients for these conditions"
353
+ )
354
+
355
+ analyze_button = gr.Button("Analyze Ingredients")
356
+
357
+ with gr.Column():
358
+ output = gr.Markdown(label="Analysis Results")
359
+ extracted_text_output = gr.Textbox(label="Extracted Text (for verification)", lines=3)
360
+
361
+ # Show/hide inputs based on selection
362
+ def update_visible_inputs(choice):
363
+ return {
364
+ upload_input: gr.update(visible=(choice == "Image Upload")),
365
+ camera_input: gr.update(visible=(choice == "Camera")),
366
+ text_input: gr.update(visible=(choice == "Manual Entry"))
367
+ }
368
+
369
+ input_method.change(update_visible_inputs, input_method, [upload_input, camera_input, text_input])
370
+
371
+ # Extract and display the raw text (for verification purposes)
372
+ def show_extracted_text(input_method, text_input, camera_input, upload_input):
373
+ if input_method == "Camera" and camera_input is not None:
374
+ return extract_text_from_image(camera_input)
375
+ elif input_method == "Image Upload" and upload_input is not None:
376
+ return extract_text_from_image(upload_input)
377
+ elif input_method == "Manual Entry":
378
+ return text_input
379
+ return "No input detected"
380
+
381
+ # Set up event handlers
382
+ analyze_button.click(
383
+ fn=process_input,
384
+ inputs=[input_method, text_input, camera_input, upload_input, health_conditions],
385
+ outputs=output
386
+ )
387
+
388
+ analyze_button.click(
389
+ fn=show_extracted_text,
390
+ inputs=[input_method, text_input, camera_input, upload_input],
391
+ outputs=extracted_text_output
392
+ )
393
+
394
+ gr.Markdown("### How to use")
395
+ gr.Markdown("""
396
+ 1. Choose your input method (Camera, Image Upload, or Manual Entry)
397
+ 2. Take a photo of the ingredients label or enter ingredients manually
398
+ 3. Optionally enter your health concerns
399
+ 4. Click "Analyze Ingredients" to get your personalized analysis
400
+ The AI will automatically analyze the ingredients, their health implications, and their potential impact on your specific health concerns.
401
+ """)
402
+
403
+ gr.Markdown("### Examples of what you can ask")
404
+ gr.Markdown("""
405
+ The system can handle a wide range of health concerns, such as:
406
+ - General health goals: "trying to reduce sugar intake" or "watching sodium levels"
407
+ - Medical conditions: "diabetes" or "hypertension"
408
+ - Allergies: "peanut allergy" or "shellfish allergy"
409
+ - Dietary restrictions: "vegetarian" or "gluten-free diet"
410
+ - Multiple conditions: "diabetes, high cholesterol, and lactose intolerance"
411
+ The AI will tailor its analysis to your specific needs.
412
+ """)
413
+
414
+ gr.Markdown("### Tips for best results")
415
+ gr.Markdown("""
416
+ - Hold the camera steady and ensure good lighting
417
+ - Focus directly on the ingredients list
418
+ - Make sure the text is clear and readable
419
+ - Be specific about your health concerns for more targeted analysis
420
+ """)
421
+
422
+ gr.Markdown("### Disclaimer")
423
+ gr.Markdown("""
424
+ This tool is for informational purposes only and should not replace professional medical advice.
425
+ Always consult with a healthcare provider regarding dietary restrictions, allergies, or health conditions.
426
+ """)
427
+
428
+ # Launch the app
429
+ if __name__ == "__main__":
430
+ app.launch()
requirements.txt ADDED
@@ -0,0 +1,7 @@
 
 
 
 
 
 
 
 
1
+ gradio>=3.50.2
2
+ pytesseract>=0.3.8
3
+ Pillow>=9.0.0
4
+ opencv-python-headless>=4.5.1
5
+ numpy>=1.24.0
6
+ python-dotenv>=0.19.0
7
+ requests>=2.27.1
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).
sample_data/anscombe.json ADDED
@@ -0,0 +1,49 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ [
2
+ {"Series":"I", "X":10.0, "Y":8.04},
3
+ {"Series":"I", "X":8.0, "Y":6.95},
4
+ {"Series":"I", "X":13.0, "Y":7.58},
5
+ {"Series":"I", "X":9.0, "Y":8.81},
6
+ {"Series":"I", "X":11.0, "Y":8.33},
7
+ {"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},
11
+ {"Series":"I", "X":7.0, "Y":4.81},
12
+ {"Series":"I", "X":5.0, "Y":5.68},
13
+
14
+ {"Series":"II", "X":10.0, "Y":9.14},
15
+ {"Series":"II", "X":8.0, "Y":8.14},
16
+ {"Series":"II", "X":13.0, "Y":8.74},
17
+ {"Series":"II", "X":9.0, "Y":8.77},
18
+ {"Series":"II", "X":11.0, "Y":9.26},
19
+ {"Series":"II", "X":14.0, "Y":8.10},
20
+ {"Series":"II", "X":6.0, "Y":6.13},
21
+ {"Series":"II", "X":4.0, "Y":3.10},
22
+ {"Series":"II", "X":12.0, "Y":9.13},
23
+ {"Series":"II", "X":7.0, "Y":7.26},
24
+ {"Series":"II", "X":5.0, "Y":4.74},
25
+
26
+ {"Series":"III", "X":10.0, "Y":7.46},
27
+ {"Series":"III", "X":8.0, "Y":6.77},
28
+ {"Series":"III", "X":13.0, "Y":12.74},
29
+ {"Series":"III", "X":9.0, "Y":7.11},
30
+ {"Series":"III", "X":11.0, "Y":7.81},
31
+ {"Series":"III", "X":14.0, "Y":8.84},
32
+ {"Series":"III", "X":6.0, "Y":6.08},
33
+ {"Series":"III", "X":4.0, "Y":5.39},
34
+ {"Series":"III", "X":12.0, "Y":8.15},
35
+ {"Series":"III", "X":7.0, "Y":6.42},
36
+ {"Series":"III", "X":5.0, "Y":5.73},
37
+
38
+ {"Series":"IV", "X":8.0, "Y":6.58},
39
+ {"Series":"IV", "X":8.0, "Y":5.76},
40
+ {"Series":"IV", "X":8.0, "Y":7.71},
41
+ {"Series":"IV", "X":8.0, "Y":8.84},
42
+ {"Series":"IV", "X":8.0, "Y":8.47},
43
+ {"Series":"IV", "X":8.0, "Y":7.04},
44
+ {"Series":"IV", "X":8.0, "Y":5.25},
45
+ {"Series":"IV", "X":19.0, "Y":12.50},
46
+ {"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
@@ -0,0 +1,3 @@
 
 
 
 
1
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+ oid sha256:51c292478d94ec3a01461bdfa82eb0885d262eb09e615679b2d69dedb6ad09e7
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+ size 18289443
sample_data/mnist_train_small.csv ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
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