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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/2024.12.04/14.22.43.568001.log +764 -0
  11. .config/logs/2024.12.04/14.23.06.536794.log +5 -0
  12. .config/logs/2024.12.04/14.23.17.977201.log +152 -0
  13. .config/logs/2024.12.04/14.23.19.373946.log +5 -0
  14. .config/logs/2024.12.04/14.23.31.005371.log +8 -0
  15. .config/logs/2024.12.04/14.23.31.672215.log +8 -0
  16. .gitattributes +2 -0
  17. .gradio/certificate.pem +31 -0
  18. README.md +2 -8
  19. app.py +135 -0
  20. requirements.txt +556 -0
  21. response.mp3 +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: 1733322197.349329
.config/.last_update_check.json ADDED
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+ {"last_update_check_time": 1733322198.871686, "last_update_check_revision": 20241115154308, "notifications": [], "last_nag_times": {}}
.config/active_config ADDED
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.config/config_sentinel ADDED
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.config/configurations/config_default ADDED
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+ [component_manager]
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.config/default_configs.db ADDED
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.config/gce ADDED
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+ 2024-12-04 14:22:56,592 INFO ___FILE_ONLY___ ╠═ Downloading: Bundled Python 3.11 (Platform Specific) ═╣
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481
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+
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512
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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
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541
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542
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543
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544
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545
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546
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547
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548
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549
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550
+ 2024-12-04 14:22:59,597 INFO ___FILE_ONLY___ ╝
551
+
552
+ 2024-12-04 14:22:59,615 INFO ___FILE_ONLY___ ╔════════════════════════════════════════════════════════════╗
553
+
554
+ 2024-12-04 14:22:59,615 INFO ___FILE_ONLY___ ╠═ Installing: BigQuery Command Line Tool (Platform Spec... ═╣
555
+
556
+ 2024-12-04 14:22:59,615 INFO ___FILE_ONLY___ ╚
557
+ 2024-12-04 14:22:59,616 INFO ___FILE_ONLY___ ════════════════════════════════════════════════════════════
558
+ 2024-12-04 14:22:59,617 INFO ___FILE_ONLY___ ╝
559
+
560
+ 2024-12-04 14:22:59,624 INFO ___FILE_ONLY___ ╔════════════════════════════════════════════════════════════╗
561
+
562
+ 2024-12-04 14:22:59,624 INFO ___FILE_ONLY___ ╠═ Installing: Bundled Python 3.11 ═╣
563
+
564
+ 2024-12-04 14:22:59,624 INFO ___FILE_ONLY___ ╚
565
+ 2024-12-04 14:22:59,629 INFO ___FILE_ONLY___ ════════════════════════════════════════════════════════════
566
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567
+
568
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569
+
570
+ 2024-12-04 14:22:59,631 INFO ___FILE_ONLY___ ╠═ Installing: Bundled Python 3.11 (Platform Specific) ═╣
571
+
572
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573
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575
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576
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577
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578
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579
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580
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585
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586
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589
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590
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591
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592
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593
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594
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595
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597
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599
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601
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602
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603
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604
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606
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608
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610
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611
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612
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613
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614
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615
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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
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622
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623
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624
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625
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626
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627
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628
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629
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630
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631
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632
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633
+ 2024-12-04 14:23:04,362 INFO ___FILE_ONLY___ ╝
634
+
635
+ 2024-12-04 14:23:04,469 INFO ___FILE_ONLY___ ╔════════════════════════════════════════════════════════════╗
636
+
637
+ 2024-12-04 14:23:04,470 INFO ___FILE_ONLY___ ╠═ Installing: Cloud Storage Command Line Tool ═╣
638
+
639
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640
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655
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656
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657
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658
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660
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665
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667
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668
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670
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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
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687
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688
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689
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690
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691
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692
+ 2024-12-04 14:23:05,804 INFO ___FILE_ONLY___ ═
693
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694
+ 2024-12-04 14:23:05,830 INFO ___FILE_ONLY___ ═
695
+ 2024-12-04 14:23:05,847 INFO ___FILE_ONLY___ ═
696
+ 2024-12-04 14:23:05,859 INFO ___FILE_ONLY___ ═
697
+ 2024-12-04 14:23:05,872 INFO ___FILE_ONLY___ ═
698
+ 2024-12-04 14:23:05,882 INFO ___FILE_ONLY___ ═
699
+ 2024-12-04 14:23:05,892 INFO ___FILE_ONLY___ ═
700
+ 2024-12-04 14:23:05,892 INFO ___FILE_ONLY___ ╝
701
+
702
+ 2024-12-04 14:23:05,964 INFO ___FILE_ONLY___ ╔════════════════════════════════════════════════════════════╗
703
+
704
+ 2024-12-04 14:23:05,965 INFO ___FILE_ONLY___ ╠═ Installing: Cloud Storage Command Line Tool (Platform... ═╣
705
+
706
+ 2024-12-04 14:23:05,965 INFO ___FILE_ONLY___ ╚
707
+ 2024-12-04 14:23:05,966 INFO ___FILE_ONLY___ ════════════════════════════════════════════════════════════
708
+ 2024-12-04 14:23:05,966 INFO ___FILE_ONLY___ ╝
709
+
710
+ 2024-12-04 14:23:05,973 INFO ___FILE_ONLY___ ╔════════════════════════════════════════════════════════════╗
711
+
712
+ 2024-12-04 14:23:05,973 INFO ___FILE_ONLY___ ╠═ Installing: Default set of gcloud commands ═╣
713
+
714
+ 2024-12-04 14:23:05,973 INFO ___FILE_ONLY___ ╚
715
+ 2024-12-04 14:23:05,979 INFO ___FILE_ONLY___ ════════════════════════════════════════════════════════════
716
+ 2024-12-04 14:23:05,979 INFO ___FILE_ONLY___ ╝
717
+
718
+ 2024-12-04 14:23:05,981 INFO ___FILE_ONLY___ ╔════════════════════════════════════════════════════════════╗
719
+
720
+ 2024-12-04 14:23:05,981 INFO ___FILE_ONLY___ ╠═ Installing: Google Cloud CLI Core Libraries (Platform... ═╣
721
+
722
+ 2024-12-04 14:23:05,981 INFO ___FILE_ONLY___ ╚
723
+ 2024-12-04 14:23:05,982 INFO ___FILE_ONLY___ ══════════════════════════════
724
+ 2024-12-04 14:23:05,982 INFO ___FILE_ONLY___ ══════════════════════════════
725
+ 2024-12-04 14:23:05,982 INFO ___FILE_ONLY___ ╝
726
+
727
+ 2024-12-04 14:23:05,990 INFO ___FILE_ONLY___ ╔════════════════════════════════════════════════════════════╗
728
+
729
+ 2024-12-04 14:23:05,990 INFO ___FILE_ONLY___ ╠═ Installing: Google Cloud CRC32C Hash Tool ═╣
730
+
731
+ 2024-12-04 14:23:05,990 INFO ___FILE_ONLY___ ╚
732
+ 2024-12-04 14:23:05,995 INFO ___FILE_ONLY___ ════════════════════════════════════════════════════════════
733
+ 2024-12-04 14:23:05,996 INFO ___FILE_ONLY___ ╝
734
+
735
+ 2024-12-04 14:23:05,997 INFO ___FILE_ONLY___ ╔════════════════════════════════════════════════════════════╗
736
+
737
+ 2024-12-04 14:23:05,997 INFO ___FILE_ONLY___ ╠═ Installing: Google Cloud CRC32C Hash Tool (Platform S... ═╣
738
+
739
+ 2024-12-04 14:23:05,997 INFO ___FILE_ONLY___ ╚
740
+ 2024-12-04 14:23:06,034 INFO ___FILE_ONLY___ ══════════════════════════════
741
+ 2024-12-04 14:23:06,034 INFO ___FILE_ONLY___ ══════════════════════════════
742
+ 2024-12-04 14:23:06,034 INFO ___FILE_ONLY___ ╝
743
+
744
+ 2024-12-04 14:23:06,042 INFO ___FILE_ONLY___ ╔════════════════════════════════════════════════════════════╗
745
+
746
+ 2024-12-04 14:23:06,042 INFO ___FILE_ONLY___ ╠═ Installing: gcloud cli dependencies (Platform Specific) ═╣
747
+
748
+ 2024-12-04 14:23:06,042 INFO ___FILE_ONLY___ ╚
749
+ 2024-12-04 14:23:06,043 INFO ___FILE_ONLY___ ════════════════════════════════════════════════════════════
750
+ 2024-12-04 14:23:06,043 INFO ___FILE_ONLY___ ╝
751
+
752
+ 2024-12-04 14:23:06,052 DEBUG root Updating notification cache...
753
+ 2024-12-04 14:23:06,053 INFO ___FILE_ONLY___
754
+
755
+ 2024-12-04 14:23:06,055 INFO ___FILE_ONLY___ Performing post processing steps...
756
+ 2024-12-04 14:23:06,055 DEBUG root Executing command: ['/tools/google-cloud-sdk/bin/gcloud', 'components', 'post-process']
757
+ 2024-12-04 14:23:17,297 DEBUG ___FILE_ONLY___
758
+ 2024-12-04 14:23:17,297 DEBUG ___FILE_ONLY___
759
+ 2024-12-04 14:23:17,344 INFO ___FILE_ONLY___
760
+ Update done!
761
+
762
+
763
+ 2024-12-04 14:23:17,348 DEBUG root Chosen display Format:none
764
+ 2024-12-04 14:23:17,348 INFO root Display format: "none"
.config/logs/2024.12.04/14.23.06.536794.log ADDED
@@ -0,0 +1,5 @@
 
 
 
 
 
 
1
+ 2024-12-04 14:23:06,537 DEBUG root Loaded Command Group: ['gcloud', 'components']
2
+ 2024-12-04 14:23:06,539 DEBUG root Loaded Command Group: ['gcloud', 'components', 'post_process']
3
+ 2024-12-04 14:23:06,542 DEBUG root Running [gcloud.components.post-process] with arguments: []
4
+ 2024-12-04 14:23:17,200 DEBUG root Chosen display Format:none
5
+ 2024-12-04 14:23:17,201 INFO root Display format: "none"
.config/logs/2024.12.04/14.23.17.977201.log ADDED
@@ -0,0 +1,152 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ 2024-12-04 14:23:17,978 DEBUG root Loaded Command Group: ['gcloud', 'components']
2
+ 2024-12-04 14:23:17,980 DEBUG root Loaded Command Group: ['gcloud', 'components', 'update']
3
+ 2024-12-04 14:23:17,983 DEBUG root Running [gcloud.components.update] with arguments: [--quiet: "True", COMPONENT-IDS:8: "['gcloud', 'core', 'bq', 'gsutil', 'compute', 'preview', 'alpha', 'beta']"]
4
+ 2024-12-04 14:23:17,985 INFO ___FILE_ONLY___ Beginning update. This process may take several minutes.
5
+
6
+ 2024-12-04 14:23:17,994 DEBUG urllib3.connectionpool Starting new HTTPS connection (1): dl.google.com:443
7
+ 2024-12-04 14:23:18,084 DEBUG urllib3.connectionpool https://dl.google.com:443 "GET /dl/cloudsdk/channels/rapid/components-2.json HTTP/1.1" 200 227816
8
+ 2024-12-04 14:23:18,108 WARNING root Component [compute] no longer exists.
9
+ 2024-12-04 14:23:18,109 INFO ___FILE_ONLY___
10
+
11
+ 2024-12-04 14:23:18,110 INFO ___FILE_ONLY___
12
+ Your current Google Cloud CLI version is: 502.0.0
13
+
14
+ 2024-12-04 14:23:18,110 INFO ___FILE_ONLY___ Installing components from version: 502.0.0
15
+
16
+ 2024-12-04 14:23:18,110 INFO ___FILE_ONLY___
17
+
18
+ 2024-12-04 14:23:18,110 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
+ 2024-12-04 14:23:18,111 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
+ 2024-12-04 14:23:18,112 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
+ 2024-12-04 14:23:18,131 INFO ___FILE_ONLY___ ┌────────────────────────────────────────────────┐
22
+ 2024-12-04 14:23:18,132 INFO ___FILE_ONLY___
23
+
24
+ 2024-12-04 14:23:18,132 INFO ___FILE_ONLY___ │ These components will be installed. │
25
+ 2024-12-04 14:23:18,132 INFO ___FILE_ONLY___
26
+
27
+ 2024-12-04 14:23:18,132 INFO ___FILE_ONLY___ ├─────────────────────────┬────────────┬─────────┤
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+ 2024-12-04 14:23:18,132 INFO ___FILE_ONLY___
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+
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+ 2024-12-04 14:23:18,132 INFO ___FILE_ONLY___ │ Name │ Version │ Size │
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+ 2024-12-04 14:23:18,132 INFO ___FILE_ONLY___
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+
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+ 2024-12-04 14:23:18,132 INFO ___FILE_ONLY___ ├─────────────────────────┼────────────┼─────────┤
34
+ 2024-12-04 14:23:18,132 INFO ___FILE_ONLY___
35
+
36
+ 2024-12-04 14:23:18,132 INFO ___FILE_ONLY___ │
37
+ 2024-12-04 14:23:18,132 INFO ___FILE_ONLY___ gcloud Alpha Commands
38
+ 2024-12-04 14:23:18,132 INFO ___FILE_ONLY___
39
+ 2024-12-04 14:23:18,132 INFO ___FILE_ONLY___ │
40
+ 2024-12-04 14:23:18,133 INFO ___FILE_ONLY___ 2024.11.15
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+ 2024-12-04 14:23:18,133 INFO ___FILE_ONLY___
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+ 2024-12-04 14:23:18,133 INFO ___FILE_ONLY___ │
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+ 2024-12-04 14:23:18,133 INFO ___FILE_ONLY___ < 1 MiB
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+ 2024-12-04 14:23:18,133 INFO ___FILE_ONLY___
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+ 2024-12-04 14:23:18,133 INFO ___FILE_ONLY___ │
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+ 2024-12-04 14:23:18,133 INFO ___FILE_ONLY___
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+
48
+ 2024-12-04 14:23:18,133 INFO ___FILE_ONLY___ │
49
+ 2024-12-04 14:23:18,133 INFO ___FILE_ONLY___ gcloud Beta Commands
50
+ 2024-12-04 14:23:18,133 INFO ___FILE_ONLY___
51
+ 2024-12-04 14:23:18,133 INFO ___FILE_ONLY___ │
52
+ 2024-12-04 14:23:18,133 INFO ___FILE_ONLY___ 2024.11.15
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+ 2024-12-04 14:23:18,133 INFO ___FILE_ONLY___
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+ 2024-12-04 14:23:18,133 INFO ___FILE_ONLY___ │
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+
60
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61
+ 2024-12-04 14:23:18,134 INFO ___FILE_ONLY___ gcloud Preview Commands
62
+ 2024-12-04 14:23:18,134 INFO ___FILE_ONLY___
63
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64
+ 2024-12-04 14:23:18,134 INFO ___FILE_ONLY___
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+ 2024-12-04 14:23:18,134 INFO ___FILE_ONLY___ │
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+ 2024-12-04 14:23:18,134 INFO ___FILE_ONLY___ < 1 MiB
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+
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+ 2024-12-04 14:23:18,135 INFO ___FILE_ONLY___
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+
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+ 2024-12-04 14:23:18,135 INFO ___FILE_ONLY___
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+
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+ 2024-12-04 14:23:18,138 DEBUG urllib3.connectionpool Starting new HTTPS connection (1): dl.google.com:443
78
+ 2024-12-04 14:23:18,313 DEBUG urllib3.connectionpool https://dl.google.com:443 "GET /dl/cloudsdk/channels/rapid/RELEASE_NOTES HTTP/1.1" 200 1314602
79
+ 2024-12-04 14:23:18,466 INFO ___FILE_ONLY___ For the latest full release notes, please visit:
80
+ https://cloud.google.com/sdk/release_notes
81
+
82
+
83
+ 2024-12-04 14:23:18,466 INFO ___FILE_ONLY___ Performing in place update...
84
+
85
+
86
+ 2024-12-04 14:23:18,468 INFO ___FILE_ONLY___ ╔════════════════════════════════════════════════════════════╗
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+
88
+ 2024-12-04 14:23:18,469 INFO ___FILE_ONLY___ ╠═ Downloading: gcloud Alpha Commands ═╣
89
+
90
+ 2024-12-04 14:23:18,469 INFO ___FILE_ONLY___ ╚
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+ 2024-12-04 14:23:18,472 DEBUG urllib3.connectionpool Starting new HTTPS connection (1): dl.google.com:443
92
+ 2024-12-04 14:23:18,548 DEBUG urllib3.connectionpool https://dl.google.com:443 "GET /dl/cloudsdk/channels/rapid/components/google-cloud-sdk-alpha-20241115154308.tar.gz HTTP/1.1" 200 800
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+ 2024-12-04 14:23:18,551 INFO ___FILE_ONLY___ ╠═ Downloading: gcloud Beta Commands ═╣
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+
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+ 2024-12-04 14:23:18,554 DEBUG urllib3.connectionpool Starting new HTTPS connection (1): dl.google.com:443
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109
+
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+ 2024-12-04 14:23:18,754 DEBUG urllib3.connectionpool Starting new HTTPS connection (1): dl.google.com:443
112
+ 2024-12-04 14:23:18,834 DEBUG urllib3.connectionpool https://dl.google.com:443 "GET /dl/cloudsdk/channels/rapid/components/google-cloud-sdk-preview-20241115154308.tar.gz HTTP/1.1" 200 823
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118
+ 2024-12-04 14:23:18,837 INFO ___FILE_ONLY___ ╠═ Installing: gcloud Alpha Commands ═╣
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126
+ 2024-12-04 14:23:18,852 INFO ___FILE_ONLY___ ╠═ Installing: gcloud Beta Commands ═╣
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+ 2024-12-04 14:23:18,861 INFO ___FILE_ONLY___ ╠═ Installing: gcloud Preview Commands ═╣
135
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136
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+
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+ 2024-12-04 14:23:18,874 INFO ___FILE_ONLY___ Performing post processing steps...
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+ 2024-12-04 14:23:30,206 DEBUG ___FILE_ONLY___
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+ 2024-12-04 14:23:30,405 INFO ___FILE_ONLY___
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+ Update done!
149
+
150
+
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+ 2024-12-04 14:23:30,409 DEBUG root Chosen display Format:none
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+ 2024-12-04 14:23:30,409 INFO root Display format: "none"
.config/logs/2024.12.04/14.23.19.373946.log ADDED
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1
+ 2024-12-04 14:23:19,374 DEBUG root Loaded Command Group: ['gcloud', 'components']
2
+ 2024-12-04 14:23:19,376 DEBUG root Loaded Command Group: ['gcloud', 'components', 'post_process']
3
+ 2024-12-04 14:23:19,379 DEBUG root Running [gcloud.components.post-process] with arguments: []
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.config/logs/2024.12.04/14.23.31.005371.log ADDED
@@ -0,0 +1,8 @@
 
 
 
 
 
 
 
 
 
1
+ 2024-12-04 14:23:31,007 DEBUG root Loaded Command Group: ['gcloud', 'config']
2
+ 2024-12-04 14:23:31,060 DEBUG root Loaded Command Group: ['gcloud', 'config', 'set']
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+ 2024-12-04 14:23:31,063 DEBUG root Running [gcloud.config.set] with arguments: [SECTION/PROPERTY: "component_manager/disable_update_check", VALUE: "true"]
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+ 2024-12-04 14:23:31,064 INFO ___FILE_ONLY___ Updated property [component_manager/disable_update_check].
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+
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+ 2024-12-04 14:23:31,065 DEBUG root Chosen display Format:default
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+ 2024-12-04 14:23:31,066 DEBUG root SDK update checks are disabled.
.config/logs/2024.12.04/14.23.31.672215.log ADDED
@@ -0,0 +1,8 @@
 
 
 
 
 
 
 
 
 
1
+ 2024-12-04 14:23:31,674 DEBUG root Loaded Command Group: ['gcloud', 'config']
2
+ 2024-12-04 14:23:31,724 DEBUG root Loaded Command Group: ['gcloud', 'config', 'set']
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+ 2024-12-04 14:23:31,726 DEBUG root Running [gcloud.config.set] with arguments: [SECTION/PROPERTY: "compute/gce_metadata_read_timeout_sec", VALUE: "0"]
4
+ 2024-12-04 14:23:31,728 INFO ___FILE_ONLY___ Updated property [compute/gce_metadata_read_timeout_sec].
5
+
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+ 2024-12-04 14:23:31,729 DEBUG root Chosen display Format:default
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+ 2024-12-04 14:23:31,730 INFO root Display format: "default"
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+ 2024-12-04 14:23:31,730 DEBUG root SDK update checks are disabled.
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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
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+ sample_data/mnist_train_small.csv filter=lfs diff=lfs merge=lfs -text
.gradio/certificate.pem ADDED
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README.md CHANGED
@@ -1,12 +1,6 @@
1
  ---
2
- title: Content
3
- emoji: 📊
4
- colorFrom: red
5
- colorTo: purple
6
  sdk: gradio
7
  sdk_version: 5.8.0
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: content
3
+ app_file: app.py
 
 
4
  sdk: gradio
5
  sdk_version: 5.8.0
 
 
6
  ---
 
 
app.py ADDED
@@ -0,0 +1,135 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ !pip install gradio transformers torch gtts
2
+
3
+ import gradio as gr
4
+ from transformers import AutoModelForCausalLM, AutoTokenizer, MarianMTModel, MarianTokenizer, BlipProcessor, BlipForConditionalGeneration
5
+ from gtts import gTTS
6
+ import torch
7
+ import logging
8
+ import traceback
9
+ from PIL import Image
10
+
11
+ logging.basicConfig(filename="error_log.txt", level=logging.ERROR, format="%(asctime)s - %(message)s")
12
+
13
+ chatbot_model_name = "microsoft/DialoGPT-medium"
14
+ tokenizer = AutoTokenizer.from_pretrained(chatbot_model_name)
15
+ chatbot_model = AutoModelForCausalLM.from_pretrained(chatbot_model_name)
16
+
17
+ blip_model_name = "Salesforce/blip-image-captioning-base"
18
+ blip_processor = BlipProcessor.from_pretrained(blip_model_name)
19
+ blip_model = BlipForConditionalGeneration.from_pretrained(blip_model_name)
20
+
21
+ def get_translation_model(src_lang, tgt_lang):
22
+ model_name = f'Helsinki-NLP/opus-mt-{src_lang}-{tgt_lang}'
23
+ model = MarianMTModel.from_pretrained(model_name)
24
+ tokenizer = MarianTokenizer.from_pretrained(model_name)
25
+ return model, tokenizer
26
+
27
+ chat_history_ids = None
28
+ MAX_LENGTH = 1024
29
+ MAX_HISTORY_LENGTH = 5
30
+
31
+ def generate_image_caption(image_path):
32
+ try:
33
+ image = Image.open(image_path)
34
+ image.show()
35
+ image = blip_processor(images=image, return_tensors="pt").pixel_values
36
+ with torch.no_grad():
37
+ caption = blip_model.generate(image, max_length=50, num_beams=5)
38
+ return blip_processor.decode(caption[0], skip_special_tokens=True)
39
+ except Exception as e:
40
+ logging.error(f"Error in BLIP image captioning: {str(e)}\n{traceback.format_exc()}")
41
+ return "Error processing image."
42
+
43
+ def chatbot_with_image(message, language, image_path=None, reset=False):
44
+ global chat_history_ids
45
+
46
+ if reset:
47
+ chat_history_ids = None
48
+ return "Chat history reset.", None
49
+
50
+ if not message.strip() and not image_path:
51
+ return "Please enter a message or upload an image.", None
52
+
53
+ bot_response = ""
54
+
55
+ try:
56
+ if message.strip():
57
+ new_user_input_ids = tokenizer.encode(message + tokenizer.eos_token, return_tensors="pt")
58
+ if chat_history_ids is not None:
59
+ chat_history_ids = torch.cat([chat_history_ids, new_user_input_ids], dim=-1)
60
+ else:
61
+ chat_history_ids = new_user_input_ids
62
+
63
+ if chat_history_ids.shape[-1] > MAX_HISTORY_LENGTH * MAX_LENGTH:
64
+ chat_history_ids = chat_history_ids[:, -MAX_HISTORY_LENGTH * MAX_LENGTH:]
65
+
66
+ bot_input_ids = chat_history_ids
67
+ chat_history_ids = chatbot_model.generate(bot_input_ids, max_length=1000, pad_token_id=tokenizer.eos_token_id)
68
+ bot_response = tokenizer.decode(chat_history_ids[:, bot_input_ids.shape[-1]:][0], skip_special_tokens=True)
69
+ except Exception as e:
70
+ bot_response = f"Error processing message: {str(e)}"
71
+ logging.error(f"Error in chatbot response generation: {str(e)}\n{traceback.format_exc()}")
72
+
73
+ if image_path:
74
+ try:
75
+ image_caption = generate_image_caption(image_path)
76
+ bot_response += f"The image shows: {image_caption}."
77
+ except Exception as e:
78
+ bot_response += f" Error processing image: {str(e)}"
79
+ logging.error(f"Error in image processing: {str(e)}\n{traceback.format_exc()}")
80
+
81
+ try:
82
+ if language != "en":
83
+ translation_model, translation_tokenizer = get_translation_model("en", language)
84
+ translated = translation_model.generate(**translation_tokenizer(bot_response, return_tensors="pt", padding=True, truncation=True))
85
+ bot_response = translation_tokenizer.decode(translated[0], skip_special_tokens=True)
86
+ except Exception as e:
87
+ bot_response += f" Error in translation: {str(e)}"
88
+ logging.error(f"Error in translation: {str(e)}\n{traceback.format_exc()}")
89
+
90
+ try:
91
+ tts = gTTS(bot_response, lang=language)
92
+ audio_path = "response.mp3"
93
+ tts.save(audio_path)
94
+ except Exception as e:
95
+ bot_response += f" Error generating TTS: {str(e)}"
96
+ logging.error(f"Error in TTS generation: {str(e)}\n{traceback.format_exc()}")
97
+ audio_path = None
98
+
99
+ return bot_response, audio_path
100
+
101
+ with gr.Blocks() as demo:
102
+ with gr.Row():
103
+ gr.Markdown("### Chatbot with Image Understanding and Language Support")
104
+
105
+ with gr.Row():
106
+ output_audio = gr.Audio(label="Generated Speech", type="filepath")
107
+ output_text = gr.Textbox(label="Bot Response")
108
+
109
+ language_dropdown = gr.Dropdown(
110
+ choices=["en", "es", "fr", "de", "it", "zh", "pl"],
111
+ label="Select Language",
112
+ value="en"
113
+ )
114
+ image_input = gr.Image(label="Upload Image", type="filepath")
115
+ text_input = gr.Textbox(label="Your Message", placeholder="Type your message here...")
116
+
117
+ with gr.Row():
118
+ send_button = gr.Button("Send")
119
+ reset_button = gr.Button("Reset Chat")
120
+
121
+
122
+ send_button.click(
123
+ chatbot_with_image,
124
+ inputs=[text_input, language_dropdown, image_input, gr.State(False)],
125
+ outputs=[output_text, output_audio]
126
+ )
127
+
128
+ reset_button.click(
129
+ fn=lambda reset: ("Chat history reset.", None) if reset else ("", None),
130
+ inputs=[gr.State(True)],
131
+ outputs=[output_text, output_audio]
132
+ )
133
+
134
+ if __name__ == "__main__":
135
+ demo.launch(share=True)
requirements.txt ADDED
@@ -0,0 +1,556 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ absl-py==1.4.0
2
+ accelerate==1.1.1
3
+ aiofiles==23.2.1
4
+ aiohappyeyeballs==2.4.4
5
+ aiohttp==3.11.9
6
+ aiosignal==1.3.1
7
+ alabaster==1.0.0
8
+ albucore==0.0.19
9
+ albumentations==1.4.20
10
+ altair==4.2.2
11
+ annotated-types==0.7.0
12
+ anyio==3.7.1
13
+ argon2-cffi==23.1.0
14
+ argon2-cffi-bindings==21.2.0
15
+ array_record==0.5.1
16
+ arviz==0.20.0
17
+ astropy==6.1.7
18
+ astropy-iers-data==0.2024.12.2.0.35.34
19
+ astunparse==1.6.3
20
+ async-timeout==4.0.3
21
+ atpublic==4.1.0
22
+ attrs==24.2.0
23
+ audioread==3.0.1
24
+ autograd==1.7.0
25
+ babel==2.16.0
26
+ backcall==0.2.0
27
+ beautifulsoup4==4.12.3
28
+ bigframes==1.27.0
29
+ bigquery-magics==0.4.0
30
+ bleach==6.2.0
31
+ blinker==1.9.0
32
+ blis==0.7.11
33
+ blosc2==2.7.1
34
+ bokeh==3.6.1
35
+ Bottleneck==1.4.2
36
+ bqplot==0.12.43
37
+ branca==0.8.0
38
+ CacheControl==0.14.1
39
+ cachetools==5.5.0
40
+ catalogue==2.0.10
41
+ certifi==2024.8.30
42
+ cffi==1.17.1
43
+ chardet==5.2.0
44
+ charset-normalizer==3.4.0
45
+ chex==0.1.87
46
+ clarabel==0.9.0
47
+ click==8.1.7
48
+ cloudpathlib==0.20.0
49
+ cloudpickle==3.1.0
50
+ cmake==3.30.5
51
+ cmdstanpy==1.2.4
52
+ colorcet==3.1.0
53
+ colorlover==0.3.0
54
+ colour==0.1.5
55
+ community==1.0.0b1
56
+ confection==0.1.5
57
+ cons==0.4.6
58
+ contourpy==1.3.1
59
+ cryptography==43.0.3
60
+ cuda-python==12.2.1
61
+ cudf-cu12 @ https://pypi.nvidia.com/cudf-cu12/cudf_cu12-24.10.1-cp310-cp310-manylinux_2_24_x86_64.manylinux_2_28_x86_64.whl
62
+ cufflinks==0.17.3
63
+ cupy-cuda12x==12.2.0
64
+ cvxopt==1.3.2
65
+ cvxpy==1.5.4
66
+ cycler==0.12.1
67
+ cymem==2.0.10
68
+ Cython==3.0.11
69
+ dask==2024.10.0
70
+ datascience==0.17.6
71
+ db-dtypes==1.3.1
72
+ dbus-python==1.2.18
73
+ debugpy==1.8.0
74
+ decorator==4.4.2
75
+ defusedxml==0.7.1
76
+ Deprecated==1.2.15
77
+ diffusers==0.31.0
78
+ distro==1.9.0
79
+ dlib==19.24.2
80
+ dm-tree==0.1.8
81
+ docker-pycreds==0.4.0
82
+ docstring_parser==0.16
83
+ docutils==0.21.2
84
+ dopamine_rl==4.0.9
85
+ duckdb==1.1.3
86
+ earthengine-api==1.2.0
87
+ easydict==1.13
88
+ ecos==2.0.14
89
+ editdistance==0.8.1
90
+ eerepr==0.0.4
91
+ einops==0.8.0
92
+ en-core-web-sm @ https://github.com/explosion/spacy-models/releases/download/en_core_web_sm-3.7.1/en_core_web_sm-3.7.1-py3-none-any.whl#sha256=86cc141f63942d4b2c5fcee06630fd6f904788d2f0ab005cce45aadb8fb73889
93
+ entrypoints==0.4
94
+ et_xmlfile==2.0.0
95
+ etils==1.11.0
96
+ etuples==0.3.9
97
+ eval_type_backport==0.2.0
98
+ exceptiongroup==1.2.2
99
+ fastai==2.7.18
100
+ fastapi==0.115.6
101
+ fastcore==1.7.22
102
+ fastdownload==0.0.7
103
+ fastjsonschema==2.21.1
104
+ fastprogress==1.0.3
105
+ fastrlock==0.8.2
106
+ ffmpy==0.4.0
107
+ filelock==3.16.1
108
+ firebase-admin==6.5.0
109
+ Flask==3.0.3
110
+ flatbuffers==24.3.25
111
+ flax==0.8.5
112
+ folium==0.18.0
113
+ fonttools==4.55.0
114
+ frozendict==2.4.6
115
+ frozenlist==1.5.0
116
+ fsspec==2024.10.0
117
+ future==1.0.0
118
+ gast==0.6.0
119
+ gcsfs==2024.10.0
120
+ GDAL==3.6.4
121
+ gdown==5.2.0
122
+ geemap==0.35.1
123
+ gensim==4.3.3
124
+ geocoder==1.38.1
125
+ geographiclib==2.0
126
+ geopandas==1.0.1
127
+ geopy==2.4.1
128
+ gin-config==0.5.0
129
+ gitdb==4.0.11
130
+ GitPython==3.1.43
131
+ glob2==0.7
132
+ google==2.0.3
133
+ google-ai-generativelanguage==0.6.10
134
+ google-api-core==2.19.2
135
+ google-api-python-client==2.151.0
136
+ google-auth==2.27.0
137
+ google-auth-httplib2==0.2.0
138
+ google-auth-oauthlib==1.2.1
139
+ google-cloud-aiplatform==1.71.1
140
+ google-cloud-bigquery==3.25.0
141
+ google-cloud-bigquery-connection==1.16.1
142
+ google-cloud-bigquery-storage==2.27.0
143
+ google-cloud-bigtable==2.27.0
144
+ google-cloud-core==2.4.1
145
+ google-cloud-datastore==2.20.1
146
+ google-cloud-firestore==2.19.0
147
+ google-cloud-functions==1.18.1
148
+ google-cloud-iam==2.16.1
149
+ google-cloud-language==2.15.1
150
+ google-cloud-pubsub==2.27.1
151
+ google-cloud-resource-manager==1.13.1
152
+ google-cloud-storage==2.8.0
153
+ google-cloud-translate==3.17.0
154
+ google-colab @ file:///colabtools/dist/google_colab-1.0.0.tar.gz
155
+ google-crc32c==1.6.0
156
+ google-generativeai==0.8.3
157
+ google-pasta==0.2.0
158
+ google-resumable-media==2.7.2
159
+ googleapis-common-protos==1.66.0
160
+ googledrivedownloader==0.4
161
+ gradio==5.8.0
162
+ gradio_client==1.5.1
163
+ graphviz==0.20.3
164
+ greenlet==3.1.1
165
+ grpc-google-iam-v1==0.13.1
166
+ grpcio==1.68.1
167
+ grpcio-status==1.62.3
168
+ gspread==6.0.2
169
+ gspread-dataframe==3.3.1
170
+ gTTS==2.5.4
171
+ gym==0.25.2
172
+ gym-notices==0.0.8
173
+ h11==0.14.0
174
+ h5netcdf==1.4.1
175
+ h5py==3.12.1
176
+ holidays==0.62
177
+ holoviews==1.20.0
178
+ html5lib==1.1
179
+ httpcore==1.0.7
180
+ httpimport==1.4.0
181
+ httplib2==0.22.0
182
+ httpx==0.28.0
183
+ huggingface-hub==0.26.3
184
+ humanize==4.11.0
185
+ hyperopt==0.2.7
186
+ ibis-framework==9.2.0
187
+ idna==3.10
188
+ imageio==2.36.1
189
+ imageio-ffmpeg==0.5.1
190
+ imagesize==1.4.1
191
+ imbalanced-learn==0.12.4
192
+ imgaug==0.4.0
193
+ immutabledict==4.2.1
194
+ importlib_metadata==8.5.0
195
+ importlib_resources==6.4.5
196
+ imutils==0.5.4
197
+ inflect==7.4.0
198
+ iniconfig==2.0.0
199
+ intel-cmplr-lib-ur==2025.0.3
200
+ intel-openmp==2025.0.3
201
+ ipyevents==2.0.2
202
+ ipyfilechooser==0.6.0
203
+ ipykernel==5.5.6
204
+ ipyleaflet==0.19.2
205
+ ipyparallel==8.8.0
206
+ ipython==7.34.0
207
+ ipython-genutils==0.2.0
208
+ ipython-sql==0.5.0
209
+ ipytree==0.2.2
210
+ ipywidgets==7.7.1
211
+ itsdangerous==2.2.0
212
+ jax==0.4.33
213
+ jax-cuda12-pjrt==0.4.33
214
+ jax-cuda12-plugin==0.4.33
215
+ jaxlib==0.4.33
216
+ jeepney==0.7.1
217
+ jellyfish==1.1.0
218
+ jieba==0.42.1
219
+ Jinja2==3.1.4
220
+ jiter==0.8.0
221
+ joblib==1.4.2
222
+ jsonpatch==1.33
223
+ jsonpickle==4.0.0
224
+ jsonpointer==3.0.0
225
+ jsonschema==4.23.0
226
+ jsonschema-specifications==2024.10.1
227
+ jupyter-client==6.1.12
228
+ jupyter-console==6.1.0
229
+ jupyter-leaflet==0.19.2
230
+ jupyter-server==1.24.0
231
+ jupyter_core==5.7.2
232
+ jupyterlab_pygments==0.3.0
233
+ jupyterlab_widgets==3.0.13
234
+ kaggle==1.6.17
235
+ kagglehub==0.3.4
236
+ keras==3.5.0
237
+ keyring==23.5.0
238
+ kiwisolver==1.4.7
239
+ langchain==0.3.9
240
+ langchain-core==0.3.21
241
+ langchain-text-splitters==0.3.2
242
+ langcodes==3.5.0
243
+ langsmith==0.1.147
244
+ language_data==1.3.0
245
+ launchpadlib==1.10.16
246
+ lazr.restfulclient==0.14.4
247
+ lazr.uri==1.0.6
248
+ lazy_loader==0.4
249
+ libclang==18.1.1
250
+ libcudf-cu12 @ https://pypi.nvidia.com/libcudf-cu12/libcudf_cu12-24.10.1-py3-none-manylinux_2_28_x86_64.whl
251
+ librosa==0.10.2.post1
252
+ lightgbm==4.5.0
253
+ linkify-it-py==2.0.3
254
+ llvmlite==0.43.0
255
+ locket==1.0.0
256
+ logical-unification==0.4.6
257
+ lxml==5.3.0
258
+ marisa-trie==1.2.1
259
+ Markdown==3.7
260
+ markdown-it-py==3.0.0
261
+ MarkupSafe==2.1.5
262
+ matplotlib==3.8.0
263
+ matplotlib-inline==0.1.7
264
+ matplotlib-venn==1.1.1
265
+ mdit-py-plugins==0.4.2
266
+ mdurl==0.1.2
267
+ miniKanren==1.0.3
268
+ missingno==0.5.2
269
+ mistune==3.0.2
270
+ mizani==0.13.0
271
+ mkl==2025.0.1
272
+ ml-dtypes==0.4.1
273
+ mlxtend==0.23.3
274
+ more-itertools==10.5.0
275
+ moviepy==1.0.3
276
+ mpmath==1.3.0
277
+ msgpack==1.1.0
278
+ multidict==6.1.0
279
+ multipledispatch==1.0.0
280
+ multitasking==0.0.11
281
+ murmurhash==1.0.11
282
+ music21==9.3.0
283
+ namex==0.0.8
284
+ natsort==8.4.0
285
+ nbclassic==1.1.0
286
+ nbclient==0.10.1
287
+ nbconvert==7.16.4
288
+ nbformat==5.10.4
289
+ ndindex==1.9.2
290
+ nest-asyncio==1.6.0
291
+ networkx==3.4.2
292
+ nibabel==5.3.2
293
+ nltk==3.9.1
294
+ notebook==6.5.5
295
+ notebook_shim==0.2.4
296
+ numba==0.60.0
297
+ numexpr==2.10.2
298
+ numpy==1.26.4
299
+ nvidia-cublas-cu12==12.6.4.1
300
+ nvidia-cuda-cupti-cu12==12.6.80
301
+ nvidia-cuda-nvcc-cu12==12.6.85
302
+ nvidia-cuda-runtime-cu12==12.6.77
303
+ nvidia-cudnn-cu12==9.5.1.17
304
+ nvidia-cufft-cu12==11.3.0.4
305
+ nvidia-curand-cu12==10.3.7.77
306
+ nvidia-cusolver-cu12==11.7.1.2
307
+ nvidia-cusparse-cu12==12.5.4.2
308
+ nvidia-nccl-cu12==2.23.4
309
+ nvidia-nvjitlink-cu12==12.6.85
310
+ nvtx==0.2.10
311
+ nx-cugraph-cu12 @ https://pypi.nvidia.com/nx-cugraph-cu12/nx_cugraph_cu12-24.10.0-py3-none-any.whl
312
+ oauth2client==4.1.3
313
+ oauthlib==3.2.2
314
+ openai==1.54.5
315
+ opencv-contrib-python==4.10.0.84
316
+ opencv-python==4.10.0.84
317
+ opencv-python-headless==4.10.0.84
318
+ openpyxl==3.1.5
319
+ opentelemetry-api==1.28.2
320
+ opentelemetry-sdk==1.28.2
321
+ opentelemetry-semantic-conventions==0.49b2
322
+ opt_einsum==3.4.0
323
+ optax==0.2.4
324
+ optree==0.13.1
325
+ orbax-checkpoint==0.6.4
326
+ orjson==3.10.12
327
+ osqp==0.6.7.post3
328
+ packaging==24.2
329
+ pandas==2.2.2
330
+ pandas-datareader==0.10.0
331
+ pandas-gbq==0.24.0
332
+ pandas-stubs==2.2.2.240909
333
+ pandocfilters==1.5.1
334
+ panel==1.5.4
335
+ param==2.1.1
336
+ parso==0.8.4
337
+ parsy==2.1
338
+ partd==1.4.2
339
+ pathlib==1.0.1
340
+ patsy==1.0.1
341
+ peewee==3.17.8
342
+ peft==0.13.2
343
+ pexpect==4.9.0
344
+ pickleshare==0.7.5
345
+ pillow==11.0.0
346
+ platformdirs==4.3.6
347
+ plotly==5.24.1
348
+ plotnine==0.14.3
349
+ pluggy==1.5.0
350
+ ply==3.11
351
+ polars==1.9.0
352
+ pooch==1.8.2
353
+ portpicker==1.5.2
354
+ preshed==3.0.9
355
+ prettytable==3.12.0
356
+ proglog==0.1.10
357
+ progressbar2==4.5.0
358
+ prometheus_client==0.21.0
359
+ promise==2.3
360
+ prompt_toolkit==3.0.48
361
+ propcache==0.2.1
362
+ prophet==1.1.6
363
+ proto-plus==1.25.0
364
+ protobuf==4.25.5
365
+ psutil==5.9.5
366
+ psycopg2==2.9.10
367
+ ptyprocess==0.7.0
368
+ py-cpuinfo==9.0.0
369
+ py4j==0.10.9.7
370
+ pyarrow==17.0.0
371
+ pyarrow-hotfix==0.6
372
+ pyasn1==0.6.1
373
+ pyasn1_modules==0.4.1
374
+ pycocotools==2.0.8
375
+ pycparser==2.22
376
+ pydantic==2.10.2
377
+ pydantic_core==2.27.1
378
+ pydata-google-auth==1.9.0
379
+ pydot==3.0.3
380
+ pydotplus==2.0.2
381
+ PyDrive==1.3.1
382
+ PyDrive2==1.21.3
383
+ pydub==0.25.1
384
+ pyerfa==2.0.1.5
385
+ pygame==2.6.1
386
+ pygit2==1.16.0
387
+ Pygments==2.18.0
388
+ PyGObject==3.42.1
389
+ PyJWT==2.10.1
390
+ pylibcudf-cu12 @ https://pypi.nvidia.com/pylibcudf-cu12/pylibcudf_cu12-24.10.1-cp310-cp310-manylinux_2_24_x86_64.manylinux_2_28_x86_64.whl
391
+ pylibcugraph-cu12==24.10.0
392
+ pylibraft-cu12==24.10.0
393
+ pymc==5.18.2
394
+ pymystem3==0.2.0
395
+ pynvjitlink-cu12==0.4.0
396
+ pyogrio==0.10.0
397
+ Pyomo==6.8.2
398
+ PyOpenGL==3.1.7
399
+ pyOpenSSL==24.2.1
400
+ pyparsing==3.2.0
401
+ pyperclip==1.9.0
402
+ pyproj==3.7.0
403
+ pyshp==2.3.1
404
+ PySocks==1.7.1
405
+ pyspark==3.5.3
406
+ pytensor==2.26.3
407
+ pytest==8.3.4
408
+ python-apt==0.0.0
409
+ python-box==7.2.0
410
+ python-dateutil==2.8.2
411
+ python-louvain==0.16
412
+ python-multipart==0.0.19
413
+ python-slugify==8.0.4
414
+ python-utils==3.9.1
415
+ pytz==2024.2
416
+ pyviz_comms==3.0.3
417
+ PyYAML==6.0.2
418
+ pyzmq==24.0.1
419
+ qdldl==0.1.7.post4
420
+ ratelim==0.1.6
421
+ referencing==0.35.1
422
+ regex==2024.9.11
423
+ requests==2.32.3
424
+ requests-oauthlib==1.3.1
425
+ requests-toolbelt==1.0.0
426
+ requirements-parser==0.9.0
427
+ rich==13.9.4
428
+ rmm-cu12==24.10.0
429
+ rpds-py==0.22.0
430
+ rpy2==3.4.2
431
+ rsa==4.9
432
+ ruff==0.8.2
433
+ safehttpx==0.1.6
434
+ safetensors==0.4.5
435
+ scikit-image==0.24.0
436
+ scikit-learn==1.5.2
437
+ scipy==1.13.1
438
+ scooby==0.10.0
439
+ scs==3.2.7
440
+ seaborn==0.13.2
441
+ SecretStorage==3.3.1
442
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sample_data/README.md ADDED
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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
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+ ]
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