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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/2024.11.06/14.22.28.082325.log +764 -0
  11. .config/logs/2024.11.06/14.22.49.463793.log +5 -0
  12. .config/logs/2024.11.06/14.23.01.961464.log +123 -0
  13. .config/logs/2024.11.06/14.23.02.977294.log +5 -0
  14. .config/logs/2024.11.06/14.23.15.846674.log +8 -0
  15. .config/logs/2024.11.06/14.23.16.565928.log +8 -0
  16. .gitattributes +2 -0
  17. .gradio/certificate.pem +31 -0
  18. README.md +2 -9
  19. app.py +94 -23
  20. sample_data/README.md +19 -0
  21. sample_data/anscombe.json +49 -0
  22. sample_data/california_housing_test.csv +0 -0
  23. sample_data/california_housing_train.csv +0 -0
  24. sample_data/mnist_test.csv +3 -0
  25. sample_data/mnist_train_small.csv +3 -0
.config/.last_opt_in_prompt.yaml ADDED
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+ {}
.config/.last_survey_prompt.yaml ADDED
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+ last_prompt_time: 1730902981.2850606
.config/.last_update_check.json ADDED
@@ -0,0 +1 @@
 
 
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+ {"last_update_check_time": 1730902982.4371448, "last_update_check_revision": 20241025173437, "notifications": [], "last_nag_times": {}}
.config/active_config ADDED
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+ default
.config/config_sentinel ADDED
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.config/configurations/config_default ADDED
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+ [component_manager]
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+ disable_update_check = true
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+
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+ [compute]
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+ gce_metadata_read_timeout_sec = 0
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+
.config/default_configs.db ADDED
Binary file (12.3 kB). View file
 
.config/gce ADDED
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.config/hidden_gcloud_config_universe_descriptor_data_cache_configs.db ADDED
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.config/logs/2024.11.06/14.22.28.082325.log ADDED
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480
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482
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483
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488
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541
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542
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543
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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
+ 2024-11-06 14:22:41,905 INFO ___FILE_ONLY___ ╝
551
+
552
+ 2024-11-06 14:22:41,922 INFO ___FILE_ONLY___ ╔════════════════════════════════════════════════════════════╗
553
+
554
+ 2024-11-06 14:22:41,922 INFO ___FILE_ONLY___ ╠═ Installing: BigQuery Command Line Tool (Platform Spec... ═╣
555
+
556
+ 2024-11-06 14:22:41,922 INFO ___FILE_ONLY___ ╚
557
+ 2024-11-06 14:22:41,923 INFO ___FILE_ONLY___ ════════════════════════════════════════════════════════════
558
+ 2024-11-06 14:22:41,923 INFO ___FILE_ONLY___ ╝
559
+
560
+ 2024-11-06 14:22:41,931 INFO ___FILE_ONLY___ ╔════════════════════════════════════════════════════════════╗
561
+
562
+ 2024-11-06 14:22:41,932 INFO ___FILE_ONLY___ ╠═ Installing: Bundled Python 3.11 ═╣
563
+
564
+ 2024-11-06 14:22:41,932 INFO ___FILE_ONLY___ ╚
565
+ 2024-11-06 14:22:41,938 INFO ___FILE_ONLY___ ════════════════════════════════════════════════════════════
566
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567
+
568
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569
+
570
+ 2024-11-06 14:22:41,940 INFO ___FILE_ONLY___ ╠═ Installing: Bundled Python 3.11 (Platform Specific) ═╣
571
+
572
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573
+ 2024-11-06 14:22:44,257 INFO ___FILE_ONLY___ ═
574
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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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582
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585
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586
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588
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589
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590
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591
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592
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595
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601
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602
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603
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604
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605
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606
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607
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608
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609
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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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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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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
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634
+
635
+ 2024-11-06 14:22:47,206 INFO ___FILE_ONLY___ ╔════════════════════════════════════════════════════════════╗
636
+
637
+ 2024-11-06 14:22:47,206 INFO ___FILE_ONLY___ ╠═ Installing: Cloud Storage Command Line Tool ═╣
638
+
639
+ 2024-11-06 14:22:47,206 INFO ___FILE_ONLY___ ╚
640
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641
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642
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643
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655
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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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665
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669
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670
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673
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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
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693
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694
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695
+ 2024-11-06 14:22:48,706 INFO ___FILE_ONLY___ ═
696
+ 2024-11-06 14:22:48,720 INFO ___FILE_ONLY___ ═
697
+ 2024-11-06 14:22:48,733 INFO ___FILE_ONLY___ ═
698
+ 2024-11-06 14:22:48,743 INFO ___FILE_ONLY___ ═
699
+ 2024-11-06 14:22:48,754 INFO ___FILE_ONLY___ ═
700
+ 2024-11-06 14:22:48,754 INFO ___FILE_ONLY___ ╝
701
+
702
+ 2024-11-06 14:22:48,832 INFO ___FILE_ONLY___ ╔════════════════════════════════════════════════════════════╗
703
+
704
+ 2024-11-06 14:22:48,832 INFO ___FILE_ONLY___ ╠═ Installing: Cloud Storage Command Line Tool (Platform... ═╣
705
+
706
+ 2024-11-06 14:22:48,832 INFO ___FILE_ONLY___ ╚
707
+ 2024-11-06 14:22:48,833 INFO ___FILE_ONLY___ ════════════════════════════════════════════════════════════
708
+ 2024-11-06 14:22:48,833 INFO ___FILE_ONLY___ ╝
709
+
710
+ 2024-11-06 14:22:48,841 INFO ___FILE_ONLY___ ╔════════════════════════════════════════════════════════════╗
711
+
712
+ 2024-11-06 14:22:48,841 INFO ___FILE_ONLY___ ╠═ Installing: Default set of gcloud commands ═╣
713
+
714
+ 2024-11-06 14:22:48,841 INFO ___FILE_ONLY___ ╚
715
+ 2024-11-06 14:22:48,847 INFO ___FILE_ONLY___ ════════════════════════════════════════════════════════════
716
+ 2024-11-06 14:22:48,847 INFO ___FILE_ONLY___ ╝
717
+
718
+ 2024-11-06 14:22:48,849 INFO ___FILE_ONLY___ ╔════════════════════════════════════════════════════════════╗
719
+
720
+ 2024-11-06 14:22:48,849 INFO ___FILE_ONLY___ ╠═ Installing: Google Cloud CLI Core Libraries (Platform... ═╣
721
+
722
+ 2024-11-06 14:22:48,849 INFO ___FILE_ONLY___ ╚
723
+ 2024-11-06 14:22:48,850 INFO ___FILE_ONLY___ ══════════════════════════════
724
+ 2024-11-06 14:22:48,850 INFO ___FILE_ONLY___ ══════════════════════════════
725
+ 2024-11-06 14:22:48,850 INFO ___FILE_ONLY___ ╝
726
+
727
+ 2024-11-06 14:22:48,858 INFO ___FILE_ONLY___ ╔════════════════════════════════════════════════════════════╗
728
+
729
+ 2024-11-06 14:22:48,858 INFO ___FILE_ONLY___ ╠═ Installing: Google Cloud CRC32C Hash Tool ═╣
730
+
731
+ 2024-11-06 14:22:48,858 INFO ___FILE_ONLY___ ╚
732
+ 2024-11-06 14:22:48,864 INFO ___FILE_ONLY___ ════════════════════════════════════════════════════════════
733
+ 2024-11-06 14:22:48,864 INFO ___FILE_ONLY___ ╝
734
+
735
+ 2024-11-06 14:22:48,866 INFO ___FILE_ONLY___ ╔════════════════════════════════════════════════════════════╗
736
+
737
+ 2024-11-06 14:22:48,866 INFO ___FILE_ONLY___ ╠═ Installing: Google Cloud CRC32C Hash Tool (Platform S... ═╣
738
+
739
+ 2024-11-06 14:22:48,866 INFO ___FILE_ONLY___ ╚
740
+ 2024-11-06 14:22:48,912 INFO ___FILE_ONLY___ ══════════════════════════════
741
+ 2024-11-06 14:22:48,912 INFO ___FILE_ONLY___ ══════════════════════════════
742
+ 2024-11-06 14:22:48,912 INFO ___FILE_ONLY___ ╝
743
+
744
+ 2024-11-06 14:22:48,923 INFO ___FILE_ONLY___ ╔════════════════════════════════════════════════════════════╗
745
+
746
+ 2024-11-06 14:22:48,923 INFO ___FILE_ONLY___ ╠═ Installing: gcloud cli dependencies (Platform Specific) ═╣
747
+
748
+ 2024-11-06 14:22:48,924 INFO ___FILE_ONLY___ ╚
749
+ 2024-11-06 14:22:48,924 INFO ___FILE_ONLY___ ════════════════════════════════════════════════════════════
750
+ 2024-11-06 14:22:48,924 INFO ___FILE_ONLY___ ╝
751
+
752
+ 2024-11-06 14:22:48,937 DEBUG root Updating notification cache...
753
+ 2024-11-06 14:22:48,937 INFO ___FILE_ONLY___
754
+
755
+ 2024-11-06 14:22:48,940 INFO ___FILE_ONLY___ Performing post processing steps...
756
+ 2024-11-06 14:22:48,940 DEBUG root Executing command: ['/tools/google-cloud-sdk/bin/gcloud', 'components', 'post-process']
757
+ 2024-11-06 14:23:01,109 DEBUG ___FILE_ONLY___
758
+ 2024-11-06 14:23:01,109 DEBUG ___FILE_ONLY___
759
+ 2024-11-06 14:23:01,279 INFO ___FILE_ONLY___
760
+ Update done!
761
+
762
+
763
+ 2024-11-06 14:23:01,283 DEBUG root Chosen display Format:none
764
+ 2024-11-06 14:23:01,284 INFO root Display format: "none"
.config/logs/2024.11.06/14.22.49.463793.log ADDED
@@ -0,0 +1,5 @@
 
 
 
 
 
 
1
+ 2024-11-06 14:22:49,464 DEBUG root Loaded Command Group: ['gcloud', 'components']
2
+ 2024-11-06 14:22:49,467 DEBUG root Loaded Command Group: ['gcloud', 'components', 'post_process']
3
+ 2024-11-06 14:22:49,470 DEBUG root Running [gcloud.components.post-process] with arguments: []
4
+ 2024-11-06 14:23:01,000 DEBUG root Chosen display Format:none
5
+ 2024-11-06 14:23:01,001 INFO root Display format: "none"
.config/logs/2024.11.06/14.23.01.961464.log ADDED
@@ -0,0 +1,123 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ 2024-11-06 14:23:01,962 DEBUG root Loaded Command Group: ['gcloud', 'components']
2
+ 2024-11-06 14:23:01,965 DEBUG root Loaded Command Group: ['gcloud', 'components', 'update']
3
+ 2024-11-06 14:23:01,968 DEBUG root Running [gcloud.components.update] with arguments: [--quiet: "True", COMPONENT-IDS:8: "['gcloud', 'core', 'bq', 'gsutil', 'compute', 'preview', 'alpha', 'beta']"]
4
+ 2024-11-06 14:23:01,969 INFO ___FILE_ONLY___ Beginning update. This process may take several minutes.
5
+
6
+ 2024-11-06 14:23:01,981 DEBUG urllib3.connectionpool Starting new HTTPS connection (1): dl.google.com:443
7
+ 2024-11-06 14:23:02,061 DEBUG urllib3.connectionpool https://dl.google.com:443 "GET /dl/cloudsdk/channels/rapid/components-2.json HTTP/1.1" 200 226997
8
+ 2024-11-06 14:23:02,095 WARNING root Component [preview] no longer exists.
9
+ 2024-11-06 14:23:02,096 WARNING root Component [compute] no longer exists.
10
+ 2024-11-06 14:23:02,097 INFO ___FILE_ONLY___
11
+
12
+ 2024-11-06 14:23:02,097 INFO ___FILE_ONLY___
13
+ Your current Google Cloud CLI version is: 499.0.0
14
+
15
+ 2024-11-06 14:23:02,097 INFO ___FILE_ONLY___ Installing components from version: 499.0.0
16
+
17
+ 2024-11-06 14:23:02,097 INFO ___FILE_ONLY___
18
+
19
+ 2024-11-06 14:23:02,098 DEBUG root Chosen display Format:table[box,title="These components will be removed."](details.display_name:label=Name:align=left,version.version_string:label=Version:align=right,data.size.size(zero="",min=1048576):label=Size:align=right)
20
+ 2024-11-06 14:23:02,098 DEBUG root Chosen display Format:table[box,title="These components will be updated."](details.display_name:label=Name:align=left,version.version_string:label=Version:align=right,data.size.size(zero="",min=1048576):label=Size:align=right)
21
+ 2024-11-06 14:23:02,099 DEBUG root Chosen display Format:table[box,title="These components will be installed."](details.display_name:label=Name:align=left,version.version_string:label=Version:align=right,data.size.size(zero="",min=1048576):label=Size:align=right)
22
+ 2024-11-06 14:23:02,121 INFO ___FILE_ONLY___ ┌──────────────────────────────────────────────┐
23
+ 2024-11-06 14:23:02,121 INFO ___FILE_ONLY___
24
+
25
+ 2024-11-06 14:23:02,121 INFO ___FILE_ONLY___ │ These components will be installed. │
26
+ 2024-11-06 14:23:02,122 INFO ___FILE_ONLY___
27
+
28
+ 2024-11-06 14:23:02,122 INFO ___FILE_ONLY___ ├───────────────────────┬────────────┬─────────┤
29
+ 2024-11-06 14:23:02,122 INFO ___FILE_ONLY___
30
+
31
+ 2024-11-06 14:23:02,122 INFO ___FILE_ONLY___ │ Name │ Version │ Size │
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+ 2024-11-06 14:23:02,122 INFO ___FILE_ONLY___
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+
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+ 2024-11-06 14:23:02,122 INFO ___FILE_ONLY___ ├───────────────────────┼────────────┼─────────┤
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+ 2024-11-06 14:23:02,122 INFO ___FILE_ONLY___
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+
37
+ 2024-11-06 14:23:02,122 INFO ___FILE_ONLY___ │
38
+ 2024-11-06 14:23:02,122 INFO ___FILE_ONLY___ gcloud Alpha Commands
39
+ 2024-11-06 14:23:02,122 INFO ___FILE_ONLY___
40
+ 2024-11-06 14:23:02,122 INFO ___FILE_ONLY___ │
41
+ 2024-11-06 14:23:02,122 INFO ___FILE_ONLY___ 2024.10.25
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+ 2024-11-06 14:23:02,122 INFO ___FILE_ONLY___
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+ 2024-11-06 14:23:02,122 INFO ___FILE_ONLY___ │
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+ 2024-11-06 14:23:02,123 INFO ___FILE_ONLY___ < 1 MiB
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+ 2024-11-06 14:23:02,123 INFO ___FILE_ONLY___
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+ 2024-11-06 14:23:02,123 INFO ___FILE_ONLY___ │
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+ 2024-11-06 14:23:02,123 INFO ___FILE_ONLY___
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+
49
+ 2024-11-06 14:23:02,123 INFO ___FILE_ONLY___ │
50
+ 2024-11-06 14:23:02,123 INFO ___FILE_ONLY___ gcloud Beta Commands
51
+ 2024-11-06 14:23:02,123 INFO ___FILE_ONLY___
52
+ 2024-11-06 14:23:02,123 INFO ___FILE_ONLY___ │
53
+ 2024-11-06 14:23:02,123 INFO ___FILE_ONLY___ 2024.10.25
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+ 2024-11-06 14:23:02,123 INFO ___FILE_ONLY___
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+ 2024-11-06 14:23:02,123 INFO ___FILE_ONLY___ │
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+ 2024-11-06 14:23:02,123 INFO ___FILE_ONLY___ < 1 MiB
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+ 2024-11-06 14:23:02,123 INFO ___FILE_ONLY___
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+ 2024-11-06 14:23:02,123 INFO ___FILE_ONLY___ │
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+
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+ 2024-11-06 14:23:02,124 INFO ___FILE_ONLY___ └───────────────────────┴────────────┴─────────┘
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+ 2024-11-06 14:23:02,124 INFO ___FILE_ONLY___
63
+
64
+ 2024-11-06 14:23:02,124 INFO ___FILE_ONLY___
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+
66
+ 2024-11-06 14:23:02,127 DEBUG urllib3.connectionpool Starting new HTTPS connection (1): dl.google.com:443
67
+ 2024-11-06 14:23:02,194 DEBUG urllib3.connectionpool https://dl.google.com:443 "GET /dl/cloudsdk/channels/rapid/RELEASE_NOTES HTTP/1.1" 200 1304192
68
+ 2024-11-06 14:23:02,267 INFO ___FILE_ONLY___ For the latest full release notes, please visit:
69
+ https://cloud.google.com/sdk/release_notes
70
+
71
+
72
+ 2024-11-06 14:23:02,268 INFO ___FILE_ONLY___ Performing in place update...
73
+
74
+
75
+ 2024-11-06 14:23:02,270 INFO ___FILE_ONLY___ ╔════════════════════════════════════════════════════════════╗
76
+
77
+ 2024-11-06 14:23:02,270 INFO ___FILE_ONLY___ ╠═ Downloading: gcloud Alpha Commands ═╣
78
+
79
+ 2024-11-06 14:23:02,270 INFO ___FILE_ONLY___ ╚
80
+ 2024-11-06 14:23:02,274 DEBUG urllib3.connectionpool Starting new HTTPS connection (1): dl.google.com:443
81
+ 2024-11-06 14:23:02,338 DEBUG urllib3.connectionpool https://dl.google.com:443 "GET /dl/cloudsdk/channels/rapid/components/google-cloud-sdk-alpha-20241025173437.tar.gz HTTP/1.1" 200 800
82
+ 2024-11-06 14:23:02,339 INFO ___FILE_ONLY___ ════════════════════════════════════════════════════════════
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+
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+ 2024-11-06 14:23:02,341 INFO ___FILE_ONLY___ ╔════════════════════════════════════════════════════════════╗
86
+
87
+ 2024-11-06 14:23:02,341 INFO ___FILE_ONLY___ ╠═ Downloading: gcloud Beta Commands ═╣
88
+
89
+ 2024-11-06 14:23:02,341 INFO ___FILE_ONLY___ ╚
90
+ 2024-11-06 14:23:02,345 DEBUG urllib3.connectionpool Starting new HTTPS connection (1): dl.google.com:443
91
+ 2024-11-06 14:23:02,411 DEBUG urllib3.connectionpool https://dl.google.com:443 "GET /dl/cloudsdk/channels/rapid/components/google-cloud-sdk-beta-20241025173437.tar.gz HTTP/1.1" 200 797
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+ 2024-11-06 14:23:02,412 INFO ___FILE_ONLY___ ════════════════════════════════════════════════════════════
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96
+
97
+ 2024-11-06 14:23:02,414 INFO ___FILE_ONLY___ ╠═ Installing: gcloud Alpha Commands ═╣
98
+
99
+ 2024-11-06 14:23:02,414 INFO ___FILE_ONLY___ ╚
100
+ 2024-11-06 14:23:02,415 INFO ___FILE_ONLY___ ════════════════════════════════════════════════════════════
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+
105
+ 2024-11-06 14:23:02,425 INFO ___FILE_ONLY___ ╠═ Installing: gcloud Beta Commands ═╣
106
+
107
+ 2024-11-06 14:23:02,425 INFO ___FILE_ONLY___ ╚
108
+ 2024-11-06 14:23:02,426 INFO ___FILE_ONLY___ ════════════════════════════════════════════════════════════
109
+ 2024-11-06 14:23:02,426 INFO ___FILE_ONLY___ ╝
110
+
111
+ 2024-11-06 14:23:02,436 DEBUG root Updating notification cache...
112
+ 2024-11-06 14:23:02,437 INFO ___FILE_ONLY___
113
+
114
+ 2024-11-06 14:23:02,439 INFO ___FILE_ONLY___ Performing post processing steps...
115
+ 2024-11-06 14:23:02,440 DEBUG root Executing command: ['/tools/google-cloud-sdk/bin/gcloud', 'components', 'post-process']
116
+ 2024-11-06 14:23:15,101 DEBUG ___FILE_ONLY___
117
+ 2024-11-06 14:23:15,101 DEBUG ___FILE_ONLY___
118
+ 2024-11-06 14:23:15,223 INFO ___FILE_ONLY___
119
+ Update done!
120
+
121
+
122
+ 2024-11-06 14:23:15,226 DEBUG root Chosen display Format:none
123
+ 2024-11-06 14:23:15,227 INFO root Display format: "none"
.config/logs/2024.11.06/14.23.02.977294.log ADDED
@@ -0,0 +1,5 @@
 
 
 
 
 
 
1
+ 2024-11-06 14:23:02,978 DEBUG root Loaded Command Group: ['gcloud', 'components']
2
+ 2024-11-06 14:23:02,980 DEBUG root Loaded Command Group: ['gcloud', 'components', 'post_process']
3
+ 2024-11-06 14:23:02,984 DEBUG root Running [gcloud.components.post-process] with arguments: []
4
+ 2024-11-06 14:23:14,992 DEBUG root Chosen display Format:none
5
+ 2024-11-06 14:23:14,993 INFO root Display format: "none"
.config/logs/2024.11.06/14.23.15.846674.log ADDED
@@ -0,0 +1,8 @@
 
 
 
 
 
 
 
 
 
1
+ 2024-11-06 14:23:15,849 DEBUG root Loaded Command Group: ['gcloud', 'config']
2
+ 2024-11-06 14:23:15,903 DEBUG root Loaded Command Group: ['gcloud', 'config', 'set']
3
+ 2024-11-06 14:23:15,907 DEBUG root Running [gcloud.config.set] with arguments: [SECTION/PROPERTY: "component_manager/disable_update_check", VALUE: "true"]
4
+ 2024-11-06 14:23:15,908 INFO ___FILE_ONLY___ Updated property [component_manager/disable_update_check].
5
+
6
+ 2024-11-06 14:23:15,908 DEBUG root Chosen display Format:default
7
+ 2024-11-06 14:23:15,909 INFO root Display format: "default"
8
+ 2024-11-06 14:23:15,910 DEBUG root SDK update checks are disabled.
.config/logs/2024.11.06/14.23.16.565928.log ADDED
@@ -0,0 +1,8 @@
 
 
 
 
 
 
 
 
 
1
+ 2024-11-06 14:23:16,568 DEBUG root Loaded Command Group: ['gcloud', 'config']
2
+ 2024-11-06 14:23:16,625 DEBUG root Loaded Command Group: ['gcloud', 'config', 'set']
3
+ 2024-11-06 14:23:16,629 DEBUG root Running [gcloud.config.set] with arguments: [SECTION/PROPERTY: "compute/gce_metadata_read_timeout_sec", VALUE: "0"]
4
+ 2024-11-06 14:23:16,630 INFO ___FILE_ONLY___ Updated property [compute/gce_metadata_read_timeout_sec].
5
+
6
+ 2024-11-06 14:23:16,631 DEBUG root Chosen display Format:default
7
+ 2024-11-06 14:23:16,632 INFO root Display format: "default"
8
+ 2024-11-06 14:23:16,632 DEBUG root SDK update checks are disabled.
.gitattributes CHANGED
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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
@@ -0,0 +1,31 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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README.md CHANGED
@@ -1,13 +1,6 @@
1
  ---
2
  title: Admin
3
- emoji: 💬
4
- colorFrom: yellow
5
- colorTo: purple
6
- sdk: gradio
7
- sdk_version: 5.0.1
8
  app_file: app.py
9
- pinned: false
10
- license: apache-2.0
11
  ---
12
-
13
- An example chatbot using [Gradio](https://gradio.app), [`huggingface_hub`](https://huggingface.co/docs/huggingface_hub/v0.22.2/en/index), and the [Hugging Face Inference API](https://huggingface.co/docs/api-inference/index).
 
1
  ---
2
  title: Admin
 
 
 
 
 
3
  app_file: app.py
4
+ sdk: gradio
5
+ sdk_version: 5.5.0
6
  ---
 
 
app.py CHANGED
@@ -1,23 +1,94 @@
1
- import gradio as gr
2
- from huggingface_hub import InferenceClient
3
-
4
- with gr.Blocks(theme=gr.themes.Soft()) as demo:
5
- gr.Markdown("<h1><center>Teste</center></h1>")
6
-
7
- model_choice = gr.Dropdown(list(llama_models.keys()), label="Selecione o Modelo.")
8
-
9
- chatbot = gr.Chatbot(label=" ", type = "messages")
10
- txt_input = gr.Textbox(show_label=False, placeholder="Escreva a sua mensagem aqui...")
11
-
12
- def respond(user_input, chat_history, model_choice):
13
- if model_choice is None:
14
- model_choice = list(llama_models.keys())[0]
15
- updated_history = generate_chat(user_input, chat_history, model_choice)
16
- return "", updated_history
17
-
18
- txt_input.submit(respond, [txt_input, chatbot, model_choice], [txt_input, chatbot])
19
-
20
- submit_btn = gr.Button("Enviar")
21
- submit_btn.click(respond, [txt_input, chatbot, model_choice], [txt_input, chatbot])
22
-
23
- demo.launch(debug=False, show_error=True, share=True)
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ import gradio as gr
2
+ import torch
3
+ from transformers import AutoModelForCausalLM, AutoTokenizer, pipeline, BitsAndBytesConfig, AutoModelForSequenceClassification
4
+ import torch.nn.functional as F
5
+
6
+ device = torch.device('cuda' if torch.cuda.is_available() else 'cpu')
7
+
8
+ llama_models = {
9
+ "Chat-IPT 3.2": "meta-llama/Llama-3.2-1B-Instruct",
10
+ }
11
+
12
+ def load_model(model_name):
13
+ tokenizer = AutoTokenizer.from_pretrained(model_name)
14
+ model = AutoModelForCausalLM.from_pretrained(model_name).to(device)
15
+ generator = pipeline('text-generation', model=model, tokenizer=tokenizer, device=device)
16
+ return generator
17
+
18
+ model_cache = {}
19
+
20
+ def predict(model, prompt, response=None):
21
+ device = model.device
22
+ if response is None:
23
+ inputs = tokenizer(prompt, return_tensors="pt")
24
+ else:
25
+ inputs = tokenizer(prompt, response, return_tensors="pt", padding=True, truncation=True)
26
+
27
+ inputs = inputs.to(device)
28
+
29
+ with torch.no_grad():
30
+ outputs = model(**inputs)
31
+ unsafe_prob = F.softmax(outputs.logits, dim=-1)[:, 1]
32
+
33
+ return unsafe_prob.item()
34
+
35
+ tokenizer = AutoTokenizer.from_pretrained("hbseong/HarmAug-Guard")
36
+ model = AutoModelForSequenceClassification.from_pretrained("hbseong/HarmAug-Guard")
37
+ model = model.to(device)
38
+ model.eval()
39
+
40
+ def generate_chat(user_input, history, model_choice):
41
+ if model_choice not in model_cache:
42
+ model_cache[model_choice] = load_model(llama_models[model_choice])
43
+ generator = model_cache[model_choice]
44
+
45
+ system_prompt = {"role": "system", "content": "Você é um ótimo assistente"}
46
+
47
+ if history is None:
48
+ history = [system_prompt]
49
+
50
+ history.append({"role": "user", "content": user_input})
51
+
52
+ if len(history) > 5:
53
+ history = history[-5:]
54
+
55
+ response = generator(
56
+ user_input,
57
+ max_length=1024,
58
+ pad_token_id=generator.tokenizer.eos_token_id,
59
+ do_sample=True,
60
+ temperature=0.55,
61
+ top_p=0.7
62
+ )[0]["generated_text"]
63
+
64
+ unsafe_score = predict(model, user_input, response)
65
+ safety_threshold = 0.85
66
+
67
+ if unsafe_score > safety_threshold:
68
+ response = "Desculpe, mas não posso fornecer ajuda com essa solicitação devido a questões de segurança ou ética."
69
+
70
+ history.append({"role": "assistant", "content": response})
71
+
72
+ return history
73
+
74
+
75
+ with gr.Blocks(theme=gr.themes.Soft()) as demo:
76
+ gr.Markdown("<h1><center>Teste</center></h1>")
77
+
78
+ model_choice = gr.Dropdown(list(llama_models.keys()), label="Selecione o Modelo.")
79
+
80
+ chatbot = gr.Chatbot(label=" ", type = "messages")
81
+ txt_input = gr.Textbox(show_label=False, placeholder="Escreva a sua mensagem aqui...")
82
+
83
+ def respond(user_input, chat_history, model_choice):
84
+ if model_choice is None:
85
+ model_choice = list(llama_models.keys())[0]
86
+ updated_history = generate_chat(user_input, chat_history, model_choice)
87
+ return "", updated_history
88
+
89
+ txt_input.submit(respond, [txt_input, chatbot, model_choice], [txt_input, chatbot])
90
+
91
+ submit_btn = gr.Button("Enviar")
92
+ submit_btn.click(respond, [txt_input, chatbot, model_choice], [txt_input, chatbot])
93
+
94
+ demo.launch(debug=False, show_error=True, share=True)
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
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