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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/2024.12.06/14.21.11.301668.log +764 -0
  11. .config/logs/2024.12.06/14.21.32.194604.log +5 -0
  12. .config/logs/2024.12.06/14.21.41.838520.log +152 -0
  13. .config/logs/2024.12.06/14.21.43.137930.log +5 -0
  14. .config/logs/2024.12.06/14.21.53.247591.log +8 -0
  15. .config/logs/2024.12.06/14.21.53.827538.log +8 -0
  16. .gitattributes +2 -0
  17. .gradio/certificate.pem +31 -0
  18. README.md +2 -8
  19. app.py +35 -0
  20. requirements.txt +4 -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: 1733494901.3072298
.config/.last_update_check.json ADDED
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+ {"last_update_check_time": 1733494902.6992366, "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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+ disable_update_check = true
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+ [compute]
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+ gce_metadata_read_timeout_sec = 0
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.config/default_configs.db ADDED
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.config/gce ADDED
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.config/logs/2024.12.06/14.21.11.301668.log ADDED
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+ 2024-12-06 14:21:24,109 INFO ___FILE_ONLY___ ╠═ Downloading: Bundled Python 3.11 (Platform Specific) ═╣
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+ 2024-12-06 14:21:24,254 DEBUG urllib3.connectionpool https://dl.google.com:443 "GET /dl/cloudsdk/channels/rapid/components/google-cloud-sdk-bundled-python3-unix-linux-x86_64-20240920144119.tar.gz HTTP/1.1" 200 78001783
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+ 2024-12-06 14:21:24,902 INFO ___FILE_ONLY___ ╠═ Downloading: Cloud Storage Command Line Tool (Platfor... ═╣
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+ 2024-12-06 14:21:25,072 DEBUG urllib3.connectionpool https://dl.google.com:443 "GET /dl/cloudsdk/channels/rapid/components/google-cloud-sdk-gsutil-nix-20240830134514.tar.gz HTTP/1.1" 200 1928
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+ 2024-12-06 14:21:25,378 DEBUG urllib3.connectionpool https://dl.google.com:443 "GET /dl/cloudsdk/channels/rapid/components/google-cloud-sdk-gcloud-crc32c-linux-x86_64-20240712142834.tar.gz HTTP/1.1" 200 1350263
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+
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+ 2024-12-06 14:21:25,394 INFO ___FILE_ONLY___ ╠═ Downloading: gcloud cli dependencies (Platform Specific) ═╣
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+ 2024-12-06 14:21:25,397 DEBUG urllib3.connectionpool Starting new HTTPS connection (1): dl.google.com:443
481
+ 2024-12-06 14:21:25,572 DEBUG urllib3.connectionpool https://dl.google.com:443 "GET /dl/cloudsdk/channels/rapid/components/google-cloud-sdk-gcloud-deps-linux-x86_64-20210416153011.tar.gz HTTP/1.1" 200 104
482
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484
+
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+
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+ 2024-12-06 14:21:25,575 INFO ___FILE_ONLY___ ╠═ Installing: BigQuery Command Line Tool ═╣
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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
+ 2024-12-06 14:21:25,821 INFO ___FILE_ONLY___ ═
550
+ 2024-12-06 14:21:25,821 INFO ___FILE_ONLY___ ╝
551
+
552
+ 2024-12-06 14:21:25,834 INFO ___FILE_ONLY___ ╔════════════════════════════════════════════════════════════╗
553
+
554
+ 2024-12-06 14:21:25,834 INFO ___FILE_ONLY___ ╠═ Installing: BigQuery Command Line Tool (Platform Spec... ═╣
555
+
556
+ 2024-12-06 14:21:25,834 INFO ___FILE_ONLY___ ╚
557
+ 2024-12-06 14:21:25,835 INFO ___FILE_ONLY___ ════════════════════════════════════════════════════════════
558
+ 2024-12-06 14:21:25,835 INFO ___FILE_ONLY___ ╝
559
+
560
+ 2024-12-06 14:21:25,840 INFO ___FILE_ONLY___ ╔════════════════════════════════════════════════════════════╗
561
+
562
+ 2024-12-06 14:21:25,840 INFO ___FILE_ONLY___ ╠═ Installing: Bundled Python 3.11 ═╣
563
+
564
+ 2024-12-06 14:21:25,840 INFO ___FILE_ONLY___ ╚
565
+ 2024-12-06 14:21:25,843 INFO ___FILE_ONLY___ ════════════════════════════════════════════════════════════
566
+ 2024-12-06 14:21:25,843 INFO ___FILE_ONLY___ ╝
567
+
568
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569
+
570
+ 2024-12-06 14:21:25,845 INFO ___FILE_ONLY___ ╠═ Installing: Bundled Python 3.11 (Platform Specific) ═╣
571
+
572
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573
+ 2024-12-06 14:21:27,805 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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583
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585
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586
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587
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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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599
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601
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602
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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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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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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
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634
+
635
+ 2024-12-06 14:21:30,384 INFO ___FILE_ONLY___ ╔════════════════════════════════════════════════════════════╗
636
+
637
+ 2024-12-06 14:21:30,385 INFO ___FILE_ONLY___ ╠═ Installing: Cloud Storage Command Line Tool ═╣
638
+
639
+ 2024-12-06 14:21:30,385 INFO ___FILE_ONLY___ ╚
640
+ 2024-12-06 14:21:30,908 INFO ___FILE_ONLY___ ═
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658
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660
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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
+ 2024-12-06 14:21:31,604 INFO ___FILE_ONLY___ ═
696
+ 2024-12-06 14:21:31,615 INFO ___FILE_ONLY___ ═
697
+ 2024-12-06 14:21:31,626 INFO ___FILE_ONLY___ ═
698
+ 2024-12-06 14:21:31,635 INFO ___FILE_ONLY___ ═
699
+ 2024-12-06 14:21:31,645 INFO ___FILE_ONLY___ ═
700
+ 2024-12-06 14:21:31,645 INFO ___FILE_ONLY___ ╝
701
+
702
+ 2024-12-06 14:21:31,688 INFO ___FILE_ONLY___ ╔════════════════════════════════════════════════════════════╗
703
+
704
+ 2024-12-06 14:21:31,688 INFO ___FILE_ONLY___ ╠═ Installing: Cloud Storage Command Line Tool (Platform... ═╣
705
+
706
+ 2024-12-06 14:21:31,688 INFO ___FILE_ONLY___ ╚
707
+ 2024-12-06 14:21:31,689 INFO ___FILE_ONLY___ ════════════════════════════════════════════════════════════
708
+ 2024-12-06 14:21:31,689 INFO ___FILE_ONLY___ ╝
709
+
710
+ 2024-12-06 14:21:31,694 INFO ___FILE_ONLY___ ╔════════════════════════════════════════════════════════════╗
711
+
712
+ 2024-12-06 14:21:31,694 INFO ___FILE_ONLY___ ╠═ Installing: Default set of gcloud commands ═╣
713
+
714
+ 2024-12-06 14:21:31,694 INFO ___FILE_ONLY___ ╚
715
+ 2024-12-06 14:21:31,697 INFO ___FILE_ONLY___ ════════════════════════════════════════════════════════════
716
+ 2024-12-06 14:21:31,698 INFO ___FILE_ONLY___ ╝
717
+
718
+ 2024-12-06 14:21:31,699 INFO ___FILE_ONLY___ ╔════════════════════════════════════════════════════════════╗
719
+
720
+ 2024-12-06 14:21:31,699 INFO ___FILE_ONLY___ ╠═ Installing: Google Cloud CLI Core Libraries (Platform... ═╣
721
+
722
+ 2024-12-06 14:21:31,699 INFO ___FILE_ONLY___ ╚
723
+ 2024-12-06 14:21:31,700 INFO ___FILE_ONLY___ ══════════════════════════════
724
+ 2024-12-06 14:21:31,701 INFO ___FILE_ONLY___ ══════════════════════════════
725
+ 2024-12-06 14:21:31,701 INFO ___FILE_ONLY___ ╝
726
+
727
+ 2024-12-06 14:21:31,706 INFO ___FILE_ONLY___ ╔════════════════════════════════════════════════════════════╗
728
+
729
+ 2024-12-06 14:21:31,706 INFO ___FILE_ONLY___ ╠═ Installing: Google Cloud CRC32C Hash Tool ═╣
730
+
731
+ 2024-12-06 14:21:31,706 INFO ___FILE_ONLY___ ╚
732
+ 2024-12-06 14:21:31,709 INFO ___FILE_ONLY___ ════════════════════════════════════════════════════════════
733
+ 2024-12-06 14:21:31,709 INFO ___FILE_ONLY___ ╝
734
+
735
+ 2024-12-06 14:21:31,711 INFO ___FILE_ONLY___ ╔════════════════════════════════════════════════════════════╗
736
+
737
+ 2024-12-06 14:21:31,711 INFO ___FILE_ONLY___ ╠═ Installing: Google Cloud CRC32C Hash Tool (Platform S... ═╣
738
+
739
+ 2024-12-06 14:21:31,711 INFO ___FILE_ONLY___ ╚
740
+ 2024-12-06 14:21:31,745 INFO ___FILE_ONLY___ ══════════════════════════════
741
+ 2024-12-06 14:21:31,746 INFO ___FILE_ONLY___ ══════════════════════════════
742
+ 2024-12-06 14:21:31,746 INFO ___FILE_ONLY___ ╝
743
+
744
+ 2024-12-06 14:21:31,751 INFO ___FILE_ONLY___ ╔════════════════════════════════════════════════════════════╗
745
+
746
+ 2024-12-06 14:21:31,752 INFO ___FILE_ONLY___ ╠═ Installing: gcloud cli dependencies (Platform Specific) ═╣
747
+
748
+ 2024-12-06 14:21:31,752 INFO ___FILE_ONLY___ ╚
749
+ 2024-12-06 14:21:31,752 INFO ___FILE_ONLY___ ════════════════════════════════════════════════════════════
750
+ 2024-12-06 14:21:31,752 INFO ___FILE_ONLY___ ╝
751
+
752
+ 2024-12-06 14:21:31,758 DEBUG root Updating notification cache...
753
+ 2024-12-06 14:21:31,759 INFO ___FILE_ONLY___
754
+
755
+ 2024-12-06 14:21:31,760 INFO ___FILE_ONLY___ Performing post processing steps...
756
+ 2024-12-06 14:21:31,761 DEBUG root Executing command: ['/tools/google-cloud-sdk/bin/gcloud', 'components', 'post-process']
757
+ 2024-12-06 14:21:41,223 DEBUG ___FILE_ONLY___
758
+ 2024-12-06 14:21:41,223 DEBUG ___FILE_ONLY___
759
+ 2024-12-06 14:21:41,301 INFO ___FILE_ONLY___
760
+ Update done!
761
+
762
+
763
+ 2024-12-06 14:21:41,305 DEBUG root Chosen display Format:none
764
+ 2024-12-06 14:21:41,306 INFO root Display format: "none"
.config/logs/2024.12.06/14.21.32.194604.log ADDED
@@ -0,0 +1,5 @@
 
 
 
 
 
 
1
+ 2024-12-06 14:21:32,195 DEBUG root Loaded Command Group: ['gcloud', 'components']
2
+ 2024-12-06 14:21:32,197 DEBUG root Loaded Command Group: ['gcloud', 'components', 'post_process']
3
+ 2024-12-06 14:21:32,199 DEBUG root Running [gcloud.components.post-process] with arguments: []
4
+ 2024-12-06 14:21:41,136 DEBUG root Chosen display Format:none
5
+ 2024-12-06 14:21:41,137 INFO root Display format: "none"
.config/logs/2024.12.06/14.21.41.838520.log ADDED
@@ -0,0 +1,152 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ 2024-12-06 14:21:41,839 DEBUG root Loaded Command Group: ['gcloud', 'components']
2
+ 2024-12-06 14:21:41,841 DEBUG root Loaded Command Group: ['gcloud', 'components', 'update']
3
+ 2024-12-06 14:21:41,843 DEBUG root Running [gcloud.components.update] with arguments: [--quiet: "True", COMPONENT-IDS:8: "['gcloud', 'core', 'bq', 'gsutil', 'compute', 'preview', 'alpha', 'beta']"]
4
+ 2024-12-06 14:21:41,844 INFO ___FILE_ONLY___ Beginning update. This process may take several minutes.
5
+
6
+ 2024-12-06 14:21:41,853 DEBUG urllib3.connectionpool Starting new HTTPS connection (1): dl.google.com:443
7
+ 2024-12-06 14:21:41,996 DEBUG urllib3.connectionpool https://dl.google.com:443 "GET /dl/cloudsdk/channels/rapid/components-2.json HTTP/1.1" 200 227816
8
+ 2024-12-06 14:21:42,015 WARNING root Component [compute] no longer exists.
9
+ 2024-12-06 14:21:42,016 INFO ___FILE_ONLY___
10
+
11
+ 2024-12-06 14:21:42,017 INFO ___FILE_ONLY___
12
+ Your current Google Cloud CLI version is: 502.0.0
13
+
14
+ 2024-12-06 14:21:42,017 INFO ___FILE_ONLY___ Installing components from version: 502.0.0
15
+
16
+ 2024-12-06 14:21:42,017 INFO ___FILE_ONLY___
17
+
18
+ 2024-12-06 14:21:42,017 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
+ 2024-12-06 14:21:42,018 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
+ 2024-12-06 14:21:42,018 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
+ 2024-12-06 14:21:42,034 INFO ___FILE_ONLY___ ┌────────────────────────────────────────────────┐
22
+ 2024-12-06 14:21:42,034 INFO ___FILE_ONLY___
23
+
24
+ 2024-12-06 14:21:42,034 INFO ___FILE_ONLY___ │ These components will be installed. │
25
+ 2024-12-06 14:21:42,034 INFO ___FILE_ONLY___
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+ 2024-12-06 14:21:42,034 INFO ___FILE_ONLY___ ├─────────────────────────┬────────────┬─────────┤
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+
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+ 2024-12-06 14:21:42,034 INFO ___FILE_ONLY___ │
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+ 2024-12-06 14:21:42,035 INFO ___FILE_ONLY___ gcloud Alpha Commands
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+ 2024-12-06 14:21:42,035 INFO ___FILE_ONLY___
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+ 2024-12-06 14:21:42,035 INFO ___FILE_ONLY___ │
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+ 2024-12-06 14:21:42,035 INFO ___FILE_ONLY___ 2024.11.15
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+
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+ 2024-12-06 14:21:42,036 INFO ___FILE_ONLY___ gcloud Beta Commands
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+ 2024-12-06 14:21:42,036 INFO ___FILE_ONLY___
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+
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+ 2024-12-06 14:21:42,041 DEBUG urllib3.connectionpool Starting new HTTPS connection (1): dl.google.com:443
78
+ 2024-12-06 14:21:42,126 DEBUG urllib3.connectionpool https://dl.google.com:443 "GET /dl/cloudsdk/channels/rapid/RELEASE_NOTES HTTP/1.1" 200 1314602
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+ 2024-12-06 14:21:42,161 INFO ___FILE_ONLY___ For the latest full release notes, please visit:
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+ https://cloud.google.com/sdk/release_notes
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+
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+ 2024-12-06 14:21:42,162 INFO ___FILE_ONLY___ Performing in place update...
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+
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+ 2024-12-06 14:21:42,311 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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+ 2024-12-06 14:21:42,674 INFO ___FILE_ONLY___ ╠═ Installing: gcloud Alpha Commands ═╣
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+ 2024-12-06 14:21:42,686 INFO ___FILE_ONLY___ ╠═ Installing: gcloud Beta Commands ═╣
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+ 2024-12-06 14:21:42,692 INFO ___FILE_ONLY___ ╠═ Installing: gcloud Preview Commands ═╣
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+
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+
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+ Update done!
149
+
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+
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.config/logs/2024.12.06/14.21.43.137930.log ADDED
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1
+ 2024-12-06 14:21:43,138 DEBUG root Loaded Command Group: ['gcloud', 'components']
2
+ 2024-12-06 14:21:43,140 DEBUG root Loaded Command Group: ['gcloud', 'components', 'post_process']
3
+ 2024-12-06 14:21:43,142 DEBUG root Running [gcloud.components.post-process] with arguments: []
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1
+ 2024-12-06 14:21:53,249 DEBUG root Loaded Command Group: ['gcloud', 'config']
2
+ 2024-12-06 14:21:53,295 DEBUG root Loaded Command Group: ['gcloud', 'config', 'set']
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+ 2024-12-06 14:21:53,298 INFO ___FILE_ONLY___ Updated property [component_manager/disable_update_check].
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+
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1
+ 2024-12-06 14:21:53,829 DEBUG root Loaded Command Group: ['gcloud', 'config']
2
+ 2024-12-06 14:21:53,874 DEBUG root Loaded Command Group: ['gcloud', 'config', 'set']
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+ 2024-12-06 14:21:53,876 DEBUG root Running [gcloud.config.set] with arguments: [SECTION/PROPERTY: "compute/gce_metadata_read_timeout_sec", VALUE: "0"]
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+ 2024-12-06 14:21:53,877 INFO ___FILE_ONLY___ Updated property [compute/gce_metadata_read_timeout_sec].
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+
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.gitattributes CHANGED
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  *tfevents* filter=lfs diff=lfs merge=lfs -text
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+ sample_data/mnist_test.csv filter=lfs diff=lfs merge=lfs -text
37
+ sample_data/mnist_train_small.csv filter=lfs diff=lfs merge=lfs -text
.gradio/certificate.pem ADDED
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README.md CHANGED
@@ -1,12 +1,6 @@
1
  ---
2
- title: PEFT Phi2
3
- emoji: 🚀
4
- colorFrom: gray
5
- colorTo: pink
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: PEFT_Phi2
3
+ app_file: app.py
 
 
4
  sdk: gradio
5
  sdk_version: 5.8.0
 
 
6
  ---
 
 
app.py ADDED
@@ -0,0 +1,35 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ from peft import PeftModel
2
+ import gradio as gr
3
+ from transformers import AutoModelForCausalLM, AutoTokenizer
4
+
5
+ # Define model details
6
+ base_model_name = "microsoft/phi-2"
7
+ adapter_name = "JamieAi33/Phi-2-QLora"
8
+
9
+ # Load base model
10
+ print("Loading base model...")
11
+ base_model = AutoModelForCausalLM.from_pretrained(base_model_name, device_map="auto")
12
+ tokenizer = AutoTokenizer.from_pretrained(base_model_name)
13
+
14
+ # Apply LoRA adapter
15
+ print("Loading LoRA adapter...")
16
+ model = PeftModel.from_pretrained(base_model, adapter_name)
17
+
18
+ # Function to generate text
19
+ def generate_text(prompt, max_tokens):
20
+ inputs = tokenizer(prompt, return_tensors="pt").to("cuda")
21
+ outputs = model.generate(**inputs, max_new_tokens=max_tokens)
22
+ return tokenizer.decode(outputs[0], skip_special_tokens=True)
23
+
24
+ # Gradio UI
25
+ with gr.Blocks() as demo:
26
+ gr.Markdown("# PEFT LoRA Model")
27
+ with gr.Row():
28
+ prompt = gr.Textbox(label="Prompt", lines=4)
29
+ max_tokens = gr.Slider(label="Max Tokens", minimum=10, maximum=200, value=50)
30
+ output = gr.Textbox(label="Generated Text", lines=6)
31
+
32
+ generate_button = gr.Button("Generate")
33
+ generate_button.click(generate_text, inputs=[prompt, max_tokens], outputs=output)
34
+
35
+ demo.launch()
requirements.txt ADDED
@@ -0,0 +1,4 @@
 
 
 
 
 
1
+ transformers
2
+ gradio
3
+ peft
4
+ torch
sample_data/README.md ADDED
@@ -0,0 +1,19 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ This directory includes a few sample datasets to get you started.
2
+
3
+ * `california_housing_data*.csv` is California housing data from the 1990 US
4
+ Census; more information is available at:
5
+ https://docs.google.com/document/d/e/2PACX-1vRhYtsvc5eOR2FWNCwaBiKL6suIOrxJig8LcSBbmCbyYsayia_DvPOOBlXZ4CAlQ5nlDD8kTaIDRwrN/pub
6
+
7
+ * `mnist_*.csv` is a small sample of the
8
+ [MNIST database](https://en.wikipedia.org/wiki/MNIST_database), which is
9
+ described at: http://yann.lecun.com/exdb/mnist/
10
+
11
+ * `anscombe.json` contains a copy of
12
+ [Anscombe's quartet](https://en.wikipedia.org/wiki/Anscombe%27s_quartet); it
13
+ was originally described in
14
+
15
+ Anscombe, F. J. (1973). 'Graphs in Statistical Analysis'. American
16
+ Statistician. 27 (1): 17-21. JSTOR 2682899.
17
+
18
+ and our copy was prepared by the
19
+ [vega_datasets library](https://github.com/altair-viz/vega_datasets/blob/4f67bdaad10f45e3549984e17e1b3088c731503d/vega_datasets/_data/anscombe.json).
sample_data/anscombe.json ADDED
@@ -0,0 +1,49 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ [
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+ {"Series":"I", "X":10.0, "Y":8.04},
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+ {"Series":"I", "X":8.0, "Y":6.95},
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+
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+ {"Series":"II", "X":8.0, "Y":8.14},
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+ {"Series":"II", "X":13.0, "Y":8.74},
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+ {"Series":"II", "X":9.0, "Y":8.77},
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+ {"Series":"II", "X":11.0, "Y":9.26},
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+ {"Series":"II", "X":14.0, "Y":8.10},
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+ {"Series":"II", "X":6.0, "Y":6.13},
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+ {"Series":"II", "X":4.0, "Y":3.10},
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+ {"Series":"II", "X":12.0, "Y":9.13},
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+ {"Series":"II", "X":7.0, "Y":7.26},
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+ {"Series":"II", "X":5.0, "Y":4.74},
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+
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+ {"Series":"III", "X":10.0, "Y":7.46},
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+ {"Series":"III", "X":8.0, "Y":6.77},
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+ {"Series":"III", "X":13.0, "Y":12.74},
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