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  1. .config/.last_opt_in_prompt.yaml +1 -0
  2. .config/.last_survey_prompt.yaml +1 -0
  3. .config/.last_update_check.json +1 -0
  4. .config/active_config +1 -0
  5. .config/config_sentinel +0 -0
  6. .config/configurations/config_default +6 -0
  7. .config/default_configs.db +0 -0
  8. .config/gce +1 -0
  9. .config/hidden_gcloud_config_universe_descriptor_data_cache_configs.db +0 -0
  10. .config/logs/2024.10.02/13.24.56.056128.log +764 -0
  11. .config/logs/2024.10.02/13.25.16.787495.log +5 -0
  12. .config/logs/2024.10.02/13.25.28.231611.log +123 -0
  13. .config/logs/2024.10.02/13.25.29.095888.log +5 -0
  14. .config/logs/2024.10.02/13.25.40.484117.log +8 -0
  15. .config/logs/2024.10.02/13.25.41.118585.log +8 -0
  16. .gitattributes +2 -0
  17. .github/workflows/update_space.yml +28 -0
  18. README.md +2 -8
  19. ResumeOpt.py +89 -0
  20. sample_data/README.md +19 -0
  21. sample_data/anscombe.json +49 -0
  22. sample_data/california_housing_test.csv +0 -0
  23. sample_data/california_housing_train.csv +0 -0
  24. sample_data/mnist_test.csv +3 -0
  25. sample_data/mnist_train_small.csv +3 -0
.config/.last_opt_in_prompt.yaml ADDED
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+ {}
.config/.last_survey_prompt.yaml ADDED
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+ last_prompt_time: 1727875527.6556063
.config/.last_update_check.json ADDED
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+ {"last_update_check_time": 1727875528.625252, "last_update_check_revision": 20240927140238, "notifications": [], "last_nag_times": {}}
.config/active_config ADDED
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+ default
.config/config_sentinel ADDED
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.config/configurations/config_default ADDED
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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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+ False
.config/hidden_gcloud_config_universe_descriptor_data_cache_configs.db ADDED
Binary file (12.3 kB). View file
 
.config/logs/2024.10.02/13.24.56.056128.log ADDED
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+ 2024-10-02 13:25:08,083 DEBUG root Loaded Command Group: ['gcloud', 'components']
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+ 2024-10-02 13:25:08,096 INFO ___FILE_ONLY___ Beginning update. This process may take several minutes.
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+ 2024-10-02 13:25:08,406 INFO ___FILE_ONLY___ For the latest full release notes, please visit:
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537
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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
+ 2024-10-02 13:25:09,812 INFO ___FILE_ONLY___ ═
546
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547
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548
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549
+ 2024-10-02 13:25:09,823 INFO ___FILE_ONLY___ ═
550
+ 2024-10-02 13:25:09,823 INFO ___FILE_ONLY___ ╝
551
+
552
+ 2024-10-02 13:25:09,838 INFO ___FILE_ONLY___ ╔════════════════════════════════════════════════════════════╗
553
+
554
+ 2024-10-02 13:25:09,839 INFO ___FILE_ONLY___ ╠═ Installing: BigQuery Command Line Tool (Platform Spec... ═╣
555
+
556
+ 2024-10-02 13:25:09,839 INFO ___FILE_ONLY___ ╚
557
+ 2024-10-02 13:25:09,840 INFO ___FILE_ONLY___ ════════════════════════════════════════════════════════════
558
+ 2024-10-02 13:25:09,840 INFO ___FILE_ONLY___ ╝
559
+
560
+ 2024-10-02 13:25:09,847 INFO ___FILE_ONLY___ ╔════════════════════════════════════════════════════════════╗
561
+
562
+ 2024-10-02 13:25:09,847 INFO ___FILE_ONLY___ ╠═ Installing: Bundled Python 3.11 ═╣
563
+
564
+ 2024-10-02 13:25:09,847 INFO ___FILE_ONLY___ ╚
565
+ 2024-10-02 13:25:09,852 INFO ___FILE_ONLY___ ════════════════════════════════════════════════════════════
566
+ 2024-10-02 13:25:09,852 INFO ___FILE_ONLY___ ╝
567
+
568
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569
+
570
+ 2024-10-02 13:25:09,854 INFO ___FILE_ONLY___ ╠═ Installing: Bundled Python 3.11 (Platform Specific) ═╣
571
+
572
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573
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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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586
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588
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592
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593
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595
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597
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600
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602
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603
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604
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606
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610
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611
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613
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614
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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
+ 2024-10-02 13:25:14,684 INFO ___FILE_ONLY___ ╔════════════════════════════════════════════════════════════╗
636
+
637
+ 2024-10-02 13:25:14,684 INFO ___FILE_ONLY___ ╠═ Installing: Cloud Storage Command Line Tool ═╣
638
+
639
+ 2024-10-02 13:25:14,684 INFO ___FILE_ONLY___ ╚
640
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642
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648
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650
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651
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653
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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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663
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664
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665
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666
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667
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668
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669
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670
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671
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672
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673
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674
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677
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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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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
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696
+ 2024-10-02 13:25:16,101 INFO ___FILE_ONLY___ ═
697
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698
+ 2024-10-02 13:25:16,142 INFO ___FILE_ONLY___ ═
699
+ 2024-10-02 13:25:16,161 INFO ___FILE_ONLY___ ═
700
+ 2024-10-02 13:25:16,162 INFO ___FILE_ONLY___ ╝
701
+
702
+ 2024-10-02 13:25:16,235 INFO ___FILE_ONLY___ ╔════════════════════════════════════════════════════════════╗
703
+
704
+ 2024-10-02 13:25:16,235 INFO ___FILE_ONLY___ ╠═ Installing: Cloud Storage Command Line Tool (Platform... ═╣
705
+
706
+ 2024-10-02 13:25:16,235 INFO ___FILE_ONLY___ ╚
707
+ 2024-10-02 13:25:16,236 INFO ___FILE_ONLY___ ════════════════════════════════════════════════════════════
708
+ 2024-10-02 13:25:16,237 INFO ___FILE_ONLY___ ╝
709
+
710
+ 2024-10-02 13:25:16,244 INFO ___FILE_ONLY___ ╔════════════════════════════════════════════════════════════╗
711
+
712
+ 2024-10-02 13:25:16,244 INFO ___FILE_ONLY___ ╠═ Installing: Default set of gcloud commands ═╣
713
+
714
+ 2024-10-02 13:25:16,244 INFO ___FILE_ONLY___ ╚
715
+ 2024-10-02 13:25:16,250 INFO ___FILE_ONLY___ ════════════════════════════════════════════════════════════
716
+ 2024-10-02 13:25:16,250 INFO ___FILE_ONLY___ ╝
717
+
718
+ 2024-10-02 13:25:16,251 INFO ___FILE_ONLY___ ╔════════════════════════════════════════════════════════════╗
719
+
720
+ 2024-10-02 13:25:16,252 INFO ___FILE_ONLY___ ╠═ Installing: Google Cloud CLI Core Libraries (Platform... ═╣
721
+
722
+ 2024-10-02 13:25:16,252 INFO ___FILE_ONLY___ ╚
723
+ 2024-10-02 13:25:16,253 INFO ___FILE_ONLY___ ══════════════════════════════
724
+ 2024-10-02 13:25:16,253 INFO ___FILE_ONLY___ ══════════════════════════════
725
+ 2024-10-02 13:25:16,253 INFO ___FILE_ONLY___ ╝
726
+
727
+ 2024-10-02 13:25:16,260 INFO ___FILE_ONLY___ ╔════════════════════════════════════════════════════════════╗
728
+
729
+ 2024-10-02 13:25:16,261 INFO ___FILE_ONLY___ ╠═ Installing: Google Cloud CRC32C Hash Tool ═╣
730
+
731
+ 2024-10-02 13:25:16,261 INFO ___FILE_ONLY___ ╚
732
+ 2024-10-02 13:25:16,266 INFO ___FILE_ONLY___ ════════════════════════════════════════════════════════════
733
+ 2024-10-02 13:25:16,266 INFO ___FILE_ONLY___ ╝
734
+
735
+ 2024-10-02 13:25:16,268 INFO ___FILE_ONLY___ ╔════════════════════════════════════════════════════════════╗
736
+
737
+ 2024-10-02 13:25:16,268 INFO ___FILE_ONLY___ ╠═ Installing: Google Cloud CRC32C Hash Tool (Platform S... ═╣
738
+
739
+ 2024-10-02 13:25:16,268 INFO ___FILE_ONLY___ ╚
740
+ 2024-10-02 13:25:16,302 INFO ___FILE_ONLY___ ══════════════════════════════
741
+ 2024-10-02 13:25:16,302 INFO ___FILE_ONLY___ ══════════════════════════════
742
+ 2024-10-02 13:25:16,302 INFO ___FILE_ONLY___ ╝
743
+
744
+ 2024-10-02 13:25:16,310 INFO ___FILE_ONLY___ ╔════════════════════════════════════════════════════════════╗
745
+
746
+ 2024-10-02 13:25:16,310 INFO ___FILE_ONLY___ ╠═ Installing: gcloud cli dependencies (Platform Specific) ═╣
747
+
748
+ 2024-10-02 13:25:16,311 INFO ___FILE_ONLY___ ╚
749
+ 2024-10-02 13:25:16,311 INFO ___FILE_ONLY___ ════════════════════════════════════════════════════════════
750
+ 2024-10-02 13:25:16,311 INFO ___FILE_ONLY___ ╝
751
+
752
+ 2024-10-02 13:25:16,320 DEBUG root Updating notification cache...
753
+ 2024-10-02 13:25:16,321 INFO ___FILE_ONLY___
754
+
755
+ 2024-10-02 13:25:16,323 INFO ___FILE_ONLY___ Performing post processing steps...
756
+ 2024-10-02 13:25:16,323 DEBUG root Executing command: ['/tools/google-cloud-sdk/bin/gcloud', 'components', 'post-process']
757
+ 2024-10-02 13:25:27,561 DEBUG ___FILE_ONLY___
758
+ 2024-10-02 13:25:27,562 DEBUG ___FILE_ONLY___
759
+ 2024-10-02 13:25:27,650 INFO ___FILE_ONLY___
760
+ Update done!
761
+
762
+
763
+ 2024-10-02 13:25:27,654 DEBUG root Chosen display Format:none
764
+ 2024-10-02 13:25:27,654 INFO root Display format: "none"
.config/logs/2024.10.02/13.25.16.787495.log ADDED
@@ -0,0 +1,5 @@
 
 
 
 
 
 
1
+ 2024-10-02 13:25:16,788 DEBUG root Loaded Command Group: ['gcloud', 'components']
2
+ 2024-10-02 13:25:16,790 DEBUG root Loaded Command Group: ['gcloud', 'components', 'post_process']
3
+ 2024-10-02 13:25:16,792 DEBUG root Running [gcloud.components.post-process] with arguments: []
4
+ 2024-10-02 13:25:27,477 DEBUG root Chosen display Format:none
5
+ 2024-10-02 13:25:27,477 INFO root Display format: "none"
.config/logs/2024.10.02/13.25.28.231611.log ADDED
@@ -0,0 +1,123 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ 2024-10-02 13:25:28,232 DEBUG root Loaded Command Group: ['gcloud', 'components']
2
+ 2024-10-02 13:25:28,234 DEBUG root Loaded Command Group: ['gcloud', 'components', 'update']
3
+ 2024-10-02 13:25:28,237 DEBUG root Running [gcloud.components.update] with arguments: [--quiet: "True", COMPONENT-IDS:8: "['gcloud', 'core', 'bq', 'gsutil', 'compute', 'preview', 'alpha', 'beta']"]
4
+ 2024-10-02 13:25:28,238 INFO ___FILE_ONLY___ Beginning update. This process may take several minutes.
5
+
6
+ 2024-10-02 13:25:28,248 DEBUG urllib3.connectionpool Starting new HTTPS connection (1): dl.google.com:443
7
+ 2024-10-02 13:25:28,308 DEBUG urllib3.connectionpool https://dl.google.com:443 "GET /dl/cloudsdk/channels/rapid/components-2.json HTTP/1.1" 200 227002
8
+ 2024-10-02 13:25:28,327 WARNING root Component [compute] no longer exists.
9
+ 2024-10-02 13:25:28,327 WARNING root Component [preview] no longer exists.
10
+ 2024-10-02 13:25:28,328 INFO ___FILE_ONLY___
11
+
12
+ 2024-10-02 13:25:28,328 INFO ___FILE_ONLY___
13
+ Your current Google Cloud CLI version is: 495.0.0
14
+
15
+ 2024-10-02 13:25:28,328 INFO ___FILE_ONLY___ Installing components from version: 495.0.0
16
+
17
+ 2024-10-02 13:25:28,328 INFO ___FILE_ONLY___
18
+
19
+ 2024-10-02 13:25:28,329 DEBUG root Chosen display Format:table[box,title="These components will be removed."](details.display_name:label=Name:align=left,version.version_string:label=Version:align=right,data.size.size(zero="",min=1048576):label=Size:align=right)
20
+ 2024-10-02 13:25:28,329 DEBUG root Chosen display Format:table[box,title="These components will be updated."](details.display_name:label=Name:align=left,version.version_string:label=Version:align=right,data.size.size(zero="",min=1048576):label=Size:align=right)
21
+ 2024-10-02 13:25:28,330 DEBUG root Chosen display Format:table[box,title="These components will be installed."](details.display_name:label=Name:align=left,version.version_string:label=Version:align=right,data.size.size(zero="",min=1048576):label=Size:align=right)
22
+ 2024-10-02 13:25:28,348 INFO ___FILE_ONLY___ ┌──────────────────────────────────────────────┐
23
+ 2024-10-02 13:25:28,349 INFO ___FILE_ONLY___
24
+
25
+ 2024-10-02 13:25:28,349 INFO ___FILE_ONLY___ │ These components will be installed. │
26
+ 2024-10-02 13:25:28,349 INFO ___FILE_ONLY___
27
+
28
+ 2024-10-02 13:25:28,349 INFO ___FILE_ONLY___ ├───────────────────────┬────────────┬─────────┤
29
+ 2024-10-02 13:25:28,349 INFO ___FILE_ONLY___
30
+
31
+ 2024-10-02 13:25:28,349 INFO ___FILE_ONLY___ │ Name │ Version │ Size │
32
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+ 2024-10-02 13:25:40,539 INFO ___FILE_ONLY___ Updated property [component_manager/disable_update_check].
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.gitattributes CHANGED
@@ -33,3 +33,5 @@ saved_model/**/* filter=lfs diff=lfs merge=lfs -text
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  *.zip filter=lfs diff=lfs merge=lfs -text
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  *.zst filter=lfs diff=lfs merge=lfs -text
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  *.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
.github/workflows/update_space.yml ADDED
@@ -0,0 +1,28 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ name: Run Python script
2
+
3
+ on:
4
+ push:
5
+ branches:
6
+ - main
7
+
8
+ jobs:
9
+ build:
10
+ runs-on: ubuntu-latest
11
+
12
+ steps:
13
+ - name: Checkout
14
+ uses: actions/checkout@v2
15
+
16
+ - name: Set up Python
17
+ uses: actions/setup-python@v2
18
+ with:
19
+ python-version: '3.9'
20
+
21
+ - name: Install Gradio
22
+ run: python -m pip install gradio
23
+
24
+ - name: Log in to Hugging Face
25
+ run: python -c 'import huggingface_hub; huggingface_hub.login(token="${{ secrets.hf_token }}")'
26
+
27
+ - name: Deploy to Spaces
28
+ run: gradio deploy
README.md CHANGED
@@ -1,12 +1,6 @@
1
  ---
2
- title: ATS RESUME OPTIMIZER USING BERT
3
- emoji: 🐨
4
- colorFrom: pink
5
- colorTo: purple
6
  sdk: gradio
7
  sdk_version: 4.44.1
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- app_file: app.py
9
- pinned: false
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  ---
11
-
12
- Check out the configuration reference at https://huggingface.co/docs/hub/spaces-config-reference
 
1
  ---
2
+ title: ATS_RESUME_OPTIMIZER_USING_BERT
3
+ app_file: ResumeOpt.py
 
 
4
  sdk: gradio
5
  sdk_version: 4.44.1
 
 
6
  ---
 
 
ResumeOpt.py ADDED
@@ -0,0 +1,89 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ import gradio as gr
2
+ from transformers import pipeline
3
+ import spacy
4
+ from docx import Document
5
+ import tempfile
6
+
7
+ # Load models quietly
8
+ nlp = spacy.load('en_core_web_sm')
9
+ fill_mask = pipeline("fill-mask", model="bert-base-uncased", device=0) # Use GPU if available
10
+
11
+ # Cell 3: Define functions
12
+ def extract_text_from_docx(file_path):
13
+ try:
14
+ doc = Document(file_path)
15
+ return '\n'.join([para.text for para in doc.paragraphs])
16
+ except:
17
+ return ""
18
+
19
+ def save_updated_resume(text):
20
+ try:
21
+ temp_file = tempfile.NamedTemporaryFile(delete=False, suffix='.docx')
22
+ doc = Document()
23
+ for line in text.split('\n'):
24
+ doc.add_paragraph(line)
25
+ doc.save(temp_file.name)
26
+ return temp_file.name
27
+ except:
28
+ return None
29
+
30
+ def bert_suggest_replacements(text):
31
+ suggestions = []
32
+ improved_text = text
33
+ doc = nlp(text)
34
+
35
+ for token in doc:
36
+ if token.is_stop or not token.is_alpha or len(token.text) <= 3:
37
+ continue
38
+
39
+ masked_sentence = improved_text.replace(token.text, "[MASK]", 1)
40
+ try:
41
+ predictions = fill_mask(masked_sentence)
42
+ best_suggestion = predictions[0]['token_str']
43
+
44
+ if best_suggestion != token.text.lower():
45
+ improved_text = improved_text.replace(token.text, best_suggestion, 1)
46
+ suggestions.append(f"• Replace '{token.text}' with '{best_suggestion}'")
47
+ except:
48
+ continue
49
+
50
+ return improved_text, suggestions
51
+
52
+ def process_resume(file):
53
+ if file is None:
54
+ return "Please upload a resume file.", "No suggestions yet.", None
55
+
56
+ try:
57
+ resume_text = extract_text_from_docx(file.name)
58
+ if not resume_text:
59
+ return "Could not read the resume. Please ensure it's a valid .docx file.", "No suggestions available.", None
60
+
61
+ updated_text, suggestions = bert_suggest_replacements(resume_text)
62
+ output_file_path = save_updated_resume(updated_text)
63
+
64
+ suggestions_text = "Suggested Improvements:\n" + '\n'.join(suggestions) if suggestions else "No improvements suggested. Your resume looks good!"
65
+
66
+ return updated_text, suggestions_text, output_file_path
67
+ except:
68
+ return "An error occurred. Please try again with a different file.", "No suggestions available.", None
69
+
70
+ # Cell 4: Create and launch Gradio interface
71
+ iface = gr.Interface(
72
+ fn=process_resume,
73
+ inputs=gr.File(label="Upload Your Resume (.docx only)", file_types=[".docx"]),
74
+ outputs=[
75
+ gr.Textbox(label="Optimized Resume Text", lines=10),
76
+ gr.Textbox(label="ATS Improvement Suggestions", lines=10),
77
+ gr.File(label="Download Optimized Resume")
78
+ ],
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+ title="ATS Resume Optimizer",
80
+ description="Upload your .docx resume for ATS optimization. We'll suggest improvements and provide an updated version.",
81
+ theme="default",
82
+ css="""
83
+ .gradio-container {max-width: 800px; margin: auto;}
84
+ .output-markdown {white-space: pre-wrap;}
85
+ """
86
+ )
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+
88
+ iface.launch(share=True)
89
+
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://developers.google.com/machine-learning/crash-course/california-housing-data-description
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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+ {"Series":"IV", "X":8.0, "Y":6.89}
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+ ]
sample_data/california_housing_test.csv ADDED
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