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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/2024.10.03/13.23.55.907439.log +764 -0
  11. .config/logs/2024.10.03/13.24.16.945701.log +5 -0
  12. .config/logs/2024.10.03/13.24.26.842428.log +123 -0
  13. .config/logs/2024.10.03/13.24.27.913856.log +5 -0
  14. .config/logs/2024.10.03/13.24.37.784488.log +8 -0
  15. .config/logs/2024.10.03/13.24.38.390038.log +8 -0
  16. .gitattributes +2 -0
  17. .github/workflows/update_space.yml +28 -0
  18. README.md +2 -8
  19. SentimentAnalyzerUsingDistilbert.py +99 -0
  20. requirements.txt +8 -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
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482
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488
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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
+ 2024-10-03 13:24:10,037 INFO ___FILE_ONLY___ ═
545
+ 2024-10-03 13:24:10,038 INFO ___FILE_ONLY___ ═
546
+ 2024-10-03 13:24:10,040 INFO ___FILE_ONLY___ ═
547
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548
+ 2024-10-03 13:24:10,045 INFO ___FILE_ONLY___ ═
549
+ 2024-10-03 13:24:10,047 INFO ___FILE_ONLY___ ═
550
+ 2024-10-03 13:24:10,047 INFO ___FILE_ONLY___ ╝
551
+
552
+ 2024-10-03 13:24:10,059 INFO ___FILE_ONLY___ ╔════════════════════════════════════════════════════════════╗
553
+
554
+ 2024-10-03 13:24:10,059 INFO ___FILE_ONLY___ ╠═ Installing: BigQuery Command Line Tool (Platform Spec... ═╣
555
+
556
+ 2024-10-03 13:24:10,059 INFO ___FILE_ONLY___ ╚
557
+ 2024-10-03 13:24:10,060 INFO ___FILE_ONLY___ ════════════════════════════════════════════════════════════
558
+ 2024-10-03 13:24:10,060 INFO ___FILE_ONLY___ ╝
559
+
560
+ 2024-10-03 13:24:10,067 INFO ___FILE_ONLY___ ╔════════════════════════════════════════════════════════════╗
561
+
562
+ 2024-10-03 13:24:10,067 INFO ___FILE_ONLY___ ╠═ Installing: Bundled Python 3.11 ═╣
563
+
564
+ 2024-10-03 13:24:10,067 INFO ___FILE_ONLY___ ╚
565
+ 2024-10-03 13:24:10,071 INFO ___FILE_ONLY___ ════════════════════════════════════════════════════════════
566
+ 2024-10-03 13:24:10,071 INFO ___FILE_ONLY___ ╝
567
+
568
+ 2024-10-03 13:24:10,073 INFO ___FILE_ONLY___ ╔════════════════════════════════════════════════════════════╗
569
+
570
+ 2024-10-03 13:24:10,073 INFO ___FILE_ONLY___ ╠═ Installing: Bundled Python 3.11 (Platform Specific) ═╣
571
+
572
+ 2024-10-03 13:24:10,073 INFO ___FILE_ONLY___ ╚
573
+ 2024-10-03 13:24:12,199 INFO ___FILE_ONLY___ ═
574
+ 2024-10-03 13:24:12,215 INFO ___FILE_ONLY___ ═
575
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578
+ 2024-10-03 13:24:12,265 INFO ___FILE_ONLY___ ═
579
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580
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581
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582
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583
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584
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585
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591
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600
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602
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603
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604
+ 2024-10-03 13:24:12,590 INFO ___FILE_ONLY___ ═
605
+ 2024-10-03 13:24:12,604 INFO ___FILE_ONLY___ ═
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
+ 2024-10-03 13:24:13,438 INFO ___FILE_ONLY___ ═
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
+ 2024-10-03 13:24:13,802 INFO ___FILE_ONLY___ ═
623
+ 2024-10-03 13:24:13,896 INFO ___FILE_ONLY___ ═
624
+ 2024-10-03 13:24:13,915 INFO ___FILE_ONLY___ ═
625
+ 2024-10-03 13:24:13,935 INFO ___FILE_ONLY___ ═
626
+ 2024-10-03 13:24:13,953 INFO ___FILE_ONLY___ ═
627
+ 2024-10-03 13:24:14,001 INFO ___FILE_ONLY___ ═
628
+ 2024-10-03 13:24:14,369 INFO ___FILE_ONLY___ ═
629
+ 2024-10-03 13:24:14,387 INFO ___FILE_ONLY___ ═
630
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631
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632
+ 2024-10-03 13:24:14,793 INFO ___FILE_ONLY___ ═
633
+ 2024-10-03 13:24:14,793 INFO ___FILE_ONLY___ ╝
634
+
635
+ 2024-10-03 13:24:14,869 INFO ___FILE_ONLY___ ╔════════════════════════════════════════════════════════════╗
636
+
637
+ 2024-10-03 13:24:14,869 INFO ___FILE_ONLY___ ╠═ Installing: Cloud Storage Command Line Tool ═╣
638
+
639
+ 2024-10-03 13:24:14,869 INFO ___FILE_ONLY___ ╚
640
+ 2024-10-03 13:24:15,507 INFO ___FILE_ONLY___ ═
641
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642
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643
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644
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645
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646
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648
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649
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651
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652
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653
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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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673
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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
+ 2024-10-03 13:24:16,255 INFO ___FILE_ONLY___ ═
691
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692
+ 2024-10-03 13:24:16,277 INFO ___FILE_ONLY___ ═
693
+ 2024-10-03 13:24:16,288 INFO ___FILE_ONLY___ ═
694
+ 2024-10-03 13:24:16,298 INFO ___FILE_ONLY___ ═
695
+ 2024-10-03 13:24:16,308 INFO ___FILE_ONLY___ ═
696
+ 2024-10-03 13:24:16,318 INFO ___FILE_ONLY___ ═
697
+ 2024-10-03 13:24:16,338 INFO ___FILE_ONLY___ ═
698
+ 2024-10-03 13:24:16,354 INFO ___FILE_ONLY___ ═
699
+ 2024-10-03 13:24:16,371 INFO ___FILE_ONLY___ ═
700
+ 2024-10-03 13:24:16,372 INFO ___FILE_ONLY___ ╝
701
+
702
+ 2024-10-03 13:24:16,424 INFO ___FILE_ONLY___ ╔════════════════════════════════════════════════════════════╗
703
+
704
+ 2024-10-03 13:24:16,424 INFO ___FILE_ONLY___ ╠═ Installing: Cloud Storage Command Line Tool (Platform... ═╣
705
+
706
+ 2024-10-03 13:24:16,424 INFO ___FILE_ONLY___ ╚
707
+ 2024-10-03 13:24:16,425 INFO ___FILE_ONLY___ ════════════════════════════════════════════════════════════
708
+ 2024-10-03 13:24:16,425 INFO ___FILE_ONLY___ ╝
709
+
710
+ 2024-10-03 13:24:16,431 INFO ___FILE_ONLY___ ╔════════════════════════════════════════════════════════════╗
711
+
712
+ 2024-10-03 13:24:16,431 INFO ___FILE_ONLY___ ╠═ Installing: Default set of gcloud commands ═╣
713
+
714
+ 2024-10-03 13:24:16,431 INFO ___FILE_ONLY___ ╚
715
+ 2024-10-03 13:24:16,436 INFO ___FILE_ONLY___ ════════════════════════════════════════════════════════════
716
+ 2024-10-03 13:24:16,436 INFO ___FILE_ONLY___ ╝
717
+
718
+ 2024-10-03 13:24:16,437 INFO ___FILE_ONLY___ ╔════════════════════════════════════════════════════════════╗
719
+
720
+ 2024-10-03 13:24:16,438 INFO ___FILE_ONLY___ ╠═ Installing: Google Cloud CLI Core Libraries (Platform... ═╣
721
+
722
+ 2024-10-03 13:24:16,438 INFO ___FILE_ONLY___ ╚
723
+ 2024-10-03 13:24:16,439 INFO ___FILE_ONLY___ ══════════════════════════════
724
+ 2024-10-03 13:24:16,439 INFO ___FILE_ONLY___ ══════════════════════════════
725
+ 2024-10-03 13:24:16,439 INFO ___FILE_ONLY___ ╝
726
+
727
+ 2024-10-03 13:24:16,445 INFO ___FILE_ONLY___ ╔════════════════════════════════════════════════════════════╗
728
+
729
+ 2024-10-03 13:24:16,445 INFO ___FILE_ONLY___ ╠═ Installing: Google Cloud CRC32C Hash Tool ═╣
730
+
731
+ 2024-10-03 13:24:16,446 INFO ___FILE_ONLY___ ╚
732
+ 2024-10-03 13:24:16,450 INFO ___FILE_ONLY___ ════════════════════════════════════════════════════════════
733
+ 2024-10-03 13:24:16,450 INFO ___FILE_ONLY___ ╝
734
+
735
+ 2024-10-03 13:24:16,452 INFO ___FILE_ONLY___ ╔════════════════════════════════════════════════════════════╗
736
+
737
+ 2024-10-03 13:24:16,452 INFO ___FILE_ONLY___ ╠═ Installing: Google Cloud CRC32C Hash Tool (Platform S... ═╣
738
+
739
+ 2024-10-03 13:24:16,452 INFO ___FILE_ONLY___ ╚
740
+ 2024-10-03 13:24:16,487 INFO ___FILE_ONLY___ ══════════════════════════════
741
+ 2024-10-03 13:24:16,487 INFO ___FILE_ONLY___ ══════════════════════════════
742
+ 2024-10-03 13:24:16,487 INFO ___FILE_ONLY___ ╝
743
+
744
+ 2024-10-03 13:24:16,494 INFO ___FILE_ONLY___ ╔════════════════════════════════════════════════════════════╗
745
+
746
+ 2024-10-03 13:24:16,494 INFO ___FILE_ONLY___ ╠═ Installing: gcloud cli dependencies (Platform Specific) ═╣
747
+
748
+ 2024-10-03 13:24:16,494 INFO ___FILE_ONLY___ ╚
749
+ 2024-10-03 13:24:16,494 INFO ___FILE_ONLY___ ════════════════════════════════════════════════════════════
750
+ 2024-10-03 13:24:16,494 INFO ___FILE_ONLY___ ╝
751
+
752
+ 2024-10-03 13:24:16,502 DEBUG root Updating notification cache...
753
+ 2024-10-03 13:24:16,502 INFO ___FILE_ONLY___
754
+
755
+ 2024-10-03 13:24:16,504 INFO ___FILE_ONLY___ Performing post processing steps...
756
+ 2024-10-03 13:24:16,504 DEBUG root Executing command: ['/tools/google-cloud-sdk/bin/gcloud', 'components', 'post-process']
757
+ 2024-10-03 13:24:26,263 DEBUG ___FILE_ONLY___
758
+ 2024-10-03 13:24:26,263 DEBUG ___FILE_ONLY___
759
+ 2024-10-03 13:24:26,280 INFO ___FILE_ONLY___
760
+ Update done!
761
+
762
+
763
+ 2024-10-03 13:24:26,283 DEBUG root Chosen display Format:none
764
+ 2024-10-03 13:24:26,283 INFO root Display format: "none"
.config/logs/2024.10.03/13.24.16.945701.log ADDED
@@ -0,0 +1,5 @@
 
 
 
 
 
 
1
+ 2024-10-03 13:24:16,946 DEBUG root Loaded Command Group: ['gcloud', 'components']
2
+ 2024-10-03 13:24:16,948 DEBUG root Loaded Command Group: ['gcloud', 'components', 'post_process']
3
+ 2024-10-03 13:24:16,950 DEBUG root Running [gcloud.components.post-process] with arguments: []
4
+ 2024-10-03 13:24:26,180 DEBUG root Chosen display Format:none
5
+ 2024-10-03 13:24:26,180 INFO root Display format: "none"
.config/logs/2024.10.03/13.24.26.842428.log ADDED
@@ -0,0 +1,123 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ 2024-10-03 13:24:26,843 DEBUG root Loaded Command Group: ['gcloud', 'components']
2
+ 2024-10-03 13:24:26,845 DEBUG root Loaded Command Group: ['gcloud', 'components', 'update']
3
+ 2024-10-03 13:24:26,848 DEBUG root Running [gcloud.components.update] with arguments: [--quiet: "True", COMPONENT-IDS:8: "['gcloud', 'core', 'bq', 'gsutil', 'compute', 'preview', 'alpha', 'beta']"]
4
+ 2024-10-03 13:24:26,849 INFO ___FILE_ONLY___ Beginning update. This process may take several minutes.
5
+
6
+ 2024-10-03 13:24:26,859 DEBUG urllib3.connectionpool Starting new HTTPS connection (1): dl.google.com:443
7
+ 2024-10-03 13:24:26,991 DEBUG urllib3.connectionpool https://dl.google.com:443 "GET /dl/cloudsdk/channels/rapid/components-2.json HTTP/1.1" 200 227002
8
+ 2024-10-03 13:24:27,008 WARNING root Component [compute] no longer exists.
9
+ 2024-10-03 13:24:27,008 WARNING root Component [preview] no longer exists.
10
+ 2024-10-03 13:24:27,009 INFO ___FILE_ONLY___
11
+
12
+ 2024-10-03 13:24:27,009 INFO ___FILE_ONLY___
13
+ Your current Google Cloud CLI version is: 495.0.0
14
+
15
+ 2024-10-03 13:24:27,010 INFO ___FILE_ONLY___ Installing components from version: 495.0.0
16
+
17
+ 2024-10-03 13:24:27,010 INFO ___FILE_ONLY___
18
+
19
+ 2024-10-03 13:24:27,010 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
+ 2024-10-03 13:24:27,011 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
+ 2024-10-03 13:24:27,011 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
+ 2024-10-03 13:24:27,029 INFO ___FILE_ONLY___ ┌──────────────────────────────────────────────┐
23
+ 2024-10-03 13:24:27,029 INFO ___FILE_ONLY___
24
+
25
+ 2024-10-03 13:24:27,030 INFO ___FILE_ONLY___ │ These components will be installed. │
26
+ 2024-10-03 13:24:27,030 INFO ___FILE_ONLY___
27
+
28
+ 2024-10-03 13:24:27,030 INFO ___FILE_ONLY___ ├───────────────────────┬────────────┬─────────┤
29
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+ Update done!
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.gitattributes CHANGED
@@ -33,3 +33,5 @@ saved_model/**/* filter=lfs diff=lfs merge=lfs -text
33
  *.zip filter=lfs diff=lfs merge=lfs -text
34
  *.zst filter=lfs diff=lfs merge=lfs -text
35
  *tfevents* filter=lfs diff=lfs merge=lfs -text
 
 
 
33
  *.zip filter=lfs diff=lfs merge=lfs -text
34
  *.zst filter=lfs diff=lfs merge=lfs -text
35
  *tfevents* filter=lfs diff=lfs merge=lfs -text
36
+ sample_data/mnist_test.csv filter=lfs diff=lfs merge=lfs -text
37
+ sample_data/mnist_train_small.csv filter=lfs diff=lfs merge=lfs -text
.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: Sentiment Analyzer Using Distilbert
3
- emoji: 🏢
4
- colorFrom: gray
5
- colorTo: purple
6
  sdk: gradio
7
  sdk_version: 4.44.1
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: Sentiment_Analyzer_Using_Distilbert
3
+ app_file: SentimentAnalyzerUsingDistilbert.py
 
 
4
  sdk: gradio
5
  sdk_version: 4.44.1
 
 
6
  ---
 
 
SentimentAnalyzerUsingDistilbert.py ADDED
@@ -0,0 +1,99 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ import torch
2
+ import gradio as gr
3
+ import pandas as pd
4
+ import matplotlib.pyplot as plt
5
+ from transformers import pipeline
6
+ from docx import Document
7
+ from PyPDF2 import PdfReader
8
+
9
+ # Initialize the sentiment analysis pipeline
10
+ analyzer = pipeline("text-classification", model="distilbert/distilbert-base-uncased-finetuned-sst-2-english")
11
+
12
+ # Function to analyze sentiment for a single sentence
13
+ def sentiment_analyzer(review):
14
+ sentiment = analyzer(review)
15
+ return sentiment[0]['label']
16
+
17
+ # Create a pie chart visualization for the sentiment
18
+ def sentiment_pie_chart(sentiment_labels):
19
+ sentiment_counts = pd.Series(sentiment_labels).value_counts()
20
+
21
+ fig, ax = plt.subplots()
22
+ sentiment_counts.plot(kind='pie', autopct='%1.1f%%', colors=['green', 'red'], ax=ax)
23
+ ax.set_ylabel('')
24
+ ax.set_title('Sentiment Distribution')
25
+
26
+ return fig
27
+
28
+ # Function to analyze a single input sentence
29
+ def analyze_single_sentence(sentence):
30
+ sentiment = sentiment_analyzer(sentence)
31
+ return f"The sentiment of the sentence is: {sentiment}"
32
+
33
+ # Function to read and analyze reviews from Excel, PDF, or DOCX files
34
+ def read_reviews_and_analyze_sentiment(file_object):
35
+ if file_object.name.endswith('.xlsx'):
36
+ # Load the Excel file into a DataFrame
37
+ df = pd.read_excel(file_object)
38
+ if 'Reviews' not in df.columns:
39
+ raise ValueError("Excel file must contain a 'Reviews' column.")
40
+ reviews = df['Reviews'].tolist()
41
+
42
+ elif file_object.name.endswith('.docx'):
43
+ # Read the content of the DOCX file
44
+ doc = Document(file_object)
45
+ reviews = [para.text for para in doc.paragraphs if para.text.strip()]
46
+
47
+ elif file_object.name.endswith('.pdf'):
48
+ # Read the content of the PDF file
49
+ reader = PdfReader(file_object)
50
+ text = ""
51
+ for page in reader.pages:
52
+ text += page.extract_text()
53
+ reviews = text.split('\n') # Assuming reviews are newline-separated
54
+
55
+ else:
56
+ raise ValueError("Unsupported file format. Please upload .xlsx, .pdf, or .docx files.")
57
+
58
+ # Analyze the sentiment of each review
59
+ sentiments = [sentiment_analyzer(review) for review in reviews]
60
+ df = pd.DataFrame({'Reviews': reviews, 'Sentiment': sentiments})
61
+
62
+ # Generate pie chart
63
+ chart_object = sentiment_pie_chart(sentiments)
64
+
65
+ return df, chart_object
66
+
67
+ # Gradio interface combining single sentence analysis and file-based review sentiment analysis
68
+ def main_interface(input_option, sentence=None, file=None):
69
+ if input_option == "Single Sentence":
70
+ if sentence:
71
+ result = analyze_single_sentence(sentence)
72
+ return None, None, result # Single sentence output
73
+ else:
74
+ return None, None, "Please enter a sentence."
75
+ elif input_option == "File Upload":
76
+ if file:
77
+ df, chart_object = read_reviews_and_analyze_sentiment(file)
78
+ return df, chart_object, None # File output
79
+ else:
80
+ return None, None, "Please upload a file."
81
+
82
+ # Gradio interface
83
+ demo = gr.Interface(
84
+ fn=main_interface,
85
+ inputs=[
86
+ gr.Radio(label="Choose Input Type", choices=["Single Sentence", "File Upload"], value="Single Sentence"),
87
+ gr.Textbox(label="Enter a sentence for sentiment analysis (if selected)", placeholder="Type your sentence here..."),
88
+ gr.File(file_types=["xlsx", "pdf", "docx"], label="Upload your review comment file (if selected)")
89
+ ],
90
+ outputs=[
91
+ gr.Dataframe(label="Sentiment Analysis Results (For File Uploads)"),
92
+ gr.Plot(label="Sentiment Distribution Chart (For File Uploads)"),
93
+ gr.Textbox(label="Single Sentence Sentiment Result (For Single Sentence Input)")
94
+ ],
95
+ title="@GenAILearniverse Project 3: Sentiment Analyzer",
96
+ description="This application analyzes the sentiment of either a single sentence or reviews in uploaded files (Excel, PDF, DOCX)."
97
+ )
98
+
99
+ demo.launch()
requirements.txt ADDED
@@ -0,0 +1,8 @@
 
 
 
 
 
 
 
 
 
1
+ transformers
2
+ torch
3
+ gradio
4
+ pandas
5
+ matplotlib
6
+ openpyxl
7
+ python-docx
8
+ PyPDF2
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
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+ {"Series":"I", "X":10.0, "Y":8.04},
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+ {"Series":"III", "X":4.0, "Y":5.39},
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+ {"Series":"III", "X":12.0, "Y":8.15},
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+ {"Series":"III", "X":7.0, "Y":6.42},
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+ {"Series":"III", "X":5.0, "Y":5.73},
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+
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+ {"Series":"IV", "X":8.0, "Y":6.58},
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+ {"Series":"IV", "X":8.0, "Y":5.56},
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+ {"Series":"IV", "X":8.0, "Y":7.91},
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+ {"Series":"IV", "X":8.0, "Y":6.89}
49
+ ]
sample_data/california_housing_test.csv ADDED
The diff for this file is too large to render. See raw diff
 
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