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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/2025.09.25/13.36.07.721162.log +765 -0
  11. .config/logs/2025.09.25/13.36.28.271167.log +5 -0
  12. .config/logs/2025.09.25/13.36.36.952554.log +153 -0
  13. .config/logs/2025.09.25/13.36.38.163546.log +5 -0
  14. .config/logs/2025.09.25/13.36.46.286835.log +8 -0
  15. .config/logs/2025.09.25/13.36.46.995115.log +8 -0
  16. .gitattributes +2 -0
  17. .gradio/certificate.pem +31 -0
  18. README.md +47 -5
  19. app.py +166 -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: 1758807396.3381271
.config/.last_update_check.json ADDED
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+ {"last_update_check_time": 1758807397.661274, "last_update_check_revision": 20250923151237, "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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+ [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/2025.09.25/13.36.07.721162.log ADDED
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+ 2025-09-25 13:36:20,495 INFO ___FILE_ONLY___ ╠═ Downloading: Bundled Python 3.12 (Platform Specific) ═╣
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+ 2025-09-25 13:36:20,998 DEBUG urllib3.connectionpool https://dl.google.com:443 "GET /dl/cloudsdk/channels/rapid/components/google-cloud-sdk-gsutil-20250627154417.tar.gz HTTP/11" 200 12962791
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+ 2025-09-25 13:36:21,237 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/11" 200 104
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531
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540
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541
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544
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545
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546
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547
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548
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549
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550
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551
+
552
+ 2025-09-25 13:36:21,473 INFO ___FILE_ONLY___ ╔════════════════════════════════════════════════════════════╗
553
+
554
+ 2025-09-25 13:36:21,473 INFO ___FILE_ONLY___ ╠═ Installing: BigQuery Command Line Tool (Platform Spec... ═╣
555
+
556
+ 2025-09-25 13:36:21,473 INFO ___FILE_ONLY___ ╚
557
+ 2025-09-25 13:36:21,473 INFO ___FILE_ONLY___ ════════════════════════════════════════════════════════════
558
+ 2025-09-25 13:36:21,473 INFO ___FILE_ONLY___ ╝
559
+
560
+ 2025-09-25 13:36:21,477 INFO ___FILE_ONLY___ ╔════════════════════════════════════════════════════════════╗
561
+
562
+ 2025-09-25 13:36:21,477 INFO ___FILE_ONLY___ ╠═ Installing: Bundled Python 3.12 ═╣
563
+
564
+ 2025-09-25 13:36:21,478 INFO ___FILE_ONLY___ ╚
565
+ 2025-09-25 13:36:21,480 INFO ___FILE_ONLY___ ════════════════════════════════════════════════════════════
566
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567
+
568
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569
+
570
+ 2025-09-25 13:36:21,482 INFO ___FILE_ONLY___ ╠═ Installing: Bundled Python 3.12 (Platform Specific) ═╣
571
+
572
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573
+ 2025-09-25 13:36:23,600 INFO ___FILE_ONLY___ ═
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575
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579
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582
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583
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584
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585
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589
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595
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600
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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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615
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616
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617
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618
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619
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620
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621
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622
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623
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624
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625
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626
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627
+ 2025-09-25 13:36:25,798 INFO ___FILE_ONLY___ ═
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
+ 2025-09-25 13:36:26,332 INFO ___FILE_ONLY___ ╝
634
+
635
+ 2025-09-25 13:36:26,382 INFO ___FILE_ONLY___ ╔════════════════════════════════════════════════════════════╗
636
+
637
+ 2025-09-25 13:36:26,383 INFO ___FILE_ONLY___ ╠═ Installing: Cloud Storage Command Line Tool ═╣
638
+
639
+ 2025-09-25 13:36:26,383 INFO ___FILE_ONLY___ ╚
640
+ 2025-09-25 13:36:26,913 INFO ___FILE_ONLY___ ═
641
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642
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644
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645
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646
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647
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648
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649
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650
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651
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652
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653
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654
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656
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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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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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675
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676
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677
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678
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679
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680
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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
+ 2025-09-25 13:36:27,515 INFO ___FILE_ONLY___ ═
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
+ 2025-09-25 13:36:27,615 INFO ___FILE_ONLY___ ═
696
+ 2025-09-25 13:36:27,631 INFO ___FILE_ONLY___ ═
697
+ 2025-09-25 13:36:27,651 INFO ___FILE_ONLY___ ═
698
+ 2025-09-25 13:36:27,667 INFO ___FILE_ONLY___ ═
699
+ 2025-09-25 13:36:27,684 INFO ___FILE_ONLY___ ═
700
+ 2025-09-25 13:36:27,684 INFO ___FILE_ONLY___ ╝
701
+
702
+ 2025-09-25 13:36:27,714 INFO ___FILE_ONLY___ ╔════════════════════════════════════════════════════════════╗
703
+
704
+ 2025-09-25 13:36:27,714 INFO ___FILE_ONLY___ ╠═ Installing: Cloud Storage Command Line Tool (Platform... ═╣
705
+
706
+ 2025-09-25 13:36:27,715 INFO ___FILE_ONLY___ ╚
707
+ 2025-09-25 13:36:27,715 INFO ___FILE_ONLY___ ════════════════════════════════════════════════════════════
708
+ 2025-09-25 13:36:27,715 INFO ___FILE_ONLY___ ╝
709
+
710
+ 2025-09-25 13:36:27,719 INFO ___FILE_ONLY___ ╔════════════════════════════════════════════════════════════╗
711
+
712
+ 2025-09-25 13:36:27,719 INFO ___FILE_ONLY___ ╠═ Installing: Default set of gcloud commands ═╣
713
+
714
+ 2025-09-25 13:36:27,720 INFO ___FILE_ONLY___ ╚
715
+ 2025-09-25 13:36:27,722 INFO ___FILE_ONLY___ ════════════════════════════════════════════════════════════
716
+ 2025-09-25 13:36:27,722 INFO ___FILE_ONLY___ ╝
717
+
718
+ 2025-09-25 13:36:27,723 INFO ___FILE_ONLY___ ╔════════════════════════════════════════════════════════════╗
719
+
720
+ 2025-09-25 13:36:27,723 INFO ___FILE_ONLY___ ╠═ Installing: Google Cloud CLI Core Libraries (Platform... ═╣
721
+
722
+ 2025-09-25 13:36:27,724 INFO ___FILE_ONLY___ ╚
723
+ 2025-09-25 13:36:27,724 INFO ___FILE_ONLY___ ══════════════════════════════
724
+ 2025-09-25 13:36:27,725 INFO ___FILE_ONLY___ ══════════════════════════════
725
+ 2025-09-25 13:36:27,725 INFO ___FILE_ONLY___ ╝
726
+
727
+ 2025-09-25 13:36:27,728 INFO ___FILE_ONLY___ ╔════════════════════════════════════════════════════════════╗
728
+
729
+ 2025-09-25 13:36:27,729 INFO ___FILE_ONLY___ ╠═ Installing: Google Cloud CRC32C Hash Tool ═╣
730
+
731
+ 2025-09-25 13:36:27,729 INFO ___FILE_ONLY___ ╚
732
+ 2025-09-25 13:36:27,731 INFO ___FILE_ONLY___ ════════════════════════════════════════════════════════════
733
+ 2025-09-25 13:36:27,731 INFO ___FILE_ONLY___ ╝
734
+
735
+ 2025-09-25 13:36:27,732 INFO ___FILE_ONLY___ ╔════════════════════════════════════════════════════════════╗
736
+
737
+ 2025-09-25 13:36:27,733 INFO ___FILE_ONLY___ ╠═ Installing: Google Cloud CRC32C Hash Tool (Platform S... ═╣
738
+
739
+ 2025-09-25 13:36:27,733 INFO ___FILE_ONLY___ ╚
740
+ 2025-09-25 13:36:27,769 INFO ___FILE_ONLY___ ══════════════════════════════
741
+ 2025-09-25 13:36:27,769 INFO ___FILE_ONLY___ ══════════════════════════════
742
+ 2025-09-25 13:36:27,769 INFO ___FILE_ONLY___ ╝
743
+
744
+ 2025-09-25 13:36:27,774 INFO ___FILE_ONLY___ ╔════════════════════════════════════════════════════════════╗
745
+
746
+ 2025-09-25 13:36:27,774 INFO ___FILE_ONLY___ ╠═ Installing: gcloud cli dependencies (Platform Specific) ═╣
747
+
748
+ 2025-09-25 13:36:27,774 INFO ___FILE_ONLY___ ╚
749
+ 2025-09-25 13:36:27,774 INFO ___FILE_ONLY___ ════════════════════════════════════════════════════════════
750
+ 2025-09-25 13:36:27,775 INFO ___FILE_ONLY___ ╝
751
+
752
+ 2025-09-25 13:36:27,779 DEBUG root Updating notification cache...
753
+ 2025-09-25 13:36:27,779 INFO ___FILE_ONLY___
754
+
755
+ 2025-09-25 13:36:27,781 INFO ___FILE_ONLY___ Performing post processing steps...
756
+ 2025-09-25 13:36:27,781 DEBUG root Executing command: ['/tools/google-cloud-sdk/bin/gcloud', 'components', 'post-process']
757
+ 2025-09-25 13:36:36,104 DEBUG ___FILE_ONLY___
758
+ 2025-09-25 13:36:36,104 DEBUG ___FILE_ONLY___
759
+ 2025-09-25 13:36:36,333 INFO root descriptor_list: [{'universeDomain': 'googleapis.com', 'universeShortName': '', 'authenticationDomain': 'auth.cloud.google.com', 'projectPrefix': '', 'cloudWebDomain': 'cloud.google.com', 'documentationDomain': 'cloud.google.com', 'version': '1.0.0', 'state': 'primary', 'artifactRegistryDomain': 'pkg.dev'}]
760
+ 2025-09-25 13:36:36,334 INFO ___FILE_ONLY___
761
+ Update done!
762
+
763
+
764
+ 2025-09-25 13:36:36,337 DEBUG root Chosen display Format:none
765
+ 2025-09-25 13:36:36,337 INFO root Display format: "none"
.config/logs/2025.09.25/13.36.28.271167.log ADDED
@@ -0,0 +1,5 @@
 
 
 
 
 
 
1
+ 2025-09-25 13:36:28,271 DEBUG root Loaded Command Group: ['gcloud', 'components']
2
+ 2025-09-25 13:36:28,273 DEBUG root Loaded Command Group: ['gcloud', 'components', 'post_process']
3
+ 2025-09-25 13:36:28,275 DEBUG root Running [gcloud.components.post-process] with arguments: []
4
+ 2025-09-25 13:36:36,001 DEBUG root Chosen display Format:none
5
+ 2025-09-25 13:36:36,001 INFO root Display format: "none"
.config/logs/2025.09.25/13.36.36.952554.log ADDED
@@ -0,0 +1,153 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ 2025-09-25 13:36:36,953 DEBUG root Loaded Command Group: ['gcloud', 'components']
2
+ 2025-09-25 13:36:36,983 DEBUG root Loaded Command Group: ['gcloud', 'components', 'update']
3
+ 2025-09-25 13:36:36,985 DEBUG root Running [gcloud.components.update] with arguments: [--quiet: "True", COMPONENT-IDS:8: "['gcloud', 'core', 'bq', 'gsutil', 'compute', 'preview', 'alpha', 'beta']"]
4
+ 2025-09-25 13:36:36,986 INFO ___FILE_ONLY___ Beginning update. This process may take several minutes.
5
+
6
+ 2025-09-25 13:36:36,995 DEBUG urllib3.connectionpool Starting new HTTPS connection (1): dl.google.com:443
7
+ 2025-09-25 13:36:37,009 DEBUG urllib3.connectionpool https://dl.google.com:443 "GET /dl/cloudsdk/channels/rapid/components-2.json HTTP/11" 200 233149
8
+ 2025-09-25 13:36:37,021 WARNING root Component [compute] no longer exists.
9
+ 2025-09-25 13:36:37,021 INFO ___FILE_ONLY___
10
+
11
+ 2025-09-25 13:36:37,022 INFO ___FILE_ONLY___
12
+ Your current Google Cloud CLI version is: 540.0.0
13
+
14
+ 2025-09-25 13:36:37,022 INFO ___FILE_ONLY___ Installing components from version: 540.0.0
15
+
16
+ 2025-09-25 13:36:37,022 INFO ___FILE_ONLY___
17
+
18
+ 2025-09-25 13:36:37,022 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
+ 2025-09-25 13:36:37,023 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
+ 2025-09-25 13:36:37,023 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
+ 2025-09-25 13:36:37,038 INFO ___FILE_ONLY___ ┌────────────────────────────────────────────────┐
22
+ 2025-09-25 13:36:37,038 INFO ___FILE_ONLY___
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+
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+ 2025-09-25 13:36:37,039 INFO ___FILE_ONLY___ │ These components will be installed. │
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+ 2025-09-25 13:36:37,039 INFO ___FILE_ONLY___
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+
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+ 2025-09-25 13:36:37,039 INFO ___FILE_ONLY___ ├─────────────────────────┬────────────┬─────────┤
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+ 2025-09-25 13:36:37,039 INFO ___FILE_ONLY___
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+
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+ 2025-09-25 13:36:37,039 INFO ___FILE_ONLY___ │ Name │ Version │ Size │
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+ 2025-09-25 13:36:37,039 INFO ___FILE_ONLY___
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+
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+ 2025-09-25 13:36:37,039 INFO ___FILE_ONLY___ ├─────────────────────────┼────────────┼─────────┤
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+ 2025-09-25 13:36:37,039 INFO ___FILE_ONLY___
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+
36
+ 2025-09-25 13:36:37,039 INFO ___FILE_ONLY___ │
37
+ 2025-09-25 13:36:37,039 INFO ___FILE_ONLY___ gcloud Alpha Commands
38
+ 2025-09-25 13:36:37,039 INFO ___FILE_ONLY___
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+ 2025-09-25 13:36:37,039 INFO ___FILE_ONLY___ │
40
+ 2025-09-25 13:36:37,039 INFO ___FILE_ONLY___ 2025.09.23
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+ 2025-09-25 13:36:37,039 INFO ___FILE_ONLY___
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+ 2025-09-25 13:36:37,039 INFO ___FILE_ONLY___ │
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+ 2025-09-25 13:36:37,039 INFO ___FILE_ONLY___ < 1 MiB
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+ 2025-09-25 13:36:37,039 INFO ___FILE_ONLY___
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+ 2025-09-25 13:36:37,039 INFO ___FILE_ONLY___ │
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+
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+ 2025-09-25 13:36:37,040 INFO ___FILE_ONLY___ │
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+ 2025-09-25 13:36:37,040 INFO ___FILE_ONLY___ gcloud Beta Commands
50
+ 2025-09-25 13:36:37,040 INFO ___FILE_ONLY___
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+ 2025-09-25 13:36:37,040 INFO ___FILE_ONLY___ │
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+ 2025-09-25 13:36:37,040 INFO ___FILE_ONLY___ 2025.09.23
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+ 2025-09-25 13:36:37,040 INFO ___FILE_ONLY___
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+ 2025-09-25 13:36:37,040 INFO ___FILE_ONLY___ │
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+ 2025-09-25 13:36:37,040 INFO ___FILE_ONLY___ < 1 MiB
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+ 2025-09-25 13:36:37,040 INFO ___FILE_ONLY___
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+ 2025-09-25 13:36:37,040 INFO ___FILE_ONLY___ │
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+
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+ 2025-09-25 13:36:37,040 INFO ___FILE_ONLY___ │
61
+ 2025-09-25 13:36:37,040 INFO ___FILE_ONLY___ gcloud Preview Commands
62
+ 2025-09-25 13:36:37,040 INFO ___FILE_ONLY___
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+ 2025-09-25 13:36:37,040 INFO ___FILE_ONLY___ │
64
+ 2025-09-25 13:36:37,040 INFO ___FILE_ONLY___
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+ 2025-09-25 13:36:37,040 INFO ___FILE_ONLY___
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+ 2025-09-25 13:36:37,040 INFO ___FILE_ONLY___ │
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+ 2025-09-25 13:36:37,040 INFO ___FILE_ONLY___ < 1 MiB
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+ 2025-09-25 13:36:37,041 INFO ___FILE_ONLY___
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+ 2025-09-25 13:36:37,041 INFO ___FILE_ONLY___ │
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+ 2025-09-25 13:36:37,041 INFO ___FILE_ONLY___
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+
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+ 2025-09-25 13:36:37,041 INFO ___FILE_ONLY___ └─────────────────────────┴────────────┴─────────┘
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+ 2025-09-25 13:36:37,041 INFO ___FILE_ONLY___
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+
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+ 2025-09-25 13:36:37,041 INFO ___FILE_ONLY___
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+
77
+ 2025-09-25 13:36:37,043 DEBUG urllib3.connectionpool Starting new HTTPS connection (1): dl.google.com:443
78
+ 2025-09-25 13:36:37,054 DEBUG urllib3.connectionpool https://dl.google.com:443 "GET /dl/cloudsdk/channels/rapid/RELEASE_NOTES HTTP/11" 200 1487839
79
+ 2025-09-25 13:36:37,553 INFO ___FILE_ONLY___ For the latest full release notes, please visit:
80
+ https://cloud.google.com/sdk/release_notes
81
+
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+
83
+ 2025-09-25 13:36:37,554 INFO ___FILE_ONLY___ Performing in place update...
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+
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+
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+ 2025-09-25 13:36:37,556 INFO ___FILE_ONLY___ ╔════════════════════════════════════════════════════════════╗
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+
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+ 2025-09-25 13:36:37,556 INFO ___FILE_ONLY___ ╠═ Downloading: gcloud Alpha Commands ═╣
89
+
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+ 2025-09-25 13:36:37,556 INFO ___FILE_ONLY___ ╚
91
+ 2025-09-25 13:36:37,558 DEBUG urllib3.connectionpool Starting new HTTPS connection (1): dl.google.com:443
92
+ 2025-09-25 13:36:37,571 DEBUG urllib3.connectionpool https://dl.google.com:443 "GET /dl/cloudsdk/channels/rapid/components/google-cloud-sdk-alpha-20250923151237.tar.gz HTTP/11" 200 800
93
+ 2025-09-25 13:36:37,572 INFO ___FILE_ONLY___ ════════════════════════════════════════════════════════════
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97
+
98
+ 2025-09-25 13:36:37,574 INFO ___FILE_ONLY___ ╠═ Downloading: gcloud Beta Commands ═╣
99
+
100
+ 2025-09-25 13:36:37,574 INFO ___FILE_ONLY___ ╚
101
+ 2025-09-25 13:36:37,577 DEBUG urllib3.connectionpool Starting new HTTPS connection (1): dl.google.com:443
102
+ 2025-09-25 13:36:37,587 DEBUG urllib3.connectionpool https://dl.google.com:443 "GET /dl/cloudsdk/channels/rapid/components/google-cloud-sdk-beta-20250923151237.tar.gz HTTP/11" 200 797
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+ 2025-09-25 13:36:37,587 INFO ___FILE_ONLY___ ════════════════════════════════════════════════════════════
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+ 2025-09-25 13:36:37,589 INFO ___FILE_ONLY___ ╔════════════════════════════════════════════════════════════╗
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+
108
+ 2025-09-25 13:36:37,589 INFO ___FILE_ONLY___ ╠═ Downloading: gcloud Preview Commands ═╣
109
+
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+ 2025-09-25 13:36:37,589 INFO ___FILE_ONLY___ ╚
111
+ 2025-09-25 13:36:37,592 DEBUG urllib3.connectionpool Starting new HTTPS connection (1): dl.google.com:443
112
+ 2025-09-25 13:36:37,642 DEBUG urllib3.connectionpool https://dl.google.com:443 "GET /dl/cloudsdk/channels/rapid/components/google-cloud-sdk-preview-20241115154308.tar.gz HTTP/11" 200 823
113
+ 2025-09-25 13:36:37,642 INFO ___FILE_ONLY___ ════════════════════════════════════════════════════════════
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+ 2025-09-25 13:36:37,643 INFO ___FILE_ONLY___ ╝
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+ 2025-09-25 13:36:37,644 INFO ___FILE_ONLY___ ╔════════════════════════════════════════════════════════════╗
117
+
118
+ 2025-09-25 13:36:37,645 INFO ___FILE_ONLY___ ╠═ Installing: gcloud Alpha Commands ═╣
119
+
120
+ 2025-09-25 13:36:37,645 INFO ___FILE_ONLY___ ╚
121
+ 2025-09-25 13:36:37,646 INFO ___FILE_ONLY___ ════════════════════════════════════════════════════════════
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+ 2025-09-25 13:36:37,646 INFO ___FILE_ONLY___ ╝
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+
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+ 2025-09-25 13:36:37,650 INFO ___FILE_ONLY___ ╔════════════════════════════════════════════════════════════╗
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+
126
+ 2025-09-25 13:36:37,651 INFO ___FILE_ONLY___ ╠═ Installing: gcloud Beta Commands ═╣
127
+
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+ 2025-09-25 13:36:37,651 INFO ___FILE_ONLY___ ╚
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+ 2025-09-25 13:36:37,651 INFO ___FILE_ONLY___ ════════════════════════════════════════════════════════════
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+ 2025-09-25 13:36:37,651 INFO ___FILE_ONLY___ ╝
131
+
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+ 2025-09-25 13:36:37,655 INFO ___FILE_ONLY___ ╔════════════════════════════════════════════════════════════╗
133
+
134
+ 2025-09-25 13:36:37,655 INFO ___FILE_ONLY___ ╠═ Installing: gcloud Preview Commands ═╣
135
+
136
+ 2025-09-25 13:36:37,655 INFO ___FILE_ONLY___ ╚
137
+ 2025-09-25 13:36:37,656 INFO ___FILE_ONLY___ ════════════════════════════════════════════════════════════
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+ 2025-09-25 13:36:37,656 INFO ___FILE_ONLY___ ╝
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+
140
+ 2025-09-25 13:36:37,661 DEBUG root Updating notification cache...
141
+ 2025-09-25 13:36:37,661 INFO ___FILE_ONLY___
142
+
143
+ 2025-09-25 13:36:37,663 INFO ___FILE_ONLY___ Performing post processing steps...
144
+ 2025-09-25 13:36:37,663 DEBUG root Executing command: ['/tools/google-cloud-sdk/bin/gcloud', 'components', 'post-process']
145
+ 2025-09-25 13:36:45,421 DEBUG ___FILE_ONLY___
146
+ 2025-09-25 13:36:45,421 DEBUG ___FILE_ONLY___
147
+ 2025-09-25 13:36:45,685 INFO root descriptor_list: [{'universeDomain': 'googleapis.com', 'universeShortName': '', 'authenticationDomain': 'auth.cloud.google.com', 'projectPrefix': '', 'cloudWebDomain': 'cloud.google.com', 'documentationDomain': 'cloud.google.com', 'version': '1.0.0', 'state': 'primary', 'artifactRegistryDomain': 'pkg.dev'}]
148
+ 2025-09-25 13:36:45,685 INFO ___FILE_ONLY___
149
+ Update done!
150
+
151
+
152
+ 2025-09-25 13:36:45,687 DEBUG root Chosen display Format:none
153
+ 2025-09-25 13:36:45,688 INFO root Display format: "none"
.config/logs/2025.09.25/13.36.38.163546.log ADDED
@@ -0,0 +1,5 @@
 
 
 
 
 
 
1
+ 2025-09-25 13:36:38,164 DEBUG root Loaded Command Group: ['gcloud', 'components']
2
+ 2025-09-25 13:36:38,166 DEBUG root Loaded Command Group: ['gcloud', 'components', 'post_process']
3
+ 2025-09-25 13:36:38,168 DEBUG root Running [gcloud.components.post-process] with arguments: []
4
+ 2025-09-25 13:36:45,318 DEBUG root Chosen display Format:none
5
+ 2025-09-25 13:36:45,318 INFO root Display format: "none"
.config/logs/2025.09.25/13.36.46.286835.log ADDED
@@ -0,0 +1,8 @@
 
 
 
 
 
 
 
 
 
1
+ 2025-09-25 13:36:46,288 DEBUG root Loaded Command Group: ['gcloud', 'config']
2
+ 2025-09-25 13:36:46,375 DEBUG root Loaded Command Group: ['gcloud', 'config', 'set']
3
+ 2025-09-25 13:36:46,378 DEBUG root Running [gcloud.config.set] with arguments: [SECTION/PROPERTY: "component_manager/disable_update_check", VALUE: "true"]
4
+ 2025-09-25 13:36:46,378 INFO ___FILE_ONLY___ Updated property [component_manager/disable_update_check].
5
+
6
+ 2025-09-25 13:36:46,379 DEBUG root Chosen display Format:default
7
+ 2025-09-25 13:36:46,380 INFO root Display format: "default"
8
+ 2025-09-25 13:36:46,385 DEBUG root SDK update checks are disabled.
.config/logs/2025.09.25/13.36.46.995115.log ADDED
@@ -0,0 +1,8 @@
 
 
 
 
 
 
 
 
 
1
+ 2025-09-25 13:36:46,996 DEBUG root Loaded Command Group: ['gcloud', 'config']
2
+ 2025-09-25 13:36:47,078 DEBUG root Loaded Command Group: ['gcloud', 'config', 'set']
3
+ 2025-09-25 13:36:47,080 DEBUG root Running [gcloud.config.set] with arguments: [SECTION/PROPERTY: "compute/gce_metadata_read_timeout_sec", VALUE: "0"]
4
+ 2025-09-25 13:36:47,081 INFO ___FILE_ONLY___ Updated property [compute/gce_metadata_read_timeout_sec].
5
+
6
+ 2025-09-25 13:36:47,082 DEBUG root Chosen display Format:default
7
+ 2025-09-25 13:36:47,082 INFO root Display format: "default"
8
+ 2025-09-25 13:36:47,087 DEBUG root SDK update checks are disabled.
.gitattributes CHANGED
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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
.gradio/certificate.pem ADDED
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1
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README.md CHANGED
@@ -1,12 +1,54 @@
1
  ---
2
- title: Reynolds Number
3
- emoji: 🌖
4
- colorFrom: red
5
- colorTo: indigo
6
  sdk: gradio
7
- sdk_version: 5.47.2
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: Reynolds Number Calculator
3
+ emoji: 🌊
4
+ colorFrom: blue
5
+ colorTo: blue
6
  sdk: gradio
7
+ sdk_version: "4.37.2" # You might want to update this to your Gradio version
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
13
+
14
+ # Reynolds Number Calculator
15
+
16
+ This is a simple web application built with Gradio that calculates the Reynolds number for fluid flow in a circular pipe and determines the flow regime (laminar, transitional, or turbulent). It also provides a plain-English explanation of the results generated by a small language model.
17
+
18
+ ## Purpose
19
+
20
+ The application serves as a demonstration of wrapping a deterministic engineering calculation with a user-friendly interface using Gradio and augmenting the numerical output with an LLM-generated explanation for broader understanding.
21
+
22
+ ## How to Use
23
+
24
+ 1. Enter the required fluid and pipe properties in the input fields:
25
+ * **Fluid density [kg/m³]:** The mass density of the fluid.
26
+ * **Fluid velocity [m/s]:** The average velocity of the fluid flow.
27
+ * **Pipe diameter [m]:** The inner diameter of the circular pipe.
28
+ * **Dynamic viscosity [Pa*s]:** The dynamic viscosity of the fluid.
29
+ 2. Click the "Compute Reynolds Number" button.
30
+ 3. The "Calculation Results" panel will display the calculated Reynolds number and the determined flow regime.
31
+ 4. The "Explanation" panel will show a simple, LLM-generated explanation of the results.
32
+
33
+ ## Inputs
34
+
35
+ * `rho`: Fluid density in kilograms per cubic meter (kg/m³).
36
+ * `v`: Fluid velocity in meters per second (m/s).
37
+ * `D`: Pipe diameter in meters (m).
38
+ * `mu`: Dynamic viscosity in Pascal-seconds (Pa*s).
39
+
40
+ ## Outputs
41
+
42
+ * **Reynolds Number [-]:** The dimensionless Reynolds number.
43
+ * **Flow Regime:** The classification of the flow as "Laminar" (Re < 2100), "Transitional" (2100 <= Re <= 4000), or "Turbulent" (Re > 4000).
44
+ * **Explanation:** A natural language explanation of the results provided by an instruction-tuned language model.
45
+
46
+ ## Libraries Used
47
+
48
+ * Gradio: For building the web interface.
49
+ * Transformers: For accessing and using the language model.
50
+ * Torch: A dependency for the Transformers library.
51
+ * Hugging Face Hub: For loading the pre-trained language model.
52
+ * Pandas: For formatting the numerical results into a table.
53
+
54
+ The LLM is used to make the engineering results more accessible and understandable to a non-expert audience by providing a concise, analogy-based explanation.
app.py ADDED
@@ -0,0 +1,166 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ import math
2
+ import gradio
3
+ import pandas
4
+
5
+ from transformers import AutoTokenizer, AutoModelForCausalLM, pipeline
6
+
7
+ # Instantiate the model that we'll be calling. This is a tiny one!
8
+ MODEL_ID = "HuggingFaceTB/SmolLM2-135M-Instruct"
9
+ tokenizer = AutoTokenizer.from_pretrained(MODEL_ID)
10
+ pipe = pipeline(
11
+ task="text-generation",
12
+ model=AutoModelForCausalLM.from_pretrained(
13
+ MODEL_ID,
14
+ ),
15
+ tokenizer=tokenizer
16
+ )
17
+
18
+ # This helper function applies a chat format to help the LLM understand what
19
+ # is going on
20
+ def _format_chat(system_prompt: str, user_prompt: str) -> str:
21
+ messages = [
22
+ {"role": "system", "content": system_prompt},
23
+ {"role": "user", "content": user_prompt},
24
+ ]
25
+ template = getattr(tokenizer, "chat_template", None)
26
+ return tokenizer.apply_chat_template(
27
+ messages,
28
+ tokenize=False,
29
+ add_generation_prompt=True
30
+ )
31
+
32
+ # This functoin uses hte LLM to generate a response.
33
+ def _llm_generate(prompt: str, max_tokens: int) -> str:
34
+ out = pipe(
35
+ prompt,
36
+ max_new_tokens=max_tokens,
37
+ do_sample=True,
38
+ temperature=0.5,
39
+ return_full_text=False,
40
+ )
41
+ return out[0]["generated_text"]
42
+
43
+ # Create a function to do the Reynolds number calculation
44
+ def reynolds_number_calc(rho: float, v: float, D: float, mu: float) -> dict:
45
+ """
46
+ Calculates the Reynolds number for flow in a circular pipe.
47
+ Determines the flow regime (laminar, transitional, or turbulent).
48
+ Inputs:
49
+ rho: fluid density [kg/m^3]
50
+ v: fluid velocity [m/s]
51
+ D: pipe diameter [m]
52
+ mu: dynamic viscosity [Pa*s] or [kg/(m*s)]
53
+
54
+ Returns:
55
+ reynolds_number: The calculated Reynolds number
56
+ flow_regime: The determined flow regime
57
+ """
58
+
59
+ # Input validation
60
+ if rho <= 0 or v < 0 or D <= 0 or mu <= 0:
61
+ return {
62
+ "reynolds_number": None,
63
+ "flow_regime": "Invalid input: Density, velocity, diameter, and viscosity must be positive (velocity can be zero).",
64
+ }
65
+
66
+ reynolds_number = (rho * v * D) / mu
67
+
68
+ if reynolds_number < 2100:
69
+ flow_regime = "Laminar"
70
+ elif 2100 <= reynolds_number <= 4000:
71
+ flow_regime = "Transitional"
72
+ else:
73
+ flow_regime = "Turbulent"
74
+
75
+ return {
76
+ "reynolds_number": reynolds_number,
77
+ "flow_regime": flow_regime,
78
+ }
79
+
80
+ # This function generates an explanation of the results for Reynolds number
81
+ def llm_explain_reynolds(results: dict, inputs: list) -> str:
82
+ rho, v, D, mu = inputs
83
+ reynolds_number = results.get("reynolds_number")
84
+ flow_regime = results.get("flow_regime")
85
+
86
+ if reynolds_number is None:
87
+ return flow_regime # Return the error message from the calculation
88
+
89
+
90
+ system_prompt = (
91
+ "You explain fluid mechanics to a smart 5-year-old. "
92
+ "Use food-based analogies to support the explanation."
93
+ "You always return CONCISE responses, only one sentence."
94
+ )
95
+
96
+ user_prompt = (
97
+ f"For a fluid with density {rho:g} kg/m³ and viscosity {mu:g} Pa*s, "
98
+ f"flowing at {v:g} m/s through a pipe with diameter {D:g} m, "
99
+ f"the Reynolds number is {reynolds_number:.2f}. "
100
+ f"The flow regime is {flow_regime}. "
101
+ "Explain the Reynolds number and the flow regime in ONE friendly sentence for a non-expert."
102
+ )
103
+
104
+ formatted = _format_chat(system_prompt, user_prompt)
105
+ return _llm_generate(formatted, max_tokens=128)
106
+
107
+
108
+ # This function ties everything together for the Reynolds number calculator
109
+ def run_reynolds_once(rho, v, D, mu):
110
+ inputs = [rho, v, D, mu]
111
+ d = reynolds_number_calc(
112
+ rho=float(rho),
113
+ v=float(v),
114
+ D=float(D),
115
+ mu=float(mu)
116
+ )
117
+
118
+ if d.get("reynolds_number") is None:
119
+ return pandas.DataFrame(), d["flow_regime"]
120
+
121
+
122
+ df = pandas.DataFrame([{
123
+ "Reynolds Number [-]": round(d["reynolds_number"], 3),
124
+ "Flow Regime": d["flow_regime"],
125
+ }])
126
+
127
+ narrative = llm_explain_reynolds(d, inputs).split("\n")[0]
128
+ return df, narrative
129
+
130
+ # Now, let's create the Gradio interface for the Reynolds number calculator
131
+ with gradio.Blocks() as reynolds_demo:
132
+
133
+ gradio.Markdown(
134
+ "# Reynolds Number Calculator"
135
+ )
136
+ gradio.Markdown(
137
+ "This app calculates the Reynolds number for flow in a circular pipe and determines the flow regime (laminar, transitional, or turbulent)."
138
+ )
139
+
140
+ with gradio.Row():
141
+ rho = gradio.Number(value=1000.0, label="Fluid density [kg/m³]")
142
+ v = gradio.Number(value=1.0, label="Fluid velocity [m/s]")
143
+ D = gradio.Number(value=0.1, label="Pipe diameter [m]")
144
+ mu = gradio.Number(value=0.001, label="Dynamic viscosity [Pa*s]")
145
+
146
+ run_btn_reynolds = gradio.Button("Compute Reynolds Number")
147
+
148
+ results_df_reynolds = gradio.Dataframe(label="Calculation Results", interactive=False)
149
+
150
+ # Add an explicit title for the explanation panel
151
+ gradio.Markdown("## Explanation")
152
+ explain_md_reynolds = gradio.Markdown(label="Explanation")
153
+
154
+ run_btn_reynolds.click(fn=run_reynolds_once, inputs=[rho, v, D, mu], outputs=[results_df_reynolds, explain_md_reynolds])
155
+
156
+ gradio.Examples(
157
+ examples=[
158
+ [1000.0, 0.1, 0.05, 0.001], # Laminar example
159
+ [1000.0, 0.5, 0.1, 0.001], # Transitional example
160
+ [1000.0, 2.0, 0.1, 0.001], # Turbulent example
161
+ ],
162
+ inputs=[rho, v, D, mu],
163
+ label="Representative cases",
164
+ examples_per_page=3,
165
+ cache_examples=False,
166
+ )
requirements.txt ADDED
@@ -0,0 +1,4 @@
 
 
 
 
 
1
+ transformers
2
+ gradio
3
+ torch
4
+ huggingface_hub
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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+ {"Series":"I", "X":13.0, "Y":7.58},
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+ {"Series":"I", "X":9.0, "Y":8.81},
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+ {"Series":"I", "X":11.0, "Y":8.33},
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+ {"Series":"I", "X":14.0, "Y":9.96},
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+ {"Series":"I", "X":6.0, "Y":7.24},
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+ {"Series":"I", "X":4.0, "Y":4.26},
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+ {"Series":"I", "X":12.0, "Y":10.84},
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+ {"Series":"I", "X":7.0, "Y":4.81},
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+ {"Series":"I", "X":5.0, "Y":5.68},
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+
14
+ {"Series":"II", "X":10.0, "Y":9.14},
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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},
20
+ {"Series":"II", "X":6.0, "Y":6.13},
21
+ {"Series":"II", "X":4.0, "Y":3.10},
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+ {"Series":"II", "X":12.0, "Y":9.13},
23
+ {"Series":"II", "X":7.0, "Y":7.26},
24
+ {"Series":"II", "X":5.0, "Y":4.74},
25
+
26
+ {"Series":"III", "X":10.0, "Y":7.46},
27
+ {"Series":"III", "X":8.0, "Y":6.77},
28
+ {"Series":"III", "X":13.0, "Y":12.74},
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+ {"Series":"III", "X":9.0, "Y":7.11},
30
+ {"Series":"III", "X":11.0, "Y":7.81},
31
+ {"Series":"III", "X":14.0, "Y":8.84},
32
+ {"Series":"III", "X":6.0, "Y":6.08},
33
+ {"Series":"III", "X":4.0, "Y":5.39},
34
+ {"Series":"III", "X":12.0, "Y":8.15},
35
+ {"Series":"III", "X":7.0, "Y":6.42},
36
+ {"Series":"III", "X":5.0, "Y":5.73},
37
+
38
+ {"Series":"IV", "X":8.0, "Y":6.58},
39
+ {"Series":"IV", "X":8.0, "Y":5.76},
40
+ {"Series":"IV", "X":8.0, "Y":7.71},
41
+ {"Series":"IV", "X":8.0, "Y":8.84},
42
+ {"Series":"IV", "X":8.0, "Y":8.47},
43
+ {"Series":"IV", "X":8.0, "Y":7.04},
44
+ {"Series":"IV", "X":8.0, "Y":5.25},
45
+ {"Series":"IV", "X":19.0, "Y":12.50},
46
+ {"Series":"IV", "X":8.0, "Y":5.56},
47
+ {"Series":"IV", "X":8.0, "Y":7.91},
48
+ {"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
 
sample_data/california_housing_train.csv ADDED
The diff for this file is too large to render. See raw diff
 
sample_data/mnist_test.csv ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
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sample_data/mnist_train_small.csv ADDED
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