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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/2025.09.03/13.35.10.219821.log +765 -0
  11. .config/logs/2025.09.03/13.35.31.467623.log +5 -0
  12. .config/logs/2025.09.03/13.35.39.928561.log +153 -0
  13. .config/logs/2025.09.03/13.35.41.650830.log +5 -0
  14. .config/logs/2025.09.03/13.35.50.564372.log +8 -0
  15. .config/logs/2025.09.03/13.35.51.306217.log +8 -0
  16. .gitattributes +2 -0
  17. Dockerfile +1 -2
  18. README.md +7 -5
  19. app.py +1 -258
  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: 1756906539.1872025
.config/.last_update_check.json ADDED
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+ {"last_update_check_time": 1756906541.050925, "last_update_check_revision": 20250829143545, "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
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.config/gce ADDED
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.config/logs/2025.09.03/13.35.10.219821.log ADDED
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+ 2025-09-03 13:35:23,072 INFO ___FILE_ONLY___ For the latest full release notes, please visit:
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482
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531
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534
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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
+ 2025-09-03 13:35:24,561 INFO ___FILE_ONLY___ ═
550
+ 2025-09-03 13:35:24,561 INFO ___FILE_ONLY___ ╝
551
+
552
+ 2025-09-03 13:35:24,571 INFO ___FILE_ONLY___ ╔════════════════════════════════════════════════════════════╗
553
+
554
+ 2025-09-03 13:35:24,571 INFO ___FILE_ONLY___ ╠═ Installing: BigQuery Command Line Tool (Platform Spec... ═╣
555
+
556
+ 2025-09-03 13:35:24,571 INFO ___FILE_ONLY___ ╚
557
+ 2025-09-03 13:35:24,572 INFO ___FILE_ONLY___ ════════════════════════════════════════════════════════════
558
+ 2025-09-03 13:35:24,572 INFO ___FILE_ONLY___ ╝
559
+
560
+ 2025-09-03 13:35:24,576 INFO ___FILE_ONLY___ ╔════════════════════════════════════════════════════════════╗
561
+
562
+ 2025-09-03 13:35:24,576 INFO ___FILE_ONLY___ ╠═ Installing: Bundled Python 3.12 ═╣
563
+
564
+ 2025-09-03 13:35:24,577 INFO ___FILE_ONLY___ ╚
565
+ 2025-09-03 13:35:24,579 INFO ___FILE_ONLY___ ════════════════════════════════════════════════════════════
566
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567
+
568
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569
+
570
+ 2025-09-03 13:35:24,581 INFO ___FILE_ONLY___ ╠═ Installing: Bundled Python 3.12 (Platform Specific) ═╣
571
+
572
+ 2025-09-03 13:35:24,581 INFO ___FILE_ONLY___ ╚
573
+ 2025-09-03 13:35:26,703 INFO ___FILE_ONLY___ ═
574
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575
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576
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577
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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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586
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588
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589
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590
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591
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592
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593
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594
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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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614
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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
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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
+ 2025-09-03 13:35:29,432 INFO ___FILE_ONLY___ ╝
634
+
635
+ 2025-09-03 13:35:29,483 INFO ___FILE_ONLY___ ╔════════════════════════════════════════════════════════════╗
636
+
637
+ 2025-09-03 13:35:29,484 INFO ___FILE_ONLY___ ╠═ Installing: Cloud Storage Command Line Tool ═╣
638
+
639
+ 2025-09-03 13:35:29,484 INFO ___FILE_ONLY___ ╚
640
+ 2025-09-03 13:35:30,013 INFO ___FILE_ONLY___ ═
641
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642
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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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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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663
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664
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665
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669
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670
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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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681
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682
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683
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684
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685
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686
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687
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688
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689
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690
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691
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692
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693
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694
+ 2025-09-03 13:35:30,699 INFO ___FILE_ONLY___ ═
695
+ 2025-09-03 13:35:30,713 INFO ___FILE_ONLY___ ═
696
+ 2025-09-03 13:35:30,729 INFO ___FILE_ONLY___ ═
697
+ 2025-09-03 13:35:30,748 INFO ___FILE_ONLY___ ═
698
+ 2025-09-03 13:35:30,764 INFO ___FILE_ONLY___ ═
699
+ 2025-09-03 13:35:30,782 INFO ___FILE_ONLY___ ═
700
+ 2025-09-03 13:35:30,782 INFO ___FILE_ONLY___ ╝
701
+
702
+ 2025-09-03 13:35:30,813 INFO ___FILE_ONLY___ ╔════════════════════════════════════════════════════════════╗
703
+
704
+ 2025-09-03 13:35:30,813 INFO ___FILE_ONLY___ ╠═ Installing: Cloud Storage Command Line Tool (Platform... ═╣
705
+
706
+ 2025-09-03 13:35:30,813 INFO ___FILE_ONLY___ ╚
707
+ 2025-09-03 13:35:30,814 INFO ___FILE_ONLY___ ════════════════════════════════════════════════════════════
708
+ 2025-09-03 13:35:30,814 INFO ___FILE_ONLY___ ╝
709
+
710
+ 2025-09-03 13:35:30,818 INFO ___FILE_ONLY___ ╔════════════════════════════════════════════════════════════╗
711
+
712
+ 2025-09-03 13:35:30,818 INFO ___FILE_ONLY___ ╠═ Installing: Default set of gcloud commands ═╣
713
+
714
+ 2025-09-03 13:35:30,818 INFO ___FILE_ONLY___ ╚
715
+ 2025-09-03 13:35:30,821 INFO ___FILE_ONLY___ ════════════════════════════════════════════════════════════
716
+ 2025-09-03 13:35:30,821 INFO ___FILE_ONLY___ ╝
717
+
718
+ 2025-09-03 13:35:30,822 INFO ___FILE_ONLY___ ╔════════════════════════════════════════════════════════════╗
719
+
720
+ 2025-09-03 13:35:30,822 INFO ___FILE_ONLY___ ╠═ Installing: Google Cloud CLI Core Libraries (Platform... ═╣
721
+
722
+ 2025-09-03 13:35:30,822 INFO ___FILE_ONLY___ ╚
723
+ 2025-09-03 13:35:30,823 INFO ___FILE_ONLY___ ══════════════════════════════
724
+ 2025-09-03 13:35:30,824 INFO ___FILE_ONLY___ ══════════════════════════════
725
+ 2025-09-03 13:35:30,824 INFO ___FILE_ONLY___ ╝
726
+
727
+ 2025-09-03 13:35:30,828 INFO ___FILE_ONLY___ ╔════════════════════════════════════════════════════════════╗
728
+
729
+ 2025-09-03 13:35:30,828 INFO ___FILE_ONLY___ ╠═ Installing: Google Cloud CRC32C Hash Tool ═╣
730
+
731
+ 2025-09-03 13:35:30,828 INFO ___FILE_ONLY___ ╚
732
+ 2025-09-03 13:35:30,830 INFO ___FILE_ONLY___ ════════════════════════════════════════════════════════════
733
+ 2025-09-03 13:35:30,830 INFO ___FILE_ONLY___ ╝
734
+
735
+ 2025-09-03 13:35:30,832 INFO ___FILE_ONLY___ ╔════════════════════════════════════════════════════════════╗
736
+
737
+ 2025-09-03 13:35:30,832 INFO ___FILE_ONLY___ ╠═ Installing: Google Cloud CRC32C Hash Tool (Platform S... ═╣
738
+
739
+ 2025-09-03 13:35:30,832 INFO ___FILE_ONLY___ ╚
740
+ 2025-09-03 13:35:30,868 INFO ___FILE_ONLY___ ══════════════════════════════
741
+ 2025-09-03 13:35:30,869 INFO ___FILE_ONLY___ ══════════════════════════════
742
+ 2025-09-03 13:35:30,869 INFO ___FILE_ONLY___ ╝
743
+
744
+ 2025-09-03 13:35:30,873 INFO ___FILE_ONLY___ ╔════════════════════════════════════════════════════════════╗
745
+
746
+ 2025-09-03 13:35:30,874 INFO ___FILE_ONLY___ ╠═ Installing: gcloud cli dependencies (Platform Specific) ═╣
747
+
748
+ 2025-09-03 13:35:30,874 INFO ___FILE_ONLY___ ╚
749
+ 2025-09-03 13:35:30,874 INFO ___FILE_ONLY___ ════════════════════════════════════════════════════════════
750
+ 2025-09-03 13:35:30,874 INFO ___FILE_ONLY___ ╝
751
+
752
+ 2025-09-03 13:35:30,879 DEBUG root Updating notification cache...
753
+ 2025-09-03 13:35:30,879 INFO ___FILE_ONLY___
754
+
755
+ 2025-09-03 13:35:30,881 INFO ___FILE_ONLY___ Performing post processing steps...
756
+ 2025-09-03 13:35:30,881 DEBUG root Executing command: ['/tools/google-cloud-sdk/bin/gcloud', 'components', 'post-process']
757
+ 2025-09-03 13:35:39,104 DEBUG ___FILE_ONLY___
758
+ 2025-09-03 13:35:39,104 DEBUG ___FILE_ONLY___
759
+ 2025-09-03 13:35:39,183 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
+ 2025-09-03 13:35:39,183 INFO ___FILE_ONLY___
761
+ Update done!
762
+
763
+
764
+ 2025-09-03 13:35:39,186 DEBUG root Chosen display Format:none
765
+ 2025-09-03 13:35:39,186 INFO root Display format: "none"
.config/logs/2025.09.03/13.35.31.467623.log ADDED
@@ -0,0 +1,5 @@
 
 
 
 
 
 
1
+ 2025-09-03 13:35:31,468 DEBUG root Loaded Command Group: ['gcloud', 'components']
2
+ 2025-09-03 13:35:31,470 DEBUG root Loaded Command Group: ['gcloud', 'components', 'post_process']
3
+ 2025-09-03 13:35:31,472 DEBUG root Running [gcloud.components.post-process] with arguments: []
4
+ 2025-09-03 13:35:38,975 DEBUG root Chosen display Format:none
5
+ 2025-09-03 13:35:38,976 INFO root Display format: "none"
.config/logs/2025.09.03/13.35.39.928561.log ADDED
@@ -0,0 +1,153 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ 2025-09-03 13:35:39,929 DEBUG root Loaded Command Group: ['gcloud', 'components']
2
+ 2025-09-03 13:35:39,931 DEBUG root Loaded Command Group: ['gcloud', 'components', 'update']
3
+ 2025-09-03 13:35:39,933 DEBUG root Running [gcloud.components.update] with arguments: [--quiet: "True", COMPONENT-IDS:8: "['gcloud', 'core', 'bq', 'gsutil', 'compute', 'preview', 'alpha', 'beta']"]
4
+ 2025-09-03 13:35:39,934 INFO ___FILE_ONLY___ Beginning update. This process may take several minutes.
5
+
6
+ 2025-09-03 13:35:39,942 DEBUG urllib3.connectionpool Starting new HTTPS connection (1): dl.google.com:443
7
+ 2025-09-03 13:35:40,028 DEBUG urllib3.connectionpool https://dl.google.com:443 "GET /dl/cloudsdk/channels/rapid/components-2.json HTTP/11" 200 233150
8
+ 2025-09-03 13:35:40,039 WARNING root Component [compute] no longer exists.
9
+ 2025-09-03 13:35:40,040 INFO ___FILE_ONLY___
10
+
11
+ 2025-09-03 13:35:40,041 INFO ___FILE_ONLY___
12
+ Your current Google Cloud CLI version is: 537.0.0
13
+
14
+ 2025-09-03 13:35:40,041 INFO ___FILE_ONLY___ Installing components from version: 537.0.0
15
+
16
+ 2025-09-03 13:35:40,041 INFO ___FILE_ONLY___
17
+
18
+ 2025-09-03 13:35:40,041 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
+ 2025-09-03 13:35:40,042 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
+ 2025-09-03 13:35:40,042 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
+ 2025-09-03 13:35:40,058 INFO ___FILE_ONLY___ ┌────────────────────────────────────────────────┐
22
+ 2025-09-03 13:35:40,058 INFO ___FILE_ONLY___
23
+
24
+ 2025-09-03 13:35:40,058 INFO ___FILE_ONLY___ │ These components will be installed. │
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+ 2025-09-03 13:35:40,058 INFO ___FILE_ONLY___
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+
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+ 2025-09-03 13:35:40,058 INFO ___FILE_ONLY___ ├─────────────────────────┬────────────┬─────────┤
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+ 2025-09-03 13:35:40,058 INFO ___FILE_ONLY___
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+ 2025-09-03 13:35:40,058 INFO ___FILE_ONLY___ │ Name │ Version │ Size │
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+ 2025-09-03 13:35:40,058 INFO ___FILE_ONLY___
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+
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+ 2025-09-03 13:35:40,058 INFO ___FILE_ONLY___ ├─────────────────────────┼────────────┼─────────┤
34
+ 2025-09-03 13:35:40,058 INFO ___FILE_ONLY___
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+
36
+ 2025-09-03 13:35:40,058 INFO ___FILE_ONLY___ │
37
+ 2025-09-03 13:35:40,058 INFO ___FILE_ONLY___ gcloud Alpha Commands
38
+ 2025-09-03 13:35:40,059 INFO ___FILE_ONLY___
39
+ 2025-09-03 13:35:40,059 INFO ___FILE_ONLY___ │
40
+ 2025-09-03 13:35:40,059 INFO ___FILE_ONLY___ 2025.08.29
41
+ 2025-09-03 13:35:40,059 INFO ___FILE_ONLY___
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+ 2025-09-03 13:35:40,059 INFO ___FILE_ONLY___ │
43
+ 2025-09-03 13:35:40,059 INFO ___FILE_ONLY___ < 1 MiB
44
+ 2025-09-03 13:35:40,059 INFO ___FILE_ONLY___
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+ 2025-09-03 13:35:40,059 INFO ___FILE_ONLY___ │
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+ 2025-09-03 13:35:40,059 INFO ___FILE_ONLY___
47
+
48
+ 2025-09-03 13:35:40,059 INFO ___FILE_ONLY___ │
49
+ 2025-09-03 13:35:40,059 INFO ___FILE_ONLY___ gcloud Beta Commands
50
+ 2025-09-03 13:35:40,059 INFO ___FILE_ONLY___
51
+ 2025-09-03 13:35:40,059 INFO ___FILE_ONLY___ │
52
+ 2025-09-03 13:35:40,060 INFO ___FILE_ONLY___ 2025.08.29
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+ 2025-09-03 13:35:40,060 INFO ___FILE_ONLY___
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+ 2025-09-03 13:35:40,060 INFO ___FILE_ONLY___ │
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+ 2025-09-03 13:35:40,060 INFO ___FILE_ONLY___ < 1 MiB
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+ 2025-09-03 13:35:40,060 INFO ___FILE_ONLY___
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+ 2025-09-03 13:35:40,060 INFO ___FILE_ONLY___ │
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+ 2025-09-03 13:35:40,060 INFO ___FILE_ONLY___
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+
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+ 2025-09-03 13:35:40,060 INFO ___FILE_ONLY___ │
61
+ 2025-09-03 13:35:40,060 INFO ___FILE_ONLY___ gcloud Preview Commands
62
+ 2025-09-03 13:35:40,060 INFO ___FILE_ONLY___
63
+ 2025-09-03 13:35:40,060 INFO ___FILE_ONLY___ │
64
+ 2025-09-03 13:35:40,060 INFO ___FILE_ONLY___
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+ 2025-09-03 13:35:40,060 INFO ___FILE_ONLY___
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+ 2025-09-03 13:35:40,060 INFO ___FILE_ONLY___ │
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+ 2025-09-03 13:35:40,061 INFO ___FILE_ONLY___ < 1 MiB
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+ 2025-09-03 13:35:40,061 INFO ___FILE_ONLY___
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+ 2025-09-03 13:35:40,061 INFO ___FILE_ONLY___ │
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+ 2025-09-03 13:35:40,061 INFO ___FILE_ONLY___
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+
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+ 2025-09-03 13:35:40,061 INFO ___FILE_ONLY___ └─────────────────────────┴────────────┴─────────┘
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+ 2025-09-03 13:35:40,061 INFO ___FILE_ONLY___
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+
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+ 2025-09-03 13:35:40,061 INFO ___FILE_ONLY___
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+
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+ 2025-09-03 13:35:40,064 DEBUG urllib3.connectionpool Starting new HTTPS connection (1): dl.google.com:443
78
+ 2025-09-03 13:35:40,149 DEBUG urllib3.connectionpool https://dl.google.com:443 "GET /dl/cloudsdk/channels/rapid/RELEASE_NOTES HTTP/11" 200 1475962
79
+ 2025-09-03 13:35:40,702 INFO ___FILE_ONLY___ For the latest full release notes, please visit:
80
+ https://cloud.google.com/sdk/release_notes
81
+
82
+
83
+ 2025-09-03 13:35:40,702 INFO ___FILE_ONLY___ Performing in place update...
84
+
85
+
86
+ 2025-09-03 13:35:40,704 INFO ___FILE_ONLY___ ╔════════════════════════════════════════════════════════════╗
87
+
88
+ 2025-09-03 13:35:40,704 INFO ___FILE_ONLY___ ╠═ Downloading: gcloud Alpha Commands ═╣
89
+
90
+ 2025-09-03 13:35:40,705 INFO ___FILE_ONLY___ ╚
91
+ 2025-09-03 13:35:40,707 DEBUG urllib3.connectionpool Starting new HTTPS connection (1): dl.google.com:443
92
+ 2025-09-03 13:35:40,800 DEBUG urllib3.connectionpool https://dl.google.com:443 "GET /dl/cloudsdk/channels/rapid/components/google-cloud-sdk-alpha-20250829143545.tar.gz HTTP/11" 200 800
93
+ 2025-09-03 13:35:40,801 INFO ___FILE_ONLY___ ════════════════════════════════════════════════════════════
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+ 2025-09-03 13:35:40,801 INFO ___FILE_ONLY___ ╝
95
+
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+ 2025-09-03 13:35:40,803 INFO ___FILE_ONLY___ ╔════════════════════════════════════════════════════════════╗
97
+
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+ 2025-09-03 13:35:40,803 INFO ___FILE_ONLY___ ╠═ Downloading: gcloud Beta Commands ═╣
99
+
100
+ 2025-09-03 13:35:40,803 INFO ___FILE_ONLY___ ╚
101
+ 2025-09-03 13:35:40,805 DEBUG urllib3.connectionpool Starting new HTTPS connection (1): dl.google.com:443
102
+ 2025-09-03 13:35:40,886 DEBUG urllib3.connectionpool https://dl.google.com:443 "GET /dl/cloudsdk/channels/rapid/components/google-cloud-sdk-beta-20250829143545.tar.gz HTTP/11" 200 797
103
+ 2025-09-03 13:35:40,886 INFO ___FILE_ONLY___ ════════════════════════════════════════════════════════════
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+ 2025-09-03 13:35:40,887 INFO ___FILE_ONLY___ ╝
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+ 2025-09-03 13:35:40,889 INFO ___FILE_ONLY___ ╔════════════════════════════════════════════════════════════╗
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+
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+ 2025-09-03 13:35:40,889 INFO ___FILE_ONLY___ ╠═ Downloading: gcloud Preview Commands ═╣
109
+
110
+ 2025-09-03 13:35:40,889 INFO ___FILE_ONLY___ ╚
111
+ 2025-09-03 13:35:40,891 DEBUG urllib3.connectionpool Starting new HTTPS connection (1): dl.google.com:443
112
+ 2025-09-03 13:35:41,031 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
+ 2025-09-03 13:35:41,032 INFO ___FILE_ONLY___ ════════════════════════════════════════════════════════════
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+ 2025-09-03 13:35:41,032 INFO ___FILE_ONLY___ ╝
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+ 2025-09-03 13:35:41,034 INFO ___FILE_ONLY___ ╔════════════════════════════════════════════════════════════╗
117
+
118
+ 2025-09-03 13:35:41,034 INFO ___FILE_ONLY___ ╠═ Installing: gcloud Alpha Commands ═╣
119
+
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+ 2025-09-03 13:35:41,034 INFO ___FILE_ONLY___ ╚
121
+ 2025-09-03 13:35:41,035 INFO ___FILE_ONLY___ ════════════════════════════════════════════════════════════
122
+ 2025-09-03 13:35:41,035 INFO ___FILE_ONLY___ ╝
123
+
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+ 2025-09-03 13:35:41,040 INFO ___FILE_ONLY___ ╔════════════════════════════════════════════════════════════╗
125
+
126
+ 2025-09-03 13:35:41,040 INFO ___FILE_ONLY___ ╠═ Installing: gcloud Beta Commands ═╣
127
+
128
+ 2025-09-03 13:35:41,040 INFO ___FILE_ONLY___ ╚
129
+ 2025-09-03 13:35:41,041 INFO ___FILE_ONLY___ ════════════════════════════════════════════════════════════
130
+ 2025-09-03 13:35:41,041 INFO ___FILE_ONLY___ ╝
131
+
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+ 2025-09-03 13:35:41,045 INFO ___FILE_ONLY___ ╔════════════════════════════════════════════════════════════╗
133
+
134
+ 2025-09-03 13:35:41,045 INFO ___FILE_ONLY___ ╠═ Installing: gcloud Preview Commands ═╣
135
+
136
+ 2025-09-03 13:35:41,045 INFO ___FILE_ONLY___ ╚
137
+ 2025-09-03 13:35:41,046 INFO ___FILE_ONLY___ ════════════════════════════════════════════════════════════
138
+ 2025-09-03 13:35:41,046 INFO ___FILE_ONLY___ ╝
139
+
140
+ 2025-09-03 13:35:41,050 DEBUG root Updating notification cache...
141
+ 2025-09-03 13:35:41,051 INFO ___FILE_ONLY___
142
+
143
+ 2025-09-03 13:35:41,052 INFO ___FILE_ONLY___ Performing post processing steps...
144
+ 2025-09-03 13:35:41,053 DEBUG root Executing command: ['/tools/google-cloud-sdk/bin/gcloud', 'components', 'post-process']
145
+ 2025-09-03 13:35:49,628 DEBUG ___FILE_ONLY___
146
+ 2025-09-03 13:35:49,628 DEBUG ___FILE_ONLY___
147
+ 2025-09-03 13:35:49,816 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
+ 2025-09-03 13:35:49,817 INFO ___FILE_ONLY___
149
+ Update done!
150
+
151
+
152
+ 2025-09-03 13:35:49,819 DEBUG root Chosen display Format:none
153
+ 2025-09-03 13:35:49,819 INFO root Display format: "none"
.config/logs/2025.09.03/13.35.41.650830.log ADDED
@@ -0,0 +1,5 @@
 
 
 
 
 
 
1
+ 2025-09-03 13:35:41,651 DEBUG root Loaded Command Group: ['gcloud', 'components']
2
+ 2025-09-03 13:35:41,652 DEBUG root Loaded Command Group: ['gcloud', 'components', 'post_process']
3
+ 2025-09-03 13:35:41,654 DEBUG root Running [gcloud.components.post-process] with arguments: []
4
+ 2025-09-03 13:35:49,487 DEBUG root Chosen display Format:none
5
+ 2025-09-03 13:35:49,488 INFO root Display format: "none"
.config/logs/2025.09.03/13.35.50.564372.log ADDED
@@ -0,0 +1,8 @@
 
 
 
 
 
 
 
 
 
1
+ 2025-09-03 13:35:50,565 DEBUG root Loaded Command Group: ['gcloud', 'config']
2
+ 2025-09-03 13:35:50,571 DEBUG root Loaded Command Group: ['gcloud', 'config', 'set']
3
+ 2025-09-03 13:35:50,573 DEBUG root Running [gcloud.config.set] with arguments: [SECTION/PROPERTY: "component_manager/disable_update_check", VALUE: "true"]
4
+ 2025-09-03 13:35:50,573 INFO ___FILE_ONLY___ Updated property [component_manager/disable_update_check].
5
+
6
+ 2025-09-03 13:35:50,574 DEBUG root Chosen display Format:default
7
+ 2025-09-03 13:35:50,575 INFO root Display format: "default"
8
+ 2025-09-03 13:35:50,575 DEBUG root SDK update checks are disabled.
.config/logs/2025.09.03/13.35.51.306217.log ADDED
@@ -0,0 +1,8 @@
 
 
 
 
 
 
 
 
 
1
+ 2025-09-03 13:35:51,307 DEBUG root Loaded Command Group: ['gcloud', 'config']
2
+ 2025-09-03 13:35:51,313 DEBUG root Loaded Command Group: ['gcloud', 'config', 'set']
3
+ 2025-09-03 13:35:51,314 DEBUG root Running [gcloud.config.set] with arguments: [SECTION/PROPERTY: "compute/gce_metadata_read_timeout_sec", VALUE: "0"]
4
+ 2025-09-03 13:35:51,315 INFO ___FILE_ONLY___ Updated property [compute/gce_metadata_read_timeout_sec].
5
+
6
+ 2025-09-03 13:35:51,316 DEBUG root Chosen display Format:default
7
+ 2025-09-03 13:35:51,317 INFO root Display format: "default"
8
+ 2025-09-03 13:35:51,317 DEBUG root SDK update checks are disabled.
.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
Dockerfile CHANGED
@@ -1,10 +1,9 @@
1
  FROM python:3.11-slim
2
- ENV PYTHONDONTWRITEBYTECODE=1 PYTHONUNBUFFERED=1
3
  WORKDIR /app
4
  COPY requirements.txt .
5
  RUN pip install --no-cache-dir -r requirements.txt
6
  RUN useradd -m appuser
7
- USER appuser
8
  COPY app.py .
9
  EXPOSE 7860
 
10
  CMD ["uvicorn", "app:app", "--host", "0.0.0.0", "--port", "7860"]
 
1
  FROM python:3.11-slim
 
2
  WORKDIR /app
3
  COPY requirements.txt .
4
  RUN pip install --no-cache-dir -r requirements.txt
5
  RUN useradd -m appuser
 
6
  COPY app.py .
7
  EXPOSE 7860
8
+ USER appuser
9
  CMD ["uvicorn", "app:app", "--host", "0.0.0.0", "--port", "7860"]
README.md CHANGED
@@ -1,9 +1,11 @@
1
  ---
2
- title: neuro-mechanism-backend
3
  emoji: 🧠
4
- colorFrom: purple
5
- colorTo: blue
6
  sdk: docker
7
  app_port: 7860
8
- pinned: false
9
- ---
 
 
 
1
  ---
2
+ title: Neuro-Mechanism Backend
3
  emoji: 🧠
4
+ colorFrom: indigo
5
+ colorTo: purple
6
  sdk: docker
7
  app_port: 7860
8
+ pinned: true
9
+ ---
10
+
11
+ FastAPI backend for mechanism graph + heuristics.
app.py CHANGED
@@ -1,258 +1 @@
1
- from fastapi import FastAPI, Query
2
- from fastapi.middleware.cors import CORSMiddleware
3
- import httpx, asyncio, time, os, hashlib, json
4
- from typing import Dict, Any, Tuple, Optional, List
5
- from fastapi.responses import RedirectResponse, JSONResponse
6
-
7
-
8
- APP_NAME = "neuro-mechanism-backend"
9
- CALLER_ID = "neuro-mech-backend-demo" # shows up in STRING logs
10
-
11
- app = FastAPI(title=APP_NAME)
12
-
13
- @app.get("/", include_in_schema=False)
14
- def root():
15
- # Nice landing: send people to the interactive docs
16
- return RedirectResponse(url="/docs")
17
-
18
- @app.get("/health", include_in_schema=False)
19
- def health():
20
- return {"ok": True, "app": "neuro-mechanism-backend"}
21
-
22
- @app.get("/endpoints", include_in_schema=False)
23
- def endpoints():
24
- return JSONResponse({
25
- "GET": [
26
- "/mechanism_graph?receptor=HTR2A&symptom=apathy",
27
- "/heuristics/regions_from_string?receptor=HTR2A&limit=40",
28
- "/lit/eupmc?query=HTR2A%20AND%20apathy&pageSize=5",
29
- "/string/network?identifiers=HTR2A&species=9606",
30
- "/gpcrdb/protein?entry=htr2a_human",
31
- "/uniprot/search?query=HTR2A&size=5",
32
- "/rxnav/rxcui?name=fluoxetine",
33
- "/pubchem/compound_by_name?name=fluoxetine",
34
- "/trials/search?q=HTR2A&pageSize=5",
35
- "/health", "/docs"
36
- ]
37
- })
38
-
39
- app.add_middleware(
40
- CORSMiddleware,
41
- allow_origins=["*"], allow_credentials=True,
42
- allow_methods=["*"], allow_headers=["*"]
43
- )
44
-
45
- UA = {"User-Agent": f"{APP_NAME}/1.1 (HF Space)"}
46
-
47
- # ----------------- NEW: tiny in-memory TTL cache -----------------
48
- class TTLCache:
49
- def __init__(self, max_items=512):
50
- self.store: Dict[str, Tuple[float, Any]] = {}
51
- self.max_items = max_items
52
- self._lock = asyncio.Lock()
53
-
54
- def _mk(self, url: str, params: Optional[dict]) -> str:
55
- key = url + "?" + (json.dumps(params, sort_keys=True) if params else "")
56
- return hashlib.sha1(key.encode()).hexdigest()
57
-
58
- async def get(self, url: str, params: Optional[dict], ttl: float):
59
- k = self._mk(url, params)
60
- async with self._lock:
61
- item = self.store.get(k)
62
- if item and (time.time() < item[0]):
63
- return item[1]
64
- async with httpx.AsyncClient(headers=UA, timeout=30) as client:
65
- r = await client.get(url, params=params)
66
- r.raise_for_status()
67
- data = r.json()
68
- async with self._lock:
69
- if len(self.store) > self.max_items:
70
- # drop an arbitrary item (good enough for a tiny Space)
71
- self.store.pop(next(iter(self.store)))
72
- self.store[k] = (time.time() + ttl, data)
73
- return data
74
-
75
- CACHE = TTLCache()
76
-
77
- # ----------------- polite throttling for STRING ------------------
78
- _last_string_call = 0.0
79
- async def throttle_string():
80
- """Be nice to STRING; ~1 req/sec as a courtesy."""
81
- # See STRING API guidance. :contentReference[oaicite:2]{index=2}
82
- global _last_string_call
83
- now = time.time()
84
- wait = 1.05 - (now - _last_string_call)
85
- if wait > 0:
86
- await asyncio.sleep(wait)
87
- _last_string_call = time.time()
88
-
89
- # ----------------- Helpers -----------------
90
- async def get_json_cached(url: str, params: dict, ttl: int):
91
- return await CACHE.get(url, params, ttl)
92
-
93
- # ----------------- Existing endpoints (unchanged logic) ---------
94
- @app.get("/lit/eupmc")
95
- async def europe_pmc_search(query: str, pageSize: int = 5):
96
- # Europe PMC REST search; returns JSON including hitCount. :contentReference[oaicite:3]{index=3}
97
- url = "https://www.ebi.ac.uk/europepmc/webservices/rest/search"
98
- params = {"query": query, "format": "json", "pageSize": pageSize}
99
- return await get_json_cached(url, params, ttl=600)
100
-
101
- @app.get("/lit/pubmed_esearch")
102
- async def pubmed_esearch(term: str, retmax: int = 10):
103
- url = "https://eutils.ncbi.nlm.nih.gov/entrez/eutils/esearch.fcgi"
104
- params = {"db":"pubmed","term":term,"retmode":"json","retmax":retmax}
105
- return await get_json_cached(url, params, ttl=600)
106
-
107
- @app.get("/trials/search")
108
- async def ctgov_v2_studies(q: str, pageSize: int = 5):
109
- # ClinicalTrials.gov v2 JSON. :contentReference[oaicite:4]{index=4}
110
- url = "https://clinicaltrials.gov/api/v2/studies"
111
- params = {"query.term": q, "pageSize": pageSize}
112
- return await get_json_cached(url, params, ttl=900)
113
-
114
- @app.get("/rxnav/rxcui")
115
- async def rxnav_rxcui(name: str):
116
- url = "https://rxnav.nlm.nih.gov/REST/rxcui.json"
117
- params = {"name": name}
118
- return await get_json_cached(url, params, ttl=86400)
119
-
120
- @app.get("/openfda/ae")
121
- async def openfda_adverse_events(drug: str, limit: int = 5):
122
- url = "https://api.fda.gov/drug/event.json"
123
- params = {"search": f'patient.drug.medicinalproduct:"{drug}"', "limit": limit}
124
- return await get_json_cached(url, params, ttl=3600)
125
-
126
- @app.get("/pubchem/compound_by_name")
127
- async def pubchem_by_name(name: str):
128
- url = f"https://pubchem.ncbi.nlm.nih.gov/rest/pug/compound/name/{name}/JSON"
129
- return await get_json_cached(url, None, ttl=86400)
130
-
131
- @app.get("/uniprot/search")
132
- async def uniprot_search(query: str, size: int = 5):
133
- # UniProt REST. :contentReference[oaicite:5]{index=5}
134
- url = "https://rest.uniprot.org/uniprotkb/search"
135
- params = {"query": query, "format": "json", "size": size}
136
- return await get_json_cached(url, params, ttl=86400)
137
-
138
- @app.get("/gpcrdb/protein")
139
- async def gpcrdb_protein(entry: str):
140
- # GPCRdb web services. :contentReference[oaicite:6]{index=6}
141
- url = f"https://gpcrdb.org/services/protein/{entry}"
142
- return await get_json_cached(url, None, ttl=86400)
143
-
144
- @app.get("/string/network")
145
- async def string_network(identifiers: str, species: int = 9606, limit: int = 50):
146
- # STRING network endpoint. :contentReference[oaicite:7]{index=7}
147
- await throttle_string()
148
- url = "https://string-db.org/api/json/network"
149
- params = {"identifiers": identifiers, "species": species, "caller_identity": CALLER_ID, "limit": limit}
150
- return await get_json_cached(url, params, ttl=3600)
151
-
152
- # ----------------- NEW: STRING → region heuristic -----------------
153
- REGION_TERMS_DEFAULT = [
154
- "prefrontal cortex","anterior cingulate cortex","mPFC","ACC","nucleus accumbens","ventral striatum",
155
- "dorsal striatum","caudate","putamen","amygdala","hippocampus","thalamus","hypothalamus",
156
- "insula","VTA","substantia nigra","cerebellum"
157
- ]
158
-
159
- async def eupmc_hitcount(q: str) -> int:
160
- # query Europe PMC and return hitCount (not fetching full docs). :contentReference[oaicite:8]{index=8}
161
- url = "https://www.ebi.ac.uk/europepmc/webservices/rest/search"
162
- params = {"query": q, "format": "json", "pageSize": 0}
163
- data = await get_json_cached(url, params, ttl=3600)
164
- return int(data.get("hitCount", 0))
165
-
166
- def collect_gene_symbols_from_string(edges: List[dict], focus: str) -> List[str]:
167
- genes = set()
168
- f = focus.upper()
169
- for e in edges:
170
- for k in ("preferredName_A","preferredName_B"):
171
- g = e.get(k)
172
- if g and g.upper() != f:
173
- genes.add(g)
174
- return list(genes)
175
-
176
- @app.get("/heuristics/regions_from_string")
177
- async def regions_from_string(
178
- receptor: str = Query(..., description="e.g., HTR2A"),
179
- species: int = 9606,
180
- limit: int = 40,
181
- regions: Optional[str] = Query(None, description="comma-separated region terms; default common regions")
182
- ):
183
- """
184
- Heuristic: rank brain regions by (STRING-weighted) literature co-occurrence.
185
- Steps:
186
- 1) Pull STRING neighbors for the receptor (limit N).
187
- 2) For each candidate region, compute EuropePMC hitCount of (region AND (receptor OR neighbors)).
188
- 3) Weight by mean/top STRING edge score for that region’s supporting genes.
189
- """
190
- # 1) STRING neighbors
191
- edges = await string_network(receptor, species=species, limit=limit)
192
- neighbors = collect_gene_symbols_from_string(edges, receptor)
193
-
194
- # precompute STRING confidence per neighbor
195
- conf: Dict[str, float] = {}
196
- for e in edges:
197
- a, b, score = e.get("preferredName_A"), e.get("preferredName_B"), float(e.get("score", 0))
198
- if a and a.upper() != receptor.upper():
199
- conf[a] = max(conf.get(a, 0.0), score)
200
- if b and b.upper() != receptor.upper():
201
- conf[b] = max(conf.get(b, 0.0), score)
202
-
203
- region_list = [r.strip() for r in (regions.split(",") if regions else REGION_TERMS_DEFAULT) if r.strip()]
204
- # 2) Europe PMC hitCount per region (one call per region)
205
- # Build a compact query: (region) AND (receptor OR g1 OR g2 ...)
206
- gene_clause = " OR ".join([receptor] + neighbors[:25]) # cap to keep URL small
207
- results = []
208
- tasks = []
209
- for region in region_list:
210
- q = f'("{region}") AND ({gene_clause})'
211
- tasks.append(eupmc_hitcount(q))
212
- counts = await asyncio.gather(*tasks)
213
-
214
- # 3) Weighting (simple): score = log10(hitCount+1) * mean top-10 STRING conf
215
- import math
216
- mean_conf = sum(conf.values())/max(len(conf),1)
217
- for region, hc in zip(region_list, counts):
218
- score = (math.log10(hc+1.0)) * (mean_conf if conf else 0.2)
219
- results.append({"region": region, "hits": hc, "weighted_score": round(score, 4)})
220
-
221
- results.sort(key=lambda x: x["weighted_score"], reverse=True)
222
- return {
223
- "focus": receptor,
224
- "neighbors_considered": neighbors[:25],
225
- "regions_ranked": results,
226
- "notes": "Exploratory heuristic using STRING neighbors + Europe PMC co-occurrence."
227
- }
228
-
229
- # ----------------- Aggregator (now adds region heuristic) --------
230
- @app.get("/mechanism_graph")
231
- async def mechanism_graph(
232
- receptor: str = Query(..., description="e.g., HTR2A"),
233
- species: int = 9606,
234
- symptom: str = "apathy"
235
- ):
236
- gpcr_entry = f"{receptor.lower()}_human" if not receptor.lower().endswith("_human") else receptor.lower()
237
-
238
- async with httpx.AsyncClient(headers=UA, timeout=30) as client:
239
- # fire requests (cache will dedupe if recent)
240
- gpcr = get_json_cached(f"https://gpcrdb.org/services/protein/{gpcr_entry}", None, ttl=86400)
241
- string_net = get_json_cached("https://string-db.org/api/json/network",
242
- {"identifiers": receptor, "species": species, "caller_identity": CALLER_ID, "limit": 50},
243
- ttl=3600)
244
- lit = get_json_cached("https://www.ebi.ac.uk/europepmc/webservices/rest/search",
245
- {"query": f"{receptor} AND {symptom}", "format": "json", "pageSize": 10},
246
- ttl=600)
247
- region_scores = regions_from_string.__wrapped__(receptor=receptor, species=species, limit=40, regions=None) # call local fn
248
-
249
- gpcr_r, string_r, lit_r, regions_r = await asyncio.gather(gpcr, string_net, lit, region_scores)
250
-
251
- return {
252
- "receptor": receptor,
253
- "gpcrdb": gpcr_r,
254
- "string": string_r,
255
- "literature": lit_r,
256
- "region_scores": regions_r,
257
- "notes": "Mechanism aggregator with cache + STRING→region heuristic"
258
- }
 
1
+ <PASTE YOUR WHOLE app.py CONTENT HERE EXACTLY>
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
sample_data/README.md ADDED
@@ -0,0 +1,19 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ This directory includes a few sample datasets to get you started.
2
+
3
+ * `california_housing_data*.csv` is California housing data from the 1990 US
4
+ Census; more information is available at:
5
+ https://docs.google.com/document/d/e/2PACX-1vRhYtsvc5eOR2FWNCwaBiKL6suIOrxJig8LcSBbmCbyYsayia_DvPOOBlXZ4CAlQ5nlDD8kTaIDRwrN/pub
6
+
7
+ * `mnist_*.csv` is a small sample of the
8
+ [MNIST database](https://en.wikipedia.org/wiki/MNIST_database), which is
9
+ described at: http://yann.lecun.com/exdb/mnist/
10
+
11
+ * `anscombe.json` contains a copy of
12
+ [Anscombe's quartet](https://en.wikipedia.org/wiki/Anscombe%27s_quartet); it
13
+ was originally described in
14
+
15
+ Anscombe, F. J. (1973). 'Graphs in Statistical Analysis'. American
16
+ Statistician. 27 (1): 17-21. JSTOR 2682899.
17
+
18
+ and our copy was prepared by the
19
+ [vega_datasets library](https://github.com/altair-viz/vega_datasets/blob/4f67bdaad10f45e3549984e17e1b3088c731503d/vega_datasets/_data/anscombe.json).
sample_data/anscombe.json ADDED
@@ -0,0 +1,49 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ [
2
+ {"Series":"I", "X":10.0, "Y":8.04},
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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},
8
+ {"Series":"I", "X":6.0, "Y":7.24},
9
+ {"Series":"I", "X":4.0, "Y":4.26},
10
+ {"Series":"I", "X":12.0, "Y":10.84},
11
+ {"Series":"I", "X":7.0, "Y":4.81},
12
+ {"Series":"I", "X":5.0, "Y":5.68},
13
+
14
+ {"Series":"II", "X":10.0, "Y":9.14},
15
+ {"Series":"II", "X":8.0, "Y":8.14},
16
+ {"Series":"II", "X":13.0, "Y":8.74},
17
+ {"Series":"II", "X":9.0, "Y":8.77},
18
+ {"Series":"II", "X":11.0, "Y":9.26},
19
+ {"Series":"II", "X":14.0, "Y":8.10},
20
+ {"Series":"II", "X":6.0, "Y":6.13},
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+ {"Series":"II", "X":4.0, "Y":3.10},
22
+ {"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},
29
+ {"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
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