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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/2025.07.16/13.46.49.213464.log +765 -0
  11. .config/logs/2025.07.16/13.47.19.800388.log +5 -0
  12. .config/logs/2025.07.16/13.47.31.634017.log +153 -0
  13. .config/logs/2025.07.16/13.47.36.852800.log +5 -0
  14. .config/logs/2025.07.16/13.47.48.882615.log +8 -0
  15. .config/logs/2025.07.16/13.47.49.863054.log +8 -0
  16. .gitattributes +2 -0
  17. README.md +3 -9
  18. app.py +117 -0
  19. sample_data/README.md +19 -0
  20. sample_data/anscombe.json +49 -0
  21. sample_data/california_housing_test.csv +0 -0
  22. sample_data/california_housing_train.csv +0 -0
  23. sample_data/mnist_test.csv +3 -0
  24. 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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.config/.last_update_check.json ADDED
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+ {"last_update_check_time": 1752673656.2226179, "last_update_check_revision": 20250711193911, "notifications": [], "last_nag_times": {}}
.config/active_config ADDED
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.config/configurations/config_default ADDED
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+ [compute]
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.config/default_configs.db ADDED
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.config/gce ADDED
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+ 2025-07-16 13:47:05,778 INFO ___FILE_ONLY___ ╠═ Downloading: Bundled Python 3.12 (Platform Specific) ═╣
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+ 2025-07-16 13:47:05,782 DEBUG urllib3.connectionpool Starting new HTTPS connection (1): dl.google.com:443
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+ 2025-07-16 13:47:06,753 DEBUG urllib3.connectionpool https://dl.google.com:443 "GET /dl/cloudsdk/channels/rapid/components/google-cloud-sdk-bundled-python3-unix-linux-x86_64-20250502143716.tar.gz HTTP/11" 200 93610468
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+ 2025-07-16 13:47:07,318 INFO ___FILE_ONLY___ ╠═ Downloading: Cloud Storage Command Line Tool ═╣
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+ 2025-07-16 13:47:08,261 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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+ 2025-07-16 13:47:08,315 INFO ___FILE_ONLY___ ═
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+ 2025-07-16 13:47:08,341 INFO ___FILE_ONLY___ ╝
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+
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+
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+ 2025-07-16 13:47:08,344 INFO ___FILE_ONLY___ ╠═ Downloading: Cloud Storage Command Line Tool (Platfor... ═╣
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375
+ 2025-07-16 13:47:08,348 DEBUG urllib3.connectionpool Starting new HTTPS connection (1): dl.google.com:443
376
+ 2025-07-16 13:47:08,512 DEBUG urllib3.connectionpool https://dl.google.com:443 "GET /dl/cloudsdk/channels/rapid/components/google-cloud-sdk-gsutil-nix-20250523104322.tar.gz HTTP/11" 200 1950
377
+ 2025-07-16 13:47:08,512 INFO ___FILE_ONLY___ ════════════════════════════════════════════════════════════
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+
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+ 2025-07-16 13:47:08,515 INFO ___FILE_ONLY___ ╠═ Downloading: Default set of gcloud commands ═╣
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+ 2025-07-16 13:47:08,516 INFO ___FILE_ONLY___ ════════════════════════════════════════════════════════════
386
+ 2025-07-16 13:47:08,516 INFO ___FILE_ONLY___ ╝
387
+
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+
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+ 2025-07-16 13:47:08,518 INFO ___FILE_ONLY___ ╠═ Downloading: Google Cloud CLI Core Libraries (Platfor... ═╣
391
+
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+ 2025-07-16 13:47:08,518 INFO ___FILE_ONLY___ ╚
393
+ 2025-07-16 13:47:08,523 DEBUG urllib3.connectionpool Starting new HTTPS connection (1): dl.google.com:443
394
+ 2025-07-16 13:47:09,452 DEBUG urllib3.connectionpool https://dl.google.com:443 "GET /dl/cloudsdk/channels/rapid/components/google-cloud-sdk-core-nix-20250523104322.tar.gz HTTP/11" 200 2325
395
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+ 2025-07-16 13:47:09,453 INFO ___FILE_ONLY___ ╝
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+
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+
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403
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405
+
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+ 2025-07-16 13:47:09,458 INFO ___FILE_ONLY___ ╠═ Downloading: Google Cloud CRC32C Hash Tool (Platform ... ═╣
409
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411
+ 2025-07-16 13:47:09,462 DEBUG urllib3.connectionpool Starting new HTTPS connection (1): dl.google.com:443
412
+ 2025-07-16 13:47:10,388 DEBUG urllib3.connectionpool https://dl.google.com:443 "GET /dl/cloudsdk/channels/rapid/components/google-cloud-sdk-gcloud-crc32c-linux-x86_64-20250613150750.tar.gz HTTP/11" 200 1525557
413
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414
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+ 2025-07-16 13:47:10,406 INFO ___FILE_ONLY___ ═
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+ 2025-07-16 13:47:10,406 INFO ___FILE_ONLY___ ═
461
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+ 2025-07-16 13:47:10,406 INFO ___FILE_ONLY___ ═
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+ 2025-07-16 13:47:10,406 INFO ___FILE_ONLY___ ═
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+ 2025-07-16 13:47:10,406 INFO ___FILE_ONLY___ ═
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+ 2025-07-16 13:47:10,406 INFO ___FILE_ONLY___ ═
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+ 2025-07-16 13:47:10,406 INFO ___FILE_ONLY___ ═
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+ 2025-07-16 13:47:10,406 INFO ___FILE_ONLY___ ═
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+ 2025-07-16 13:47:10,407 INFO ___FILE_ONLY___ ═
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+ 2025-07-16 13:47:10,407 INFO ___FILE_ONLY___ ═
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+ 2025-07-16 13:47:10,407 INFO ___FILE_ONLY___ ═
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+ 2025-07-16 13:47:10,407 INFO ___FILE_ONLY___ ═
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+ 2025-07-16 13:47:10,407 INFO ___FILE_ONLY___ ═
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+ 2025-07-16 13:47:10,407 INFO ___FILE_ONLY___ ╝
474
+
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+ 2025-07-16 13:47:10,410 INFO ___FILE_ONLY___ ╔════════════════════════════════════════════════════════════╗
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+
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+ 2025-07-16 13:47:10,410 INFO ___FILE_ONLY___ ╠═ Downloading: gcloud cli dependencies (Platform Specific) ═╣
478
+
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+ 2025-07-16 13:47:10,410 INFO ___FILE_ONLY___ ╚
480
+ 2025-07-16 13:47:10,414 DEBUG urllib3.connectionpool Starting new HTTPS connection (1): dl.google.com:443
481
+ 2025-07-16 13:47:11,415 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
482
+ 2025-07-16 13:47:11,416 INFO ___FILE_ONLY___ ════════════════════════════════════════════════════════════
483
+ 2025-07-16 13:47:11,416 INFO ___FILE_ONLY___ ╝
484
+
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+ 2025-07-16 13:47:11,419 INFO ___FILE_ONLY___ ╔════════════════════════════════════════════════════════════╗
486
+
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+ 2025-07-16 13:47:11,419 INFO ___FILE_ONLY___ ╠═ Installing: BigQuery Command Line Tool ═╣
488
+
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490
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491
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499
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509
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510
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515
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520
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521
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522
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523
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524
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525
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526
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527
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528
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529
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530
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531
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532
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533
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534
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535
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536
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537
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538
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539
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540
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541
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542
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543
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544
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545
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546
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547
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548
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549
+ 2025-07-16 13:47:11,708 INFO ___FILE_ONLY___ ═
550
+ 2025-07-16 13:47:11,708 INFO ___FILE_ONLY___ ╝
551
+
552
+ 2025-07-16 13:47:11,719 INFO ___FILE_ONLY___ ╔════════════════════════════════════════════════════════════╗
553
+
554
+ 2025-07-16 13:47:11,719 INFO ___FILE_ONLY___ ╠═ Installing: BigQuery Command Line Tool (Platform Spec... ═╣
555
+
556
+ 2025-07-16 13:47:11,719 INFO ___FILE_ONLY___ ╚
557
+ 2025-07-16 13:47:11,720 INFO ___FILE_ONLY___ ════════════════════════════════════════════════════════════
558
+ 2025-07-16 13:47:11,721 INFO ___FILE_ONLY___ ╝
559
+
560
+ 2025-07-16 13:47:11,728 INFO ___FILE_ONLY___ ╔════════════════════════════════════════════════════════════╗
561
+
562
+ 2025-07-16 13:47:11,728 INFO ___FILE_ONLY___ ╠═ Installing: Bundled Python 3.12 ═╣
563
+
564
+ 2025-07-16 13:47:11,728 INFO ___FILE_ONLY___ ╚
565
+ 2025-07-16 13:47:11,732 INFO ___FILE_ONLY___ ════════════════════════════════════════════════════════════
566
+ 2025-07-16 13:47:11,732 INFO ___FILE_ONLY___ ╝
567
+
568
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569
+
570
+ 2025-07-16 13:47:11,735 INFO ___FILE_ONLY___ ╠═ Installing: Bundled Python 3.12 (Platform Specific) ═╣
571
+
572
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573
+ 2025-07-16 13:47:14,166 INFO ___FILE_ONLY___ ═
574
+ 2025-07-16 13:47:14,181 INFO ___FILE_ONLY___ ═
575
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576
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577
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578
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579
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580
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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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587
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588
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589
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590
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591
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592
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593
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594
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595
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596
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597
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598
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599
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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
+ 2025-07-16 13:47:16,738 INFO ___FILE_ONLY___ ═
624
+ 2025-07-16 13:47:16,757 INFO ___FILE_ONLY___ ═
625
+ 2025-07-16 13:47:16,776 INFO ___FILE_ONLY___ ═
626
+ 2025-07-16 13:47:16,795 INFO ___FILE_ONLY___ ═
627
+ 2025-07-16 13:47:16,813 INFO ___FILE_ONLY___ ═
628
+ 2025-07-16 13:47:16,833 INFO ___FILE_ONLY___ ═
629
+ 2025-07-16 13:47:16,853 INFO ___FILE_ONLY___ ═
630
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631
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632
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633
+ 2025-07-16 13:47:17,454 INFO ___FILE_ONLY___ ╝
634
+
635
+ 2025-07-16 13:47:17,511 INFO ___FILE_ONLY___ ╔════════════════════════════════════════════════════════════╗
636
+
637
+ 2025-07-16 13:47:17,512 INFO ___FILE_ONLY___ ╠═ Installing: Cloud Storage Command Line Tool ═╣
638
+
639
+ 2025-07-16 13:47:17,512 INFO ___FILE_ONLY___ ╚
640
+ 2025-07-16 13:47:18,096 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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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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655
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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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666
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667
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668
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669
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670
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671
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672
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673
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674
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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
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695
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696
+ 2025-07-16 13:47:18,997 INFO ___FILE_ONLY___ ═
697
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698
+ 2025-07-16 13:47:19,040 INFO ___FILE_ONLY___ ═
699
+ 2025-07-16 13:47:19,062 INFO ___FILE_ONLY___ ═
700
+ 2025-07-16 13:47:19,062 INFO ___FILE_ONLY___ ╝
701
+
702
+ 2025-07-16 13:47:19,097 INFO ___FILE_ONLY___ ╔════════════════════════════════════════════════════════════╗
703
+
704
+ 2025-07-16 13:47:19,097 INFO ___FILE_ONLY___ ╠═ Installing: Cloud Storage Command Line Tool (Platform... ═╣
705
+
706
+ 2025-07-16 13:47:19,097 INFO ___FILE_ONLY___ ╚
707
+ 2025-07-16 13:47:19,098 INFO ___FILE_ONLY___ ════════════════════════════════════════════════════════════
708
+ 2025-07-16 13:47:19,098 INFO ___FILE_ONLY___ ╝
709
+
710
+ 2025-07-16 13:47:19,105 INFO ___FILE_ONLY___ ╔════════════════════════════════════════════════════════════╗
711
+
712
+ 2025-07-16 13:47:19,105 INFO ___FILE_ONLY___ ╠═ Installing: Default set of gcloud commands ═╣
713
+
714
+ 2025-07-16 13:47:19,105 INFO ___FILE_ONLY___ ╚
715
+ 2025-07-16 13:47:19,109 INFO ___FILE_ONLY___ ════════════════════════════════════════════════════════════
716
+ 2025-07-16 13:47:19,109 INFO ___FILE_ONLY___ ╝
717
+
718
+ 2025-07-16 13:47:19,112 INFO ___FILE_ONLY___ ╔════════════════════════════════════════════════════════════╗
719
+
720
+ 2025-07-16 13:47:19,112 INFO ___FILE_ONLY___ ╠═ Installing: Google Cloud CLI Core Libraries (Platform... ═╣
721
+
722
+ 2025-07-16 13:47:19,112 INFO ___FILE_ONLY___ ╚
723
+ 2025-07-16 13:47:19,113 INFO ___FILE_ONLY___ ══════════════════════════════
724
+ 2025-07-16 13:47:19,113 INFO ___FILE_ONLY___ ══════════════════════════════
725
+ 2025-07-16 13:47:19,113 INFO ___FILE_ONLY___ ╝
726
+
727
+ 2025-07-16 13:47:19,119 INFO ___FILE_ONLY___ ╔════════════════════════════════════════════════════════════╗
728
+
729
+ 2025-07-16 13:47:19,120 INFO ___FILE_ONLY___ ╠═ Installing: Google Cloud CRC32C Hash Tool ═╣
730
+
731
+ 2025-07-16 13:47:19,120 INFO ___FILE_ONLY___ ╚
732
+ 2025-07-16 13:47:19,124 INFO ___FILE_ONLY___ ════════════════════════════════════════════════════════════
733
+ 2025-07-16 13:47:19,124 INFO ___FILE_ONLY___ ╝
734
+
735
+ 2025-07-16 13:47:19,126 INFO ___FILE_ONLY___ ╔════════════════════════════════════════════════════════════╗
736
+
737
+ 2025-07-16 13:47:19,126 INFO ___FILE_ONLY___ ╠═ Installing: Google Cloud CRC32C Hash Tool (Platform S... ═╣
738
+
739
+ 2025-07-16 13:47:19,126 INFO ___FILE_ONLY___ ╚
740
+ 2025-07-16 13:47:19,170 INFO ___FILE_ONLY___ ══════════════════════════════
741
+ 2025-07-16 13:47:19,171 INFO ___FILE_ONLY___ ══════════════════════════════
742
+ 2025-07-16 13:47:19,171 INFO ___FILE_ONLY___ ╝
743
+
744
+ 2025-07-16 13:47:19,177 INFO ___FILE_ONLY___ ╔════════════════════════════════════════════════════════════╗
745
+
746
+ 2025-07-16 13:47:19,178 INFO ___FILE_ONLY___ ╠═ Installing: gcloud cli dependencies (Platform Specific) ═╣
747
+
748
+ 2025-07-16 13:47:19,178 INFO ___FILE_ONLY___ ╚
749
+ 2025-07-16 13:47:19,178 INFO ___FILE_ONLY___ ════════════════════════════════════════════════════════════
750
+ 2025-07-16 13:47:19,178 INFO ___FILE_ONLY___ ╝
751
+
752
+ 2025-07-16 13:47:19,185 DEBUG root Updating notification cache...
753
+ 2025-07-16 13:47:19,186 INFO ___FILE_ONLY___
754
+
755
+ 2025-07-16 13:47:19,188 INFO ___FILE_ONLY___ Performing post processing steps...
756
+ 2025-07-16 13:47:19,189 DEBUG root Executing command: ['/tools/google-cloud-sdk/bin/gcloud', 'components', 'post-process']
757
+ 2025-07-16 13:47:30,643 DEBUG ___FILE_ONLY___
758
+ 2025-07-16 13:47:30,644 DEBUG ___FILE_ONLY___
759
+ 2025-07-16 13:47:30,712 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
+ 2025-07-16 13:47:30,713 INFO ___FILE_ONLY___
761
+ Update done!
762
+
763
+
764
+ 2025-07-16 13:47:30,716 DEBUG root Chosen display Format:none
765
+ 2025-07-16 13:47:30,716 INFO root Display format: "none"
.config/logs/2025.07.16/13.47.19.800388.log ADDED
@@ -0,0 +1,5 @@
 
 
 
 
 
 
1
+ 2025-07-16 13:47:19,801 DEBUG root Loaded Command Group: ['gcloud', 'components']
2
+ 2025-07-16 13:47:19,804 DEBUG root Loaded Command Group: ['gcloud', 'components', 'post_process']
3
+ 2025-07-16 13:47:19,806 DEBUG root Running [gcloud.components.post-process] with arguments: []
4
+ 2025-07-16 13:47:30,407 DEBUG root Chosen display Format:none
5
+ 2025-07-16 13:47:30,407 INFO root Display format: "none"
.config/logs/2025.07.16/13.47.31.634017.log ADDED
@@ -0,0 +1,153 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ 2025-07-16 13:47:31,635 DEBUG root Loaded Command Group: ['gcloud', 'components']
2
+ 2025-07-16 13:47:31,638 DEBUG root Loaded Command Group: ['gcloud', 'components', 'update']
3
+ 2025-07-16 13:47:31,641 DEBUG root Running [gcloud.components.update] with arguments: [--quiet: "True", COMPONENT-IDS:8: "['gcloud', 'core', 'bq', 'gsutil', 'compute', 'preview', 'alpha', 'beta']"]
4
+ 2025-07-16 13:47:31,642 INFO ___FILE_ONLY___ Beginning update. This process may take several minutes.
5
+
6
+ 2025-07-16 13:47:31,654 DEBUG urllib3.connectionpool Starting new HTTPS connection (1): dl.google.com:443
7
+ 2025-07-16 13:47:31,822 DEBUG urllib3.connectionpool https://dl.google.com:443 "GET /dl/cloudsdk/channels/rapid/components-2.json HTTP/11" 200 239798
8
+ 2025-07-16 13:47:31,842 WARNING root Component [compute] no longer exists.
9
+ 2025-07-16 13:47:31,844 INFO ___FILE_ONLY___
10
+
11
+ 2025-07-16 13:47:31,845 INFO ___FILE_ONLY___
12
+ Your current Google Cloud CLI version is: 530.0.0
13
+
14
+ 2025-07-16 13:47:31,845 INFO ___FILE_ONLY___ Installing components from version: 530.0.0
15
+
16
+ 2025-07-16 13:47:31,845 INFO ___FILE_ONLY___
17
+
18
+ 2025-07-16 13:47:31,846 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
+ 2025-07-16 13:47:31,846 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
+ 2025-07-16 13:47:31,847 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
+ 2025-07-16 13:47:31,864 INFO ___FILE_ONLY___ ┌────────────────────────────────────────────────┐
22
+ 2025-07-16 13:47:31,864 INFO ___FILE_ONLY___
23
+
24
+ 2025-07-16 13:47:31,864 INFO ___FILE_ONLY___ │ These components will be installed. │
25
+ 2025-07-16 13:47:31,864 INFO ___FILE_ONLY___
26
+
27
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+ 2025-07-16 13:47:31,872 DEBUG urllib3.connectionpool Starting new HTTPS connection (1): dl.google.com:443
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+ 2025-07-16 13:47:32,804 DEBUG urllib3.connectionpool https://dl.google.com:443 "GET /dl/cloudsdk/channels/rapid/RELEASE_NOTES HTTP/11" 200 1449519
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+ 2025-07-16 13:47:33,291 INFO ___FILE_ONLY___ For the latest full release notes, please visit:
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+ 2025-07-16 13:47:33,292 INFO ___FILE_ONLY___ Performing in place update...
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+ 2025-07-16 13:47:34,242 DEBUG urllib3.connectionpool https://dl.google.com:443 "GET /dl/cloudsdk/channels/rapid/components/google-cloud-sdk-alpha-20250711193911.tar.gz HTTP/11" 200 800
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+ 2025-07-16 13:47:36,207 INFO ___FILE_ONLY___ ╠═ Installing: gcloud Beta Commands ═╣
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+ 2025-07-16 13:47:47,996 INFO ___FILE_ONLY___
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+ Update done!
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+
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+
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+ 2025-07-16 13:47:36,853 DEBUG root Loaded Command Group: ['gcloud', 'components']
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+ 2025-07-16 13:47:48,885 DEBUG root Loaded Command Group: ['gcloud', 'config']
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+ 2025-07-16 13:47:49,866 DEBUG root Loaded Command Group: ['gcloud', 'config']
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+ 2025-07-16 13:47:49,927 DEBUG root Running [gcloud.config.set] with arguments: [SECTION/PROPERTY: "compute/gce_metadata_read_timeout_sec", VALUE: "0"]
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+
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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
 
 
 
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  *.zst filter=lfs diff=lfs merge=lfs -text
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  *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
README.md CHANGED
@@ -1,12 +1,6 @@
1
  ---
2
- title: Finance Report Generator
3
- emoji: 💻
4
- colorFrom: green
5
- colorTo: red
6
- sdk: gradio
7
- sdk_version: 5.38.0
8
  app_file: app.py
9
- pinned: false
 
10
  ---
11
-
12
- Check out the configuration reference at https://huggingface.co/docs/hub/spaces-config-reference
 
1
  ---
2
+ title: finance_report_generator
 
 
 
 
 
3
  app_file: app.py
4
+ sdk: gradio
5
+ sdk_version: 5.31.0
6
  ---
 
 
app.py ADDED
@@ -0,0 +1,117 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ import gradio as gr
2
+ from urllib.request import urlopen
3
+ import certifi
4
+ import json
5
+ import pandas as pd
6
+ import os
7
+ import warnings
8
+ warnings.filterwarnings("ignore")
9
+
10
+ from langchain.document_loaders import CSVLoader
11
+ from langchain.text_splitter import RecursiveCharacterTextSplitter
12
+ from langchain.vectorstores import Chroma
13
+ from langchain_community.embeddings import HuggingFaceEmbeddings
14
+ from langchain.chains import RetrievalQA
15
+ from langchain.prompts import PromptTemplate
16
+ from langchain_community.llms import HuggingFacePipeline
17
+ from transformers import AutoModelForCausalLM, AutoTokenizer, pipeline
18
+
19
+ # Hugging Face API Key
20
+ os.environ["HUGGINGFACEHUB_API_TOKEN"] = ""
21
+
22
+ # Load Falcon-7B
23
+ model_id = "tiiuae/falcon-7b-instruct"
24
+ tokenizer = AutoTokenizer.from_pretrained(model_id)
25
+ model = AutoModelForCausalLM.from_pretrained(model_id)
26
+
27
+ pipe = pipeline(
28
+ "text-generation",
29
+ model=model,
30
+ tokenizer=tokenizer,
31
+ max_new_tokens=512,
32
+ do_sample=True,
33
+ temperature=0.1,
34
+ top_k=50,
35
+ top_p=0.95,
36
+ eos_token_id=tokenizer.eos_token_id,
37
+ )
38
+
39
+ llm = HuggingFacePipeline(pipeline=pipe)
40
+
41
+ # Prompt Template
42
+ template = """
43
+ You are a Financial Market Expert. Get the Market Economic Data and Market News about Company and Build the Financial Report.
44
+ Understand this Market Information: {context}
45
+ Answer the Query: {question}
46
+ Output must be in tabular form.
47
+ """
48
+ PROMPT = PromptTemplate(input_variables=["context", "question"], template=template)
49
+
50
+ # === Core Function ===
51
+
52
+ def generate_report(ticker: str, exchange: str):
53
+ api_key = "C1HRSweTniWdBuLmTTse9w8KpkoiouM5"
54
+ try:
55
+ # Fetch Data
56
+ if exchange == "NSE":
57
+ url = f"https://financialmodelingprep.com/api/v3/search?query={ticker}&exchange=NSE&apikey={api_key}"
58
+ else:
59
+ url = f"https://financialmodelingprep.com/api/v3/quote/{ticker}?apikey={api_key}"
60
+
61
+ response = urlopen(url, cafile=certifi.where())
62
+ data = json.loads(response.read().decode("utf-8"))
63
+
64
+ # Save to CSV
65
+ df = pd.DataFrame(data)
66
+ if 'timestamp' in df.columns:
67
+ df['timestamp'] = pd.to_datetime(df['timestamp'], errors='coerce')
68
+ if 'earningsAnnouncement' in df.columns:
69
+ df['earningsAnnouncement'] = pd.to_datetime(df['earningsAnnouncement'], errors='coerce')
70
+ df.to_csv("eco_ind.csv", index=False)
71
+
72
+ # Chroma Vector Store
73
+ loader = CSVLoader("eco_ind.csv")
74
+ documents = loader.load()
75
+ splitter = RecursiveCharacterTextSplitter(chunk_size=100, chunk_overlap=10)
76
+ texts = splitter.split_documents(documents)
77
+ embeddings = HuggingFaceEmbeddings()
78
+
79
+ chroma = Chroma.from_documents(
80
+ documents=texts,
81
+ collection_name="economic_data",
82
+ embedding=embeddings,
83
+ persist_directory="docs/chroma_rag"
84
+ )
85
+
86
+ retriever = chroma.as_retriever(search_kwargs={"k": 2})
87
+ qa = RetrievalQA.from_chain_type(
88
+ llm=llm,
89
+ chain_type="stuff",
90
+ chain_type_kwargs={"prompt": PROMPT},
91
+ retriever=retriever,
92
+ return_source_documents=False
93
+ )
94
+
95
+ # Ask LLM
96
+ query = f"{ticker} Financial Report"
97
+ result = qa({"query": query})
98
+ return result["result"]
99
+
100
+ except Exception as e:
101
+ return f"❌ Error occurred: {e}"
102
+
103
+ # === Gradio UI ===
104
+
105
+ iface = gr.Interface(
106
+ fn=generate_report,
107
+ inputs=[
108
+ gr.Textbox(label="Enter Ticker (e.g., MSFT)"),
109
+ gr.Radio(choices=["US", "NSE"], label="Select Exchange")
110
+ ],
111
+ outputs=gr.Textbox(label="Generated Financial Report"),
112
+ title="📊 Financial Report Generator using Falcon + Chroma + LangChain",
113
+ description="Enter a stock ticker and choose an exchange to get an LLM-generated tabular financial report."
114
+ )
115
+
116
+ if __name__ == "__main__":
117
+ iface.launch(share=True)
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 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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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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