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  1. .config/.last_opt_in_prompt.yaml +1 -0
  2. .config/.last_survey_prompt.yaml +1 -0
  3. .config/.last_update_check.json +1 -0
  4. .config/active_config +1 -0
  5. .config/config_sentinel +0 -0
  6. .config/configurations/config_default +6 -0
  7. .config/default_configs.db +0 -0
  8. .config/gce +1 -0
  9. .config/hidden_gcloud_config_universe_descriptor_data_cache_configs.db +0 -0
  10. .config/logs/2024.12.16/23.51.36.174534.log +764 -0
  11. .config/logs/2024.12.16/23.51.57.002843.log +5 -0
  12. .config/logs/2024.12.16/23.52.07.225699.log +152 -0
  13. .config/logs/2024.12.16/23.52.08.426618.log +5 -0
  14. .config/logs/2024.12.16/23.52.18.581713.log +8 -0
  15. .config/logs/2024.12.16/23.52.19.233138.log +8 -0
  16. .gitattributes +2 -0
  17. .gradio/certificate.pem +31 -0
  18. README.md +2 -8
  19. app.py +141 -0
  20. requirements.txt +7 -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: 1734393126.6469324
.config/.last_update_check.json ADDED
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+ {"last_update_check_time": 1734393127.968181, "last_update_check_revision": 20241206142025, "notifications": [], "last_nag_times": {}}
.config/active_config ADDED
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.config/config_sentinel ADDED
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.config/configurations/config_default ADDED
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+ [component_manager]
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.config/default_configs.db ADDED
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.config/gce ADDED
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.config/logs/2024.12.16/23.51.36.174534.log ADDED
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+ 2024-12-16 23:51:48,905 INFO ___FILE_ONLY___ ╠═ Downloading: Bundled Python 3.11 (Platform Specific) ═╣
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481
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513
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514
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517
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518
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519
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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
+ 2024-12-16 23:51:50,486 INFO ___FILE_ONLY___ ═
547
+ 2024-12-16 23:51:50,488 INFO ___FILE_ONLY___ ═
548
+ 2024-12-16 23:51:50,490 INFO ___FILE_ONLY___ ═
549
+ 2024-12-16 23:51:50,493 INFO ___FILE_ONLY___ ═
550
+ 2024-12-16 23:51:50,493 INFO ___FILE_ONLY___ ╝
551
+
552
+ 2024-12-16 23:51:50,506 INFO ___FILE_ONLY___ ╔════════════════════════════════════════════════════════════╗
553
+
554
+ 2024-12-16 23:51:50,506 INFO ___FILE_ONLY___ ╠═ Installing: BigQuery Command Line Tool (Platform Spec... ═╣
555
+
556
+ 2024-12-16 23:51:50,506 INFO ___FILE_ONLY___ ╚
557
+ 2024-12-16 23:51:50,507 INFO ___FILE_ONLY___ ════════════════════════════════════════════════════════════
558
+ 2024-12-16 23:51:50,508 INFO ___FILE_ONLY___ ╝
559
+
560
+ 2024-12-16 23:51:50,513 INFO ___FILE_ONLY___ ╔════════════════════════════════════════════════════════════╗
561
+
562
+ 2024-12-16 23:51:50,513 INFO ___FILE_ONLY___ ╠═ Installing: Bundled Python 3.11 ═╣
563
+
564
+ 2024-12-16 23:51:50,513 INFO ___FILE_ONLY___ ╚
565
+ 2024-12-16 23:51:50,517 INFO ___FILE_ONLY___ ════════════════════════════════════════════════════════════
566
+ 2024-12-16 23:51:50,517 INFO ___FILE_ONLY___ ╝
567
+
568
+ 2024-12-16 23:51:50,519 INFO ___FILE_ONLY___ ╔════════════════════════════════════════════════════════════╗
569
+
570
+ 2024-12-16 23:51:50,519 INFO ___FILE_ONLY___ ╠═ Installing: Bundled Python 3.11 (Platform Specific) ═╣
571
+
572
+ 2024-12-16 23:51:50,519 INFO ___FILE_ONLY___ ╚
573
+ 2024-12-16 23:51:52,488 INFO ___FILE_ONLY___ ═
574
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575
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576
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577
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578
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579
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580
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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
+ 2024-12-16 23:51:52,889 INFO ___FILE_ONLY___ ═
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
+ 2024-12-16 23:51:54,017 INFO ___FILE_ONLY___ ═
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
+ 2024-12-16 23:51:54,585 INFO ___FILE_ONLY___ ═
629
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630
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631
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632
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633
+ 2024-12-16 23:51:55,002 INFO ___FILE_ONLY___ ╝
634
+
635
+ 2024-12-16 23:51:55,070 INFO ___FILE_ONLY___ ╔════════════════════════════════════════════════════════════╗
636
+
637
+ 2024-12-16 23:51:55,070 INFO ___FILE_ONLY___ ╠═ Installing: Cloud Storage Command Line Tool ═╣
638
+
639
+ 2024-12-16 23:51:55,070 INFO ___FILE_ONLY___ ╚
640
+ 2024-12-16 23:51:55,637 INFO ___FILE_ONLY___ ═
641
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642
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643
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644
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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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652
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653
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654
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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
+ 2024-12-16 23:51:56,257 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
+ 2024-12-16 23:51:56,340 INFO ___FILE_ONLY___ ═
694
+ 2024-12-16 23:51:56,376 INFO ___FILE_ONLY___ ═
695
+ 2024-12-16 23:51:56,386 INFO ___FILE_ONLY___ ═
696
+ 2024-12-16 23:51:56,396 INFO ___FILE_ONLY___ ═
697
+ 2024-12-16 23:51:56,407 INFO ___FILE_ONLY___ ═
698
+ 2024-12-16 23:51:56,418 INFO ___FILE_ONLY___ ═
699
+ 2024-12-16 23:51:56,433 INFO ___FILE_ONLY___ ═
700
+ 2024-12-16 23:51:56,433 INFO ___FILE_ONLY___ ╝
701
+
702
+ 2024-12-16 23:51:56,478 INFO ___FILE_ONLY___ ╔════════════════════════════════════════════════════════════╗
703
+
704
+ 2024-12-16 23:51:56,478 INFO ___FILE_ONLY___ ╠═ Installing: Cloud Storage Command Line Tool (Platform... ═╣
705
+
706
+ 2024-12-16 23:51:56,478 INFO ___FILE_ONLY___ ╚
707
+ 2024-12-16 23:51:56,479 INFO ___FILE_ONLY___ ════════════════════════════════════════════════════════════
708
+ 2024-12-16 23:51:56,479 INFO ___FILE_ONLY___ ╝
709
+
710
+ 2024-12-16 23:51:56,485 INFO ___FILE_ONLY___ ╔════════════════════════════════════════════════════════════╗
711
+
712
+ 2024-12-16 23:51:56,485 INFO ___FILE_ONLY___ ╠═ Installing: Default set of gcloud commands ═╣
713
+
714
+ 2024-12-16 23:51:56,485 INFO ___FILE_ONLY___ ╚
715
+ 2024-12-16 23:51:56,488 INFO ___FILE_ONLY___ ════════════════════════════════════════════════════════════
716
+ 2024-12-16 23:51:56,489 INFO ___FILE_ONLY___ ╝
717
+
718
+ 2024-12-16 23:51:56,490 INFO ___FILE_ONLY___ ╔════════════════════════════════════════════════════════════╗
719
+
720
+ 2024-12-16 23:51:56,490 INFO ___FILE_ONLY___ ╠═ Installing: Google Cloud CLI Core Libraries (Platform... ═╣
721
+
722
+ 2024-12-16 23:51:56,491 INFO ___FILE_ONLY___ ╚
723
+ 2024-12-16 23:51:56,491 INFO ___FILE_ONLY___ ══════════════════════════════
724
+ 2024-12-16 23:51:56,492 INFO ___FILE_ONLY___ ══════════════════════════════
725
+ 2024-12-16 23:51:56,492 INFO ___FILE_ONLY___ ╝
726
+
727
+ 2024-12-16 23:51:56,497 INFO ___FILE_ONLY___ ╔════════════════════════════════════════════════════════════╗
728
+
729
+ 2024-12-16 23:51:56,497 INFO ___FILE_ONLY___ ╠═ Installing: Google Cloud CRC32C Hash Tool ═╣
730
+
731
+ 2024-12-16 23:51:56,497 INFO ___FILE_ONLY___ ╚
732
+ 2024-12-16 23:51:56,501 INFO ___FILE_ONLY___ ════════════════════════════════════════════════════════════
733
+ 2024-12-16 23:51:56,501 INFO ___FILE_ONLY___ ╝
734
+
735
+ 2024-12-16 23:51:56,503 INFO ___FILE_ONLY___ ╔════════════════════════════════════════════════════════════╗
736
+
737
+ 2024-12-16 23:51:56,503 INFO ___FILE_ONLY___ ╠═ Installing: Google Cloud CRC32C Hash Tool (Platform S... ═╣
738
+
739
+ 2024-12-16 23:51:56,503 INFO ___FILE_ONLY___ ╚
740
+ 2024-12-16 23:51:56,538 INFO ___FILE_ONLY___ ══════════════════════════════
741
+ 2024-12-16 23:51:56,539 INFO ___FILE_ONLY___ ══════════════════════════════
742
+ 2024-12-16 23:51:56,539 INFO ___FILE_ONLY___ ╝
743
+
744
+ 2024-12-16 23:51:56,545 INFO ___FILE_ONLY___ ╔════════════════════════════════════════════════════════════╗
745
+
746
+ 2024-12-16 23:51:56,545 INFO ___FILE_ONLY___ ╠═ Installing: gcloud cli dependencies (Platform Specific) ═╣
747
+
748
+ 2024-12-16 23:51:56,545 INFO ___FILE_ONLY___ ╚
749
+ 2024-12-16 23:51:56,545 INFO ___FILE_ONLY___ ════════════════════════════════════════════════════════════
750
+ 2024-12-16 23:51:56,545 INFO ___FILE_ONLY___ ╝
751
+
752
+ 2024-12-16 23:51:56,552 DEBUG root Updating notification cache...
753
+ 2024-12-16 23:51:56,553 INFO ___FILE_ONLY___
754
+
755
+ 2024-12-16 23:51:56,555 INFO ___FILE_ONLY___ Performing post processing steps...
756
+ 2024-12-16 23:51:56,555 DEBUG root Executing command: ['/tools/google-cloud-sdk/bin/gcloud', 'components', 'post-process']
757
+ 2024-12-16 23:52:06,476 DEBUG ___FILE_ONLY___
758
+ 2024-12-16 23:52:06,477 DEBUG ___FILE_ONLY___
759
+ 2024-12-16 23:52:06,641 INFO ___FILE_ONLY___
760
+ Update done!
761
+
762
+
763
+ 2024-12-16 23:52:06,645 DEBUG root Chosen display Format:none
764
+ 2024-12-16 23:52:06,646 INFO root Display format: "none"
.config/logs/2024.12.16/23.51.57.002843.log ADDED
@@ -0,0 +1,5 @@
 
 
 
 
 
 
1
+ 2024-12-16 23:51:57,003 DEBUG root Loaded Command Group: ['gcloud', 'components']
2
+ 2024-12-16 23:51:57,006 DEBUG root Loaded Command Group: ['gcloud', 'components', 'post_process']
3
+ 2024-12-16 23:51:57,008 DEBUG root Running [gcloud.components.post-process] with arguments: []
4
+ 2024-12-16 23:52:06,372 DEBUG root Chosen display Format:none
5
+ 2024-12-16 23:52:06,373 INFO root Display format: "none"
.config/logs/2024.12.16/23.52.07.225699.log ADDED
@@ -0,0 +1,152 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ 2024-12-16 23:52:07,226 DEBUG root Loaded Command Group: ['gcloud', 'components']
2
+ 2024-12-16 23:52:07,228 DEBUG root Loaded Command Group: ['gcloud', 'components', 'update']
3
+ 2024-12-16 23:52:07,231 DEBUG root Running [gcloud.components.update] with arguments: [--quiet: "True", COMPONENT-IDS:8: "['gcloud', 'core', 'bq', 'gsutil', 'compute', 'preview', 'alpha', 'beta']"]
4
+ 2024-12-16 23:52:07,232 INFO ___FILE_ONLY___ Beginning update. This process may take several minutes.
5
+
6
+ 2024-12-16 23:52:07,240 DEBUG urllib3.connectionpool Starting new HTTPS connection (1): dl.google.com:443
7
+ 2024-12-16 23:52:07,377 DEBUG urllib3.connectionpool https://dl.google.com:443 "GET /dl/cloudsdk/channels/rapid/components-2.json HTTP/1.1" 200 227817
8
+ 2024-12-16 23:52:07,394 WARNING root Component [compute] no longer exists.
9
+ 2024-12-16 23:52:07,395 INFO ___FILE_ONLY___
10
+
11
+ 2024-12-16 23:52:07,395 INFO ___FILE_ONLY___
12
+ Your current Google Cloud CLI version is: 503.0.0
13
+
14
+ 2024-12-16 23:52:07,396 INFO ___FILE_ONLY___ Installing components from version: 503.0.0
15
+
16
+ 2024-12-16 23:52:07,396 INFO ___FILE_ONLY___
17
+
18
+ 2024-12-16 23:52:07,396 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
+ 2024-12-16 23:52:07,396 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
+ 2024-12-16 23:52:07,397 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
+ 2024-12-16 23:52:07,413 INFO ___FILE_ONLY___ ┌────────────────────────────────────────────────┐
22
+ 2024-12-16 23:52:07,413 INFO ___FILE_ONLY___
23
+
24
+ 2024-12-16 23:52:07,413 INFO ___FILE_ONLY___ │ These components will be installed. │
25
+ 2024-12-16 23:52:07,413 INFO ___FILE_ONLY___
26
+
27
+ 2024-12-16 23:52:07,413 INFO ___FILE_ONLY___ ├─────────────────────────┬────────────┬─────────┤
28
+ 2024-12-16 23:52:07,413 INFO ___FILE_ONLY___
29
+
30
+ 2024-12-16 23:52:07,413 INFO ___FILE_ONLY___ │ Name │ Version │ Size │
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+ 2024-12-16 23:52:07,413 INFO ___FILE_ONLY___
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+
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+ 2024-12-16 23:52:07,413 INFO ___FILE_ONLY___ ├─────────────────────────┼────────────┼─────────┤
34
+ 2024-12-16 23:52:07,413 INFO ___FILE_ONLY___
35
+
36
+ 2024-12-16 23:52:07,413 INFO ___FILE_ONLY___ │
37
+ 2024-12-16 23:52:07,413 INFO ___FILE_ONLY___ gcloud Alpha Commands
38
+ 2024-12-16 23:52:07,413 INFO ___FILE_ONLY___
39
+ 2024-12-16 23:52:07,413 INFO ___FILE_ONLY___ │
40
+ 2024-12-16 23:52:07,414 INFO ___FILE_ONLY___ 2024.12.06
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+ 2024-12-16 23:52:07,414 INFO ___FILE_ONLY___
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+ 2024-12-16 23:52:07,414 INFO ___FILE_ONLY___ │
43
+ 2024-12-16 23:52:07,414 INFO ___FILE_ONLY___ < 1 MiB
44
+ 2024-12-16 23:52:07,414 INFO ___FILE_ONLY___
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+ 2024-12-16 23:52:07,414 INFO ___FILE_ONLY___ │
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+ 2024-12-16 23:52:07,414 INFO ___FILE_ONLY___
47
+
48
+ 2024-12-16 23:52:07,414 INFO ___FILE_ONLY___ │
49
+ 2024-12-16 23:52:07,414 INFO ___FILE_ONLY___ gcloud Beta Commands
50
+ 2024-12-16 23:52:07,414 INFO ___FILE_ONLY___
51
+ 2024-12-16 23:52:07,414 INFO ___FILE_ONLY___ │
52
+ 2024-12-16 23:52:07,414 INFO ___FILE_ONLY___ 2024.12.06
53
+ 2024-12-16 23:52:07,414 INFO ___FILE_ONLY___
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+ 2024-12-16 23:52:07,414 INFO ___FILE_ONLY___ │
55
+ 2024-12-16 23:52:07,414 INFO ___FILE_ONLY___ < 1 MiB
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+ 2024-12-16 23:52:07,414 INFO ___FILE_ONLY___
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+ 2024-12-16 23:52:07,414 INFO ___FILE_ONLY___ │
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+ 2024-12-16 23:52:07,415 INFO ___FILE_ONLY___
59
+
60
+ 2024-12-16 23:52:07,415 INFO ___FILE_ONLY___ │
61
+ 2024-12-16 23:52:07,415 INFO ___FILE_ONLY___ gcloud Preview Commands
62
+ 2024-12-16 23:52:07,415 INFO ___FILE_ONLY___
63
+ 2024-12-16 23:52:07,415 INFO ___FILE_ONLY___ │
64
+ 2024-12-16 23:52:07,415 INFO ___FILE_ONLY___
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+ 2024-12-16 23:52:07,415 INFO ___FILE_ONLY___
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+ 2024-12-16 23:52:07,415 INFO ___FILE_ONLY___ │
67
+ 2024-12-16 23:52:07,415 INFO ___FILE_ONLY___ < 1 MiB
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+ 2024-12-16 23:52:07,415 INFO ___FILE_ONLY___
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+ 2024-12-16 23:52:07,415 INFO ___FILE_ONLY___ │
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+ 2024-12-16 23:52:07,415 INFO ___FILE_ONLY___
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+
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+ 2024-12-16 23:52:07,415 INFO ___FILE_ONLY___ └─────────────────────────┴──��─────────┴─────────┘
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+ 2024-12-16 23:52:07,415 INFO ___FILE_ONLY___
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+
75
+ 2024-12-16 23:52:07,415 INFO ___FILE_ONLY___
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+
77
+ 2024-12-16 23:52:07,419 DEBUG urllib3.connectionpool Starting new HTTPS connection (1): dl.google.com:443
78
+ 2024-12-16 23:52:07,551 DEBUG urllib3.connectionpool https://dl.google.com:443 "GET /dl/cloudsdk/channels/rapid/RELEASE_NOTES HTTP/1.1" 200 1327953
79
+ 2024-12-16 23:52:07,588 INFO ___FILE_ONLY___ For the latest full release notes, please visit:
80
+ https://cloud.google.com/sdk/release_notes
81
+
82
+
83
+ 2024-12-16 23:52:07,589 INFO ___FILE_ONLY___ Performing in place update...
84
+
85
+
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87
+
88
+ 2024-12-16 23:52:07,591 INFO ___FILE_ONLY___ ╠═ Downloading: gcloud Alpha Commands ═╣
89
+
90
+ 2024-12-16 23:52:07,591 INFO ___FILE_ONLY___ ╚
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+ 2024-12-16 23:52:07,594 DEBUG urllib3.connectionpool Starting new HTTPS connection (1): dl.google.com:443
92
+ 2024-12-16 23:52:07,694 DEBUG urllib3.connectionpool https://dl.google.com:443 "GET /dl/cloudsdk/channels/rapid/components/google-cloud-sdk-alpha-20241206142025.tar.gz HTTP/1.1" 200 800
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+ 2024-12-16 23:52:07,694 INFO ___FILE_ONLY___ ════════════════════════════════════════════════════════════
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+
98
+ 2024-12-16 23:52:07,697 INFO ___FILE_ONLY___ ╠═ Downloading: gcloud Beta Commands ═╣
99
+
100
+ 2024-12-16 23:52:07,697 INFO ___FILE_ONLY___ ╚
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+ 2024-12-16 23:52:07,700 DEBUG urllib3.connectionpool Starting new HTTPS connection (1): dl.google.com:443
102
+ 2024-12-16 23:52:07,771 DEBUG urllib3.connectionpool https://dl.google.com:443 "GET /dl/cloudsdk/channels/rapid/components/google-cloud-sdk-beta-20241206142025.tar.gz HTTP/1.1" 200 797
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+ 2024-12-16 23:52:07,772 INFO ___FILE_ONLY___ ════════════════════════════════════════════════════════════
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108
+ 2024-12-16 23:52:07,775 INFO ___FILE_ONLY___ ╠═ Downloading: gcloud Preview Commands ═╣
109
+
110
+ 2024-12-16 23:52:07,775 INFO ___FILE_ONLY___ ╚
111
+ 2024-12-16 23:52:07,778 DEBUG urllib3.connectionpool Starting new HTTPS connection (1): dl.google.com:443
112
+ 2024-12-16 23:52:07,938 DEBUG urllib3.connectionpool https://dl.google.com:443 "GET /dl/cloudsdk/channels/rapid/components/google-cloud-sdk-preview-20241115154308.tar.gz HTTP/1.1" 200 823
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+
118
+ 2024-12-16 23:52:07,941 INFO ___FILE_ONLY___ ╠═ Installing: gcloud Alpha Commands ═╣
119
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+ 2024-12-16 23:52:07,941 INFO ___FILE_ONLY___ ╚
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+
126
+ 2024-12-16 23:52:07,954 INFO ___FILE_ONLY___ ╠═ Installing: gcloud Beta Commands ═╣
127
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+
134
+ 2024-12-16 23:52:07,960 INFO ___FILE_ONLY___ ╠═ Installing: gcloud Preview Commands ═╣
135
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+ 2024-12-16 23:52:07,960 INFO ___FILE_ONLY___ ╚
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+
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+
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+ 2024-12-16 23:52:07,970 INFO ___FILE_ONLY___ Performing post processing steps...
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+ 2024-12-16 23:52:07,970 DEBUG root Executing command: ['/tools/google-cloud-sdk/bin/gcloud', 'components', 'post-process']
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+ 2024-12-16 23:52:17,841 DEBUG ___FILE_ONLY___
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+ 2024-12-16 23:52:17,994 INFO ___FILE_ONLY___
148
+ Update done!
149
+
150
+
151
+ 2024-12-16 23:52:17,996 DEBUG root Chosen display Format:none
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+ 2024-12-16 23:52:17,997 INFO root Display format: "none"
.config/logs/2024.12.16/23.52.08.426618.log ADDED
@@ -0,0 +1,5 @@
 
 
 
 
 
 
1
+ 2024-12-16 23:52:08,427 DEBUG root Loaded Command Group: ['gcloud', 'components']
2
+ 2024-12-16 23:52:08,429 DEBUG root Loaded Command Group: ['gcloud', 'components', 'post_process']
3
+ 2024-12-16 23:52:08,431 DEBUG root Running [gcloud.components.post-process] with arguments: []
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+ 2024-12-16 23:52:17,731 DEBUG root Chosen display Format:none
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+ 2024-12-16 23:52:17,732 INFO root Display format: "none"
.config/logs/2024.12.16/23.52.18.581713.log ADDED
@@ -0,0 +1,8 @@
 
 
 
 
 
 
 
 
 
1
+ 2024-12-16 23:52:18,583 DEBUG root Loaded Command Group: ['gcloud', 'config']
2
+ 2024-12-16 23:52:18,632 DEBUG root Loaded Command Group: ['gcloud', 'config', 'set']
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+ 2024-12-16 23:52:18,634 DEBUG root Running [gcloud.config.set] with arguments: [SECTION/PROPERTY: "component_manager/disable_update_check", VALUE: "true"]
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+ 2024-12-16 23:52:18,635 INFO ___FILE_ONLY___ Updated property [component_manager/disable_update_check].
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+
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+ 2024-12-16 23:52:18,636 DEBUG root Chosen display Format:default
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+ 2024-12-16 23:52:18,637 INFO root Display format: "default"
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+ 2024-12-16 23:52:18,637 DEBUG root SDK update checks are disabled.
.config/logs/2024.12.16/23.52.19.233138.log ADDED
@@ -0,0 +1,8 @@
 
 
 
 
 
 
 
 
 
1
+ 2024-12-16 23:52:19,235 DEBUG root Loaded Command Group: ['gcloud', 'config']
2
+ 2024-12-16 23:52:19,283 DEBUG root Loaded Command Group: ['gcloud', 'config', 'set']
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+ 2024-12-16 23:52:19,285 DEBUG root Running [gcloud.config.set] with arguments: [SECTION/PROPERTY: "compute/gce_metadata_read_timeout_sec", VALUE: "0"]
4
+ 2024-12-16 23:52:19,286 INFO ___FILE_ONLY___ Updated property [compute/gce_metadata_read_timeout_sec].
5
+
6
+ 2024-12-16 23:52:19,287 DEBUG root Chosen display Format:default
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+ 2024-12-16 23:52:19,288 INFO root Display format: "default"
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+ 2024-12-16 23:52:19,288 DEBUG root SDK update checks are disabled.
.gitattributes CHANGED
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  *.zip filter=lfs diff=lfs merge=lfs -text
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  *.zst filter=lfs diff=lfs merge=lfs -text
35
  *tfevents* filter=lfs diff=lfs merge=lfs -text
36
+ sample_data/mnist_test.csv filter=lfs diff=lfs merge=lfs -text
37
+ sample_data/mnist_train_small.csv filter=lfs diff=lfs merge=lfs -text
.gradio/certificate.pem ADDED
@@ -0,0 +1,31 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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+ -----BEGIN CERTIFICATE-----
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+ -----END CERTIFICATE-----
README.md CHANGED
@@ -1,12 +1,6 @@
1
  ---
2
- title: Preds Interface
3
- emoji: 💻
4
- colorFrom: green
5
- colorTo: blue
6
  sdk: gradio
7
  sdk_version: 5.9.1
8
- app_file: app.py
9
- pinned: false
10
  ---
11
-
12
- Check out the configuration reference at https://huggingface.co/docs/hub/spaces-config-reference
 
1
  ---
2
+ title: Preds_interface
3
+ app_file: app.py
 
 
4
  sdk: gradio
5
  sdk_version: 5.9.1
 
 
6
  ---
 
 
app.py ADDED
@@ -0,0 +1,141 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ import gradio as gr
2
+ import ccxt
3
+ import pandas as pd
4
+ from ta import add_all_ta_features
5
+ import time
6
+ import torch
7
+ import json
8
+ import numpy as np
9
+ from sklearn.preprocessing import StandardScaler
10
+ from huggingface_hub import hf_hub_download
11
+
12
+ def gradio_interface():
13
+ def process_data():
14
+ try:
15
+ df = fetch_data()
16
+ df = calculate_all_indicators(df)
17
+ row = df.iloc[-2]
18
+ last_row_filtered = row[selected_columns].fillna(0).values.tolist()
19
+ prediction = predict(last_row_filtered)
20
+
21
+ result = (f"Close: {prediction['Predicted Target']:.2f}, "
22
+ f"Open: {prediction['Predicted Target Open']:.2f}, "
23
+ f"High: {prediction['Predicted Target High']:.2f}, "
24
+ f"Low: {prediction['Predicted Target Low']:.2f}")
25
+ return result
26
+ except Exception as e:
27
+ return f"Error: {str(e)}"
28
+
29
+ def predict_interface():
30
+ result = process_data()
31
+ return result
32
+
33
+ with gr.Blocks() as app:
34
+ gr.Markdown("## Prediction Interface")
35
+ gr.Markdown("This interface will give you 15 mins predict of BTC/USD futures calue")
36
+
37
+ output = gr.Textbox(label="Prediction Result")
38
+
39
+ button = gr.Button("Get Prediction")
40
+ button.click(fn=predict_interface, inputs=[], outputs=output)
41
+
42
+ app.launch(show_api=False, auth=None)
43
+
44
+ if __name__ == "__main__":
45
+
46
+ def fetch_data(symbol="BTC/USDT", timeframe="1m", limit=500):
47
+ exchange = ccxt.binanceus({
48
+ "rateLimit": 1200,
49
+ "enableRateLimit": True,
50
+ })
51
+ ohlcv = exchange.fetch_ohlcv(symbol, timeframe, limit=limit)
52
+ df = pd.DataFrame(ohlcv, columns=["timestamp", "Open", "High", "Low", "Close", "Volume"])
53
+ df["timestamp"] = pd.to_datetime(df["timestamp"], unit="ms")
54
+ return df
55
+
56
+ def calculate_all_indicators(data):
57
+ data = add_all_ta_features(
58
+ df=data,
59
+ open="Open",
60
+ high="High",
61
+ low="Low",
62
+ close="Close",
63
+ volume="Volume",
64
+ fillna=False
65
+ )
66
+ return data
67
+
68
+ model_path = hf_hub_download(repo_id="alexandrlukashov/gru-model-time-series", filename="gru_model.pth")
69
+ config_path = hf_hub_download(repo_id="alexandrlukashov/gru-model-time-series", filename="gru_config.json")
70
+
71
+ with open(config_path, "r") as f:
72
+ config = json.load(f)
73
+
74
+ class GRUModel(torch.nn.Module):
75
+ def __init__(self, input_size, hidden_size, num_layers, output_size):
76
+ super(GRUModel, self).__init__()
77
+ self.hidden_size = hidden_size
78
+ self.num_layers = num_layers
79
+ self.gru = torch.nn.GRU(input_size, hidden_size, num_layers, batch_first=True)
80
+ self.fc = torch.nn.Linear(hidden_size, output_size)
81
+
82
+ def forward(self, x):
83
+ h0 = torch.zeros(self.num_layers, x.size(0), self.hidden_size).to(x.device)
84
+ out, _ = self.gru(x, h0)
85
+ out = self.fc(out[:, -1, :])
86
+ return out
87
+
88
+ model = GRUModel(
89
+ input_size=config["input_size"],
90
+ hidden_size=config["hidden_size"],
91
+ num_layers=config["num_layers"],
92
+ output_size=4
93
+ )
94
+ model.load_state_dict(torch.load(model_path, map_location=torch.device("cpu")))
95
+ model.eval()
96
+
97
+ scaler_path = hf_hub_download(repo_id="alexandrlukashov/gru-model-time-series", filename="scaler_X.json")
98
+
99
+ with open(scaler_path, "r") as f:
100
+ scaler_params = json.load(f)
101
+
102
+ scaler = StandardScaler()
103
+ scaler.mean_ = np.array(scaler_params["mean"])
104
+ scaler.scale_ = np.array(scaler_params["scale"])
105
+ scaler.var_ = scaler.scale_**2
106
+
107
+ def preprocess_input(data):
108
+ data = np.array(data).reshape(1, -1)
109
+ scaled_data = scaler.transform(data)
110
+ return scaled_data
111
+
112
+ def inverse_scale_output(predictions):
113
+ dummy_input = np.zeros((1, len(scaler.mean_)))
114
+ dummy_input[:, :4] = predictions
115
+ unscaled_predictions = scaler.inverse_transform(dummy_input)
116
+ return unscaled_predictions[0, :4]
117
+
118
+ def predict(inputs):
119
+ inputs = preprocess_input(inputs)
120
+ inputs_tensor = torch.tensor(inputs, dtype=torch.float32).unsqueeze(1)
121
+ with torch.no_grad():
122
+ predictions = model(inputs_tensor).numpy()
123
+ predictions = inverse_scale_output(predictions)
124
+ return {
125
+ "Predicted Target": predictions[0],
126
+ "Predicted Target Open": predictions[1],
127
+ "Predicted Target High": predictions[2],
128
+ "Predicted Target Low": predictions[3]
129
+ }
130
+
131
+ selected_columns = [
132
+ 'Open', 'High', 'Low', 'Close', 'others_cr', 'trend_ema_fast',
133
+ 'trend_ichimoku_conv', 'momentum_kama', 'volatility_kcc', 'volume_vwap',
134
+ 'trend_sma_fast', 'trend_ichimoku_a', 'volatility_kch', 'volatility_kcl',
135
+ 'volatility_dcm', 'trend_ema_slow', 'volatility_bbm', 'trend_ichimoku_base',
136
+ 'trend_sma_slow', 'trend_psar_down', 'trend_psar_up', 'volatility_dch',
137
+ 'volatility_bbh', 'trend_ichimoku_b', 'volatility_dcl', 'volatility_bbl',
138
+ 'trend_visual_ichimoku_a', 'trend_visual_ichimoku_b'
139
+ ]
140
+
141
+ gradio_interface()
requirements.txt ADDED
@@ -0,0 +1,7 @@
 
 
 
 
 
 
 
 
1
+ gradio
2
+ ta
3
+ pandas
4
+ torch
5
+ numpy
6
+ ccxt
7
+ scikit-learn
sample_data/README.md ADDED
@@ -0,0 +1,19 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ This directory includes a few sample datasets to get you started.
2
+
3
+ * `california_housing_data*.csv` is California housing data from the 1990 US
4
+ Census; more information is available at:
5
+ https://docs.google.com/document/d/e/2PACX-1vRhYtsvc5eOR2FWNCwaBiKL6suIOrxJig8LcSBbmCbyYsayia_DvPOOBlXZ4CAlQ5nlDD8kTaIDRwrN/pub
6
+
7
+ * `mnist_*.csv` is a small sample of the
8
+ [MNIST database](https://en.wikipedia.org/wiki/MNIST_database), which is
9
+ described at: http://yann.lecun.com/exdb/mnist/
10
+
11
+ * `anscombe.json` contains a copy of
12
+ [Anscombe's quartet](https://en.wikipedia.org/wiki/Anscombe%27s_quartet); it
13
+ was originally described in
14
+
15
+ Anscombe, F. J. (1973). 'Graphs in Statistical Analysis'. American
16
+ Statistician. 27 (1): 17-21. JSTOR 2682899.
17
+
18
+ and our copy was prepared by the
19
+ [vega_datasets library](https://github.com/altair-viz/vega_datasets/blob/4f67bdaad10f45e3549984e17e1b3088c731503d/vega_datasets/_data/anscombe.json).
sample_data/anscombe.json ADDED
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+ ]
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