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  1. .config/.last_opt_in_prompt.yaml +1 -0
  2. .config/.last_survey_prompt.yaml +1 -0
  3. .config/.last_update_check.json +1 -0
  4. .config/active_config +1 -0
  5. .config/config_sentinel +0 -0
  6. .config/configurations/config_default +6 -0
  7. .config/default_configs.db +0 -0
  8. .config/gce +1 -0
  9. .config/hidden_gcloud_config_universe_descriptor_data_cache_configs.db +0 -0
  10. .config/logs/2024.10.07/18.36.13.526693.log +764 -0
  11. .config/logs/2024.10.07/18.36.33.695598.log +5 -0
  12. .config/logs/2024.10.07/18.36.44.120722.log +123 -0
  13. .config/logs/2024.10.07/18.36.44.989330.log +5 -0
  14. .config/logs/2024.10.07/18.36.55.600800.log +8 -0
  15. .config/logs/2024.10.07/18.36.56.220495.log +8 -0
  16. .gitattributes +2 -0
  17. README.md +2 -8
  18. Requirements.txt +7 -0
  19. app.py +147 -0
  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: 1728326203.5480268
.config/.last_update_check.json ADDED
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+ {"last_update_check_time": 1728326204.5447302, "last_update_check_revision": 20240927140238, "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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+ [compute]
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.config/gce ADDED
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.config/logs/2024.10.07/18.36.13.526693.log ADDED
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+ 2024-10-07 18:36:25,987 INFO ___FILE_ONLY___ ╠═ Downloading: Bundled Python 3.11 (Platform Specific) ═╣
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+ 2024-10-07 18:36:25,990 DEBUG urllib3.connectionpool Starting new HTTPS connection (1): dl.google.com:443
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+ 2024-10-07 18:36:26,047 DEBUG urllib3.connectionpool https://dl.google.com:443 "GET /dl/cloudsdk/channels/rapid/components/google-cloud-sdk-bundled-python3-unix-linux-x86_64-20240920144119.tar.gz HTTP/1.1" 200 78001783
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+ 2024-10-07 18:36:26,421 INFO ___FILE_ONLY___ ╠═ Downloading: Cloud Storage Command Line Tool ═╣
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+ 2024-10-07 18:36:26,484 DEBUG urllib3.connectionpool https://dl.google.com:443 "GET /dl/cloudsdk/channels/rapid/components/google-cloud-sdk-gsutil-20240614142823.tar.gz HTTP/1.1" 200 11883175
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+ 2024-10-07 18:36:26,552 INFO ___FILE_ONLY___ ╠═ Downloading: Cloud Storage Command Line Tool (Platfor... ═╣
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+ 2024-10-07 18:36:26,555 DEBUG urllib3.connectionpool Starting new HTTPS connection (1): dl.google.com:443
376
+ 2024-10-07 18:36:26,612 DEBUG urllib3.connectionpool https://dl.google.com:443 "GET /dl/cloudsdk/channels/rapid/components/google-cloud-sdk-gsutil-nix-20240830134514.tar.gz HTTP/1.1" 200 1928
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+ 2024-10-07 18:36:26,617 INFO ___FILE_ONLY___ ╠═ Downloading: Google Cloud CLI Core Libraries (Platfor... ═╣
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+ 2024-10-07 18:36:26,620 DEBUG urllib3.connectionpool Starting new HTTPS connection (1): dl.google.com:443
394
+ 2024-10-07 18:36:26,671 DEBUG urllib3.connectionpool https://dl.google.com:443 "GET /dl/cloudsdk/channels/rapid/components/google-cloud-sdk-core-nix-20240830134514.tar.gz HTTP/1.1" 200 2306
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+ 2024-10-07 18:36:26,675 INFO ___FILE_ONLY___ ╠═ Downloading: Google Cloud CRC32C Hash Tool (Platform ... ═╣
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+ 2024-10-07 18:36:26,678 DEBUG urllib3.connectionpool Starting new HTTPS connection (1): dl.google.com:443
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+ 2024-10-07 18:36:26,763 DEBUG urllib3.connectionpool https://dl.google.com:443 "GET /dl/cloudsdk/channels/rapid/components/google-cloud-sdk-gcloud-crc32c-linux-x86_64-20240712142834.tar.gz HTTP/1.1" 200 1350263
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+ 2024-10-07 18:36:26,781 INFO ___FILE_ONLY___ ╝
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+
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+ 2024-10-07 18:36:26,783 INFO ___FILE_ONLY___ ╠═ Downloading: gcloud cli dependencies (Platform Specific) ═╣
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+
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+ 2024-10-07 18:36:26,783 INFO ___FILE_ONLY___ ╚
480
+ 2024-10-07 18:36:26,786 DEBUG urllib3.connectionpool Starting new HTTPS connection (1): dl.google.com:443
481
+ 2024-10-07 18:36:26,840 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/1.1" 200 104
482
+ 2024-10-07 18:36:26,841 INFO ___FILE_ONLY___ ════════════════════════════════════════════════════════════
483
+ 2024-10-07 18:36:26,841 INFO ___FILE_ONLY___ ╝
484
+
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+
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+ 2024-10-07 18:36:26,843 INFO ___FILE_ONLY___ ╠═ Installing: BigQuery Command Line Tool ═╣
488
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490
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515
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518
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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
+ 2024-10-07 18:36:27,078 INFO ___FILE_ONLY___ ═
541
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542
+ 2024-10-07 18:36:27,082 INFO ___FILE_ONLY___ ═
543
+ 2024-10-07 18:36:27,084 INFO ___FILE_ONLY___ ═
544
+ 2024-10-07 18:36:27,087 INFO ___FILE_ONLY___ ═
545
+ 2024-10-07 18:36:27,089 INFO ___FILE_ONLY___ ═
546
+ 2024-10-07 18:36:27,090 INFO ___FILE_ONLY___ ═
547
+ 2024-10-07 18:36:27,093 INFO ___FILE_ONLY___ ═
548
+ 2024-10-07 18:36:27,095 INFO ___FILE_ONLY___ ═
549
+ 2024-10-07 18:36:27,097 INFO ___FILE_ONLY___ ═
550
+ 2024-10-07 18:36:27,097 INFO ___FILE_ONLY___ ╝
551
+
552
+ 2024-10-07 18:36:27,112 INFO ___FILE_ONLY___ ╔════════════════════════════════════════════════════════════╗
553
+
554
+ 2024-10-07 18:36:27,113 INFO ___FILE_ONLY___ ╠═ Installing: BigQuery Command Line Tool (Platform Spec... ═╣
555
+
556
+ 2024-10-07 18:36:27,113 INFO ___FILE_ONLY___ ╚
557
+ 2024-10-07 18:36:27,113 INFO ___FILE_ONLY___ ════════════════════════════════════════════════════════════
558
+ 2024-10-07 18:36:27,113 INFO ___FILE_ONLY___ ╝
559
+
560
+ 2024-10-07 18:36:27,120 INFO ___FILE_ONLY___ ╔════════════════════════════════════════════════════════════╗
561
+
562
+ 2024-10-07 18:36:27,121 INFO ___FILE_ONLY___ ╠═ Installing: Bundled Python 3.11 ═╣
563
+
564
+ 2024-10-07 18:36:27,121 INFO ___FILE_ONLY___ ╚
565
+ 2024-10-07 18:36:27,125 INFO ___FILE_ONLY___ ════════════════════════════════════════════════════════════
566
+ 2024-10-07 18:36:27,126 INFO ___FILE_ONLY___ ╝
567
+
568
+ 2024-10-07 18:36:27,127 INFO ___FILE_ONLY___ ╔════════════════════════════════════════════════════════════╗
569
+
570
+ 2024-10-07 18:36:27,128 INFO ___FILE_ONLY___ ╠═ Installing: Bundled Python 3.11 (Platform Specific) ═╣
571
+
572
+ 2024-10-07 18:36:27,128 INFO ___FILE_ONLY___ ╚
573
+ 2024-10-07 18:36:29,116 INFO ___FILE_ONLY___ ═
574
+ 2024-10-07 18:36:29,131 INFO ___FILE_ONLY___ ═
575
+ 2024-10-07 18:36:29,144 INFO ___FILE_ONLY___ ═
576
+ 2024-10-07 18:36:29,157 INFO ___FILE_ONLY___ ═
577
+ 2024-10-07 18:36:29,173 INFO ___FILE_ONLY___ ═
578
+ 2024-10-07 18:36:29,191 INFO ___FILE_ONLY___ ═
579
+ 2024-10-07 18:36:29,206 INFO ___FILE_ONLY___ ═
580
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581
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582
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583
+ 2024-10-07 18:36:29,256 INFO ___FILE_ONLY___ ═
584
+ 2024-10-07 18:36:29,268 INFO ___FILE_ONLY___ ═
585
+ 2024-10-07 18:36:29,280 INFO ___FILE_ONLY___ ═
586
+ 2024-10-07 18:36:29,292 INFO ___FILE_ONLY___ ═
587
+ 2024-10-07 18:36:29,305 INFO ___FILE_ONLY___ ═
588
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589
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590
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591
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592
+ 2024-10-07 18:36:29,366 INFO ___FILE_ONLY___ ═
593
+ 2024-10-07 18:36:29,378 INFO ___FILE_ONLY___ ═
594
+ 2024-10-07 18:36:29,391 INFO ___FILE_ONLY___ ═
595
+ 2024-10-07 18:36:29,403 INFO ___FILE_ONLY___ ═
596
+ 2024-10-07 18:36:29,415 INFO ___FILE_ONLY___ ═
597
+ 2024-10-07 18:36:29,428 INFO ___FILE_ONLY___ ═
598
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599
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600
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601
+ 2024-10-07 18:36:29,478 INFO ___FILE_ONLY___ ═
602
+ 2024-10-07 18:36:29,489 INFO ___FILE_ONLY___ ═
603
+ 2024-10-07 18:36:29,501 INFO ___FILE_ONLY___ ═
604
+ 2024-10-07 18:36:29,513 INFO ___FILE_ONLY___ ═
605
+ 2024-10-07 18:36:29,525 INFO ___FILE_ONLY___ ═
606
+ 2024-10-07 18:36:29,537 INFO ___FILE_ONLY___ ═
607
+ 2024-10-07 18:36:29,550 INFO ___FILE_ONLY___ ═
608
+ 2024-10-07 18:36:29,563 INFO ___FILE_ONLY___ ═
609
+ 2024-10-07 18:36:30,249 INFO ___FILE_ONLY___ ═
610
+ 2024-10-07 18:36:30,274 INFO ___FILE_ONLY___ ═
611
+ 2024-10-07 18:36:30,297 INFO ___FILE_ONLY___ ═
612
+ 2024-10-07 18:36:30,316 INFO ___FILE_ONLY___ ═
613
+ 2024-10-07 18:36:30,336 INFO ___FILE_ONLY___ ═
614
+ 2024-10-07 18:36:30,463 INFO ___FILE_ONLY___ ═
615
+ 2024-10-07 18:36:30,490 INFO ___FILE_ONLY___ ═
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
+ 2024-10-07 18:36:30,607 INFO ___FILE_ONLY___ ═
622
+ 2024-10-07 18:36:30,621 INFO ___FILE_ONLY___ ═
623
+ 2024-10-07 18:36:30,707 INFO ___FILE_ONLY___ ═
624
+ 2024-10-07 18:36:30,726 INFO ___FILE_ONLY___ ═
625
+ 2024-10-07 18:36:30,745 INFO ___FILE_ONLY___ ═
626
+ 2024-10-07 18:36:30,762 INFO ___FILE_ONLY___ ═
627
+ 2024-10-07 18:36:30,819 INFO ___FILE_ONLY___ ═
628
+ 2024-10-07 18:36:31,177 INFO ___FILE_ONLY___ ═
629
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630
+ 2024-10-07 18:36:31,215 INFO ___FILE_ONLY___ ═
631
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632
+ 2024-10-07 18:36:31,606 INFO ___FILE_ONLY___ ═
633
+ 2024-10-07 18:36:31,606 INFO ___FILE_ONLY___ ╝
634
+
635
+ 2024-10-07 18:36:31,708 INFO ___FILE_ONLY___ ╔════════════════════════════════════════════════════════════╗
636
+
637
+ 2024-10-07 18:36:31,708 INFO ___FILE_ONLY___ ╠═ Installing: Cloud Storage Command Line Tool ═╣
638
+
639
+ 2024-10-07 18:36:31,708 INFO ___FILE_ONLY___ ╚
640
+ 2024-10-07 18:36:32,323 INFO ___FILE_ONLY___ ═
641
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642
+ 2024-10-07 18:36:32,348 INFO ___FILE_ONLY___ ═
643
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644
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645
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646
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648
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649
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650
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651
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652
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653
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654
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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
+ 2024-10-07 18:36:32,840 INFO ___FILE_ONLY___ ═
681
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682
+ 2024-10-07 18:36:32,861 INFO ___FILE_ONLY___ ═
683
+ 2024-10-07 18:36:32,874 INFO ___FILE_ONLY___ ═
684
+ 2024-10-07 18:36:32,888 INFO ___FILE_ONLY___ ═
685
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686
+ 2024-10-07 18:36:32,921 INFO ___FILE_ONLY___ ═
687
+ 2024-10-07 18:36:32,939 INFO ___FILE_ONLY___ ═
688
+ 2024-10-07 18:36:32,960 INFO ___FILE_ONLY___ ═
689
+ 2024-10-07 18:36:32,979 INFO ___FILE_ONLY___ ═
690
+ 2024-10-07 18:36:32,995 INFO ___FILE_ONLY___ ═
691
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692
+ 2024-10-07 18:36:33,020 INFO ___FILE_ONLY___ ═
693
+ 2024-10-07 18:36:33,030 INFO ___FILE_ONLY___ ═
694
+ 2024-10-07 18:36:33,041 INFO ___FILE_ONLY___ ═
695
+ 2024-10-07 18:36:33,050 INFO ___FILE_ONLY___ ═
696
+ 2024-10-07 18:36:33,060 INFO ___FILE_ONLY___ ═
697
+ 2024-10-07 18:36:33,079 INFO ___FILE_ONLY___ ═
698
+ 2024-10-07 18:36:33,095 INFO ___FILE_ONLY___ ═
699
+ 2024-10-07 18:36:33,111 INFO ___FILE_ONLY___ ═
700
+ 2024-10-07 18:36:33,111 INFO ___FILE_ONLY___ ╝
701
+
702
+ 2024-10-07 18:36:33,181 INFO ___FILE_ONLY___ ╔════════════════════════════════════════════════════════════╗
703
+
704
+ 2024-10-07 18:36:33,181 INFO ___FILE_ONLY___ ╠═ Installing: Cloud Storage Command Line Tool (Platform... ═╣
705
+
706
+ 2024-10-07 18:36:33,181 INFO ___FILE_ONLY___ ╚
707
+ 2024-10-07 18:36:33,182 INFO ___FILE_ONLY___ ════════════════════════════════════════════════════════════
708
+ 2024-10-07 18:36:33,182 INFO ___FILE_ONLY___ ╝
709
+
710
+ 2024-10-07 18:36:33,189 INFO ___FILE_ONLY___ ╔════════════════════════════════════════════════════════════╗
711
+
712
+ 2024-10-07 18:36:33,189 INFO ___FILE_ONLY___ ╠═ Installing: Default set of gcloud commands ═╣
713
+
714
+ 2024-10-07 18:36:33,189 INFO ___FILE_ONLY___ ╚
715
+ 2024-10-07 18:36:33,194 INFO ___FILE_ONLY___ ════════════════════════════════════════════════════════════
716
+ 2024-10-07 18:36:33,194 INFO ___FILE_ONLY___ ╝
717
+
718
+ 2024-10-07 18:36:33,195 INFO ___FILE_ONLY___ ╔════════════════════════════════════════════════════════════╗
719
+
720
+ 2024-10-07 18:36:33,195 INFO ___FILE_ONLY___ ╠═ Installing: Google Cloud CLI Core Libraries (Platform... ═╣
721
+
722
+ 2024-10-07 18:36:33,195 INFO ___FILE_ONLY___ ╚
723
+ 2024-10-07 18:36:33,196 INFO ___FILE_ONLY___ ══════════════════════════════
724
+ 2024-10-07 18:36:33,197 INFO ___FILE_ONLY___ ══════════════════════════════
725
+ 2024-10-07 18:36:33,197 INFO ___FILE_ONLY___ ╝
726
+
727
+ 2024-10-07 18:36:33,203 INFO ___FILE_ONLY___ ╔════════════════════════════════════════════════════════════╗
728
+
729
+ 2024-10-07 18:36:33,203 INFO ___FILE_ONLY___ ╠═ Installing: Google Cloud CRC32C Hash Tool ═╣
730
+
731
+ 2024-10-07 18:36:33,203 INFO ___FILE_ONLY___ ╚
732
+ 2024-10-07 18:36:33,209 INFO ___FILE_ONLY___ ════════════════════════════════════════════════════════════
733
+ 2024-10-07 18:36:33,209 INFO ___FILE_ONLY___ ╝
734
+
735
+ 2024-10-07 18:36:33,210 INFO ___FILE_ONLY___ ╔════════════════════════════════════════════════════════════╗
736
+
737
+ 2024-10-07 18:36:33,210 INFO ___FILE_ONLY___ ╠═ Installing: Google Cloud CRC32C Hash Tool (Platform S... ═╣
738
+
739
+ 2024-10-07 18:36:33,211 INFO ___FILE_ONLY___ ╚
740
+ 2024-10-07 18:36:33,243 INFO ___FILE_ONLY___ ══════════════════════════════
741
+ 2024-10-07 18:36:33,243 INFO ___FILE_ONLY___ ══════════════════════════════
742
+ 2024-10-07 18:36:33,243 INFO ___FILE_ONLY___ ╝
743
+
744
+ 2024-10-07 18:36:33,250 INFO ___FILE_ONLY___ ╔════════════════════════════════════════════════════════════╗
745
+
746
+ 2024-10-07 18:36:33,250 INFO ___FILE_ONLY___ ╠═ Installing: gcloud cli dependencies (Platform Specific) ═╣
747
+
748
+ 2024-10-07 18:36:33,250 INFO ___FILE_ONLY___ ╚
749
+ 2024-10-07 18:36:33,250 INFO ___FILE_ONLY___ ════════════════════════════════════════════════════════════
750
+ 2024-10-07 18:36:33,251 INFO ___FILE_ONLY___ ╝
751
+
752
+ 2024-10-07 18:36:33,259 DEBUG root Updating notification cache...
753
+ 2024-10-07 18:36:33,259 INFO ___FILE_ONLY___
754
+
755
+ 2024-10-07 18:36:33,261 INFO ___FILE_ONLY___ Performing post processing steps...
756
+ 2024-10-07 18:36:33,261 DEBUG root Executing command: ['/tools/google-cloud-sdk/bin/gcloud', 'components', 'post-process']
757
+ 2024-10-07 18:36:43,426 DEBUG ___FILE_ONLY___
758
+ 2024-10-07 18:36:43,426 DEBUG ___FILE_ONLY___
759
+ 2024-10-07 18:36:43,543 INFO ___FILE_ONLY___
760
+ Update done!
761
+
762
+
763
+ 2024-10-07 18:36:43,546 DEBUG root Chosen display Format:none
764
+ 2024-10-07 18:36:43,547 INFO root Display format: "none"
.config/logs/2024.10.07/18.36.33.695598.log ADDED
@@ -0,0 +1,5 @@
 
 
 
 
 
 
1
+ 2024-10-07 18:36:33,696 DEBUG root Loaded Command Group: ['gcloud', 'components']
2
+ 2024-10-07 18:36:33,698 DEBUG root Loaded Command Group: ['gcloud', 'components', 'post_process']
3
+ 2024-10-07 18:36:33,700 DEBUG root Running [gcloud.components.post-process] with arguments: []
4
+ 2024-10-07 18:36:43,342 DEBUG root Chosen display Format:none
5
+ 2024-10-07 18:36:43,342 INFO root Display format: "none"
.config/logs/2024.10.07/18.36.44.120722.log ADDED
@@ -0,0 +1,123 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ 2024-10-07 18:36:44,121 DEBUG root Loaded Command Group: ['gcloud', 'components']
2
+ 2024-10-07 18:36:44,124 DEBUG root Loaded Command Group: ['gcloud', 'components', 'update']
3
+ 2024-10-07 18:36:44,128 DEBUG root Running [gcloud.components.update] with arguments: [--quiet: "True", COMPONENT-IDS:8: "['gcloud', 'core', 'bq', 'gsutil', 'compute', 'preview', 'alpha', 'beta']"]
4
+ 2024-10-07 18:36:44,130 INFO ___FILE_ONLY___ Beginning update. This process may take several minutes.
5
+
6
+ 2024-10-07 18:36:44,142 DEBUG urllib3.connectionpool Starting new HTTPS connection (1): dl.google.com:443
7
+ 2024-10-07 18:36:44,219 DEBUG urllib3.connectionpool https://dl.google.com:443 "GET /dl/cloudsdk/channels/rapid/components-2.json HTTP/1.1" 200 227002
8
+ 2024-10-07 18:36:44,243 WARNING root Component [preview] no longer exists.
9
+ 2024-10-07 18:36:44,243 WARNING root Component [compute] no longer exists.
10
+ 2024-10-07 18:36:44,244 INFO ___FILE_ONLY___
11
+
12
+ 2024-10-07 18:36:44,245 INFO ___FILE_ONLY___
13
+ Your current Google Cloud CLI version is: 495.0.0
14
+
15
+ 2024-10-07 18:36:44,245 INFO ___FILE_ONLY___ Installing components from version: 495.0.0
16
+
17
+ 2024-10-07 18:36:44,245 INFO ___FILE_ONLY___
18
+
19
+ 2024-10-07 18:36:44,245 DEBUG root Chosen display Format:table[box,title="These components will be removed."](details.display_name:label=Name:align=left,version.version_string:label=Version:align=right,data.size.size(zero="",min=1048576):label=Size:align=right)
20
+ 2024-10-07 18:36:44,246 DEBUG root Chosen display Format:table[box,title="These components will be updated."](details.display_name:label=Name:align=left,version.version_string:label=Version:align=right,data.size.size(zero="",min=1048576):label=Size:align=right)
21
+ 2024-10-07 18:36:44,247 DEBUG root Chosen display Format:table[box,title="These components will be installed."](details.display_name:label=Name:align=left,version.version_string:label=Version:align=right,data.size.size(zero="",min=1048576):label=Size:align=right)
22
+ 2024-10-07 18:36:44,271 INFO ___FILE_ONLY___ ┌──────────────────────────────────────────────┐
23
+ 2024-10-07 18:36:44,272 INFO ___FILE_ONLY___
24
+
25
+ 2024-10-07 18:36:44,272 INFO ___FILE_ONLY___ │ These components will be installed. │
26
+ 2024-10-07 18:36:44,272 INFO ___FILE_ONLY___
27
+
28
+ 2024-10-07 18:36:44,272 INFO ___FILE_ONLY___ ├───────────────────────┬────────────┬─────────┤
29
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.gitattributes CHANGED
@@ -33,3 +33,5 @@ saved_model/**/* filter=lfs diff=lfs merge=lfs -text
33
  *.zip filter=lfs diff=lfs merge=lfs -text
34
  *.zst filter=lfs diff=lfs merge=lfs -text
35
  *tfevents* filter=lfs diff=lfs merge=lfs -text
 
 
 
33
  *.zip filter=lfs diff=lfs merge=lfs -text
34
  *.zst filter=lfs diff=lfs merge=lfs -text
35
  *tfevents* filter=lfs diff=lfs merge=lfs -text
36
+ sample_data/mnist_test.csv filter=lfs diff=lfs merge=lfs -text
37
+ sample_data/mnist_train_small.csv filter=lfs diff=lfs merge=lfs -text
README.md CHANGED
@@ -1,12 +1,6 @@
1
  ---
2
- title: Object Detectio With Audio Output
3
- emoji: 📈
4
- colorFrom: yellow
5
- colorTo: red
6
  sdk: gradio
7
  sdk_version: 4.44.1
8
- app_file: app.py
9
- pinned: false
10
  ---
11
-
12
- Check out the configuration reference at https://huggingface.co/docs/hub/spaces-config-reference
 
1
  ---
2
+ title: Object_Detectio_with_Audio_Output
3
+ app_file: app.py
 
 
4
  sdk: gradio
5
  sdk_version: 4.44.1
 
 
6
  ---
 
 
Requirements.txt ADDED
@@ -0,0 +1,7 @@
 
 
 
 
 
 
 
 
1
+ Transformers
2
+ transformers
3
+ timm
4
+ gradio
5
+ torch
6
+ scipy
7
+ phonemizer
app.py ADDED
@@ -0,0 +1,147 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ import gradio as gr
2
+ from PIL import Image, ImageDraw, ImageFont
3
+ import scipy.io.wavfile as wavfile
4
+
5
+
6
+ # Use a pipeline as a high-level helper
7
+ from transformers import pipeline
8
+
9
+ # model_path = ("../Models/models--facebook--detr-resnet-50/snapshots"
10
+ # "/1d5f47bd3bdd2c4bbfa585418ffe6da5028b4c0b")
11
+ #
12
+ # tts_model_path = ("../Models/models--kakao-enterprise--vits-ljs/snapshots"
13
+ # "/3bcb8321394f671bd948ebf0d086d694dda95464")
14
+
15
+
16
+ narrator = pipeline("text-to-speech",
17
+ model="kakao-enterprise/vits-ljs")
18
+
19
+ object_detector = pipeline("object-detection",
20
+ model="facebook/detr-resnet-50")
21
+
22
+ # object_detector = pipeline("object-detection",
23
+ # model=model_path)
24
+ #
25
+ # narrator = pipeline("text-to-speech",
26
+ # model=tts_model_path)
27
+
28
+ # [{'score': 0.9996405839920044, 'label': 'person', 'box': {'xmin': 435, 'ymin': 282, 'xmax': 636, 'ymax': 927}}, {'score': 0.9995879530906677, 'label': 'dog', 'box': {'xmin': 570, 'ymin': 694, 'xmax': 833, 'ymax': 946}}]
29
+
30
+ # Define the function to generate audio from text
31
+ def generate_audio(text):
32
+ # Generate the narrated text
33
+ narrated_text = narrator(text)
34
+
35
+ # Save the audio to a WAV file
36
+ wavfile.write("output.wav", rate=narrated_text["sampling_rate"],
37
+ data=narrated_text["audio"][0])
38
+
39
+ # Return the path to the saved audio file
40
+ return "output.wav"
41
+
42
+ # Could you please write me a python code that will take list of detection object as an input and it will give the response that will include all the objects (labels) provided in the input. For example if the input is like this: [{'score': 0.9996405839920044, 'label': 'person', 'box': {'xmin': 435, 'ymin': 282, 'xmax': 636, 'ymax': 927}}, {'score': 0.9995879530906677, 'label': 'dog', 'box': {'xmin': 570, 'ymin': 694, 'xmax': 833, 'ymax': 946}}]
43
+ # The output should be, This pictuture contains 1 person and 1 dog. If there are multiple objects, do not add 'and' between every objects but 'and' should be at the end only
44
+
45
+
46
+ def read_objects(detection_objects):
47
+ # Initialize counters for each object label
48
+ object_counts = {}
49
+
50
+ # Count the occurrences of each label
51
+ for detection in detection_objects:
52
+ label = detection['label']
53
+ if label in object_counts:
54
+ object_counts[label] += 1
55
+ else:
56
+ object_counts[label] = 1
57
+
58
+ # Generate the response string
59
+ response = "This picture contains"
60
+ labels = list(object_counts.keys())
61
+ for i, label in enumerate(labels):
62
+ response += f" {object_counts[label]} {label}"
63
+ if object_counts[label] > 1:
64
+ response += "s"
65
+ if i < len(labels) - 2:
66
+ response += ","
67
+ elif i == len(labels) - 2:
68
+ response += " and"
69
+
70
+ response += "."
71
+
72
+ return response
73
+
74
+
75
+
76
+ def draw_bounding_boxes(image, detections, font_path=None, font_size=20):
77
+ """
78
+ Draws bounding boxes on the given image based on the detections.
79
+ :param image: PIL.Image object
80
+ :param detections: List of detection results, where each result is a dictionary containing
81
+ 'score', 'label', and 'box' keys. 'box' itself is a dictionary with 'xmin',
82
+ 'ymin', 'xmax', 'ymax'.
83
+ :param font_path: Path to the TrueType font file to use for text.
84
+ :param font_size: Size of the font to use for text.
85
+ :return: PIL.Image object with bounding boxes drawn.
86
+ """
87
+ # Make a copy of the image to draw on
88
+ draw_image = image.copy()
89
+ draw = ImageDraw.Draw(draw_image)
90
+
91
+ # Load custom font or default font if path not provided
92
+ if font_path:
93
+ font = ImageFont.truetype(font_path, font_size)
94
+ else:
95
+ # When font_path is not provided, load default font but it's size is fixed
96
+ font = ImageFont.load_default()
97
+ # Increase font size workaround by using a TTF font file, if needed, can download and specify the path
98
+
99
+ for detection in detections:
100
+ box = detection['box']
101
+ xmin = box['xmin']
102
+ ymin = box['ymin']
103
+ xmax = box['xmax']
104
+ ymax = box['ymax']
105
+
106
+ # Draw the bounding box
107
+ draw.rectangle([(xmin, ymin), (xmax, ymax)], outline="red", width=3)
108
+
109
+ # Optionally, you can also draw the label and score
110
+ label = detection['label']
111
+ score = detection['score']
112
+ text = f"{label} {score:.2f}"
113
+
114
+ # Draw text with background rectangle for visibility
115
+ if font_path: # Use the custom font with increased size
116
+ text_size = draw.textbbox((xmin, ymin), text, font=font)
117
+ else:
118
+ # Calculate text size using the default font
119
+ text_size = draw.textbbox((xmin, ymin), text)
120
+
121
+ draw.rectangle([(text_size[0], text_size[1]), (text_size[2], text_size[3])], fill="red")
122
+ draw.text((xmin, ymin), text, fill="white", font=font)
123
+
124
+ return draw_image
125
+
126
+
127
+ def detect_object(image):
128
+ raw_image = image
129
+ output = object_detector(raw_image)
130
+ processed_image = draw_bounding_boxes(raw_image, output)
131
+ natural_text = read_objects(output)
132
+ processed_audio = generate_audio(natural_text)
133
+ return processed_image, processed_audio
134
+
135
+
136
+ demo = gr.Interface(fn=detect_object,
137
+ inputs=[gr.Image(label="Select Image",type="pil")],
138
+ outputs=[gr.Image(label="Processed Image", type="pil"), gr.Audio(label="Generated Audio")],
139
+ title="Object Detector with Audio",
140
+ description="THIS APPLICATION WILL BE USED TO HIGHLIGHT OBJECTS AND GIVES AUDIO DESCRIPTION FOR THE PROVIDED INPUT IMAGE.")
141
+ demo.launch()
142
+
143
+ # print(output)
144
+
145
+
146
+
147
+
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},
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+ {"Series":"I", "X":6.0, "Y":7.24},
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+ {"Series":"I", "X":4.0, "Y":4.26},
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+ {"Series":"I", "X":12.0, "Y":10.84},
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+ {"Series":"I", "X":7.0, "Y":4.81},
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+ {"Series":"I", "X":5.0, "Y":5.68},
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+
14
+ {"Series":"II", "X":10.0, "Y":9.14},
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+ {"Series":"II", "X":8.0, "Y":8.14},
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+ {"Series":"II", "X":13.0, "Y":8.74},
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+ {"Series":"II", "X":9.0, "Y":8.77},
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+ {"Series":"II", "X":11.0, "Y":9.26},
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+ {"Series":"II", "X":14.0, "Y":8.10},
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+ {"Series":"II", "X":6.0, "Y":6.13},
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+ {"Series":"II", "X":4.0, "Y":3.10},
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+ {"Series":"II", "X":12.0, "Y":9.13},
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+ {"Series":"II", "X":7.0, "Y":7.26},
24
+ {"Series":"II", "X":5.0, "Y":4.74},
25
+
26
+ {"Series":"III", "X":10.0, "Y":7.46},
27
+ {"Series":"III", "X":8.0, "Y":6.77},
28
+ {"Series":"III", "X":13.0, "Y":12.74},
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+ {"Series":"III", "X":9.0, "Y":7.11},
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+ {"Series":"III", "X":11.0, "Y":7.81},
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+ {"Series":"III", "X":14.0, "Y":8.84},
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+ {"Series":"III", "X":6.0, "Y":6.08},
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+ {"Series":"III", "X":4.0, "Y":5.39},
34
+ {"Series":"III", "X":12.0, "Y":8.15},
35
+ {"Series":"III", "X":7.0, "Y":6.42},
36
+ {"Series":"III", "X":5.0, "Y":5.73},
37
+
38
+ {"Series":"IV", "X":8.0, "Y":6.58},
39
+ {"Series":"IV", "X":8.0, "Y":5.76},
40
+ {"Series":"IV", "X":8.0, "Y":7.71},
41
+ {"Series":"IV", "X":8.0, "Y":8.84},
42
+ {"Series":"IV", "X":8.0, "Y":8.47},
43
+ {"Series":"IV", "X":8.0, "Y":7.04},
44
+ {"Series":"IV", "X":8.0, "Y":5.25},
45
+ {"Series":"IV", "X":19.0, "Y":12.50},
46
+ {"Series":"IV", "X":8.0, "Y":5.56},
47
+ {"Series":"IV", "X":8.0, "Y":7.91},
48
+ {"Series":"IV", "X":8.0, "Y":6.89}
49
+ ]
sample_data/california_housing_test.csv ADDED
The diff for this file is too large to render. See raw diff
 
sample_data/california_housing_train.csv ADDED
The diff for this file is too large to render. See raw diff
 
sample_data/mnist_test.csv ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
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