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belisards
/
azmn-bertimbau-posicao

Text Classification
Transformers
Safetensors
bert
Generated from Trainer
Inference Endpoints
Model card Files Community
belisards commited on
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azmn-posicao

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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/2024.12.10/17.45.14.499356.log +764 -0
  11. .config/logs/2024.12.10/17.45.43.069446.log +5 -0
  12. .config/logs/2024.12.10/17.46.00.505537.log +152 -0
  13. .config/logs/2024.12.10/17.46.03.419890.log +5 -0
  14. .config/logs/2024.12.10/17.46.21.872110.log +8 -0
  15. .config/logs/2024.12.10/17.46.22.668484.log +8 -0
  16. .gitattributes +2 -0
  17. README.md +78 -0
  18. config.json +41 -0
  19. model.safetensors +3 -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
  26. training_args.bin +3 -0
  27. wandb/debug-internal.log +51 -0
  28. wandb/debug.log +88 -0
  29. wandb/run-20241211_234627-08b84ctx/files/config.yaml +568 -0
  30. wandb/run-20241211_234627-08b84ctx/files/output.log +8 -0
  31. wandb/run-20241211_234627-08b84ctx/files/requirements.txt +578 -0
  32. wandb/run-20241211_234627-08b84ctx/files/wandb-metadata.json +38 -0
  33. wandb/run-20241211_234627-08b84ctx/files/wandb-summary.json +1 -0
  34. wandb/run-20241211_234627-08b84ctx/logs/debug-core.log +9 -0
  35. wandb/run-20241211_234627-08b84ctx/logs/debug-internal.log +51 -0
  36. wandb/run-20241211_234627-08b84ctx/logs/debug.log +88 -0
  37. wandb/run-20241211_234627-08b84ctx/run-08b84ctx.wandb +0 -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: 1733852759.8143203
.config/.last_update_check.json ADDED
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+ {"last_update_check_time": 1733852762.8490176, "last_update_check_revision": 20241206142025, "notifications": [], "last_nag_times": {}}
.config/active_config ADDED
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+ default
.config/config_sentinel ADDED
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.config/configurations/config_default ADDED
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+ [component_manager]
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+ disable_update_check = true
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+
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+ [compute]
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+ gce_metadata_read_timeout_sec = 0
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+
.config/default_configs.db ADDED
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.config/gce ADDED
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.config/hidden_gcloud_config_universe_descriptor_data_cache_configs.db ADDED
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.config/logs/2024.12.10/17.45.14.499356.log ADDED
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+ 2024-12-10 17:45:28,512 DEBUG urllib3.connectionpool https://dl.google.com:443 "GET /dl/cloudsdk/channels/rapid/components/google-cloud-sdk-bq-nix-20240830134514.tar.gz HTTP/1.1" 200 1914
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+ 2024-12-10 17:45:28,520 INFO ___FILE_ONLY___ ╠═ Downloading: Bundled Python 3.11 (Platform Specific) ═╣
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+ 2024-12-10 17:45:29,570 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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+
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+ 2024-12-10 17:45:33,645 INFO ___FILE_ONLY___ ╠═ Downloading: gcloud cli dependencies (Platform Specific) ═╣
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+ 2024-12-10 17:45:33,649 DEBUG urllib3.connectionpool Starting new HTTPS connection (1): dl.google.com:443
481
+ 2024-12-10 17:45:33,871 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
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499
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530
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532
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533
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534
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536
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537
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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
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550
+ 2024-12-10 17:45:34,264 INFO ___FILE_ONLY___ ╝
551
+
552
+ 2024-12-10 17:45:34,278 INFO ___FILE_ONLY___ ╔════════════════════════════════════════════════════════════╗
553
+
554
+ 2024-12-10 17:45:34,279 INFO ___FILE_ONLY___ ╠═ Installing: BigQuery Command Line Tool (Platform Spec... ═╣
555
+
556
+ 2024-12-10 17:45:34,279 INFO ___FILE_ONLY___ ╚
557
+ 2024-12-10 17:45:34,280 INFO ___FILE_ONLY___ ════════════════════════════════════════════════════════════
558
+ 2024-12-10 17:45:34,280 INFO ___FILE_ONLY___ ╝
559
+
560
+ 2024-12-10 17:45:34,287 INFO ___FILE_ONLY___ ╔════════════════════════════════════════════════════════════╗
561
+
562
+ 2024-12-10 17:45:34,287 INFO ___FILE_ONLY___ ╠═ Installing: Bundled Python 3.11 ═╣
563
+
564
+ 2024-12-10 17:45:34,288 INFO ___FILE_ONLY___ ╚
565
+ 2024-12-10 17:45:34,292 INFO ___FILE_ONLY___ ════════════════════════════════════════════════════════════
566
+ 2024-12-10 17:45:34,292 INFO ___FILE_ONLY___ ╝
567
+
568
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569
+
570
+ 2024-12-10 17:45:34,294 INFO ___FILE_ONLY___ ╠═ Installing: Bundled Python 3.11 (Platform Specific) ═╣
571
+
572
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573
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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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585
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586
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588
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589
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590
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592
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595
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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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606
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608
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610
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611
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612
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613
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614
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615
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616
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617
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618
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619
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620
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621
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622
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623
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624
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625
+ 2024-12-10 17:45:39,108 INFO ___FILE_ONLY___ ═
626
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627
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628
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629
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630
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631
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632
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633
+ 2024-12-10 17:45:40,249 INFO ___FILE_ONLY___ ╝
634
+
635
+ 2024-12-10 17:45:40,335 INFO ___FILE_ONLY___ ╔════════════════════════════════════════════════════════════╗
636
+
637
+ 2024-12-10 17:45:40,335 INFO ___FILE_ONLY___ ╠═ Installing: Cloud Storage Command Line Tool ═╣
638
+
639
+ 2024-12-10 17:45:40,335 INFO ___FILE_ONLY___ ╚
640
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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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648
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650
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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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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
+ 2024-12-10 17:45:42,269 INFO ___FILE_ONLY___ ═
696
+ 2024-12-10 17:45:42,288 INFO ___FILE_ONLY___ ═
697
+ 2024-12-10 17:45:42,309 INFO ___FILE_ONLY___ ═
698
+ 2024-12-10 17:45:42,332 INFO ___FILE_ONLY___ ═
699
+ 2024-12-10 17:45:42,359 INFO ___FILE_ONLY___ ═
700
+ 2024-12-10 17:45:42,359 INFO ___FILE_ONLY___ ╝
701
+
702
+ 2024-12-10 17:45:42,410 INFO ___FILE_ONLY___ ╔════════════════════════════════════════════════════════════╗
703
+
704
+ 2024-12-10 17:45:42,410 INFO ___FILE_ONLY___ ╠═ Installing: Cloud Storage Command Line Tool (Platform... ═╣
705
+
706
+ 2024-12-10 17:45:42,410 INFO ___FILE_ONLY___ ╚
707
+ 2024-12-10 17:45:42,411 INFO ___FILE_ONLY___ ════════════════════════════════════════════════════════════
708
+ 2024-12-10 17:45:42,412 INFO ___FILE_ONLY___ ╝
709
+
710
+ 2024-12-10 17:45:42,419 INFO ___FILE_ONLY___ ╔════════════════════════════════════════════════════════════╗
711
+
712
+ 2024-12-10 17:45:42,419 INFO ___FILE_ONLY___ ╠═ Installing: Default set of gcloud commands ═╣
713
+
714
+ 2024-12-10 17:45:42,419 INFO ___FILE_ONLY___ ╚
715
+ 2024-12-10 17:45:42,424 INFO ___FILE_ONLY___ ════════════════════════════════════════════════════════════
716
+ 2024-12-10 17:45:42,424 INFO ___FILE_ONLY___ ╝
717
+
718
+ 2024-12-10 17:45:42,427 INFO ___FILE_ONLY___ ╔════════════════════════════════════════════════════════════╗
719
+
720
+ 2024-12-10 17:45:42,427 INFO ___FILE_ONLY___ ╠═ Installing: Google Cloud CLI Core Libraries (Platform... ═╣
721
+
722
+ 2024-12-10 17:45:42,427 INFO ___FILE_ONLY___ ╚
723
+ 2024-12-10 17:45:42,428 INFO ___FILE_ONLY___ ══════════════════════════════
724
+ 2024-12-10 17:45:42,429 INFO ___FILE_ONLY___ ══════════════════════════════
725
+ 2024-12-10 17:45:42,429 INFO ___FILE_ONLY___ ╝
726
+
727
+ 2024-12-10 17:45:42,436 INFO ___FILE_ONLY___ ╔════════════════════════════════════════════════════════════╗
728
+
729
+ 2024-12-10 17:45:42,437 INFO ___FILE_ONLY___ ╠═ Installing: Google Cloud CRC32C Hash Tool ═╣
730
+
731
+ 2024-12-10 17:45:42,437 INFO ___FILE_ONLY___ ╚
732
+ 2024-12-10 17:45:42,442 INFO ___FILE_ONLY___ ════════════════════════════════════════════════════════════
733
+ 2024-12-10 17:45:42,442 INFO ___FILE_ONLY___ ╝
734
+
735
+ 2024-12-10 17:45:42,445 INFO ___FILE_ONLY___ ╔════════════════════════════════════════════════════════════╗
736
+
737
+ 2024-12-10 17:45:42,445 INFO ___FILE_ONLY___ ╠═ Installing: Google Cloud CRC32C Hash Tool (Platform S... ═╣
738
+
739
+ 2024-12-10 17:45:42,445 INFO ___FILE_ONLY___ ╚
740
+ 2024-12-10 17:45:42,485 INFO ___FILE_ONLY___ ══════════════════════════════
741
+ 2024-12-10 17:45:42,486 INFO ___FILE_ONLY___ ══════════════════════════════
742
+ 2024-12-10 17:45:42,486 INFO ___FILE_ONLY___ ╝
743
+
744
+ 2024-12-10 17:45:42,494 INFO ___FILE_ONLY___ ╔════════════════════════════════════════════════════════════╗
745
+
746
+ 2024-12-10 17:45:42,494 INFO ___FILE_ONLY___ ╠═ Installing: gcloud cli dependencies (Platform Specific) ═╣
747
+
748
+ 2024-12-10 17:45:42,494 INFO ___FILE_ONLY___ ╚
749
+ 2024-12-10 17:45:42,495 INFO ___FILE_ONLY___ ════════════════════════════════════════════════════════════
750
+ 2024-12-10 17:45:42,495 INFO ___FILE_ONLY___ ╝
751
+
752
+ 2024-12-10 17:45:42,503 DEBUG root Updating notification cache...
753
+ 2024-12-10 17:45:42,504 INFO ___FILE_ONLY___
754
+
755
+ 2024-12-10 17:45:42,507 INFO ___FILE_ONLY___ Performing post processing steps...
756
+ 2024-12-10 17:45:42,507 DEBUG root Executing command: ['/tools/google-cloud-sdk/bin/gcloud', 'components', 'post-process']
757
+ 2024-12-10 17:45:59,554 DEBUG ___FILE_ONLY___
758
+ 2024-12-10 17:45:59,555 DEBUG ___FILE_ONLY___
759
+ 2024-12-10 17:45:59,808 INFO ___FILE_ONLY___
760
+ Update done!
761
+
762
+
763
+ 2024-12-10 17:45:59,813 DEBUG root Chosen display Format:none
764
+ 2024-12-10 17:45:59,813 INFO root Display format: "none"
.config/logs/2024.12.10/17.45.43.069446.log ADDED
@@ -0,0 +1,5 @@
 
 
 
 
 
 
1
+ 2024-12-10 17:45:43,070 DEBUG root Loaded Command Group: ['gcloud', 'components']
2
+ 2024-12-10 17:45:43,073 DEBUG root Loaded Command Group: ['gcloud', 'components', 'post_process']
3
+ 2024-12-10 17:45:43,075 DEBUG root Running [gcloud.components.post-process] with arguments: []
4
+ 2024-12-10 17:45:59,417 DEBUG root Chosen display Format:none
5
+ 2024-12-10 17:45:59,418 INFO root Display format: "none"
.config/logs/2024.12.10/17.46.00.505537.log ADDED
@@ -0,0 +1,152 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ 2024-12-10 17:46:00,506 DEBUG root Loaded Command Group: ['gcloud', 'components']
2
+ 2024-12-10 17:46:00,509 DEBUG root Loaded Command Group: ['gcloud', 'components', 'update']
3
+ 2024-12-10 17:46:00,512 DEBUG root Running [gcloud.components.update] with arguments: [--quiet: "True", COMPONENT-IDS:8: "['gcloud', 'core', 'bq', 'gsutil', 'compute', 'preview', 'alpha', 'beta']"]
4
+ 2024-12-10 17:46:00,513 INFO ___FILE_ONLY___ Beginning update. This process may take several minutes.
5
+
6
+ 2024-12-10 17:46:00,524 DEBUG urllib3.connectionpool Starting new HTTPS connection (1): dl.google.com:443
7
+ 2024-12-10 17:46:01,527 DEBUG urllib3.connectionpool https://dl.google.com:443 "GET /dl/cloudsdk/channels/rapid/components-2.json HTTP/1.1" 200 227817
8
+ 2024-12-10 17:46:01,547 WARNING root Component [compute] no longer exists.
9
+ 2024-12-10 17:46:01,548 INFO ___FILE_ONLY___
10
+
11
+ 2024-12-10 17:46:01,549 INFO ___FILE_ONLY___
12
+ Your current Google Cloud CLI version is: 503.0.0
13
+
14
+ 2024-12-10 17:46:01,549 INFO ___FILE_ONLY___ Installing components from version: 503.0.0
15
+
16
+ 2024-12-10 17:46:01,549 INFO ___FILE_ONLY___
17
+
18
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@@ -33,3 +33,5 @@ saved_model/**/* filter=lfs diff=lfs merge=lfs -text
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README.md ADDED
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1
+ ---
2
+ library_name: transformers
3
+ license: mit
4
+ base_model: neuralmind/bert-base-portuguese-cased
5
+ tags:
6
+ - generated_from_trainer
7
+ metrics:
8
+ - accuracy
9
+ - f1
10
+ - recall
11
+ - precision
12
+ model-index:
13
+ - name: neuralmind/bert-base-portuguese-cased
14
+ results: []
15
+ ---
16
+
17
+ <!-- This model card has been generated automatically according to the information the Trainer had access to. You
18
+ should probably proofread and complete it, then remove this comment. -->
19
+
20
+ # neuralmind/bert-base-portuguese-cased
21
+
22
+ This model is a fine-tuned version of [neuralmind/bert-base-portuguese-cased](https://huggingface.co/neuralmind/bert-base-portuguese-cased) on the None dataset.
23
+ It achieves the following results on the evaluation set:
24
+ - Loss: 0.0505
25
+ - Accuracy: 0.7211
26
+ - F1: 0.6737
27
+ - Recall: 0.7341
28
+ - Precision: 0.6706
29
+
30
+ ## Model description
31
+
32
+ More information needed
33
+
34
+ ## Intended uses & limitations
35
+
36
+ More information needed
37
+
38
+ ## Training and evaluation data
39
+
40
+ More information needed
41
+
42
+ ## Training procedure
43
+
44
+ ### Training hyperparameters
45
+
46
+ The following hyperparameters were used during training:
47
+ - learning_rate: 1e-05
48
+ - train_batch_size: 64
49
+ - eval_batch_size: 64
50
+ - seed: 5151
51
+ - optimizer: Use adamw_torch with betas=(0.9,0.999) and epsilon=1e-08 and optimizer_args=No additional optimizer arguments
52
+ - lr_scheduler_type: linear
53
+ - lr_scheduler_warmup_steps: 120
54
+ - num_epochs: 20
55
+
56
+ ### Training results
57
+
58
+ | Training Loss | Epoch | Step | Validation Loss | Accuracy | F1 | Recall | Precision |
59
+ |:-------------:|:-----:|:----:|:---------------:|:--------:|:------:|:------:|:---------:|
60
+ | 0.0685 | 1.0 | 18 | 0.0667 | 0.3571 | 0.3563 | 0.4877 | 0.4864 |
61
+ | 0.0642 | 2.0 | 36 | 0.0655 | 0.5268 | 0.5020 | 0.5461 | 0.5354 |
62
+ | 0.0629 | 3.0 | 54 | 0.0641 | 0.6607 | 0.6052 | 0.6253 | 0.6036 |
63
+ | 0.0614 | 4.0 | 72 | 0.0618 | 0.6964 | 0.6569 | 0.6942 | 0.6551 |
64
+ | 0.0583 | 5.0 | 90 | 0.0584 | 0.7054 | 0.6773 | 0.7339 | 0.6816 |
65
+ | 0.0549 | 6.0 | 108 | 0.0548 | 0.7321 | 0.6930 | 0.7295 | 0.6862 |
66
+ | 0.048 | 7.0 | 126 | 0.0553 | 0.7768 | 0.7124 | 0.7148 | 0.7102 |
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+ | 0.0391 | 8.0 | 144 | 0.0521 | 0.7768 | 0.7460 | 0.7933 | 0.7360 |
68
+ | 0.032 | 9.0 | 162 | 0.0523 | 0.7679 | 0.7208 | 0.7424 | 0.7103 |
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+ | 0.0222 | 10.0 | 180 | 0.0585 | 0.7946 | 0.7354 | 0.7381 | 0.7329 |
70
+ | 0.0181 | 11.0 | 198 | 0.0809 | 0.8036 | 0.7083 | 0.6880 | 0.7561 |
71
+
72
+
73
+ ### Framework versions
74
+
75
+ - Transformers 4.47.0
76
+ - Pytorch 2.5.1+cu121
77
+ - Datasets 3.2.0
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+ - Tokenizers 0.21.0
config.json ADDED
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1
+ {
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+ "_name_or_path": "neuralmind/bert-base-portuguese-cased",
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+ "architectures": [
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+ "BertForSequenceClassification"
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+ ],
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+ "attention_probs_dropout_prob": 0.05,
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+ "classifier_dropout": null,
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+ "directionality": "bidi",
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+ "hidden_act": "gelu",
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+ "hidden_dropout_prob": 0.05,
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+ "hidden_size": 768,
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+ "id2label": {
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+ "0": "0",
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+ "pooler_type": "first_token_transform",
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+ "problem_type": "single_label_classification",
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+ "type_vocab_size": 2,
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+ "use_cache": true,
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+ "vocab_size": 29794
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+ }
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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
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+
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+ * `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
+
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+ * `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).
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@@ -0,0 +1,578 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ datasets==3.2.0
2
+ dill==0.3.8
3
+ transformers==4.47.0
4
+ evaluate==0.4.3
5
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6
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8
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9
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10
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11
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12
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13
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14
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15
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17
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18
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20
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22
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24
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25
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26
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27
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28
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29
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31
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41
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44
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47
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49
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51
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53
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54
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55
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60
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62
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63
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66
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67
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68
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73
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74
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75
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77
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78
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80
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81
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82
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83
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84
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85
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86
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87
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88
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89
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90
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91
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92
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93
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94
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95
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96
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97
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98
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99
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100
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101
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102
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103
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104
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105
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106
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107
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108
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109
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110
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111
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112
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113
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114
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115
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116
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117
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118
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119
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120
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121
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122
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123
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124
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125
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126
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127
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128
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129
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130
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131
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132
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133
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134
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135
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136
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137
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138
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139
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140
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141
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142
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143
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144
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145
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146
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147
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148
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149
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150
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151
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152
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153
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154
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155
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156
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157
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158
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159
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160
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161
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162
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163
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164
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165
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166
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167
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168
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169
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170
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171
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172
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173
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174
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175
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176
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177
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178
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179
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180
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181
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182
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183
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184
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185
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186
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187
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188
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189
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190
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191
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192
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193
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194
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195
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196
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198
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199
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201
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202
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203
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205
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206
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207
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208
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209
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210
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213
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215
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216
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217
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218
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219
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221
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223
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224
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225
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226
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227
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231
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232
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233
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234
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238
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256
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257
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258
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259
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260
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265
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267
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273
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274
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275
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276
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283
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291
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294
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296
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306
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309
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321
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322
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329
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383
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384
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385
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391
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392
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394
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395
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396
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403
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406
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407
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408
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409
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412
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413
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414
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415
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416
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417
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418
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419
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420
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421
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422
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423
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424
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425
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426
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427
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428
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429
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430
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431
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432
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433
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434
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435
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438
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440
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441
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442
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444
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445
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446
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447
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448
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449
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450
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451
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452
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456
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457
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459
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462
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463
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465
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466
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471
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473
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474
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475
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476
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478
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479
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481
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482
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486
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