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Add Gradio app and model files

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This view is limited to 50 files because it contains too many changes.   See raw diff
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  1. .config/.last_opt_in_prompt.yaml +1 -0
  2. .config/.last_survey_prompt.yaml +1 -0
  3. .config/.last_update_check.json +1 -0
  4. .config/active_config +1 -0
  5. .config/config_sentinel +0 -0
  6. .config/configurations/config_default +6 -0
  7. .config/default_configs.db +0 -0
  8. .config/gce +1 -0
  9. .config/hidden_gcloud_config_universe_descriptor_data_cache_configs.db +0 -0
  10. .config/logs/2025.09.25/13.36.07.721162.log +765 -0
  11. .config/logs/2025.09.25/13.36.28.271167.log +5 -0
  12. .config/logs/2025.09.25/13.36.36.952554.log +153 -0
  13. .config/logs/2025.09.25/13.36.38.163546.log +5 -0
  14. .config/logs/2025.09.25/13.36.46.286835.log +8 -0
  15. .config/logs/2025.09.25/13.36.46.995115.log +8 -0
  16. .gitattributes +34 -0
  17. .gradio/certificate.pem +31 -0
  18. app.py +150 -0
  19. error.png +0 -0
  20. hf_assets/lego_predictor_dir.zip +3 -0
  21. hf_assets/predictor_native/learner.pkl +3 -0
  22. hf_assets/predictor_native/metadata.json +690 -0
  23. hf_assets/predictor_native/models/CatBoost_BAG_L1/utils/model_template.pkl +3 -0
  24. hf_assets/predictor_native/models/CatBoost_BAG_L2/utils/model_template.pkl +3 -0
  25. hf_assets/predictor_native/models/CatBoost_r137_BAG_L1/utils/model_template.pkl +3 -0
  26. hf_assets/predictor_native/models/CatBoost_r13_BAG_L1/utils/model_template.pkl +3 -0
  27. hf_assets/predictor_native/models/CatBoost_r177_BAG_L1/utils/model_template.pkl +3 -0
  28. hf_assets/predictor_native/models/CatBoost_r177_BAG_L2/utils/model_template.pkl +3 -0
  29. hf_assets/predictor_native/models/CatBoost_r9_BAG_L1/utils/model_template.pkl +3 -0
  30. hf_assets/predictor_native/models/ExtraTreesEntr_BAG_L1/S1F1/model.pkl +3 -0
  31. hf_assets/predictor_native/models/ExtraTreesEntr_BAG_L1/model.pkl +3 -0
  32. hf_assets/predictor_native/models/ExtraTreesEntr_BAG_L1/utils/model_template.pkl +3 -0
  33. hf_assets/predictor_native/models/ExtraTreesEntr_BAG_L1/utils/oof.pkl +3 -0
  34. hf_assets/predictor_native/models/ExtraTreesEntr_BAG_L2/S1F1/model.pkl +3 -0
  35. hf_assets/predictor_native/models/ExtraTreesEntr_BAG_L2/model.pkl +3 -0
  36. hf_assets/predictor_native/models/ExtraTreesEntr_BAG_L2/utils/model_template.pkl +3 -0
  37. hf_assets/predictor_native/models/ExtraTreesEntr_BAG_L2/utils/oof.pkl +3 -0
  38. hf_assets/predictor_native/models/ExtraTreesGini_BAG_L1/S1F1/model.pkl +3 -0
  39. hf_assets/predictor_native/models/ExtraTreesGini_BAG_L1/model.pkl +3 -0
  40. hf_assets/predictor_native/models/ExtraTreesGini_BAG_L1/utils/model_template.pkl +3 -0
  41. hf_assets/predictor_native/models/ExtraTreesGini_BAG_L1/utils/oof.pkl +3 -0
  42. hf_assets/predictor_native/models/ExtraTreesGini_BAG_L2/S1F1/model.pkl +3 -0
  43. hf_assets/predictor_native/models/ExtraTreesGini_BAG_L2/model.pkl +3 -0
  44. hf_assets/predictor_native/models/ExtraTreesGini_BAG_L2/utils/model_template.pkl +3 -0
  45. hf_assets/predictor_native/models/ExtraTreesGini_BAG_L2/utils/oof.pkl +3 -0
  46. hf_assets/predictor_native/models/ExtraTrees_r42_BAG_L1/S1F1/model.pkl +3 -0
  47. hf_assets/predictor_native/models/ExtraTrees_r42_BAG_L1/model.pkl +3 -0
  48. hf_assets/predictor_native/models/ExtraTrees_r42_BAG_L1/utils/model_template.pkl +3 -0
  49. hf_assets/predictor_native/models/ExtraTrees_r42_BAG_L1/utils/oof.pkl +3 -0
  50. hf_assets/predictor_native/models/LightGBMLarge_BAG_L1/S1F1/model.pkl +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: 1758807396.3381271
.config/.last_update_check.json ADDED
@@ -0,0 +1 @@
 
 
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+ {"last_update_check_time": 1758807397.661274, "last_update_check_revision": 20250923151237, "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
Binary file (12.3 kB). View file
 
.config/gce ADDED
@@ -0,0 +1 @@
 
 
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+ False
.config/hidden_gcloud_config_universe_descriptor_data_cache_configs.db ADDED
Binary file (12.3 kB). View file
 
.config/logs/2025.09.25/13.36.07.721162.log ADDED
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+ 2025-09-25 13:36:19,747 DEBUG root Loaded Command Group: ['gcloud', 'components']
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+ 2025-09-25 13:36:19,752 DEBUG root Loaded Command Group: ['gcloud', 'components', 'update']
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+ 2025-09-25 13:36:19,754 DEBUG root Running [gcloud.components.update] with arguments: [--compile-python: "True", --quiet: "True", COMPONENT-IDS:6: "['core', 'gcloud-deps', 'bq', 'gcloud', 'gcloud-crc32c', 'gsutil']"]
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+ 2025-09-25 13:36:19,754 INFO ___FILE_ONLY___ Beginning update. This process may take several minutes.
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+
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+ 2025-09-25 13:36:19,788 DEBUG urllib3.connectionpool Starting new HTTPS connection (1): dl.google.com:443
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+ 2025-09-25 13:36:19,807 DEBUG urllib3.connectionpool https://dl.google.com:443 "GET /dl/cloudsdk/channels/rapid/components-2.json HTTP/11" 200 233149
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+ 2025-09-25 13:36:19,819 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)
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+ 2025-09-25 13:36:19,820 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)
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+ 2025-09-25 13:36:20,409 DEBUG urllib3.connectionpool Starting new HTTPS connection (1): dl.google.com:443
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+
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+ 2025-09-25 13:36:21,186 INFO ___FILE_ONLY___ ╔════════════════════════════════════════════════════════════╗
476
+
477
+ 2025-09-25 13:36:21,186 INFO ___FILE_ONLY___ ╠═ Downloading: gcloud cli dependencies (Platform Specific) ═╣
478
+
479
+ 2025-09-25 13:36:21,186 INFO ___FILE_ONLY___ ╚
480
+ 2025-09-25 13:36:21,189 DEBUG urllib3.connectionpool Starting new HTTPS connection (1): dl.google.com:443
481
+ 2025-09-25 13:36:21,237 DEBUG urllib3.connectionpool https://dl.google.com:443 "GET /dl/cloudsdk/channels/rapid/components/google-cloud-sdk-gcloud-deps-linux-x86_64-20210416153011.tar.gz HTTP/11" 200 104
482
+ 2025-09-25 13:36:21,238 INFO ___FILE_ONLY___ ════════════════════════════════════════════════════════════
483
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486
+
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+ 2025-09-25 13:36:21,240 INFO ___FILE_ONLY___ ╠═ Installing: BigQuery Command Line Tool ═╣
488
+
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+ 2025-09-25 13:36:21,240 INFO ___FILE_ONLY___ ╚
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+ 2025-09-25 13:36:21,329 INFO ___FILE_ONLY___ ═
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548
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549
+ 2025-09-25 13:36:21,465 INFO ___FILE_ONLY___ ═
550
+ 2025-09-25 13:36:21,465 INFO ___FILE_ONLY___ ╝
551
+
552
+ 2025-09-25 13:36:21,473 INFO ___FILE_ONLY___ ╔════════════════════════════════════════════════════════════╗
553
+
554
+ 2025-09-25 13:36:21,473 INFO ___FILE_ONLY___ ╠═ Installing: BigQuery Command Line Tool (Platform Spec... ═╣
555
+
556
+ 2025-09-25 13:36:21,473 INFO ___FILE_ONLY___ ╚
557
+ 2025-09-25 13:36:21,473 INFO ___FILE_ONLY___ ════════════════════════════════════════════════════════════
558
+ 2025-09-25 13:36:21,473 INFO ___FILE_ONLY___ ╝
559
+
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561
+
562
+ 2025-09-25 13:36:21,477 INFO ___FILE_ONLY___ ╠═ Installing: Bundled Python 3.12 ═╣
563
+
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+ 2025-09-25 13:36:21,478 INFO ___FILE_ONLY___ ╚
565
+ 2025-09-25 13:36:21,480 INFO ___FILE_ONLY___ ════════════════════════════════════════════════════════════
566
+ 2025-09-25 13:36:21,480 INFO ___FILE_ONLY___ ╝
567
+
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569
+
570
+ 2025-09-25 13:36:21,482 INFO ___FILE_ONLY___ ╠═ Installing: Bundled Python 3.12 (Platform Specific) ═╣
571
+
572
+ 2025-09-25 13:36:21,482 INFO ___FILE_ONLY___ ╚
573
+ 2025-09-25 13:36:23,600 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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582
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583
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591
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608
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609
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610
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611
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612
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613
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614
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615
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616
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617
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618
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619
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620
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621
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622
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623
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624
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625
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626
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627
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628
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629
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630
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631
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632
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633
+ 2025-09-25 13:36:26,332 INFO ___FILE_ONLY___ ╝
634
+
635
+ 2025-09-25 13:36:26,382 INFO ___FILE_ONLY___ ╔════════════════════════════════════════════════════════════╗
636
+
637
+ 2025-09-25 13:36:26,383 INFO ___FILE_ONLY___ ╠═ Installing: Cloud Storage Command Line Tool ═╣
638
+
639
+ 2025-09-25 13:36:26,383 INFO ___FILE_ONLY___ ╚
640
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641
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649
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650
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658
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664
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+ 2025-09-25 13:36:27,601 INFO ___FILE_ONLY___ ═
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+ 2025-09-25 13:36:27,615 INFO ___FILE_ONLY___ ═
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+ 2025-09-25 13:36:27,651 INFO ___FILE_ONLY___ ═
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+ 2025-09-25 13:36:27,667 INFO ___FILE_ONLY___ ═
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+ 2025-09-25 13:36:27,684 INFO ___FILE_ONLY___ ═
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+ 2025-09-25 13:36:27,684 INFO ___FILE_ONLY___ ╝
701
+
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+ 2025-09-25 13:36:27,714 INFO ___FILE_ONLY___ ╔════════════════════════════════════════════════════════════╗
703
+
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+ 2025-09-25 13:36:27,714 INFO ___FILE_ONLY___ ╠═ Installing: Cloud Storage Command Line Tool (Platform... ═╣
705
+
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+ 2025-09-25 13:36:27,715 INFO ___FILE_ONLY___ ╚
707
+ 2025-09-25 13:36:27,715 INFO ___FILE_ONLY___ ════════════════════════════════════════════════════════════
708
+ 2025-09-25 13:36:27,715 INFO ___FILE_ONLY___ ╝
709
+
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+ 2025-09-25 13:36:27,719 INFO ___FILE_ONLY___ ╔════════════════════════════════════════════════════════════╗
711
+
712
+ 2025-09-25 13:36:27,719 INFO ___FILE_ONLY___ ╠═ Installing: Default set of gcloud commands ═╣
713
+
714
+ 2025-09-25 13:36:27,720 INFO ___FILE_ONLY___ ╚
715
+ 2025-09-25 13:36:27,722 INFO ___FILE_ONLY___ ════════════════════════════════════════════════════════════
716
+ 2025-09-25 13:36:27,722 INFO ___FILE_ONLY___ ╝
717
+
718
+ 2025-09-25 13:36:27,723 INFO ___FILE_ONLY___ ╔════════════════════════════════════════════════════════════╗
719
+
720
+ 2025-09-25 13:36:27,723 INFO ___FILE_ONLY___ ╠═ Installing: Google Cloud CLI Core Libraries (Platform... ═╣
721
+
722
+ 2025-09-25 13:36:27,724 INFO ___FILE_ONLY___ ╚
723
+ 2025-09-25 13:36:27,724 INFO ___FILE_ONLY___ ══════════════════════════════
724
+ 2025-09-25 13:36:27,725 INFO ___FILE_ONLY___ ══════════════════════════════
725
+ 2025-09-25 13:36:27,725 INFO ___FILE_ONLY___ ╝
726
+
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+ 2025-09-25 13:36:27,728 INFO ___FILE_ONLY___ ╔════════════════════════════════════════════════════════════╗
728
+
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+ 2025-09-25 13:36:27,729 INFO ___FILE_ONLY___ ╠═ Installing: Google Cloud CRC32C Hash Tool ═╣
730
+
731
+ 2025-09-25 13:36:27,729 INFO ___FILE_ONLY___ ╚
732
+ 2025-09-25 13:36:27,731 INFO ___FILE_ONLY___ ════════════════════════════════════════════════════════════
733
+ 2025-09-25 13:36:27,731 INFO ___FILE_ONLY___ ╝
734
+
735
+ 2025-09-25 13:36:27,732 INFO ___FILE_ONLY___ ╔════════════════════════════════════════════════════════════╗
736
+
737
+ 2025-09-25 13:36:27,733 INFO ___FILE_ONLY___ ╠═ Installing: Google Cloud CRC32C Hash Tool (Platform S... ═╣
738
+
739
+ 2025-09-25 13:36:27,733 INFO ___FILE_ONLY___ ╚
740
+ 2025-09-25 13:36:27,769 INFO ___FILE_ONLY___ ══════════════════════════════
741
+ 2025-09-25 13:36:27,769 INFO ___FILE_ONLY___ ══════════════════════════════
742
+ 2025-09-25 13:36:27,769 INFO ___FILE_ONLY___ ╝
743
+
744
+ 2025-09-25 13:36:27,774 INFO ___FILE_ONLY___ ╔════════════════════════════════════════════════════════════╗
745
+
746
+ 2025-09-25 13:36:27,774 INFO ___FILE_ONLY___ ╠═ Installing: gcloud cli dependencies (Platform Specific) ═╣
747
+
748
+ 2025-09-25 13:36:27,774 INFO ___FILE_ONLY___ ╚
749
+ 2025-09-25 13:36:27,774 INFO ___FILE_ONLY___ ════════════════════════════════════════════════════════════
750
+ 2025-09-25 13:36:27,775 INFO ___FILE_ONLY___ ╝
751
+
752
+ 2025-09-25 13:36:27,779 DEBUG root Updating notification cache...
753
+ 2025-09-25 13:36:27,779 INFO ___FILE_ONLY___
754
+
755
+ 2025-09-25 13:36:27,781 INFO ___FILE_ONLY___ Performing post processing steps...
756
+ 2025-09-25 13:36:27,781 DEBUG root Executing command: ['/tools/google-cloud-sdk/bin/gcloud', 'components', 'post-process']
757
+ 2025-09-25 13:36:36,104 DEBUG ___FILE_ONLY___
758
+ 2025-09-25 13:36:36,104 DEBUG ___FILE_ONLY___
759
+ 2025-09-25 13:36:36,333 INFO root descriptor_list: [{'universeDomain': 'googleapis.com', 'universeShortName': '', 'authenticationDomain': 'auth.cloud.google.com', 'projectPrefix': '', 'cloudWebDomain': 'cloud.google.com', 'documentationDomain': 'cloud.google.com', 'version': '1.0.0', 'state': 'primary', 'artifactRegistryDomain': 'pkg.dev'}]
760
+ 2025-09-25 13:36:36,334 INFO ___FILE_ONLY___
761
+ Update done!
762
+
763
+
764
+ 2025-09-25 13:36:36,337 DEBUG root Chosen display Format:none
765
+ 2025-09-25 13:36:36,337 INFO root Display format: "none"
.config/logs/2025.09.25/13.36.28.271167.log ADDED
@@ -0,0 +1,5 @@
 
 
 
 
 
 
1
+ 2025-09-25 13:36:28,271 DEBUG root Loaded Command Group: ['gcloud', 'components']
2
+ 2025-09-25 13:36:28,273 DEBUG root Loaded Command Group: ['gcloud', 'components', 'post_process']
3
+ 2025-09-25 13:36:28,275 DEBUG root Running [gcloud.components.post-process] with arguments: []
4
+ 2025-09-25 13:36:36,001 DEBUG root Chosen display Format:none
5
+ 2025-09-25 13:36:36,001 INFO root Display format: "none"
.config/logs/2025.09.25/13.36.36.952554.log ADDED
@@ -0,0 +1,153 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ 2025-09-25 13:36:36,953 DEBUG root Loaded Command Group: ['gcloud', 'components']
2
+ 2025-09-25 13:36:36,983 DEBUG root Loaded Command Group: ['gcloud', 'components', 'update']
3
+ 2025-09-25 13:36:36,985 DEBUG root Running [gcloud.components.update] with arguments: [--quiet: "True", COMPONENT-IDS:8: "['gcloud', 'core', 'bq', 'gsutil', 'compute', 'preview', 'alpha', 'beta']"]
4
+ 2025-09-25 13:36:36,986 INFO ___FILE_ONLY___ Beginning update. This process may take several minutes.
5
+
6
+ 2025-09-25 13:36:36,995 DEBUG urllib3.connectionpool Starting new HTTPS connection (1): dl.google.com:443
7
+ 2025-09-25 13:36:37,009 DEBUG urllib3.connectionpool https://dl.google.com:443 "GET /dl/cloudsdk/channels/rapid/components-2.json HTTP/11" 200 233149
8
+ 2025-09-25 13:36:37,021 WARNING root Component [compute] no longer exists.
9
+ 2025-09-25 13:36:37,021 INFO ___FILE_ONLY___
10
+
11
+ 2025-09-25 13:36:37,022 INFO ___FILE_ONLY___
12
+ Your current Google Cloud CLI version is: 540.0.0
13
+
14
+ 2025-09-25 13:36:37,022 INFO ___FILE_ONLY___ Installing components from version: 540.0.0
15
+
16
+ 2025-09-25 13:36:37,022 INFO ___FILE_ONLY___
17
+
18
+ 2025-09-25 13:36:37,022 DEBUG root Chosen display Format:table[box,title="These components will be removed."](details.display_name:label=Name:align=left,version.version_string:label=Version:align=right,data.size.size(zero="",min=1048576):label=Size:align=right)
19
+ 2025-09-25 13:36:37,023 DEBUG root Chosen display Format:table[box,title="These components will be updated."](details.display_name:label=Name:align=left,version.version_string:label=Version:align=right,data.size.size(zero="",min=1048576):label=Size:align=right)
20
+ 2025-09-25 13:36:37,023 DEBUG root Chosen display Format:table[box,title="These components will be installed."](details.display_name:label=Name:align=left,version.version_string:label=Version:align=right,data.size.size(zero="",min=1048576):label=Size:align=right)
21
+ 2025-09-25 13:36:37,038 INFO ___FILE_ONLY___ ┌────────────────────────────────────────────────┐
22
+ 2025-09-25 13:36:37,038 INFO ___FILE_ONLY___
23
+
24
+ 2025-09-25 13:36:37,039 INFO ___FILE_ONLY___ │ These components will be installed. │
25
+ 2025-09-25 13:36:37,039 INFO ___FILE_ONLY___
26
+
27
+ 2025-09-25 13:36:37,039 INFO ___FILE_ONLY___ ├─────────────────────────┬────────────┬─────────┤
28
+ 2025-09-25 13:36:37,039 INFO ___FILE_ONLY___
29
+
30
+ 2025-09-25 13:36:37,039 INFO ___FILE_ONLY___ │ Name │ Version │ Size │
31
+ 2025-09-25 13:36:37,039 INFO ___FILE_ONLY___
32
+
33
+ 2025-09-25 13:36:37,039 INFO ___FILE_ONLY___ ├─────────────────────────┼────────────┼─────────┤
34
+ 2025-09-25 13:36:37,039 INFO ___FILE_ONLY___
35
+
36
+ 2025-09-25 13:36:37,039 INFO ___FILE_ONLY___ │
37
+ 2025-09-25 13:36:37,039 INFO ___FILE_ONLY___ gcloud Alpha Commands
38
+ 2025-09-25 13:36:37,039 INFO ___FILE_ONLY___
39
+ 2025-09-25 13:36:37,039 INFO ___FILE_ONLY___ │
40
+ 2025-09-25 13:36:37,039 INFO ___FILE_ONLY___ 2025.09.23
41
+ 2025-09-25 13:36:37,039 INFO ___FILE_ONLY___
42
+ 2025-09-25 13:36:37,039 INFO ___FILE_ONLY___ │
43
+ 2025-09-25 13:36:37,039 INFO ___FILE_ONLY___ < 1 MiB
44
+ 2025-09-25 13:36:37,039 INFO ___FILE_ONLY___
45
+ 2025-09-25 13:36:37,039 INFO ___FILE_ONLY___ │
46
+ 2025-09-25 13:36:37,040 INFO ___FILE_ONLY___
47
+
48
+ 2025-09-25 13:36:37,040 INFO ___FILE_ONLY___ │
49
+ 2025-09-25 13:36:37,040 INFO ___FILE_ONLY___ gcloud Beta Commands
50
+ 2025-09-25 13:36:37,040 INFO ___FILE_ONLY___
51
+ 2025-09-25 13:36:37,040 INFO ___FILE_ONLY___ │
52
+ 2025-09-25 13:36:37,040 INFO ___FILE_ONLY___ 2025.09.23
53
+ 2025-09-25 13:36:37,040 INFO ___FILE_ONLY___
54
+ 2025-09-25 13:36:37,040 INFO ___FILE_ONLY___ │
55
+ 2025-09-25 13:36:37,040 INFO ___FILE_ONLY___ < 1 MiB
56
+ 2025-09-25 13:36:37,040 INFO ___FILE_ONLY___
57
+ 2025-09-25 13:36:37,040 INFO ___FILE_ONLY___ │
58
+ 2025-09-25 13:36:37,040 INFO ___FILE_ONLY___
59
+
60
+ 2025-09-25 13:36:37,040 INFO ___FILE_ONLY___ │
61
+ 2025-09-25 13:36:37,040 INFO ___FILE_ONLY___ gcloud Preview Commands
62
+ 2025-09-25 13:36:37,040 INFO ___FILE_ONLY___
63
+ 2025-09-25 13:36:37,040 INFO ___FILE_ONLY___ │
64
+ 2025-09-25 13:36:37,040 INFO ___FILE_ONLY___
65
+ 2025-09-25 13:36:37,040 INFO ___FILE_ONLY___
66
+ 2025-09-25 13:36:37,040 INFO ___FILE_ONLY___ │
67
+ 2025-09-25 13:36:37,040 INFO ___FILE_ONLY___ < 1 MiB
68
+ 2025-09-25 13:36:37,041 INFO ___FILE_ONLY___
69
+ 2025-09-25 13:36:37,041 INFO ___FILE_ONLY___ │
70
+ 2025-09-25 13:36:37,041 INFO ___FILE_ONLY___
71
+
72
+ 2025-09-25 13:36:37,041 INFO ___FILE_ONLY___ └─────────────────────────┴────────────┴─────────┘
73
+ 2025-09-25 13:36:37,041 INFO ___FILE_ONLY___
74
+
75
+ 2025-09-25 13:36:37,041 INFO ___FILE_ONLY___
76
+
77
+ 2025-09-25 13:36:37,043 DEBUG urllib3.connectionpool Starting new HTTPS connection (1): dl.google.com:443
78
+ 2025-09-25 13:36:37,054 DEBUG urllib3.connectionpool https://dl.google.com:443 "GET /dl/cloudsdk/channels/rapid/RELEASE_NOTES HTTP/11" 200 1487839
79
+ 2025-09-25 13:36:37,553 INFO ___FILE_ONLY___ For the latest full release notes, please visit:
80
+ https://cloud.google.com/sdk/release_notes
81
+
82
+
83
+ 2025-09-25 13:36:37,554 INFO ___FILE_ONLY___ Performing in place update...
84
+
85
+
86
+ 2025-09-25 13:36:37,556 INFO ___FILE_ONLY___ ╔════════════════════════════════════════════════════════════╗
87
+
88
+ 2025-09-25 13:36:37,556 INFO ___FILE_ONLY___ ╠═ Downloading: gcloud Alpha Commands ═╣
89
+
90
+ 2025-09-25 13:36:37,556 INFO ___FILE_ONLY___ ╚
91
+ 2025-09-25 13:36:37,558 DEBUG urllib3.connectionpool Starting new HTTPS connection (1): dl.google.com:443
92
+ 2025-09-25 13:36:37,571 DEBUG urllib3.connectionpool https://dl.google.com:443 "GET /dl/cloudsdk/channels/rapid/components/google-cloud-sdk-alpha-20250923151237.tar.gz HTTP/11" 200 800
93
+ 2025-09-25 13:36:37,572 INFO ___FILE_ONLY___ ════════════════════════════════════════════════════════════
94
+ 2025-09-25 13:36:37,572 INFO ___FILE_ONLY___ ╝
95
+
96
+ 2025-09-25 13:36:37,574 INFO ___FILE_ONLY___ ╔════════════════════════════════════════════════════════════╗
97
+
98
+ 2025-09-25 13:36:37,574 INFO ___FILE_ONLY___ ╠═ Downloading: gcloud Beta Commands ═╣
99
+
100
+ 2025-09-25 13:36:37,574 INFO ___FILE_ONLY___ ╚
101
+ 2025-09-25 13:36:37,577 DEBUG urllib3.connectionpool Starting new HTTPS connection (1): dl.google.com:443
102
+ 2025-09-25 13:36:37,587 DEBUG urllib3.connectionpool https://dl.google.com:443 "GET /dl/cloudsdk/channels/rapid/components/google-cloud-sdk-beta-20250923151237.tar.gz HTTP/11" 200 797
103
+ 2025-09-25 13:36:37,587 INFO ___FILE_ONLY___ ════════════════════════════════════════════════════════════
104
+ 2025-09-25 13:36:37,587 INFO ___FILE_ONLY___ ╝
105
+
106
+ 2025-09-25 13:36:37,589 INFO ___FILE_ONLY___ ╔════════════════════════════════════════════════════════════╗
107
+
108
+ 2025-09-25 13:36:37,589 INFO ___FILE_ONLY___ ╠═ Downloading: gcloud Preview Commands ═╣
109
+
110
+ 2025-09-25 13:36:37,589 INFO ___FILE_ONLY___ ╚
111
+ 2025-09-25 13:36:37,592 DEBUG urllib3.connectionpool Starting new HTTPS connection (1): dl.google.com:443
112
+ 2025-09-25 13:36:37,642 DEBUG urllib3.connectionpool https://dl.google.com:443 "GET /dl/cloudsdk/channels/rapid/components/google-cloud-sdk-preview-20241115154308.tar.gz HTTP/11" 200 823
113
+ 2025-09-25 13:36:37,642 INFO ___FILE_ONLY___ ════════════════════════════════════════════════════════════
114
+ 2025-09-25 13:36:37,643 INFO ___FILE_ONLY___ ╝
115
+
116
+ 2025-09-25 13:36:37,644 INFO ___FILE_ONLY___ ╔════════════════════════════════════════════════════════════╗
117
+
118
+ 2025-09-25 13:36:37,645 INFO ___FILE_ONLY___ ╠═ Installing: gcloud Alpha Commands ═╣
119
+
120
+ 2025-09-25 13:36:37,645 INFO ___FILE_ONLY___ ╚
121
+ 2025-09-25 13:36:37,646 INFO ___FILE_ONLY___ ════════════════════════════════════════════════════════════
122
+ 2025-09-25 13:36:37,646 INFO ___FILE_ONLY___ ╝
123
+
124
+ 2025-09-25 13:36:37,650 INFO ___FILE_ONLY___ ╔════════════════════════════════════════════════════════════╗
125
+
126
+ 2025-09-25 13:36:37,651 INFO ___FILE_ONLY___ ╠═ Installing: gcloud Beta Commands ═╣
127
+
128
+ 2025-09-25 13:36:37,651 INFO ___FILE_ONLY___ ╚
129
+ 2025-09-25 13:36:37,651 INFO ___FILE_ONLY___ ════════════════════════════════════════════════════════════
130
+ 2025-09-25 13:36:37,651 INFO ___FILE_ONLY___ ╝
131
+
132
+ 2025-09-25 13:36:37,655 INFO ___FILE_ONLY___ ╔════════════════════════════════════════════════════════════╗
133
+
134
+ 2025-09-25 13:36:37,655 INFO ___FILE_ONLY___ ╠═ Installing: gcloud Preview Commands ═╣
135
+
136
+ 2025-09-25 13:36:37,655 INFO ___FILE_ONLY___ ╚
137
+ 2025-09-25 13:36:37,656 INFO ___FILE_ONLY___ ════════════════════════════════════════════════════════════
138
+ 2025-09-25 13:36:37,656 INFO ___FILE_ONLY___ ╝
139
+
140
+ 2025-09-25 13:36:37,661 DEBUG root Updating notification cache...
141
+ 2025-09-25 13:36:37,661 INFO ___FILE_ONLY___
142
+
143
+ 2025-09-25 13:36:37,663 INFO ___FILE_ONLY___ Performing post processing steps...
144
+ 2025-09-25 13:36:37,663 DEBUG root Executing command: ['/tools/google-cloud-sdk/bin/gcloud', 'components', 'post-process']
145
+ 2025-09-25 13:36:45,421 DEBUG ___FILE_ONLY___
146
+ 2025-09-25 13:36:45,421 DEBUG ___FILE_ONLY___
147
+ 2025-09-25 13:36:45,685 INFO root descriptor_list: [{'universeDomain': 'googleapis.com', 'universeShortName': '', 'authenticationDomain': 'auth.cloud.google.com', 'projectPrefix': '', 'cloudWebDomain': 'cloud.google.com', 'documentationDomain': 'cloud.google.com', 'version': '1.0.0', 'state': 'primary', 'artifactRegistryDomain': 'pkg.dev'}]
148
+ 2025-09-25 13:36:45,685 INFO ___FILE_ONLY___
149
+ Update done!
150
+
151
+
152
+ 2025-09-25 13:36:45,687 DEBUG root Chosen display Format:none
153
+ 2025-09-25 13:36:45,688 INFO root Display format: "none"
.config/logs/2025.09.25/13.36.38.163546.log ADDED
@@ -0,0 +1,5 @@
 
 
 
 
 
 
1
+ 2025-09-25 13:36:38,164 DEBUG root Loaded Command Group: ['gcloud', 'components']
2
+ 2025-09-25 13:36:38,166 DEBUG root Loaded Command Group: ['gcloud', 'components', 'post_process']
3
+ 2025-09-25 13:36:38,168 DEBUG root Running [gcloud.components.post-process] with arguments: []
4
+ 2025-09-25 13:36:45,318 DEBUG root Chosen display Format:none
5
+ 2025-09-25 13:36:45,318 INFO root Display format: "none"
.config/logs/2025.09.25/13.36.46.286835.log ADDED
@@ -0,0 +1,8 @@
 
 
 
 
 
 
 
 
 
1
+ 2025-09-25 13:36:46,288 DEBUG root Loaded Command Group: ['gcloud', 'config']
2
+ 2025-09-25 13:36:46,375 DEBUG root Loaded Command Group: ['gcloud', 'config', 'set']
3
+ 2025-09-25 13:36:46,378 DEBUG root Running [gcloud.config.set] with arguments: [SECTION/PROPERTY: "component_manager/disable_update_check", VALUE: "true"]
4
+ 2025-09-25 13:36:46,378 INFO ___FILE_ONLY___ Updated property [component_manager/disable_update_check].
5
+
6
+ 2025-09-25 13:36:46,379 DEBUG root Chosen display Format:default
7
+ 2025-09-25 13:36:46,380 INFO root Display format: "default"
8
+ 2025-09-25 13:36:46,385 DEBUG root SDK update checks are disabled.
.config/logs/2025.09.25/13.36.46.995115.log ADDED
@@ -0,0 +1,8 @@
 
 
 
 
 
 
 
 
 
1
+ 2025-09-25 13:36:46,996 DEBUG root Loaded Command Group: ['gcloud', 'config']
2
+ 2025-09-25 13:36:47,078 DEBUG root Loaded Command Group: ['gcloud', 'config', 'set']
3
+ 2025-09-25 13:36:47,080 DEBUG root Running [gcloud.config.set] with arguments: [SECTION/PROPERTY: "compute/gce_metadata_read_timeout_sec", VALUE: "0"]
4
+ 2025-09-25 13:36:47,081 INFO ___FILE_ONLY___ Updated property [compute/gce_metadata_read_timeout_sec].
5
+
6
+ 2025-09-25 13:36:47,082 DEBUG root Chosen display Format:default
7
+ 2025-09-25 13:36:47,082 INFO root Display format: "default"
8
+ 2025-09-25 13:36:47,087 DEBUG root SDK update checks are disabled.
.gitattributes CHANGED
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  *.zst filter=lfs diff=lfs merge=lfs -text
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  *tfevents* filter=lfs diff=lfs merge=lfs -text
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
33
  *.zip filter=lfs diff=lfs merge=lfs -text
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  *.zst filter=lfs diff=lfs merge=lfs -text
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  *tfevents* filter=lfs diff=lfs merge=lfs -text
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+ sample_data/mnist_test.csv filter=lfs diff=lfs merge=lfs -text
69
+ sample_data/mnist_train_small.csv filter=lfs diff=lfs merge=lfs -text
.gradio/certificate.pem ADDED
@@ -0,0 +1,31 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ -----BEGIN CERTIFICATE-----
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+ -----END CERTIFICATE-----
app.py ADDED
@@ -0,0 +1,150 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+
2
+ import os
3
+ import shutil
4
+ import zipfile
5
+ import pathlib
6
+ import pandas
7
+ import gradio
8
+ import huggingface_hub
9
+ import autogluon.tabular
10
+
11
+ # Settings
12
+ MODEL_REPO_ID = "Iris314/classical-automl-model"
13
+ ZIP_FILENAME = "lego_predictor_dir.zip"
14
+ CACHE_DIR = pathlib.Path("hf_assets")
15
+ EXTRACT_DIR = CACHE_DIR / "predictor_native"
16
+
17
+ # Feature column names and target column names
18
+ FEATURE_COLS = [
19
+ "Max Length (cm)",
20
+ "Max Height (cm)",
21
+ "Width (cm)",
22
+ "Studs",
23
+ ]
24
+ TARGET_COL = "Type of LEGO Brick"
25
+
26
+
27
+ # Encoding for outcome questions
28
+ OUTCOME_LABELS = {
29
+ 0: "Standard",
30
+ 1: "Flat",
31
+ 2: "Sloped",
32
+ }
33
+
34
+ # Download & load the native predictor
35
+ def _prepare_predictor_dir() -> str:
36
+ CACHE_DIR.mkdir(parents=True, exist_ok=True)
37
+ local_zip = huggingface_hub.hf_hub_download(
38
+ repo_id=MODEL_REPO_ID,
39
+ filename=ZIP_FILENAME,
40
+ repo_type="model",
41
+ local_dir=str(CACHE_DIR),
42
+ local_dir_use_symlinks=False,
43
+ )
44
+ if EXTRACT_DIR.exists():
45
+ shutil.rmtree(EXTRACT_DIR)
46
+ EXTRACT_DIR.mkdir(parents=True, exist_ok=True)
47
+ with zipfile.ZipFile(local_zip, "r") as zf:
48
+ zf.extractall(str(EXTRACT_DIR))
49
+ contents = list(EXTRACT_DIR.iterdir())
50
+ predictor_root = contents[0] if (len(contents) == 1 and contents[0].is_dir()) else EXTRACT_DIR
51
+ return str(predictor_root)
52
+
53
+ PREDICTOR_DIR = _prepare_predictor_dir()
54
+ PREDICTOR = autogluon.tabular.TabularPredictor.load(PREDICTOR_DIR, require_py_version_match=False)
55
+
56
+ # A mapping utility to make it easier to encode the variables
57
+ def _human_label(c):
58
+ try:
59
+ ci = int(c)
60
+ if ci in OUTCOME_LABELS:
61
+ return OUTCOME_LABELS[ci]
62
+ except Exception:
63
+ pass
64
+ if c in OUTCOME_LABELS:
65
+ return OUTCOME_LABELS[c]
66
+ return str(c)
67
+
68
+
69
+ def do_predict(Max_Length, Max_Height, Width, Studs):
70
+
71
+ row = {
72
+ FEATURE_COLS[0]: float(Max_Length),
73
+ FEATURE_COLS[1]: float(Max_Height),
74
+ FEATURE_COLS[2]: float(Width),
75
+ FEATURE_COLS[3]: int(Studs),
76
+ }
77
+ X = pandas.DataFrame([row], columns=FEATURE_COLS)
78
+
79
+ pred_series = PREDICTOR.predict(X)
80
+ raw_pred = pred_series.iloc[0]
81
+
82
+ try:
83
+ proba = PREDICTOR.predict_proba(X)
84
+ if isinstance(proba, pandas.Series):
85
+ proba = proba.to_frame().T
86
+ except Exception:
87
+ proba = None
88
+
89
+ pred_label = _human_label(raw_pred)
90
+
91
+ proba_dict = None
92
+ if proba is not None:
93
+ row0 = proba.iloc[0]
94
+ tmp = {}
95
+ for cls, val in row0.items():
96
+ key = _human_label(cls)
97
+ tmp[key] = float(val) + float(tmp.get(key, 0.0))
98
+ proba_dict = dict(sorted(tmp.items(), key=lambda kv: kv[1], reverse=True))
99
+
100
+ # Return the predicted label and confidence
101
+ confidence = round((proba_dict.get(pred_label, 1.0) if proba_dict else 1.0) * 100, 2)
102
+ return pred_label, confidence
103
+
104
+ # Representative examples
105
+ EXAMPLES = [
106
+ [2.4, 1, 1.5, 6, "Standard"],
107
+ [1.5, 0.3, 1.5, 4, "Flat"],
108
+ [1.5, 0.8, 1.5, 1, "Sloped"],
109
+ ]
110
+
111
+ # Gradio UI
112
+ with gradio.Blocks() as demo:
113
+ # Provide an introduction
114
+ gradio.Markdown("# Predict the Type of LEGO Brick")
115
+ gradio.Markdown("""
116
+ This is a simple app that predicts the type of LEGO brick based on its dimensions and number of studs.
117
+ Enter the values for the features below and click "Submit" to see the prediction.
118
+ """)
119
+
120
+ with gradio.Row():
121
+ max_length = gradio.Slider(0, 10, step=0.1, value=2.4, label=FEATURE_COLS[0])
122
+ max_height = gradio.Slider(0, 5, step=0.1, value=1.0, label=FEATURE_COLS[1])
123
+ width = gradio.Slider(0, 5, step=0.1, value=1.5, label=FEATURE_COLS[2])
124
+ studs = gradio.Number(value=6, precision=0, label=FEATURE_COLS[3])
125
+
126
+ # Output labels
127
+ predicted_label = gradio.Label(label="Predicted Type of LEGO Brick")
128
+ confidence_output = gradio.Label(label="Confidence (%)")
129
+
130
+ # Submit button
131
+ submit_button = gradio.Button("Submit")
132
+
133
+ # Link inputs and outputs to the predict function
134
+ inputs = [max_length, max_height, width, studs]
135
+ outputs = [predicted_label, confidence_output]
136
+
137
+ submit_button.click(fn=do_predict, inputs=inputs, outputs=outputs)
138
+
139
+ gradio.Examples(
140
+ examples=EXAMPLES,
141
+ inputs=inputs,
142
+ outputs=outputs,
143
+ label="Representative examples",
144
+ examples_per_page=5,
145
+ cache_examples=False,
146
+ )
147
+
148
+
149
+ if __name__ == "__main__":
150
+ demo.launch() # Set debug=False for deployment
error.png ADDED
hf_assets/lego_predictor_dir.zip ADDED
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+ version https://git-lfs.github.com/spec/v1
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+ oid sha256:ed12bc3c524c022eb682c5103c18d5e2a6bdf46f4a9568ca94a14590b921e0cc
3
+ size 64415353
hf_assets/predictor_native/learner.pkl ADDED
@@ -0,0 +1,3 @@
 
 
 
 
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+ size 5979
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+ "setuptools": "75.2.0",
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+ "autogluon.core": "1.4.0",
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+ "flaml": "2.3.6",
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