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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/2025.12.09/14.40.47.605300.log +765 -0
  11. .config/logs/2025.12.09/14.41.18.717681.log +5 -0
  12. .config/logs/2025.12.09/14.41.27.893750.log +153 -0
  13. .config/logs/2025.12.09/14.41.33.792924.log +5 -0
  14. .config/logs/2025.12.09/14.41.42.675750.log +8 -0
  15. .config/logs/2025.12.09/14.41.43.412452.log +8 -0
  16. .gitattributes +4 -0
  17. inference.py +45 -0
  18. rag_reasoning_enterprise/config.json +19 -0
  19. rag_reasoning_enterprise/docs.jsonl +3 -0
  20. rag_reasoning_enterprise/index.faiss +3 -0
  21. sample_data/README.md +19 -0
  22. sample_data/anscombe.json +49 -0
  23. sample_data/california_housing_test.csv +0 -0
  24. sample_data/california_housing_train.csv +0 -0
  25. sample_data/mnist_test.csv +3 -0
  26. sample_data/mnist_train_small.csv +3 -0
.config/.last_opt_in_prompt.yaml ADDED
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+ {}
.config/.last_survey_prompt.yaml ADDED
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+ last_prompt_time: 1765291287.271469
.config/.last_update_check.json ADDED
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+ {"last_update_check_time": 1765291293.2858686, "last_update_check_revision": 20251205141901, "notifications": [], "last_nag_times": {}}
.config/active_config ADDED
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.config/configurations/config_default ADDED
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+ 2025-12-09 14:41:04,007 INFO ___FILE_ONLY___ ╠═ Downloading: Bundled Python 3.13 (Platform Specific) ═╣
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+ 2025-12-09 14:41:04,010 DEBUG urllib3.connectionpool Starting new HTTPS connection (1): dl.google.com:443
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+ 2025-12-09 14:41:04,953 DEBUG urllib3.connectionpool https://dl.google.com:443 "GET /dl/cloudsdk/channels/rapid/components/google-cloud-sdk-bundled-python3-unix-linux-x86_64-20251205141901.tar.gz HTTP/1.1" 200 145280047
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+ 2025-12-09 14:41:06,521 DEBUG urllib3.connectionpool https://dl.google.com:443 "GET /dl/cloudsdk/channels/rapid/components/google-cloud-sdk-gsutil-20250627154417.tar.gz HTTP/1.1" 200 12962791
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+ 2025-12-09 14:41:06,604 INFO ___FILE_ONLY___ ╠═ Downloading: Cloud Storage Command Line Tool (Platfor... ═╣
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+ 2025-12-09 14:41:06,604 INFO ___FILE_ONLY___ ╚
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+ 2025-12-09 14:41:06,607 DEBUG urllib3.connectionpool Starting new HTTPS connection (1): dl.google.com:443
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+ 2025-12-09 14:41:06,773 DEBUG urllib3.connectionpool https://dl.google.com:443 "GET /dl/cloudsdk/channels/rapid/components/google-cloud-sdk-gsutil-nix-20251031202127.tar.gz HTTP/1.1" 200 1949
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+ 2025-12-09 14:41:06,773 INFO ___FILE_ONLY___ ════════════════════════════════════════════════════════════
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+ 2025-12-09 14:41:06,777 INFO ___FILE_ONLY___ ╠═ Downloading: Google Cloud CLI Core Libraries (Platfor... ═╣
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+ 2025-12-09 14:41:07,717 DEBUG urllib3.connectionpool https://dl.google.com:443 "GET /dl/cloudsdk/channels/rapid/components/google-cloud-sdk-core-nix-20251031202127.tar.gz HTTP/1.1" 200 2326
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+ 2025-12-09 14:41:07,722 INFO ___FILE_ONLY___ ╠═ Downloading: Google Cloud CRC32C Hash Tool (Platform ... ═╣
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+ 2025-12-09 14:41:08,635 DEBUG urllib3.connectionpool https://dl.google.com:443 "GET /dl/cloudsdk/channels/rapid/components/google-cloud-sdk-gcloud-crc32c-linux-x86_64-20251031202127.tar.gz HTTP/1.1" 200 1531280
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+ 2025-12-09 14:41:08,650 INFO ___FILE_ONLY___ ═
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+ 2025-12-09 14:41:08,650 INFO ___FILE_ONLY___ ╝
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+
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+ 2025-12-09 14:41:08,652 INFO ___FILE_ONLY___ ╠═ Downloading: gcloud cli dependencies (Platform Specific) ═╣
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+ 2025-12-09 14:41:08,652 INFO ___FILE_ONLY___ ╚
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+ 2025-12-09 14:41:08,654 DEBUG urllib3.connectionpool Starting new HTTPS connection (1): dl.google.com:443
481
+ 2025-12-09 14:41:09,620 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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+ 2025-12-09 14:41:09,621 INFO ___FILE_ONLY___ ════════════════════════════════════════════════════════════
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+ 2025-12-09 14:41:09,621 INFO ___FILE_ONLY___ ╝
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+
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+ 2025-12-09 14:41:09,623 INFO ___FILE_ONLY___ ╔════════════════════════════════════════════════════════════╗
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+
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+ 2025-12-09 14:41:09,623 INFO ___FILE_ONLY___ ╠═ Installing: BigQuery Command Line Tool ═╣
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515
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525
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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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539
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540
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541
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542
+ 2025-12-09 14:41:09,850 INFO ___FILE_ONLY___ ═
543
+ 2025-12-09 14:41:09,853 INFO ___FILE_ONLY___ ═
544
+ 2025-12-09 14:41:09,855 INFO ___FILE_ONLY___ ═
545
+ 2025-12-09 14:41:09,857 INFO ___FILE_ONLY___ ═
546
+ 2025-12-09 14:41:09,859 INFO ___FILE_ONLY___ ═
547
+ 2025-12-09 14:41:09,861 INFO ___FILE_ONLY___ ═
548
+ 2025-12-09 14:41:09,863 INFO ___FILE_ONLY___ ═
549
+ 2025-12-09 14:41:09,865 INFO ___FILE_ONLY___ ═
550
+ 2025-12-09 14:41:09,865 INFO ___FILE_ONLY___ ╝
551
+
552
+ 2025-12-09 14:41:09,873 INFO ___FILE_ONLY___ ╔════════════════════════════════════════════════════════════╗
553
+
554
+ 2025-12-09 14:41:09,873 INFO ___FILE_ONLY___ ╠═ Installing: BigQuery Command Line Tool (Platform Spec... ═╣
555
+
556
+ 2025-12-09 14:41:09,873 INFO ___FILE_ONLY___ ╚
557
+ 2025-12-09 14:41:09,874 INFO ___FILE_ONLY___ ════════════════════════════════════════════════════════════
558
+ 2025-12-09 14:41:09,874 INFO ___FILE_ONLY___ ╝
559
+
560
+ 2025-12-09 14:41:09,878 INFO ___FILE_ONLY___ ╔════════════════════════════════════════════════════════════╗
561
+
562
+ 2025-12-09 14:41:09,878 INFO ___FILE_ONLY___ ╠═ Installing: Bundled Python 3.13 ═╣
563
+
564
+ 2025-12-09 14:41:09,878 INFO ___FILE_ONLY___ ╚
565
+ 2025-12-09 14:41:09,881 INFO ___FILE_ONLY___ ════════════════════════════════════════════════════════════
566
+ 2025-12-09 14:41:09,882 INFO ___FILE_ONLY___ ╝
567
+
568
+ 2025-12-09 14:41:09,883 INFO ___FILE_ONLY___ ╔════════════════════════════════════════════════════════════╗
569
+
570
+ 2025-12-09 14:41:09,883 INFO ___FILE_ONLY___ ╠═ Installing: Bundled Python 3.13 (Platform Specific) ═╣
571
+
572
+ 2025-12-09 14:41:09,883 INFO ___FILE_ONLY___ ╚
573
+ 2025-12-09 14:41:12,961 INFO ___FILE_ONLY___ ═
574
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575
+ 2025-12-09 14:41:12,988 INFO ___FILE_ONLY___ ═
576
+ 2025-12-09 14:41:15,286 INFO ___FILE_ONLY___ ═
577
+ 2025-12-09 14:41:15,308 INFO ___FILE_ONLY___ ═
578
+ 2025-12-09 14:41:15,335 INFO ___FILE_ONLY___ ═
579
+ 2025-12-09 14:41:15,353 INFO ___FILE_ONLY___ ═
580
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581
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582
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583
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584
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585
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586
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587
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588
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589
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590
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591
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592
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593
+ 2025-12-09 14:41:15,674 INFO ___FILE_ONLY___ ═
594
+ 2025-12-09 14:41:15,690 INFO ___FILE_ONLY___ ═
595
+ 2025-12-09 14:41:15,706 INFO ___FILE_ONLY___ ═
596
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597
+ 2025-12-09 14:41:16,338 INFO ___FILE_ONLY___ ═
598
+ 2025-12-09 14:41:16,358 INFO ___FILE_ONLY___ ═
599
+ 2025-12-09 14:41:16,384 INFO ___FILE_ONLY___ ═
600
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601
+ 2025-12-09 14:41:16,409 INFO ___FILE_ONLY___ ═
602
+ 2025-12-09 14:41:16,421 INFO ___FILE_ONLY___ ═
603
+ 2025-12-09 14:41:16,432 INFO ___FILE_ONLY___ ═
604
+ 2025-12-09 14:41:16,444 INFO ___FILE_ONLY___ ═
605
+ 2025-12-09 14:41:16,456 INFO ___FILE_ONLY___ ═
606
+ 2025-12-09 14:41:16,467 INFO ___FILE_ONLY___ ═
607
+ 2025-12-09 14:41:16,479 INFO ___FILE_ONLY___ ═
608
+ 2025-12-09 14:41:16,490 INFO ___FILE_ONLY___ ═
609
+ 2025-12-09 14:41:16,502 INFO ___FILE_ONLY___ ═
610
+ 2025-12-09 14:41:16,513 INFO ___FILE_ONLY___ ═
611
+ 2025-12-09 14:41:16,525 INFO ___FILE_ONLY___ ═
612
+ 2025-12-09 14:41:16,536 INFO ___FILE_ONLY___ ═
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
+ 2025-12-09 14:41:16,629 INFO ___FILE_ONLY___ ═
621
+ 2025-12-09 14:41:16,641 INFO ___FILE_ONLY___ ═
622
+ 2025-12-09 14:41:16,652 INFO ___FILE_ONLY___ ═
623
+ 2025-12-09 14:41:16,664 INFO ___FILE_ONLY___ ═
624
+ 2025-12-09 14:41:16,676 INFO ___FILE_ONLY___ ═
625
+ 2025-12-09 14:41:16,688 INFO ___FILE_ONLY___ ═
626
+ 2025-12-09 14:41:16,699 INFO ___FILE_ONLY___ ═
627
+ 2025-12-09 14:41:16,711 INFO ___FILE_ONLY___ ═
628
+ 2025-12-09 14:41:16,723 INFO ___FILE_ONLY___ ═
629
+ 2025-12-09 14:41:16,734 INFO ___FILE_ONLY___ ═
630
+ 2025-12-09 14:41:16,745 INFO ___FILE_ONLY___ ═
631
+ 2025-12-09 14:41:16,757 INFO ___FILE_ONLY___ ═
632
+ 2025-12-09 14:41:16,769 INFO ___FILE_ONLY___ ═
633
+ 2025-12-09 14:41:16,769 INFO ___FILE_ONLY___ ╝
634
+
635
+ 2025-12-09 14:41:16,828 INFO ___FILE_ONLY___ ╔════════════════════════════════════════════════════════════╗
636
+
637
+ 2025-12-09 14:41:16,828 INFO ___FILE_ONLY___ ╠═ Installing: Cloud Storage Command Line Tool ═╣
638
+
639
+ 2025-12-09 14:41:16,828 INFO ___FILE_ONLY___ ╚
640
+ 2025-12-09 14:41:17,367 INFO ___FILE_ONLY___ ═
641
+ 2025-12-09 14:41:17,378 INFO ___FILE_ONLY___ ═
642
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643
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644
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645
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646
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647
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648
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649
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650
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651
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652
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653
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654
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655
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656
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657
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658
+ 2025-12-09 14:41:17,601 INFO ___FILE_ONLY___ ═
659
+ 2025-12-09 14:41:17,611 INFO ___FILE_ONLY___ ═
660
+ 2025-12-09 14:41:17,619 INFO ___FILE_ONLY___ ═
661
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662
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663
+ 2025-12-09 14:41:17,650 INFO ___FILE_ONLY___ ═
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
+ 2025-12-09 14:41:17,833 INFO ___FILE_ONLY___ ═
678
+ 2025-12-09 14:41:17,868 INFO ___FILE_ONLY___ ═
679
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680
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681
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682
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683
+ 2025-12-09 14:41:17,923 INFO ___FILE_ONLY___ ═
684
+ 2025-12-09 14:41:17,933 INFO ___FILE_ONLY___ ═
685
+ 2025-12-09 14:41:17,943 INFO ___FILE_ONLY___ ═
686
+ 2025-12-09 14:41:17,953 INFO ___FILE_ONLY___ ═
687
+ 2025-12-09 14:41:17,962 INFO ___FILE_ONLY___ ═
688
+ 2025-12-09 14:41:17,971 INFO ___FILE_ONLY___ ═
689
+ 2025-12-09 14:41:17,983 INFO ___FILE_ONLY___ ═
690
+ 2025-12-09 14:41:17,996 INFO ___FILE_ONLY___ ═
691
+ 2025-12-09 14:41:18,009 INFO ___FILE_ONLY___ ═
692
+ 2025-12-09 14:41:18,021 INFO ___FILE_ONLY___ ═
693
+ 2025-12-09 14:41:18,033 INFO ___FILE_ONLY___ ═
694
+ 2025-12-09 14:41:18,044 INFO ___FILE_ONLY___ ═
695
+ 2025-12-09 14:41:18,058 INFO ___FILE_ONLY___ ═
696
+ 2025-12-09 14:41:18,073 INFO ___FILE_ONLY___ ═
697
+ 2025-12-09 14:41:18,092 INFO ___FILE_ONLY___ ═
698
+ 2025-12-09 14:41:18,108 INFO ___FILE_ONLY___ ═
699
+ 2025-12-09 14:41:18,125 INFO ___FILE_ONLY___ ═
700
+ 2025-12-09 14:41:18,125 INFO ___FILE_ONLY___ ╝
701
+
702
+ 2025-12-09 14:41:18,155 INFO ___FILE_ONLY___ ╔════════════════════════════════════════════════════════════╗
703
+
704
+ 2025-12-09 14:41:18,155 INFO ___FILE_ONLY___ ╠═ Installing: Cloud Storage Command Line Tool (Platform... ═╣
705
+
706
+ 2025-12-09 14:41:18,155 INFO ___FILE_ONLY___ ╚
707
+ 2025-12-09 14:41:18,156 INFO ___FILE_ONLY___ ════════════════════════════════════════════════════════════
708
+ 2025-12-09 14:41:18,156 INFO ___FILE_ONLY___ ╝
709
+
710
+ 2025-12-09 14:41:18,160 INFO ___FILE_ONLY___ ╔════════════════════════════════════════════════════════════╗
711
+
712
+ 2025-12-09 14:41:18,160 INFO ___FILE_ONLY___ ╠═ Installing: Default set of gcloud commands ═╣
713
+
714
+ 2025-12-09 14:41:18,160 INFO ___FILE_ONLY___ ╚
715
+ 2025-12-09 14:41:18,162 INFO ___FILE_ONLY___ ════════════════════════════════════════════════════════════
716
+ 2025-12-09 14:41:18,162 INFO ___FILE_ONLY___ ╝
717
+
718
+ 2025-12-09 14:41:18,164 INFO ___FILE_ONLY___ ╔════════════════════════════════════════════════════════════╗
719
+
720
+ 2025-12-09 14:41:18,164 INFO ___FILE_ONLY___ ╠═ Installing: Google Cloud CLI Core Libraries (Platform... ═╣
721
+
722
+ 2025-12-09 14:41:18,164 INFO ___FILE_ONLY___ ╚
723
+ 2025-12-09 14:41:18,165 INFO ___FILE_ONLY___ ══════════════════════════════
724
+ 2025-12-09 14:41:18,165 INFO ___FILE_ONLY___ ══════════════════════════════
725
+ 2025-12-09 14:41:18,165 INFO ___FILE_ONLY___ ╝
726
+
727
+ 2025-12-09 14:41:18,169 INFO ___FILE_ONLY___ ╔════════════════════════════════════════════════════════════╗
728
+
729
+ 2025-12-09 14:41:18,169 INFO ___FILE_ONLY___ ╠═ Installing: Google Cloud CRC32C Hash Tool ═╣
730
+
731
+ 2025-12-09 14:41:18,170 INFO ___FILE_ONLY___ ╚
732
+ 2025-12-09 14:41:18,172 INFO ___FILE_ONLY___ ════════════════════════════════════════════════════════════
733
+ 2025-12-09 14:41:18,172 INFO ___FILE_ONLY___ ╝
734
+
735
+ 2025-12-09 14:41:18,173 INFO ___FILE_ONLY___ ╔════════════════════════════════════════════════════════════╗
736
+
737
+ 2025-12-09 14:41:18,174 INFO ___FILE_ONLY___ ╠═ Installing: Google Cloud CRC32C Hash Tool (Platform S... ═╣
738
+
739
+ 2025-12-09 14:41:18,174 INFO ___FILE_ONLY___ ╚
740
+ 2025-12-09 14:41:18,209 INFO ___FILE_ONLY___ ══════════════════════════════
741
+ 2025-12-09 14:41:18,209 INFO ___FILE_ONLY___ ══════════════════════════════
742
+ 2025-12-09 14:41:18,209 INFO ___FILE_ONLY___ ╝
743
+
744
+ 2025-12-09 14:41:18,214 INFO ___FILE_ONLY___ ╔════════════════════════════════════════════════════════════╗
745
+
746
+ 2025-12-09 14:41:18,214 INFO ___FILE_ONLY___ ╠═ Installing: gcloud cli dependencies (Platform Specific) ═╣
747
+
748
+ 2025-12-09 14:41:18,214 INFO ___FILE_ONLY___ ╚
749
+ 2025-12-09 14:41:18,214 INFO ___FILE_ONLY___ ════════════════════════════════════════════════════════════
750
+ 2025-12-09 14:41:18,214 INFO ___FILE_ONLY___ ╝
751
+
752
+ 2025-12-09 14:41:18,219 DEBUG root Updating notification cache...
753
+ 2025-12-09 14:41:18,219 INFO ___FILE_ONLY___
754
+
755
+ 2025-12-09 14:41:18,221 INFO ___FILE_ONLY___ Performing post processing steps...
756
+ 2025-12-09 14:41:18,221 DEBUG root Executing command: ['/tools/google-cloud-sdk/bin/gcloud', 'components', 'post-process']
757
+ 2025-12-09 14:41:27,100 DEBUG ___FILE_ONLY___
758
+ 2025-12-09 14:41:27,101 DEBUG ___FILE_ONLY___
759
+ 2025-12-09 14:41:27,263 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
+ 2025-12-09 14:41:27,268 INFO ___FILE_ONLY___
761
+ Update done!
762
+
763
+
764
+ 2025-12-09 14:41:27,270 DEBUG root Chosen display Format:none
765
+ 2025-12-09 14:41:27,270 INFO root Display format: "none"
.config/logs/2025.12.09/14.41.18.717681.log ADDED
@@ -0,0 +1,5 @@
 
 
 
 
 
 
1
+ 2025-12-09 14:41:18,718 DEBUG root Loaded Command Group: ['gcloud', 'components']
2
+ 2025-12-09 14:41:18,720 DEBUG root Loaded Command Group: ['gcloud', 'components', 'post_process']
3
+ 2025-12-09 14:41:18,721 DEBUG root Running [gcloud.components.post-process] with arguments: []
4
+ 2025-12-09 14:41:26,972 DEBUG root Chosen display Format:none
5
+ 2025-12-09 14:41:26,973 INFO root Display format: "none"
.config/logs/2025.12.09/14.41.27.893750.log ADDED
@@ -0,0 +1,153 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ 2025-12-09 14:41:27,894 DEBUG root Loaded Command Group: ['gcloud', 'components']
2
+ 2025-12-09 14:41:27,927 DEBUG root Loaded Command Group: ['gcloud', 'components', 'update']
3
+ 2025-12-09 14:41:27,929 DEBUG root Running [gcloud.components.update] with arguments: [--quiet: "True", COMPONENT-IDS:8: "['gcloud', 'core', 'bq', 'gsutil', 'compute', 'preview', 'alpha', 'beta']"]
4
+ 2025-12-09 14:41:27,930 INFO ___FILE_ONLY___ Beginning update. This process may take several minutes.
5
+
6
+ 2025-12-09 14:41:27,938 DEBUG urllib3.connectionpool Starting new HTTPS connection (1): dl.google.com:443
7
+ 2025-12-09 14:41:28,862 DEBUG urllib3.connectionpool https://dl.google.com:443 "GET /dl/cloudsdk/channels/rapid/components-2.json HTTP/1.1" 200 24778
8
+ 2025-12-09 14:41:28,875 WARNING root Component [compute] no longer exists.
9
+ 2025-12-09 14:41:28,876 INFO ___FILE_ONLY___
10
+
11
+ 2025-12-09 14:41:28,876 INFO ___FILE_ONLY___
12
+ Your current Google Cloud CLI version is: 549.0.0
13
+
14
+ 2025-12-09 14:41:28,877 INFO ___FILE_ONLY___ Installing components from version: 549.0.0
15
+
16
+ 2025-12-09 14:41:28,877 INFO ___FILE_ONLY___
17
+
18
+ 2025-12-09 14:41:28,877 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
+ 2025-12-09 14:41:28,877 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
+ 2025-12-09 14:41:28,878 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
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.gitattributes CHANGED
@@ -33,3 +33,7 @@ saved_model/**/* filter=lfs diff=lfs merge=lfs -text
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+ rag_reasoning_enterprise/index.faiss filter=lfs diff=lfs merge=lfs -text
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+ sample_data/mnist_test.csv filter=lfs diff=lfs merge=lfs -text
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+ sample_data/mnist_train_small.csv filter=lfs diff=lfs merge=lfs -text
inference.py ADDED
@@ -0,0 +1,45 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ import re
2
+ import torch
3
+ from transformers import AutoTokenizer, AutoModelForCausalLM, pipeline
4
+ from peft import PeftModel
5
+
6
+ SYSTEM_PROMPT = "You are a careful reasoning assistant for software and professional writing."
7
+
8
+ def extract_assistant(generated_text: str) -> str:
9
+ m = re.split(r"<\|start_header_id\|>assistant<\|end_header_id\|>\s*", generated_text)
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+ if len(m) > 1:
11
+ tail = m[-1].split("<|eot_id|>")[0]
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+ return tail.strip()
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+ return generated_text.strip()
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+
15
+ def load(repo_id: str, base_model: str = "meta-llama/Llama-3.2-3B-Instruct"):
16
+ tok = AutoTokenizer.from_pretrained(repo_id, use_fast=True)
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+ if tok.pad_token is None:
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+ tok.pad_token = tok.eos_token
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+ tok.padding_side = "right"
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+
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+ base = AutoModelForCausalLM.from_pretrained(
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+ base_model,
23
+ torch_dtype=torch.float16,
24
+ device_map="auto",
25
+ )
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+ mdl = PeftModel.from_pretrained(base, repo_id)
27
+ mdl.eval()
28
+ gen = pipeline("text-generation", model=mdl, tokenizer=tok, device_map="auto")
29
+ return tok, mdl, gen
30
+
31
+ def chat(gen, tok, user: str, max_new_tokens=256, do_sample=False, temperature=0.7, top_p=0.9):
32
+ msgs = [{"role":"system","content":SYSTEM_PROMPT},{"role":"user","content":user}]
33
+ prompt = tok.apply_chat_template(msgs, tokenize=False, add_generation_prompt=True)
34
+ kwargs = dict(max_new_tokens=max_new_tokens, pad_token_id=tok.eos_token_id, return_full_text=True)
35
+ if do_sample:
36
+ kwargs.update(dict(do_sample=True, temperature=float(temperature), top_p=float(top_p)))
37
+ else:
38
+ kwargs.update(dict(do_sample=False))
39
+ out = gen(prompt, **kwargs)[0]["generated_text"]
40
+ return extract_assistant(out)
41
+
42
+ if __name__ == "__main__":
43
+ REPO_ID = "Saunak359/llama-3.1-8b-reasoning-lora"
44
+ tok, mdl, gen = load(REPO_ID)
45
+ print(chat(gen, tok, "Write a short report on QLoRA with Introduction and Conclusion.", 220))
rag_reasoning_enterprise/config.json ADDED
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+ "metric": "cosine(ip on normalized vectors)",
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+ "chunk_tokens": 220,
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+ "chunk_overlap": 40,
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+ [
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+ ]
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+ "note": "Reasoning RAG KB built ONLY from the training-type datasets (code + report)."
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+ }
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sample_data/README.md ADDED
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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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