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+ 2025-06-11 13:37:01,571 INFO ___FILE_ONLY___ ╔════════════════════════════════════════════════════════════╗
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+ 2025-06-11 13:37:01,572 INFO ___FILE_ONLY___ ╠═ Downloading: Cloud Storage Command Line Tool ═╣
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+ 2025-06-11 13:37:01,572 INFO ___FILE_ONLY___ ╚
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+ 2025-06-11 13:37:01,575 DEBUG urllib3.connectionpool Starting new HTTPS connection (1): dl.google.com:443
307
+ 2025-06-11 13:37:01,586 DEBUG urllib3.connectionpool https://dl.google.com:443 "GET /dl/cloudsdk/channels/rapid/components/google-cloud-sdk-gsutil-20250418150427.tar.gz HTTP/11" 200 12382702
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+ 2025-06-11 13:37:01,632 INFO ___FILE_ONLY___ ═
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+ 2025-06-11 13:37:01,648 INFO ___FILE_ONLY___ ═
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+ 2025-06-11 13:37:01,648 INFO ___FILE_ONLY___ ═
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+ 2025-06-11 13:37:01,649 INFO ___FILE_ONLY___ ═
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+ 2025-06-11 13:37:01,650 INFO ___FILE_ONLY___ ═
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+ 2025-06-11 13:37:01,650 INFO ___FILE_ONLY___ ═
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+ 2025-06-11 13:37:01,651 INFO ___FILE_ONLY___ ╝
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+
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+ 2025-06-11 13:37:01,653 INFO ___FILE_ONLY___ ╔════════════════════════════════════════════════════════════╗
371
+
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+ 2025-06-11 13:37:01,653 INFO ___FILE_ONLY___ ╠═ Downloading: Cloud Storage Command Line Tool (Platfor... ═╣
373
+
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+ 2025-06-11 13:37:01,653 INFO ___FILE_ONLY___ ╚
375
+ 2025-06-11 13:37:01,656 DEBUG urllib3.connectionpool Starting new HTTPS connection (1): dl.google.com:443
376
+ 2025-06-11 13:37:01,674 DEBUG urllib3.connectionpool https://dl.google.com:443 "GET /dl/cloudsdk/channels/rapid/components/google-cloud-sdk-gsutil-nix-20250523104322.tar.gz HTTP/11" 200 1950
377
+ 2025-06-11 13:37:01,674 INFO ___FILE_ONLY___ ════════════════════════════════════════════════════════════
378
+ 2025-06-11 13:37:01,674 INFO ___FILE_ONLY___ ╝
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+
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+ 2025-06-11 13:37:01,676 INFO ___FILE_ONLY___ ╔════════════════════════════════════════════════════════════╗
381
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+ 2025-06-11 13:37:01,676 INFO ___FILE_ONLY___ ╠═ Downloading: Default set of gcloud commands ═╣
383
+
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+ 2025-06-11 13:37:01,676 INFO ___FILE_ONLY___ ╚
385
+ 2025-06-11 13:37:01,676 INFO ___FILE_ONLY___ ════════════════════════════════════════════════════════════
386
+ 2025-06-11 13:37:01,676 INFO ___FILE_ONLY___ ╝
387
+
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+ 2025-06-11 13:37:01,678 INFO ___FILE_ONLY___ ╔════════════════════════════════════════════════════════════╗
389
+
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+ 2025-06-11 13:37:01,678 INFO ___FILE_ONLY___ ╠═ Downloading: Google Cloud CLI Core Libraries (Platfor... ═╣
391
+
392
+ 2025-06-11 13:37:01,678 INFO ___FILE_ONLY___ ╚
393
+ 2025-06-11 13:37:01,681 DEBUG urllib3.connectionpool Starting new HTTPS connection (1): dl.google.com:443
394
+ 2025-06-11 13:37:01,690 DEBUG urllib3.connectionpool https://dl.google.com:443 "GET /dl/cloudsdk/channels/rapid/components/google-cloud-sdk-core-nix-20250523104322.tar.gz HTTP/11" 200 2325
395
+ 2025-06-11 13:37:01,691 INFO ___FILE_ONLY___ ════════════════════════════════════════════════════════════
396
+ 2025-06-11 13:37:01,691 INFO ___FILE_ONLY___ ╝
397
+
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+ 2025-06-11 13:37:01,693 INFO ___FILE_ONLY___ ╔════════════════════════════════════════════════════════════╗
399
+
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+ 2025-06-11 13:37:01,693 INFO ___FILE_ONLY___ ╠═ Downloading: Google Cloud CRC32C Hash Tool ═╣
401
+
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+ 2025-06-11 13:37:01,693 INFO ___FILE_ONLY___ ╚
403
+ 2025-06-11 13:37:01,693 INFO ___FILE_ONLY___ ════════════════════════════════════════════════════════════
404
+ 2025-06-11 13:37:01,693 INFO ___FILE_ONLY___ ╝
405
+
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+ 2025-06-11 13:37:01,694 INFO ___FILE_ONLY___ ╔════════════════════════════════════════════════════════════╗
407
+
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+ 2025-06-11 13:37:01,694 INFO ___FILE_ONLY___ ╠═ Downloading: Google Cloud CRC32C Hash Tool (Platform ... ═╣
409
+
410
+ 2025-06-11 13:37:01,695 INFO ___FILE_ONLY___ ╚
411
+ 2025-06-11 13:37:01,697 DEBUG urllib3.connectionpool Starting new HTTPS connection (1): dl.google.com:443
412
+ 2025-06-11 13:37:01,706 DEBUG urllib3.connectionpool https://dl.google.com:443 "GET /dl/cloudsdk/channels/rapid/components/google-cloud-sdk-gcloud-crc32c-linux-x86_64-20250110133808.tar.gz HTTP/11" 200 1478989
413
+ 2025-06-11 13:37:01,717 INFO ___FILE_ONLY___ ═
414
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415
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416
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418
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419
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420
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421
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431
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433
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441
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444
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445
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447
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451
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453
+ 2025-06-11 13:37:01,720 INFO ___FILE_ONLY___ ═
454
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456
+ 2025-06-11 13:37:01,720 INFO ___FILE_ONLY___ ═
457
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458
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459
+ 2025-06-11 13:37:01,721 INFO ___FILE_ONLY___ ═
460
+ 2025-06-11 13:37:01,721 INFO ___FILE_ONLY___ ═
461
+ 2025-06-11 13:37:01,721 INFO ___FILE_ONLY___ ═
462
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463
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464
+ 2025-06-11 13:37:01,721 INFO ___FILE_ONLY___ ═
465
+ 2025-06-11 13:37:01,721 INFO ___FILE_ONLY___ ═
466
+ 2025-06-11 13:37:01,721 INFO ___FILE_ONLY___ ═
467
+ 2025-06-11 13:37:01,721 INFO ___FILE_ONLY___ ═
468
+ 2025-06-11 13:37:01,721 INFO ___FILE_ONLY___ ═
469
+ 2025-06-11 13:37:01,721 INFO ___FILE_ONLY___ ═
470
+ 2025-06-11 13:37:01,722 INFO ___FILE_ONLY___ ═
471
+ 2025-06-11 13:37:01,722 INFO ___FILE_ONLY___ ═
472
+ 2025-06-11 13:37:01,722 INFO ___FILE_ONLY___ ═
473
+ 2025-06-11 13:37:01,722 INFO ___FILE_ONLY___ ╝
474
+
475
+ 2025-06-11 13:37:01,724 INFO ___FILE_ONLY___ ╔════════════════════════════════════════════════════════════╗
476
+
477
+ 2025-06-11 13:37:01,724 INFO ___FILE_ONLY___ ╠═ Downloading: gcloud cli dependencies (Platform Specific) ═╣
478
+
479
+ 2025-06-11 13:37:01,724 INFO ___FILE_ONLY___ ╚
480
+ 2025-06-11 13:37:01,727 DEBUG urllib3.connectionpool Starting new HTTPS connection (1): dl.google.com:443
481
+ 2025-06-11 13:37:01,738 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
+ 2025-06-11 13:37:01,739 INFO ___FILE_ONLY___ ════════════════════════════════════════════════════════════
483
+ 2025-06-11 13:37:01,739 INFO ___FILE_ONLY___ ╝
484
+
485
+ 2025-06-11 13:37:01,741 INFO ___FILE_ONLY___ ╔════════════════════════════════════════════════════════════╗
486
+
487
+ 2025-06-11 13:37:01,741 INFO ___FILE_ONLY___ ╠═ Installing: BigQuery Command Line Tool ═╣
488
+
489
+ 2025-06-11 13:37:01,741 INFO ___FILE_ONLY___ ╚
490
+ 2025-06-11 13:37:01,828 INFO ___FILE_ONLY___ ═
491
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492
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493
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494
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495
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496
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497
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498
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499
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500
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501
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502
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504
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506
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507
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508
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509
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510
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511
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513
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514
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515
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519
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520
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523
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524
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526
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527
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528
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529
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530
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531
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532
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533
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534
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535
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541
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542
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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
+ 2025-06-11 13:37:01,973 INFO ___FILE_ONLY___ ═
550
+ 2025-06-11 13:37:01,973 INFO ___FILE_ONLY___ ╝
551
+
552
+ 2025-06-11 13:37:01,980 INFO ___FILE_ONLY___ ╔════════════════════════════════════════════════════════════╗
553
+
554
+ 2025-06-11 13:37:01,980 INFO ___FILE_ONLY___ ╠═ Installing: BigQuery Command Line Tool (Platform Spec... ═╣
555
+
556
+ 2025-06-11 13:37:01,980 INFO ___FILE_ONLY___ ╚
557
+ 2025-06-11 13:37:01,981 INFO ___FILE_ONLY___ ════════════════════════════════════════════════════════════
558
+ 2025-06-11 13:37:01,981 INFO ___FILE_ONLY___ ╝
559
+
560
+ 2025-06-11 13:37:01,986 INFO ___FILE_ONLY___ ╔════════════════════════════════════════════════════════════╗
561
+
562
+ 2025-06-11 13:37:01,987 INFO ___FILE_ONLY___ ╠═ Installing: Bundled Python 3.12 ═╣
563
+
564
+ 2025-06-11 13:37:01,987 INFO ___FILE_ONLY___ ╚
565
+ 2025-06-11 13:37:01,989 INFO ___FILE_ONLY___ ════════════════════════════════════════════════════════════
566
+ 2025-06-11 13:37:01,989 INFO ___FILE_ONLY___ ╝
567
+
568
+ 2025-06-11 13:37:01,991 INFO ___FILE_ONLY___ ╔════════════════════════════════════════════════════════════╗
569
+
570
+ 2025-06-11 13:37:01,991 INFO ___FILE_ONLY___ ╠═ Installing: Bundled Python 3.12 (Platform Specific) ═╣
571
+
572
+ 2025-06-11 13:37:01,991 INFO ___FILE_ONLY___ ╚
573
+ 2025-06-11 13:37:04,097 INFO ___FILE_ONLY___ ═
574
+ 2025-06-11 13:37:04,110 INFO ___FILE_ONLY___ ═
575
+ 2025-06-11 13:37:04,121 INFO ___FILE_ONLY___ ═
576
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577
+ 2025-06-11 13:37:04,147 INFO ___FILE_ONLY___ ═
578
+ 2025-06-11 13:37:04,160 INFO ___FILE_ONLY___ ═
579
+ 2025-06-11 13:37:04,173 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
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594
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595
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596
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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
+ 2025-06-11 13:37:04,471 INFO ___FILE_ONLY___ ═
604
+ 2025-06-11 13:37:04,484 INFO ___FILE_ONLY___ ═
605
+ 2025-06-11 13:37:04,497 INFO ___FILE_ONLY___ ═
606
+ 2025-06-11 13:37:04,510 INFO ___FILE_ONLY___ ═
607
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608
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609
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610
+ 2025-06-11 13:37:05,403 INFO ___FILE_ONLY___ ═
611
+ 2025-06-11 13:37:05,883 INFO ___FILE_ONLY___ ═
612
+ 2025-06-11 13:37:05,901 INFO ___FILE_ONLY___ ═
613
+ 2025-06-11 13:37:05,924 INFO ___FILE_ONLY___ ═
614
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615
+ 2025-06-11 13:37:05,967 INFO ___FILE_ONLY___ ═
616
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617
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618
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619
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620
+ 2025-06-11 13:37:06,066 INFO ___FILE_ONLY___ ═
621
+ 2025-06-11 13:37:06,154 INFO ___FILE_ONLY___ ═
622
+ 2025-06-11 13:37:06,171 INFO ___FILE_ONLY___ ═
623
+ 2025-06-11 13:37:06,304 INFO ___FILE_ONLY___ ═
624
+ 2025-06-11 13:37:06,320 INFO ___FILE_ONLY___ ═
625
+ 2025-06-11 13:37:06,336 INFO ___FILE_ONLY___ ═
626
+ 2025-06-11 13:37:06,352 INFO ___FILE_ONLY___ ═
627
+ 2025-06-11 13:37:06,367 INFO ___FILE_ONLY___ ═
628
+ 2025-06-11 13:37:06,385 INFO ___FILE_ONLY___ ═
629
+ 2025-06-11 13:37:06,403 INFO ___FILE_ONLY___ ═
630
+ 2025-06-11 13:37:06,421 INFO ___FILE_ONLY___ ═
631
+ 2025-06-11 13:37:06,450 INFO ___FILE_ONLY___ ═
632
+ 2025-06-11 13:37:06,977 INFO ___FILE_ONLY___ ═
633
+ 2025-06-11 13:37:06,977 INFO ___FILE_ONLY___ ╝
634
+
635
+ 2025-06-11 13:37:07,041 INFO ___FILE_ONLY___ ╔════════════════════════════════════════════════════════════╗
636
+
637
+ 2025-06-11 13:37:07,042 INFO ___FILE_ONLY___ ╠═ Installing: Cloud Storage Command Line Tool ═╣
638
+
639
+ 2025-06-11 13:37:07,042 INFO ___FILE_ONLY___ ╚
640
+ 2025-06-11 13:37:07,568 INFO ___FILE_ONLY___ ═
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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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
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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
+ 2025-06-11 13:37:08,230 INFO ___FILE_ONLY___ ═
693
+ 2025-06-11 13:37:08,245 INFO ___FILE_ONLY___ ═
694
+ 2025-06-11 13:37:08,257 INFO ___FILE_ONLY___ ═
695
+ 2025-06-11 13:37:08,271 INFO ___FILE_ONLY___ ═
696
+ 2025-06-11 13:37:08,288 INFO ___FILE_ONLY___ ═
697
+ 2025-06-11 13:37:08,309 INFO ___FILE_ONLY___ ═
698
+ 2025-06-11 13:37:08,325 INFO ___FILE_ONLY___ ═
699
+ 2025-06-11 13:37:08,342 INFO ___FILE_ONLY___ ═
700
+ 2025-06-11 13:37:08,342 INFO ___FILE_ONLY___ ╝
701
+
702
+ 2025-06-11 13:37:08,371 INFO ___FILE_ONLY___ ╔════════════════════════════════════════════════════════════╗
703
+
704
+ 2025-06-11 13:37:08,371 INFO ___FILE_ONLY___ ╠═ Installing: Cloud Storage Command Line Tool (Platform... ═╣
705
+
706
+ 2025-06-11 13:37:08,371 INFO ___FILE_ONLY___ ╚
707
+ 2025-06-11 13:37:08,372 INFO ___FILE_ONLY___ ════════════════════════════════════════════════════════════
708
+ 2025-06-11 13:37:08,372 INFO ___FILE_ONLY___ ╝
709
+
710
+ 2025-06-11 13:37:08,376 INFO ___FILE_ONLY___ ╔════════════════════════════════════════════════════════════╗
711
+
712
+ 2025-06-11 13:37:08,376 INFO ___FILE_ONLY___ ╠═ Installing: Default set of gcloud commands ═╣
713
+
714
+ 2025-06-11 13:37:08,376 INFO ___FILE_ONLY___ ╚
715
+ 2025-06-11 13:37:08,379 INFO ___FILE_ONLY___ ════════════════════════════════════════════════════════════
716
+ 2025-06-11 13:37:08,379 INFO ___FILE_ONLY___ ╝
717
+
718
+ 2025-06-11 13:37:08,381 INFO ___FILE_ONLY___ ╔════════════════════════════════════════════════════════════╗
719
+
720
+ 2025-06-11 13:37:08,381 INFO ___FILE_ONLY___ ╠═ Installing: Google Cloud CLI Core Libraries (Platform... ═╣
721
+
722
+ 2025-06-11 13:37:08,381 INFO ___FILE_ONLY___ ╚
723
+ 2025-06-11 13:37:08,382 INFO ___FILE_ONLY___ ══════════════════════════════
724
+ 2025-06-11 13:37:08,382 INFO ___FILE_ONLY___ ══════════════════════════════
725
+ 2025-06-11 13:37:08,382 INFO ___FILE_ONLY___ ╝
726
+
727
+ 2025-06-11 13:37:08,386 INFO ___FILE_ONLY___ ╔════════════════════════════════════════════════════════════╗
728
+
729
+ 2025-06-11 13:37:08,386 INFO ___FILE_ONLY___ ╠═ Installing: Google Cloud CRC32C Hash Tool ═╣
730
+
731
+ 2025-06-11 13:37:08,386 INFO ___FILE_ONLY___ ╚
732
+ 2025-06-11 13:37:08,389 INFO ___FILE_ONLY___ ════════════════════════════════════════════════════════════
733
+ 2025-06-11 13:37:08,389 INFO ___FILE_ONLY___ ╝
734
+
735
+ 2025-06-11 13:37:08,390 INFO ___FILE_ONLY___ ╔════════════════════════════════════════════════════════════╗
736
+
737
+ 2025-06-11 13:37:08,390 INFO ___FILE_ONLY___ ╠═ Installing: Google Cloud CRC32C Hash Tool (Platform S... ═╣
738
+
739
+ 2025-06-11 13:37:08,391 INFO ___FILE_ONLY___ ╚
740
+ 2025-06-11 13:37:08,428 INFO ___FILE_ONLY___ ══════════════════════════════
741
+ 2025-06-11 13:37:08,428 INFO ___FILE_ONLY___ ══════════════════════════════
742
+ 2025-06-11 13:37:08,429 INFO ___FILE_ONLY___ ╝
743
+
744
+ 2025-06-11 13:37:08,433 INFO ___FILE_ONLY___ ╔════════════════════════════════════════════════════════════╗
745
+
746
+ 2025-06-11 13:37:08,434 INFO ___FILE_ONLY___ ╠═ Installing: gcloud cli dependencies (Platform Specific) ═╣
747
+
748
+ 2025-06-11 13:37:08,434 INFO ___FILE_ONLY___ ╚
749
+ 2025-06-11 13:37:08,434 INFO ___FILE_ONLY___ ════════════════════════════════════════════════════════════
750
+ 2025-06-11 13:37:08,434 INFO ___FILE_ONLY___ ╝
751
+
752
+ 2025-06-11 13:37:08,438 DEBUG root Updating notification cache...
753
+ 2025-06-11 13:37:08,439 INFO ___FILE_ONLY___
754
+
755
+ 2025-06-11 13:37:08,440 INFO ___FILE_ONLY___ Performing post processing steps...
756
+ 2025-06-11 13:37:08,441 DEBUG root Executing command: ['/tools/google-cloud-sdk/bin/gcloud', 'components', 'post-process']
757
+ 2025-06-11 13:37:16,767 DEBUG ___FILE_ONLY___
758
+ 2025-06-11 13:37:16,767 DEBUG ___FILE_ONLY___
759
+ 2025-06-11 13:37:16,964 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
+ 2025-06-11 13:37:16,964 INFO ___FILE_ONLY___
761
+ Update done!
762
+
763
+
764
+ 2025-06-11 13:37:16,968 DEBUG root Chosen display Format:none
765
+ 2025-06-11 13:37:16,968 INFO root Display format: "none"
.config/logs/2025.06.11/13.37.08.919149.log ADDED
@@ -0,0 +1,5 @@
 
 
 
 
 
 
1
+ 2025-06-11 13:37:08,919 DEBUG root Loaded Command Group: ['gcloud', 'components']
2
+ 2025-06-11 13:37:08,921 DEBUG root Loaded Command Group: ['gcloud', 'components', 'post_process']
3
+ 2025-06-11 13:37:08,923 DEBUG root Running [gcloud.components.post-process] with arguments: []
4
+ 2025-06-11 13:37:16,668 DEBUG root Chosen display Format:none
5
+ 2025-06-11 13:37:16,668 INFO root Display format: "none"
.config/logs/2025.06.11/13.37.17.609931.log ADDED
@@ -0,0 +1,153 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ 2025-06-11 13:37:17,610 DEBUG root Loaded Command Group: ['gcloud', 'components']
2
+ 2025-06-11 13:37:17,612 DEBUG root Loaded Command Group: ['gcloud', 'components', 'update']
3
+ 2025-06-11 13:37:17,614 DEBUG root Running [gcloud.components.update] with arguments: [--quiet: "True", COMPONENT-IDS:8: "['gcloud', 'core', 'bq', 'gsutil', 'compute', 'preview', 'alpha', 'beta']"]
4
+ 2025-06-11 13:37:17,615 INFO ___FILE_ONLY___ Beginning update. This process may take several minutes.
5
+
6
+ 2025-06-11 13:37:17,623 DEBUG urllib3.connectionpool Starting new HTTPS connection (1): dl.google.com:443
7
+ 2025-06-11 13:37:17,643 DEBUG urllib3.connectionpool https://dl.google.com:443 "GET /dl/cloudsdk/channels/rapid/components-2.json HTTP/11" 200 233994
8
+ 2025-06-11 13:37:17,657 WARNING root Component [compute] no longer exists.
9
+ 2025-06-11 13:37:17,658 INFO ___FILE_ONLY___
10
+
11
+ 2025-06-11 13:37:17,658 INFO ___FILE_ONLY___
12
+ Your current Google Cloud CLI version is: 526.0.1
13
+
14
+ 2025-06-11 13:37:17,658 INFO ___FILE_ONLY___ Installing components from version: 526.0.1
15
+
16
+ 2025-06-11 13:37:17,658 INFO ___FILE_ONLY___
17
+
18
+ 2025-06-11 13:37:17,658 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
+ 2025-06-11 13:37:17,659 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
+ 2025-06-11 13:37:17,659 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
+ 2025-06-11 13:37:17,674 INFO ___FILE_ONLY___ ┌────────────────────────────────────────────────┐
22
+ 2025-06-11 13:37:17,674 INFO ___FILE_ONLY___
23
+
24
+ 2025-06-11 13:37:17,674 INFO ___FILE_ONLY___ │ These components will be installed. │
25
+ 2025-06-11 13:37:17,674 INFO ___FILE_ONLY___
26
+
27
+ 2025-06-11 13:37:17,674 INFO ___FILE_ONLY___ ├─────────────────────────┬────────────┬─────────┤
28
+ 2025-06-11 13:37:17,674 INFO ___FILE_ONLY___
29
+
30
+ 2025-06-11 13:37:17,674 INFO ___FILE_ONLY___ │ Name │ Version │ Size │
31
+ 2025-06-11 13:37:17,674 INFO ___FILE_ONLY___
32
+
33
+ 2025-06-11 13:37:17,674 INFO ___FILE_ONLY___ ├─────────────────────────┼────────────┼─────────┤
34
+ 2025-06-11 13:37:17,674 INFO ___FILE_ONLY___
35
+
36
+ 2025-06-11 13:37:17,674 INFO ___FILE_ONLY___ │
37
+ 2025-06-11 13:37:17,675 INFO ___FILE_ONLY___ gcloud Alpha Commands
38
+ 2025-06-11 13:37:17,675 INFO ___FILE_ONLY___
39
+ 2025-06-11 13:37:17,675 INFO ___FILE_ONLY___ │
40
+ 2025-06-11 13:37:17,675 INFO ___FILE_ONLY___ 2025.06.10
41
+ 2025-06-11 13:37:17,675 INFO ___FILE_ONLY___
42
+ 2025-06-11 13:37:17,675 INFO ___FILE_ONLY___ │
43
+ 2025-06-11 13:37:17,675 INFO ___FILE_ONLY___ < 1 MiB
44
+ 2025-06-11 13:37:17,675 INFO ___FILE_ONLY___
45
+ 2025-06-11 13:37:17,675 INFO ___FILE_ONLY___ │
46
+ 2025-06-11 13:37:17,675 INFO ___FILE_ONLY___
47
+
48
+ 2025-06-11 13:37:17,675 INFO ___FILE_ONLY___ │
49
+ 2025-06-11 13:37:17,675 INFO ___FILE_ONLY___ gcloud Beta Commands
50
+ 2025-06-11 13:37:17,675 INFO ___FILE_ONLY___
51
+ 2025-06-11 13:37:17,675 INFO ___FILE_ONLY___ │
52
+ 2025-06-11 13:37:17,675 INFO ___FILE_ONLY___ 2025.06.10
53
+ 2025-06-11 13:37:17,675 INFO ___FILE_ONLY___
54
+ 2025-06-11 13:37:17,675 INFO ___FILE_ONLY___ │
55
+ 2025-06-11 13:37:17,675 INFO ___FILE_ONLY___ < 1 MiB
56
+ 2025-06-11 13:37:17,675 INFO ___FILE_ONLY___
57
+ 2025-06-11 13:37:17,676 INFO ___FILE_ONLY___ │
58
+ 2025-06-11 13:37:17,676 INFO ___FILE_ONLY___
59
+
60
+ 2025-06-11 13:37:17,676 INFO ___FILE_ONLY___ │
61
+ 2025-06-11 13:37:17,676 INFO ___FILE_ONLY___ gcloud Preview Commands
62
+ 2025-06-11 13:37:17,676 INFO ___FILE_ONLY___
63
+ 2025-06-11 13:37:17,676 INFO ___FILE_ONLY___ │
64
+ 2025-06-11 13:37:17,676 INFO ___FILE_ONLY___
65
+ 2025-06-11 13:37:17,676 INFO ___FILE_ONLY___
66
+ 2025-06-11 13:37:17,676 INFO ___FILE_ONLY___ │
67
+ 2025-06-11 13:37:17,676 INFO ___FILE_ONLY___ < 1 MiB
68
+ 2025-06-11 13:37:17,676 INFO ___FILE_ONLY___
69
+ 2025-06-11 13:37:17,676 INFO ___FILE_ONLY___ │
70
+ 2025-06-11 13:37:17,676 INFO ___FILE_ONLY___
71
+
72
+ 2025-06-11 13:37:17,676 INFO ___FILE_ONLY___ └─────────────────────────┴────────────┴─────────┘
73
+ 2025-06-11 13:37:17,676 INFO ___FILE_ONLY___
74
+
75
+ 2025-06-11 13:37:17,676 INFO ___FILE_ONLY___
76
+
77
+ 2025-06-11 13:37:17,680 DEBUG urllib3.connectionpool Starting new HTTPS connection (1): dl.google.com:443
78
+ 2025-06-11 13:37:17,694 DEBUG urllib3.connectionpool https://dl.google.com:443 "GET /dl/cloudsdk/channels/rapid/RELEASE_NOTES HTTP/11" 200 1432351
79
+ 2025-06-11 13:37:18,136 INFO ___FILE_ONLY___ For the latest full release notes, please visit:
80
+ https://cloud.google.com/sdk/release_notes
81
+
82
+
83
+ 2025-06-11 13:37:18,136 INFO ___FILE_ONLY___ Performing in place update...
84
+
85
+
86
+ 2025-06-11 13:37:18,138 INFO ___FILE_ONLY___ ╔════════════════════════════════════════════════════════════╗
87
+
88
+ 2025-06-11 13:37:18,138 INFO ___FILE_ONLY___ ╠═ Downloading: gcloud Alpha Commands ═╣
89
+
90
+ 2025-06-11 13:37:18,138 INFO ___FILE_ONLY___ ╚
91
+ 2025-06-11 13:37:18,142 DEBUG urllib3.connectionpool Starting new HTTPS connection (1): dl.google.com:443
92
+ 2025-06-11 13:37:18,183 DEBUG urllib3.connectionpool https://dl.google.com:443 "GET /dl/cloudsdk/channels/rapid/components/google-cloud-sdk-alpha-20250610213429.tar.gz HTTP/11" 200 800
93
+ 2025-06-11 13:37:18,183 INFO ___FILE_ONLY___ ════════════════════════════════════════════════════════════
94
+ 2025-06-11 13:37:18,183 INFO ___FILE_ONLY___ ╝
95
+
96
+ 2025-06-11 13:37:18,185 INFO ___FILE_ONLY___ ╔════════════════════════════════════════════════════════════╗
97
+
98
+ 2025-06-11 13:37:18,185 INFO ___FILE_ONLY___ ╠═ Downloading: gcloud Beta Commands ═╣
99
+
100
+ 2025-06-11 13:37:18,185 INFO ___FILE_ONLY___ ╚
101
+ 2025-06-11 13:37:18,188 DEBUG urllib3.connectionpool Starting new HTTPS connection (1): dl.google.com:443
102
+ 2025-06-11 13:37:18,202 DEBUG urllib3.connectionpool https://dl.google.com:443 "GET /dl/cloudsdk/channels/rapid/components/google-cloud-sdk-beta-20250610213429.tar.gz HTTP/11" 200 797
103
+ 2025-06-11 13:37:18,202 INFO ___FILE_ONLY___ ════════════════════════════════════════════════════════════
104
+ 2025-06-11 13:37:18,202 INFO ___FILE_ONLY___ ╝
105
+
106
+ 2025-06-11 13:37:18,204 INFO ___FILE_ONLY___ ╔════════════════════════════════════════════════════════════╗
107
+
108
+ 2025-06-11 13:37:18,204 INFO ___FILE_ONLY___ ╠═ Downloading: gcloud Preview Commands ═╣
109
+
110
+ 2025-06-11 13:37:18,204 INFO ___FILE_ONLY___ ╚
111
+ 2025-06-11 13:37:18,207 DEBUG urllib3.connectionpool Starting new HTTPS connection (1): dl.google.com:443
112
+ 2025-06-11 13:37:18,256 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
+ 2025-06-11 13:37:18,256 INFO ___FILE_ONLY___ ════════════════════════════════════════════════════════════
114
+ 2025-06-11 13:37:18,256 INFO ___FILE_ONLY___ ╝
115
+
116
+ 2025-06-11 13:37:18,258 INFO ___FILE_ONLY___ ╔════════════════════════════════════════════════════════════╗
117
+
118
+ 2025-06-11 13:37:18,258 INFO ___FILE_ONLY___ ╠═ Installing: gcloud Alpha Commands ═╣
119
+
120
+ 2025-06-11 13:37:18,258 INFO ___FILE_ONLY___ ╚
121
+ 2025-06-11 13:37:18,259 INFO ___FILE_ONLY___ ════════════════════════════════════════════════════════════
122
+ 2025-06-11 13:37:18,259 INFO ___FILE_ONLY___ ╝
123
+
124
+ 2025-06-11 13:37:18,264 INFO ___FILE_ONLY___ ╔════════════════════════════════════════════════════════════╗
125
+
126
+ 2025-06-11 13:37:18,264 INFO ___FILE_ONLY___ ╠═ Installing: gcloud Beta Commands ═╣
127
+
128
+ 2025-06-11 13:37:18,264 INFO ___FILE_ONLY___ ╚
129
+ 2025-06-11 13:37:18,265 INFO ___FILE_ONLY___ ════════════════════════════════════════════════════════════
130
+ 2025-06-11 13:37:18,265 INFO ___FILE_ONLY___ ╝
131
+
132
+ 2025-06-11 13:37:18,270 INFO ___FILE_ONLY___ ╔════════════════════════════════════════════════════════════╗
133
+
134
+ 2025-06-11 13:37:18,270 INFO ___FILE_ONLY___ ╠═ Installing: gcloud Preview Commands ═╣
135
+
136
+ 2025-06-11 13:37:18,270 INFO ___FILE_ONLY___ ╚
137
+ 2025-06-11 13:37:18,271 INFO ___FILE_ONLY___ ════════════════════════════════════════════════════════════
138
+ 2025-06-11 13:37:18,271 INFO ___FILE_ONLY___ ╝
139
+
140
+ 2025-06-11 13:37:18,276 DEBUG root Updating notification cache...
141
+ 2025-06-11 13:37:18,276 INFO ___FILE_ONLY___
142
+
143
+ 2025-06-11 13:37:18,278 INFO ___FILE_ONLY___ Performing post processing steps...
144
+ 2025-06-11 13:37:18,278 DEBUG root Executing command: ['/tools/google-cloud-sdk/bin/gcloud', 'components', 'post-process']
145
+ 2025-06-11 13:37:26,456 DEBUG ___FILE_ONLY___
146
+ 2025-06-11 13:37:26,457 DEBUG ___FILE_ONLY___
147
+ 2025-06-11 13:37:26,553 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
+ 2025-06-11 13:37:26,554 INFO ___FILE_ONLY___
149
+ Update done!
150
+
151
+
152
+ 2025-06-11 13:37:26,556 DEBUG root Chosen display Format:none
153
+ 2025-06-11 13:37:26,556 INFO root Display format: "none"
.config/logs/2025.06.11/13.37.18.763091.log ADDED
@@ -0,0 +1,5 @@
 
 
 
 
 
 
1
+ 2025-06-11 13:37:18,763 DEBUG root Loaded Command Group: ['gcloud', 'components']
2
+ 2025-06-11 13:37:18,765 DEBUG root Loaded Command Group: ['gcloud', 'components', 'post_process']
3
+ 2025-06-11 13:37:18,766 DEBUG root Running [gcloud.components.post-process] with arguments: []
4
+ 2025-06-11 13:37:26,358 DEBUG root Chosen display Format:none
5
+ 2025-06-11 13:37:26,359 INFO root Display format: "none"
.config/logs/2025.06.11/13.37.27.125319.log ADDED
@@ -0,0 +1,8 @@
 
 
 
 
 
 
 
 
 
1
+ 2025-06-11 13:37:27,127 DEBUG root Loaded Command Group: ['gcloud', 'config']
2
+ 2025-06-11 13:37:27,172 DEBUG root Loaded Command Group: ['gcloud', 'config', 'set']
3
+ 2025-06-11 13:37:27,174 DEBUG root Running [gcloud.config.set] with arguments: [SECTION/PROPERTY: "component_manager/disable_update_check", VALUE: "true"]
4
+ 2025-06-11 13:37:27,174 INFO ___FILE_ONLY___ Updated property [component_manager/disable_update_check].
5
+
6
+ 2025-06-11 13:37:27,175 DEBUG root Chosen display Format:default
7
+ 2025-06-11 13:37:27,176 INFO root Display format: "default"
8
+ 2025-06-11 13:37:27,176 DEBUG root SDK update checks are disabled.
.config/logs/2025.06.11/13.37.27.755669.log ADDED
@@ -0,0 +1,8 @@
 
 
 
 
 
 
 
 
 
1
+ 2025-06-11 13:37:27,757 DEBUG root Loaded Command Group: ['gcloud', 'config']
2
+ 2025-06-11 13:37:27,800 DEBUG root Loaded Command Group: ['gcloud', 'config', 'set']
3
+ 2025-06-11 13:37:27,802 DEBUG root Running [gcloud.config.set] with arguments: [SECTION/PROPERTY: "compute/gce_metadata_read_timeout_sec", VALUE: "0"]
4
+ 2025-06-11 13:37:27,803 INFO ___FILE_ONLY___ Updated property [compute/gce_metadata_read_timeout_sec].
5
+
6
+ 2025-06-11 13:37:27,803 DEBUG root Chosen display Format:default
7
+ 2025-06-11 13:37:27,804 INFO root Display format: "default"
8
+ 2025-06-11 13:37:27,804 DEBUG root SDK update checks are disabled.
.gitattributes CHANGED
@@ -33,3 +33,5 @@ saved_model/**/* filter=lfs diff=lfs merge=lfs -text
33
  *.zip filter=lfs diff=lfs merge=lfs -text
34
  *.zst filter=lfs diff=lfs merge=lfs -text
35
  *tfevents* filter=lfs diff=lfs merge=lfs -text
 
 
 
33
  *.zip filter=lfs diff=lfs merge=lfs -text
34
  *.zst filter=lfs diff=lfs merge=lfs -text
35
  *tfevents* filter=lfs diff=lfs merge=lfs -text
36
+ sample_data/mnist_test.csv filter=lfs diff=lfs merge=lfs -text
37
+ sample_data/mnist_train_small.csv filter=lfs diff=lfs merge=lfs -text
.gradio/certificate.pem ADDED
@@ -0,0 +1,31 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ -----BEGIN CERTIFICATE-----
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+ -----END CERTIFICATE-----
README.md CHANGED
@@ -1,12 +1,6 @@
1
  ---
2
- title: RAG Book Assstant
3
- emoji: 📉
4
- colorFrom: green
5
- colorTo: red
6
- sdk: gradio
7
- sdk_version: 5.33.2
8
  app_file: app.py
9
- pinned: false
 
10
  ---
11
-
12
- Check out the configuration reference at https://huggingface.co/docs/hub/spaces-config-reference
 
1
  ---
2
+ title: RAG_Book_Assstant
 
 
 
 
 
3
  app_file: app.py
4
+ sdk: gradio
5
+ sdk_version: 5.31.0
6
  ---
 
 
app.py ADDED
@@ -0,0 +1,285 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ import os
2
+ import tempfile
3
+ import gradio as gr
4
+ import numpy as np
5
+ from sklearn.metrics.pairwise import cosine_similarity
6
+ from sentence_transformers import SentenceTransformer
7
+
8
+ import google.generativeai as genai
9
+ import fitz # PyMuPDF
10
+ import traceback # Import traceback for detailed error logging
11
+
12
+ # Initialize embedding model
13
+ sbert_model = SentenceTransformer('all-MiniLM-L6-v2')
14
+
15
+ # Data storage
16
+ chunks = []
17
+ embeddings = np.array([])
18
+ # Global state for API key
19
+ # stored_api_key = None # Replaced by gr.State
20
+
21
+ def extract_text_from_pdf(pdf_file_path, start_page=None, end_page=None):
22
+ """
23
+ Extract text from PDF file, optionally from a specific page range.
24
+ Page numbers are 1-indexed.
25
+ """
26
+ doc = fitz.open(pdf_file_path)
27
+ text = ""
28
+
29
+ pages_to_process = []
30
+ num_pages_in_doc = doc.page_count
31
+
32
+ if start_page is not None and end_page is not None:
33
+ start_idx = start_page - 1
34
+ end_idx = end_page - 1
35
+
36
+ if 0 <= start_idx <= end_idx < num_pages_in_doc:
37
+ for i in range(start_idx, end_idx + 1):
38
+ pages_to_process.append(doc.load_page(i))
39
+ else:
40
+ print(f"Warning: Invalid page range received in extract_text_from_pdf. Defaulting to all pages.")
41
+ pages_to_process = [doc.load_page(i) for i in range(num_pages_in_doc)]
42
+ else:
43
+ pages_to_process = [doc.load_page(i) for i in range(num_pages_in_doc)]
44
+
45
+ for page_obj in pages_to_process:
46
+ text += page_obj.get_text()
47
+
48
+ doc.close()
49
+ return text, num_pages_in_doc
50
+
51
+
52
+ def chunk_text(text, chunk_size=1000, overlap=200):
53
+ """Split text into overlapping chunks"""
54
+ doc_chunks = []
55
+ for i in range(0, len(text), chunk_size - overlap):
56
+ chunk = text[i:i + chunk_size]
57
+ if len(chunk) > 100: # Ensure chunks are substantial
58
+ doc_chunks.append(chunk)
59
+ return doc_chunks
60
+
61
+ def process_pdf(pdf_file_obj, processing_mode, start_page_ui, end_page_ui):
62
+ """Process PDF (full or page range) and create embeddings."""
63
+ global chunks, embeddings
64
+
65
+ if pdf_file_obj is None:
66
+ chunks = []
67
+ embeddings = np.array([])
68
+ return "No PDF file provided. Please upload a PDF."
69
+
70
+ tmp_path = None
71
+ try:
72
+ with open(pdf_file_obj.name, "rb") as f_in:
73
+ pdf_bytes = f_in.read()
74
+ with tempfile.NamedTemporaryFile(delete=False, suffix='.pdf') as tmp:
75
+ tmp.write(pdf_bytes)
76
+ tmp_path = tmp.name
77
+ except Exception as e:
78
+ if tmp_path and os.path.exists(tmp_path):
79
+ os.unlink(tmp_path)
80
+ return f"Error handling uploaded PDF file: {str(e)}"
81
+
82
+ actual_start_page, actual_end_page = None, None
83
+ page_info_str = "full document"
84
+ pdf_name = os.path.basename(pdf_file_obj.name)
85
+
86
+ try:
87
+ doc_for_page_count = fitz.open(tmp_path)
88
+ total_pages_in_doc = doc_for_page_count.page_count
89
+ doc_for_page_count.close()
90
+
91
+ if processing_mode == "Page Range":
92
+ if start_page_ui is None or end_page_ui is None:
93
+ raise ValueError("For 'Page Range' mode, both Start Page and End Page must be specified.")
94
+
95
+ s_page = int(start_page_ui)
96
+ e_page = int(end_page_ui)
97
+
98
+ if not (1 <= s_page <= total_pages_in_doc and \
99
+ 1 <= e_page <= total_pages_in_doc and \
100
+ s_page <= e_page):
101
+ raise ValueError(f"Invalid page range ({s_page}-{e_page}). Document has {total_pages_in_doc} pages.")
102
+ actual_start_page, actual_end_page = s_page, e_page
103
+ page_info_str = f"pages {s_page}-{e_page}"
104
+
105
+ text, _ = extract_text_from_pdf(tmp_path, start_page=actual_start_page, end_page=actual_end_page)
106
+
107
+ if not text.strip():
108
+ chunks = []
109
+ embeddings = np.array([])
110
+ return f"Processed {page_info_str} of '{pdf_name}', but no text content found. Old data cleared."
111
+
112
+ current_book_chunks = chunk_text(text)
113
+
114
+ if not current_book_chunks:
115
+ chunks = []
116
+ embeddings = np.array([])
117
+ return f"Processed {page_info_str} of '{pdf_name}', but no substantial chunks created. Old data cleared."
118
+
119
+ current_book_embeddings = sbert_model.encode(current_book_chunks)
120
+
121
+ chunks = current_book_chunks
122
+ embeddings = np.array(current_book_embeddings)
123
+
124
+ return f"Successfully processed {page_info_str} of '{pdf_name}'. Created {len(chunks)} chunks. Ready for questions."
125
+
126
+ except ValueError as ve:
127
+ return f"Error: {str(ve)}"
128
+ except Exception as e:
129
+ chunks = []
130
+ embeddings = np.array([])
131
+ error_msg = f"Error processing '{pdf_name}' ({page_info_str}): {str(e)}\n{traceback.format_exc()}"
132
+ print(error_msg)
133
+ return error_msg
134
+ finally:
135
+ if tmp_path and os.path.exists(tmp_path):
136
+ os.unlink(tmp_path)
137
+
138
+
139
+ def retrieve_relevant_chunks(query, top_k=5):
140
+ """Retrieve most relevant chunks based on query."""
141
+ global chunks, embeddings
142
+
143
+ if not chunks or not isinstance(embeddings, np.ndarray) or embeddings.size == 0:
144
+ return ["No document processed or no content yielded. Please process a PDF."]
145
+
146
+ query_embedding = sbert_model.encode([query])[0]
147
+ similarities = cosine_similarity([query_embedding], embeddings)[0]
148
+
149
+ num_available_chunks = len(chunks)
150
+ actual_top_k = min(top_k, num_available_chunks)
151
+
152
+ if actual_top_k == 0:
153
+ return ["No relevant chunks found."]
154
+
155
+ top_indices = np.argsort(similarities)[-actual_top_k:][::-1]
156
+ # Return the actual chunk text
157
+ top_chunks_text = [chunks[i] for i in top_indices]
158
+
159
+ return top_chunks_text
160
+
161
+ def generate_response(query, current_api_key_state):
162
+ """Generate response using Gemini API and RAG, including sources."""
163
+ if not current_api_key_state:
164
+ return "API key not set. Please enter your API key and click 'Confirm API Key'.", "" # Return empty string for sources
165
+
166
+ try:
167
+ genai.configure(api_key=current_api_key_state)
168
+ context_chunks = retrieve_relevant_chunks(query)
169
+
170
+ if not context_chunks or "No document" in context_chunks[0] or "No relevant chunks" in context_chunks[0]:
171
+ return f"Could not retrieve relevant context. Ensure a PDF is processed.\n\nDetails: {context_chunks[0]}", "" # Return empty string for sources
172
+
173
+ context_for_prompt = "\n\n".join(context_chunks)
174
+
175
+ prompt = f"""
176
+ Based on the following context from a book, please answer the query.
177
+
178
+ CONTEXT:
179
+ {context_for_prompt}
180
+
181
+ QUERY:
182
+ {query}
183
+
184
+ Please provide a helpful and accurate response based only on the information in the context. If the context doesn't provide an answer, say so.
185
+ """
186
+
187
+ gemini_model_instance = genai.GenerativeModel('gemini-1.5-flash-latest')
188
+ response = gemini_model_instance.generate_content(prompt)
189
+
190
+ # Prepare sources text
191
+ sources_text = "--- Sources (Context Chunks) ---\n"
192
+ for i, chunk in enumerate(context_chunks):
193
+ sources_text += f"\n[Source {i+1}]:\n{chunk}\n"
194
+
195
+ return response.text, sources_text # Return answer and sources separately
196
+
197
+ except Exception as e:
198
+ return f"Error generating response: {str(e)}\n{traceback.format_exc()}", "" # Return empty string for sources
199
+
200
+ with gr.Blocks(title="RAG Book Assistant") as demo:
201
+ api_key_state = gr.State(None) # Store the API key
202
+
203
+ gr.Markdown("# 📚 RAG Book Assistant")
204
+ gr.Markdown(
205
+ "Upload a PDF book. You can choose to process the full book or a specific page range. "
206
+ "Processing a new PDF (or range) will **replace the current one**.\n\n"
207
+ "API Key Set and Hidden."
208
+ )
209
+
210
+ with gr.Row():
211
+ with gr.Column(scale=2):
212
+ with gr.Group() as api_key_group:
213
+ api_key_input = gr.Textbox(label="Gemini API Key", type="password", elem_id="api_key_input_id")
214
+ confirm_api_key_btn = gr.Button("Confirm API Key", elem_id="confirm_api_key_btn_id")
215
+
216
+ api_key_status_output = gr.Markdown(visible=False, value="API Key Set!", elem_id="api_key_status_id")
217
+
218
+ pdf_input = gr.File(label="Upload PDF Book", file_types=['.pdf'])
219
+
220
+ processing_mode_input = gr.Radio(
221
+ label="Processing Mode",
222
+ choices=["Full Book", "Page Range"],
223
+ value="Full Book",
224
+ interactive=True
225
+ )
226
+
227
+ with gr.Row(visible=False) as page_range_ui_row:
228
+ start_page_input = gr.Number(label="Start Page", minimum=1, precision=0, interactive=True)
229
+ end_page_input = gr.Number(label="End Page", minimum=1, precision=0, interactive=True)
230
+
231
+ process_btn = gr.Button("Process PDF (Replaces Current Book)")
232
+
233
+ query_input = gr.Textbox(label="Ask a question about the current book", lines=3)
234
+ submit_btn = gr.Button("Submit Question")
235
+
236
+ with gr.Column(scale=1):
237
+ status_output = gr.Textbox(label="Processing Status", interactive=False, lines=5)
238
+ response_output = gr.Textbox(label="Response (Answer)", interactive=False, lines=10)
239
+ sources_output = gr.Textbox(label="Sources (Context Chunks)", interactive=False, lines=10)
240
+
241
+ # Logic to show/hide page range inputs
242
+ def update_page_range_visibility(mode):
243
+ return gr.Row(visible=(mode == "Page Range"))
244
+
245
+ processing_mode_input.change(
246
+ fn=update_page_range_visibility,
247
+ inputs=processing_mode_input,
248
+ outputs=page_range_ui_row
249
+ )
250
+
251
+ # Logic to handle API key confirmation
252
+ def confirm_api_key(api_key):
253
+ if api_key:
254
+ return {
255
+ api_key_state: api_key,
256
+ api_key_group: gr.Group(visible=False),
257
+ api_key_status_output: gr.Markdown(visible=True, value="API Key Set and Hidden.")
258
+ }
259
+ else:
260
+ return {
261
+ api_key_state: None,
262
+ api_key_group: gr.Group(visible=True),
263
+ api_key_status_output: gr.Markdown(visible=True, value="Please enter an API Key.")
264
+ }
265
+
266
+ confirm_api_key_btn.click(
267
+ fn=confirm_api_key,
268
+ inputs=[api_key_input],
269
+ outputs=[api_key_state, api_key_group, api_key_status_output]
270
+ )
271
+
272
+ process_btn.click(
273
+ process_pdf,
274
+ inputs=[pdf_input, processing_mode_input, start_page_input, end_page_input],
275
+ outputs=[status_output]
276
+ )
277
+
278
+ submit_btn.click(
279
+ generate_response,
280
+ inputs=[query_input, api_key_state],
281
+ outputs=[response_output, sources_output]
282
+ )
283
+
284
+ if __name__ == "__main__":
285
+ demo.launch(share=True)
requirements.txt ADDED
@@ -0,0 +1,6 @@
 
 
 
 
 
 
 
1
+ gradio
2
+ numpy
3
+ scikit-learn
4
+ sentence-transformers
5
+ google-generativeai
6
+ PyMuPDF
sample_data/README.md ADDED
@@ -0,0 +1,19 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ This directory includes a few sample datasets to get you started.
2
+
3
+ * `california_housing_data*.csv` is California housing data from the 1990 US
4
+ Census; more information is available at:
5
+ https://docs.google.com/document/d/e/2PACX-1vRhYtsvc5eOR2FWNCwaBiKL6suIOrxJig8LcSBbmCbyYsayia_DvPOOBlXZ4CAlQ5nlDD8kTaIDRwrN/pub
6
+
7
+ * `mnist_*.csv` is a small sample of the
8
+ [MNIST database](https://en.wikipedia.org/wiki/MNIST_database), which is
9
+ described at: http://yann.lecun.com/exdb/mnist/
10
+
11
+ * `anscombe.json` contains a copy of
12
+ [Anscombe's quartet](https://en.wikipedia.org/wiki/Anscombe%27s_quartet); it
13
+ was originally described in
14
+
15
+ Anscombe, F. J. (1973). 'Graphs in Statistical Analysis'. American
16
+ Statistician. 27 (1): 17-21. JSTOR 2682899.
17
+
18
+ and our copy was prepared by the
19
+ [vega_datasets library](https://github.com/altair-viz/vega_datasets/blob/4f67bdaad10f45e3549984e17e1b3088c731503d/vega_datasets/_data/anscombe.json).
sample_data/anscombe.json ADDED
@@ -0,0 +1,49 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ [
2
+ {"Series":"I", "X":10.0, "Y":8.04},
3
+ {"Series":"I", "X":8.0, "Y":6.95},
4
+ {"Series":"I", "X":13.0, "Y":7.58},
5
+ {"Series":"I", "X":9.0, "Y":8.81},
6
+ {"Series":"I", "X":11.0, "Y":8.33},
7
+ {"Series":"I", "X":14.0, "Y":9.96},
8
+ {"Series":"I", "X":6.0, "Y":7.24},
9
+ {"Series":"I", "X":4.0, "Y":4.26},
10
+ {"Series":"I", "X":12.0, "Y":10.84},
11
+ {"Series":"I", "X":7.0, "Y":4.81},
12
+ {"Series":"I", "X":5.0, "Y":5.68},
13
+
14
+ {"Series":"II", "X":10.0, "Y":9.14},
15
+ {"Series":"II", "X":8.0, "Y":8.14},
16
+ {"Series":"II", "X":13.0, "Y":8.74},
17
+ {"Series":"II", "X":9.0, "Y":8.77},
18
+ {"Series":"II", "X":11.0, "Y":9.26},
19
+ {"Series":"II", "X":14.0, "Y":8.10},
20
+ {"Series":"II", "X":6.0, "Y":6.13},
21
+ {"Series":"II", "X":4.0, "Y":3.10},
22
+ {"Series":"II", "X":12.0, "Y":9.13},
23
+ {"Series":"II", "X":7.0, "Y":7.26},
24
+ {"Series":"II", "X":5.0, "Y":4.74},
25
+
26
+ {"Series":"III", "X":10.0, "Y":7.46},
27
+ {"Series":"III", "X":8.0, "Y":6.77},
28
+ {"Series":"III", "X":13.0, "Y":12.74},
29
+ {"Series":"III", "X":9.0, "Y":7.11},
30
+ {"Series":"III", "X":11.0, "Y":7.81},
31
+ {"Series":"III", "X":14.0, "Y":8.84},
32
+ {"Series":"III", "X":6.0, "Y":6.08},
33
+ {"Series":"III", "X":4.0, "Y":5.39},
34
+ {"Series":"III", "X":12.0, "Y":8.15},
35
+ {"Series":"III", "X":7.0, "Y":6.42},
36
+ {"Series":"III", "X":5.0, "Y":5.73},
37
+
38
+ {"Series":"IV", "X":8.0, "Y":6.58},
39
+ {"Series":"IV", "X":8.0, "Y":5.76},
40
+ {"Series":"IV", "X":8.0, "Y":7.71},
41
+ {"Series":"IV", "X":8.0, "Y":8.84},
42
+ {"Series":"IV", "X":8.0, "Y":8.47},
43
+ {"Series":"IV", "X":8.0, "Y":7.04},
44
+ {"Series":"IV", "X":8.0, "Y":5.25},
45
+ {"Series":"IV", "X":19.0, "Y":12.50},
46
+ {"Series":"IV", "X":8.0, "Y":5.56},
47
+ {"Series":"IV", "X":8.0, "Y":7.91},
48
+ {"Series":"IV", "X":8.0, "Y":6.89}
49
+ ]
sample_data/california_housing_test.csv ADDED
The diff for this file is too large to render. See raw diff
 
sample_data/california_housing_train.csv ADDED
The diff for this file is too large to render. See raw diff
 
sample_data/mnist_test.csv ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
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+ oid sha256:51c292478d94ec3a01461bdfa82eb0885d262eb09e615679b2d69dedb6ad09e7
3
+ size 18289443
sample_data/mnist_train_small.csv ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
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+ oid sha256:1ef64781aa03180f4f5ce504314f058f5d0227277df86060473d973cf43b033e
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+ size 36523880