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+ 2025-02-13 14:18:09,796 INFO ___FILE_ONLY___ ╔════════════════════════════════════════════════════════════╗
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+ 2025-02-13 14:18:09,796 INFO ___FILE_ONLY___ ╠═ Downloading: Cloud Storage Command Line Tool ═╣
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+ 2025-02-13 14:18:09,796 INFO ___FILE_ONLY___ ╚
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+ 2025-02-13 14:18:09,799 DEBUG urllib3.connectionpool Starting new HTTPS connection (1): dl.google.com:443
307
+ 2025-02-13 14:18:10,902 DEBUG urllib3.connectionpool https://dl.google.com:443 "GET /dl/cloudsdk/channels/rapid/components/google-cloud-sdk-gsutil-20241213184646.tar.gz HTTP/11" 200 12368759
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+ 2025-02-13 14:18:10,946 INFO ___FILE_ONLY___ ═
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+ 2025-02-13 14:18:10,959 INFO ___FILE_ONLY___ ═
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+ 2025-02-13 14:18:10,959 INFO ___FILE_ONLY___ ═
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+ 2025-02-13 14:18:10,959 INFO ___FILE_ONLY___ ═
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362
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+ 2025-02-13 14:18:10,960 INFO ___FILE_ONLY___ ═
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+ 2025-02-13 14:18:10,961 INFO ___FILE_ONLY___ ═
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+ 2025-02-13 14:18:10,961 INFO ___FILE_ONLY___ ═
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+ 2025-02-13 14:18:10,961 INFO ___FILE_ONLY___ ═
368
+ 2025-02-13 14:18:10,961 INFO ___FILE_ONLY___ ╝
369
+
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+ 2025-02-13 14:18:10,963 INFO ___FILE_ONLY___ ╔════════════════════════════════════════════════════════════╗
371
+
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+ 2025-02-13 14:18:10,964 INFO ___FILE_ONLY___ ╠═ Downloading: Cloud Storage Command Line Tool (Platfor... ═╣
373
+
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+ 2025-02-13 14:18:10,964 INFO ___FILE_ONLY___ ╚
375
+ 2025-02-13 14:18:10,967 DEBUG urllib3.connectionpool Starting new HTTPS connection (1): dl.google.com:443
376
+ 2025-02-13 14:18:12,127 DEBUG urllib3.connectionpool https://dl.google.com:443 "GET /dl/cloudsdk/channels/rapid/components/google-cloud-sdk-gsutil-nix-20240830134514.tar.gz HTTP/11" 200 1928
377
+ 2025-02-13 14:18:12,127 INFO ___FILE_ONLY___ ════════════════════════════════════════════════════════════
378
+ 2025-02-13 14:18:12,127 INFO ___FILE_ONLY___ ╝
379
+
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+ 2025-02-13 14:18:12,129 INFO ___FILE_ONLY___ ╔════════════════════════════════════════════════════════════╗
381
+
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+ 2025-02-13 14:18:12,129 INFO ___FILE_ONLY___ ╠═ Downloading: Default set of gcloud commands ═╣
383
+
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+ 2025-02-13 14:18:12,130 INFO ___FILE_ONLY___ ╚
385
+ 2025-02-13 14:18:12,130 INFO ___FILE_ONLY___ ════════════════════════════════════════════════════════════
386
+ 2025-02-13 14:18:12,130 INFO ___FILE_ONLY___ ╝
387
+
388
+ 2025-02-13 14:18:12,131 INFO ___FILE_ONLY___ ╔════════════════════════════════════════════════════════════╗
389
+
390
+ 2025-02-13 14:18:12,131 INFO ___FILE_ONLY___ ╠═ Downloading: Google Cloud CLI Core Libraries (Platfor... ═╣
391
+
392
+ 2025-02-13 14:18:12,131 INFO ___FILE_ONLY___ ╚
393
+ 2025-02-13 14:18:12,135 DEBUG urllib3.connectionpool Starting new HTTPS connection (1): dl.google.com:443
394
+ 2025-02-13 14:18:13,153 DEBUG urllib3.connectionpool https://dl.google.com:443 "GET /dl/cloudsdk/channels/rapid/components/google-cloud-sdk-core-nix-20240830134514.tar.gz HTTP/11" 200 2306
395
+ 2025-02-13 14:18:13,154 INFO ___FILE_ONLY___ ════════════════════════════════════════════════════════════
396
+ 2025-02-13 14:18:13,154 INFO ___FILE_ONLY___ ╝
397
+
398
+ 2025-02-13 14:18:13,156 INFO ___FILE_ONLY___ ╔════════════════════════════════════════════════════════════╗
399
+
400
+ 2025-02-13 14:18:13,157 INFO ___FILE_ONLY___ ╠═ Downloading: Google Cloud CRC32C Hash Tool ═╣
401
+
402
+ 2025-02-13 14:18:13,157 INFO ___FILE_ONLY___ ╚
403
+ 2025-02-13 14:18:13,157 INFO ___FILE_ONLY___ ════════════════════════════════════════════════════════════
404
+ 2025-02-13 14:18:13,157 INFO ___FILE_ONLY___ ╝
405
+
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+ 2025-02-13 14:18:13,159 INFO ___FILE_ONLY___ ╔════════════════════════════════════════════════════════════╗
407
+
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+ 2025-02-13 14:18:13,159 INFO ___FILE_ONLY___ ╠═ Downloading: Google Cloud CRC32C Hash Tool (Platform ... ═╣
409
+
410
+ 2025-02-13 14:18:13,159 INFO ___FILE_ONLY___ ╚
411
+ 2025-02-13 14:18:13,163 DEBUG urllib3.connectionpool Starting new HTTPS connection (1): dl.google.com:443
412
+ 2025-02-13 14:18:14,264 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
+ 2025-02-13 14:18:14,274 INFO ___FILE_ONLY___ ═
414
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415
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416
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417
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418
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419
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420
+ 2025-02-13 14:18:14,275 INFO ___FILE_ONLY___ ═
421
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422
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423
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424
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425
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426
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427
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428
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429
+ 2025-02-13 14:18:14,276 INFO ___FILE_ONLY___ ═
430
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431
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432
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433
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434
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435
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436
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439
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440
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441
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442
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443
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444
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445
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446
+ 2025-02-13 14:18:14,277 INFO ___FILE_ONLY___ ═
447
+ 2025-02-13 14:18:14,277 INFO ___FILE_ONLY___ ═
448
+ 2025-02-13 14:18:14,277 INFO ___FILE_ONLY___ ═
449
+ 2025-02-13 14:18:14,277 INFO ___FILE_ONLY___ ═
450
+ 2025-02-13 14:18:14,277 INFO ___FILE_ONLY___ ═
451
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452
+ 2025-02-13 14:18:14,278 INFO ___FILE_ONLY___ ═
453
+ 2025-02-13 14:18:14,278 INFO ___FILE_ONLY___ ═
454
+ 2025-02-13 14:18:14,278 INFO ___FILE_ONLY___ ═
455
+ 2025-02-13 14:18:14,278 INFO ___FILE_ONLY___ ═
456
+ 2025-02-13 14:18:14,278 INFO ___FILE_ONLY___ ═
457
+ 2025-02-13 14:18:14,278 INFO ___FILE_ONLY___ ═
458
+ 2025-02-13 14:18:14,278 INFO ___FILE_ONLY___ ═
459
+ 2025-02-13 14:18:14,278 INFO ___FILE_ONLY___ ═
460
+ 2025-02-13 14:18:14,278 INFO ___FILE_ONLY___ ═
461
+ 2025-02-13 14:18:14,278 INFO ___FILE_ONLY___ ═
462
+ 2025-02-13 14:18:14,278 INFO ___FILE_ONLY___ ═
463
+ 2025-02-13 14:18:14,279 INFO ___FILE_ONLY___ ═
464
+ 2025-02-13 14:18:14,279 INFO ___FILE_ONLY___ ═
465
+ 2025-02-13 14:18:14,279 INFO ___FILE_ONLY___ ═
466
+ 2025-02-13 14:18:14,279 INFO ___FILE_ONLY___ ═
467
+ 2025-02-13 14:18:14,279 INFO ___FILE_ONLY___ ═
468
+ 2025-02-13 14:18:14,279 INFO ___FILE_ONLY___ ═
469
+ 2025-02-13 14:18:14,279 INFO ___FILE_ONLY___ ═
470
+ 2025-02-13 14:18:14,279 INFO ___FILE_ONLY___ ═
471
+ 2025-02-13 14:18:14,279 INFO ___FILE_ONLY___ ═
472
+ 2025-02-13 14:18:14,279 INFO ___FILE_ONLY___ ═
473
+ 2025-02-13 14:18:14,279 INFO ___FILE_ONLY___ ╝
474
+
475
+ 2025-02-13 14:18:14,281 INFO ___FILE_ONLY___ ╔════════════════════════════════════════════════════════════╗
476
+
477
+ 2025-02-13 14:18:14,281 INFO ___FILE_ONLY___ ╠═ Downloading: gcloud cli dependencies (Platform Specific) ═╣
478
+
479
+ 2025-02-13 14:18:14,281 INFO ___FILE_ONLY___ ╚
480
+ 2025-02-13 14:18:14,285 DEBUG urllib3.connectionpool Starting new HTTPS connection (1): dl.google.com:443
481
+ 2025-02-13 14:18:15,401 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
+ 2025-02-13 14:18:15,402 INFO ___FILE_ONLY___ ════════════════════════════════════════════════════════════
483
+ 2025-02-13 14:18:15,402 INFO ___FILE_ONLY___ ╝
484
+
485
+ 2025-02-13 14:18:15,404 INFO ___FILE_ONLY___ ╔════════════════════════════════════════════════════════════╗
486
+
487
+ 2025-02-13 14:18:15,404 INFO ___FILE_ONLY___ ╠═ Installing: BigQuery Command Line Tool ═╣
488
+
489
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490
+ 2025-02-13 14:18:15,502 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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503
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504
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505
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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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512
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513
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514
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515
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516
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517
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518
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519
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520
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521
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522
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523
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524
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525
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526
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527
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528
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529
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530
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531
+ 2025-02-13 14:18:15,621 INFO ___FILE_ONLY___ ═
532
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533
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534
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535
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536
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537
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538
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539
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540
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541
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542
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543
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544
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545
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546
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547
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548
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549
+ 2025-02-13 14:18:15,672 INFO ___FILE_ONLY___ ═
550
+ 2025-02-13 14:18:15,672 INFO ___FILE_ONLY___ ╝
551
+
552
+ 2025-02-13 14:18:15,682 INFO ___FILE_ONLY___ ╔════════════════════════════════════════════════════════════╗
553
+
554
+ 2025-02-13 14:18:15,682 INFO ___FILE_ONLY___ ╠═ Installing: BigQuery Command Line Tool (Platform Spec... ═╣
555
+
556
+ 2025-02-13 14:18:15,682 INFO ___FILE_ONLY___ ╚
557
+ 2025-02-13 14:18:15,683 INFO ___FILE_ONLY___ ════════════════════════════════════════════════════════════
558
+ 2025-02-13 14:18:15,683 INFO ___FILE_ONLY___ ╝
559
+
560
+ 2025-02-13 14:18:15,688 INFO ___FILE_ONLY___ ╔════════════════════════════════════════════════════════════╗
561
+
562
+ 2025-02-13 14:18:15,688 INFO ___FILE_ONLY___ ╠═ Installing: Bundled Python 3.12 ═╣
563
+
564
+ 2025-02-13 14:18:15,688 INFO ___FILE_ONLY___ ╚
565
+ 2025-02-13 14:18:15,691 INFO ___FILE_ONLY___ ════════════════════════════════════════════════════════════
566
+ 2025-02-13 14:18:15,691 INFO ___FILE_ONLY___ ╝
567
+
568
+ 2025-02-13 14:18:15,692 INFO ___FILE_ONLY___ ╔════════════════════════════════════════════════════════════╗
569
+
570
+ 2025-02-13 14:18:15,692 INFO ___FILE_ONLY___ ╠═ Installing: Bundled Python 3.12 (Platform Specific) ═╣
571
+
572
+ 2025-02-13 14:18:15,692 INFO ___FILE_ONLY___ ╚
573
+ 2025-02-13 14:18:19,010 INFO ___FILE_ONLY___ ═
574
+ 2025-02-13 14:18:19,486 INFO ___FILE_ONLY___ ═
575
+ 2025-02-13 14:18:19,506 INFO ___FILE_ONLY___ ═
576
+ 2025-02-13 14:18:19,541 INFO ___FILE_ONLY___ ═
577
+ 2025-02-13 14:18:19,562 INFO ___FILE_ONLY___ ═
578
+ 2025-02-13 14:18:19,576 INFO ___FILE_ONLY___ ═
579
+ 2025-02-13 14:18:19,605 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
+ 2025-02-13 14:18:19,872 INFO ___FILE_ONLY___ ═
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
+ 2025-02-13 14:18:20,103 INFO ___FILE_ONLY___ ═
596
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597
+ 2025-02-13 14:18:20,604 INFO ___FILE_ONLY___ ═
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
+ 2025-02-13 14:18:20,676 INFO ___FILE_ONLY___ ═
604
+ 2025-02-13 14:18:20,687 INFO ___FILE_ONLY___ ═
605
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606
+ 2025-02-13 14:18:20,710 INFO ___FILE_ONLY___ ═
607
+ 2025-02-13 14:18:20,721 INFO ___FILE_ONLY___ ═
608
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609
+ 2025-02-13 14:18:20,745 INFO ___FILE_ONLY___ ═
610
+ 2025-02-13 14:18:20,757 INFO ___FILE_ONLY___ ═
611
+ 2025-02-13 14:18:20,768 INFO ___FILE_ONLY___ ═
612
+ 2025-02-13 14:18:20,780 INFO ___FILE_ONLY___ ═
613
+ 2025-02-13 14:18:20,791 INFO ___FILE_ONLY___ ═
614
+ 2025-02-13 14:18:20,803 INFO ___FILE_ONLY___ ═
615
+ 2025-02-13 14:18:20,815 INFO ___FILE_ONLY___ ═
616
+ 2025-02-13 14:18:20,826 INFO ___FILE_ONLY___ ═
617
+ 2025-02-13 14:18:20,838 INFO ___FILE_ONLY___ ═
618
+ 2025-02-13 14:18:20,850 INFO ___FILE_ONLY___ ═
619
+ 2025-02-13 14:18:20,861 INFO ___FILE_ONLY___ ═
620
+ 2025-02-13 14:18:20,873 INFO ___FILE_ONLY___ ═
621
+ 2025-02-13 14:18:20,884 INFO ___FILE_ONLY___ ═
622
+ 2025-02-13 14:18:20,896 INFO ___FILE_ONLY___ ═
623
+ 2025-02-13 14:18:20,907 INFO ___FILE_ONLY___ ═
624
+ 2025-02-13 14:18:20,918 INFO ___FILE_ONLY___ ═
625
+ 2025-02-13 14:18:20,930 INFO ___FILE_ONLY___ ═
626
+ 2025-02-13 14:18:20,941 INFO ___FILE_ONLY___ ═
627
+ 2025-02-13 14:18:20,953 INFO ___FILE_ONLY___ ═
628
+ 2025-02-13 14:18:20,964 INFO ___FILE_ONLY___ ═
629
+ 2025-02-13 14:18:20,976 INFO ___FILE_ONLY___ ═
630
+ 2025-02-13 14:18:20,987 INFO ___FILE_ONLY___ ═
631
+ 2025-02-13 14:18:20,999 INFO ___FILE_ONLY___ ═
632
+ 2025-02-13 14:18:21,011 INFO ___FILE_ONLY___ ═
633
+ 2025-02-13 14:18:21,011 INFO ___FILE_ONLY___ ╝
634
+
635
+ 2025-02-13 14:18:21,063 INFO ___FILE_ONLY___ ╔════════════════════════════════════════════════════════════╗
636
+
637
+ 2025-02-13 14:18:21,064 INFO ___FILE_ONLY___ ╠═ Installing: Cloud Storage Command Line Tool ═╣
638
+
639
+ 2025-02-13 14:18:21,064 INFO ___FILE_ONLY___ ╚
640
+ 2025-02-13 14:18:21,588 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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676
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677
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678
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679
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680
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681
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682
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683
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684
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685
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686
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687
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688
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689
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690
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691
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692
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693
+ 2025-02-13 14:18:22,239 INFO ___FILE_ONLY___ ═
694
+ 2025-02-13 14:18:22,273 INFO ___FILE_ONLY___ ═
695
+ 2025-02-13 14:18:22,283 INFO ___FILE_ONLY___ ═
696
+ 2025-02-13 14:18:22,292 INFO ___FILE_ONLY___ ═
697
+ 2025-02-13 14:18:22,302 INFO ___FILE_ONLY___ ═
698
+ 2025-02-13 14:18:22,312 INFO ___FILE_ONLY___ ═
699
+ 2025-02-13 14:18:22,326 INFO ___FILE_ONLY___ ═
700
+ 2025-02-13 14:18:22,326 INFO ___FILE_ONLY___ ╝
701
+
702
+ 2025-02-13 14:18:22,356 INFO ___FILE_ONLY___ ╔════════════════════════════════════════════════════════════╗
703
+
704
+ 2025-02-13 14:18:22,356 INFO ___FILE_ONLY___ ╠═ Installing: Cloud Storage Command Line Tool (Platform... ═╣
705
+
706
+ 2025-02-13 14:18:22,356 INFO ___FILE_ONLY___ ╚
707
+ 2025-02-13 14:18:22,357 INFO ___FILE_ONLY___ ════════════════════════════════════════════════════════════
708
+ 2025-02-13 14:18:22,357 INFO ___FILE_ONLY___ ╝
709
+
710
+ 2025-02-13 14:18:22,361 INFO ___FILE_ONLY___ ╔════════════════════════════════════════════════════════════╗
711
+
712
+ 2025-02-13 14:18:22,361 INFO ___FILE_ONLY___ ╠═ Installing: Default set of gcloud commands ═╣
713
+
714
+ 2025-02-13 14:18:22,361 INFO ___FILE_ONLY___ ╚
715
+ 2025-02-13 14:18:22,364 INFO ___FILE_ONLY___ ════════════════════════════════════════════════════════════
716
+ 2025-02-13 14:18:22,364 INFO ___FILE_ONLY___ ╝
717
+
718
+ 2025-02-13 14:18:22,365 INFO ___FILE_ONLY___ ╔════════════════════════════════════════════════════════════╗
719
+
720
+ 2025-02-13 14:18:22,365 INFO ___FILE_ONLY___ ╠═ Installing: Google Cloud CLI Core Libraries (Platform... ═╣
721
+
722
+ 2025-02-13 14:18:22,365 INFO ___FILE_ONLY___ ╚
723
+ 2025-02-13 14:18:22,366 INFO ___FILE_ONLY___ ══════════════════════════════
724
+ 2025-02-13 14:18:22,366 INFO ___FILE_ONLY___ ══════════════════════════════
725
+ 2025-02-13 14:18:22,367 INFO ___FILE_ONLY___ ╝
726
+
727
+ 2025-02-13 14:18:22,370 INFO ___FILE_ONLY___ ╔════════════════════════════════════════════════════════════╗
728
+
729
+ 2025-02-13 14:18:22,370 INFO ___FILE_ONLY___ ╠═ Installing: Google Cloud CRC32C Hash Tool ═╣
730
+
731
+ 2025-02-13 14:18:22,371 INFO ___FILE_ONLY___ ╚
732
+ 2025-02-13 14:18:22,373 INFO ___FILE_ONLY___ ════════════════════════════════════════════════════════════
733
+ 2025-02-13 14:18:22,373 INFO ___FILE_ONLY___ ╝
734
+
735
+ 2025-02-13 14:18:22,374 INFO ___FILE_ONLY___ ╔════════════════════════════════════════════════════════════╗
736
+
737
+ 2025-02-13 14:18:22,375 INFO ___FILE_ONLY___ ╠═ Installing: Google Cloud CRC32C Hash Tool (Platform S... ═╣
738
+
739
+ 2025-02-13 14:18:22,375 INFO ___FILE_ONLY___ ╚
740
+ 2025-02-13 14:18:22,413 INFO ___FILE_ONLY___ ══════════════════════════════
741
+ 2025-02-13 14:18:22,413 INFO ___FILE_ONLY___ ══════════════════════════════
742
+ 2025-02-13 14:18:22,413 INFO ___FILE_ONLY___ ╝
743
+
744
+ 2025-02-13 14:18:22,418 INFO ___FILE_ONLY___ ╔════════════════════════════════════════════════════════════╗
745
+
746
+ 2025-02-13 14:18:22,418 INFO ___FILE_ONLY___ ╠═ Installing: gcloud cli dependencies (Platform Specific) ═╣
747
+
748
+ 2025-02-13 14:18:22,418 INFO ___FILE_ONLY___ ╚
749
+ 2025-02-13 14:18:22,418 INFO ___FILE_ONLY___ ════════════════════════════════════════════════════════════
750
+ 2025-02-13 14:18:22,418 INFO ___FILE_ONLY___ ╝
751
+
752
+ 2025-02-13 14:18:22,423 DEBUG root Updating notification cache...
753
+ 2025-02-13 14:18:22,423 INFO ___FILE_ONLY___
754
+
755
+ 2025-02-13 14:18:22,425 INFO ___FILE_ONLY___ Performing post processing steps...
756
+ 2025-02-13 14:18:22,426 DEBUG root Executing command: ['/tools/google-cloud-sdk/bin/gcloud', 'components', 'post-process']
757
+ 2025-02-13 14:18:30,198 DEBUG ___FILE_ONLY___
758
+ 2025-02-13 14:18:30,199 DEBUG ___FILE_ONLY___
759
+ 2025-02-13 14:18:30,471 INFO ___FILE_ONLY___
760
+ Update done!
761
+
762
+
763
+ 2025-02-13 14:18:30,474 DEBUG root Chosen display Format:none
764
+ 2025-02-13 14:18:30,474 INFO root Display format: "none"
.config/logs/2025.02.13/14.18.22.924899.log ADDED
@@ -0,0 +1,5 @@
 
 
 
 
 
 
1
+ 2025-02-13 14:18:22,925 DEBUG root Loaded Command Group: ['gcloud', 'components']
2
+ 2025-02-13 14:18:22,927 DEBUG root Loaded Command Group: ['gcloud', 'components', 'post_process']
3
+ 2025-02-13 14:18:22,929 DEBUG root Running [gcloud.components.post-process] with arguments: []
4
+ 2025-02-13 14:18:30,083 DEBUG root Chosen display Format:none
5
+ 2025-02-13 14:18:30,084 INFO root Display format: "none"
.config/logs/2025.02.13/14.18.31.091747.log ADDED
@@ -0,0 +1,152 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ 2025-02-13 14:18:31,092 DEBUG root Loaded Command Group: ['gcloud', 'components']
2
+ 2025-02-13 14:18:31,094 DEBUG root Loaded Command Group: ['gcloud', 'components', 'update']
3
+ 2025-02-13 14:18:31,096 DEBUG root Running [gcloud.components.update] with arguments: [--quiet: "True", COMPONENT-IDS:8: "['gcloud', 'core', 'bq', 'gsutil', 'compute', 'preview', 'alpha', 'beta']"]
4
+ 2025-02-13 14:18:31,097 INFO ___FILE_ONLY___ Beginning update. This process may take several minutes.
5
+
6
+ 2025-02-13 14:18:31,105 DEBUG urllib3.connectionpool Starting new HTTPS connection (1): dl.google.com:443
7
+ 2025-02-13 14:18:31,296 DEBUG urllib3.connectionpool https://dl.google.com:443 "GET /dl/cloudsdk/channels/rapid/components-2.json HTTP/11" 200 227832
8
+ 2025-02-13 14:18:31,309 WARNING root Component [compute] no longer exists.
9
+ 2025-02-13 14:18:31,310 INFO ___FILE_ONLY___
10
+
11
+ 2025-02-13 14:18:31,311 INFO ___FILE_ONLY___
12
+ Your current Google Cloud CLI version is: 510.0.0
13
+
14
+ 2025-02-13 14:18:31,311 INFO ___FILE_ONLY___ Installing components from version: 510.0.0
15
+
16
+ 2025-02-13 14:18:31,311 INFO ___FILE_ONLY___
17
+
18
+ 2025-02-13 14:18:31,311 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
+ 2025-02-13 14:18:31,312 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
+ 2025-02-13 14:18:31,312 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
+ 2025-02-13 14:18:31,326 INFO ___FILE_ONLY___ ┌────────────────────────────────────────────────┐
22
+ 2025-02-13 14:18:31,326 INFO ___FILE_ONLY___
23
+
24
+ 2025-02-13 14:18:31,326 INFO ___FILE_ONLY___ │ These components will be installed. │
25
+ 2025-02-13 14:18:31,326 INFO ___FILE_ONLY___
26
+
27
+ 2025-02-13 14:18:31,326 INFO ___FILE_ONLY___ ├─────────────────────────┬────────────┬─────────┤
28
+ 2025-02-13 14:18:31,327 INFO ___FILE_ONLY___
29
+
30
+ 2025-02-13 14:18:31,327 INFO ___FILE_ONLY___ │ Name │ Version │ Size │
31
+ 2025-02-13 14:18:31,327 INFO ___FILE_ONLY___
32
+
33
+ 2025-02-13 14:18:31,327 INFO ___FILE_ONLY___ ├─────────────────────────┼────────────┼─────────┤
34
+ 2025-02-13 14:18:31,327 INFO ___FILE_ONLY___
35
+
36
+ 2025-02-13 14:18:31,327 INFO ___FILE_ONLY___ │
37
+ 2025-02-13 14:18:31,327 INFO ___FILE_ONLY___ gcloud Alpha Commands
38
+ 2025-02-13 14:18:31,327 INFO ___FILE_ONLY___
39
+ 2025-02-13 14:18:31,327 INFO ___FILE_ONLY___ │
40
+ 2025-02-13 14:18:31,327 INFO ___FILE_ONLY___ 2025.02.10
41
+ 2025-02-13 14:18:31,327 INFO ___FILE_ONLY___
42
+ 2025-02-13 14:18:31,327 INFO ___FILE_ONLY___ │
43
+ 2025-02-13 14:18:31,327 INFO ___FILE_ONLY___ < 1 MiB
44
+ 2025-02-13 14:18:31,327 INFO ___FILE_ONLY___
45
+ 2025-02-13 14:18:31,327 INFO ___FILE_ONLY___ │
46
+ 2025-02-13 14:18:31,327 INFO ___FILE_ONLY___
47
+
48
+ 2025-02-13 14:18:31,327 INFO ___FILE_ONLY___ │
49
+ 2025-02-13 14:18:31,327 INFO ___FILE_ONLY___ gcloud Beta Commands
50
+ 2025-02-13 14:18:31,327 INFO ___FILE_ONLY___
51
+ 2025-02-13 14:18:31,328 INFO ___FILE_ONLY___ │
52
+ 2025-02-13 14:18:31,328 INFO ___FILE_ONLY___ 2025.02.10
53
+ 2025-02-13 14:18:31,328 INFO ___FILE_ONLY___
54
+ 2025-02-13 14:18:31,328 INFO ___FILE_ONLY___ │
55
+ 2025-02-13 14:18:31,328 INFO ___FILE_ONLY___ < 1 MiB
56
+ 2025-02-13 14:18:31,328 INFO ___FILE_ONLY___
57
+ 2025-02-13 14:18:31,328 INFO ___FILE_ONLY___ │
58
+ 2025-02-13 14:18:31,328 INFO ___FILE_ONLY___
59
+
60
+ 2025-02-13 14:18:31,328 INFO ___FILE_ONLY___ │
61
+ 2025-02-13 14:18:31,328 INFO ___FILE_ONLY___ gcloud Preview Commands
62
+ 2025-02-13 14:18:31,328 INFO ___FILE_ONLY___
63
+ 2025-02-13 14:18:31,328 INFO ___FILE_ONLY___ │
64
+ 2025-02-13 14:18:31,328 INFO ___FILE_ONLY___
65
+ 2025-02-13 14:18:31,328 INFO ___FILE_ONLY___
66
+ 2025-02-13 14:18:31,328 INFO ___FILE_ONLY___ │
67
+ 2025-02-13 14:18:31,328 INFO ___FILE_ONLY___ < 1 MiB
68
+ 2025-02-13 14:18:31,328 INFO ___FILE_ONLY___
69
+ 2025-02-13 14:18:31,328 INFO ___FILE_ONLY___ │
70
+ 2025-02-13 14:18:31,328 INFO ___FILE_ONLY___
71
+
72
+ 2025-02-13 14:18:31,329 INFO ___FILE_ONLY___ └─────────────────────────┴────────────┴─────────┘
73
+ 2025-02-13 14:18:31,329 INFO ___FILE_ONLY___
74
+
75
+ 2025-02-13 14:18:31,329 INFO ___FILE_ONLY___
76
+
77
+ 2025-02-13 14:18:31,332 DEBUG urllib3.connectionpool Starting new HTTPS connection (1): dl.google.com:443
78
+ 2025-02-13 14:18:31,531 DEBUG urllib3.connectionpool https://dl.google.com:443 "GET /dl/cloudsdk/channels/rapid/RELEASE_NOTES HTTP/11" 200 1354946
79
+ 2025-02-13 14:18:31,980 INFO ___FILE_ONLY___ For the latest full release notes, please visit:
80
+ https://cloud.google.com/sdk/release_notes
81
+
82
+
83
+ 2025-02-13 14:18:31,980 INFO ___FILE_ONLY___ Performing in place update...
84
+
85
+
86
+ 2025-02-13 14:18:31,982 INFO ___FILE_ONLY___ ╔════════════════════════════════════════════════════════════╗
87
+
88
+ 2025-02-13 14:18:31,982 INFO ___FILE_ONLY___ ╠═ Downloading: gcloud Alpha Commands ═╣
89
+
90
+ 2025-02-13 14:18:31,982 INFO ___FILE_ONLY___ ╚
91
+ 2025-02-13 14:18:31,985 DEBUG urllib3.connectionpool Starting new HTTPS connection (1): dl.google.com:443
92
+ 2025-02-13 14:18:33,136 DEBUG urllib3.connectionpool https://dl.google.com:443 "GET /dl/cloudsdk/channels/rapid/components/google-cloud-sdk-alpha-20250210213649.tar.gz HTTP/11" 200 800
93
+ 2025-02-13 14:18:33,137 INFO ___FILE_ONLY___ ════════════════════════════════════════════════════════════
94
+ 2025-02-13 14:18:33,137 INFO ___FILE_ONLY___ ╝
95
+
96
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97
+
98
+ 2025-02-13 14:18:33,139 INFO ___FILE_ONLY___ ╠═ Downloading: gcloud Beta Commands ═╣
99
+
100
+ 2025-02-13 14:18:33,139 INFO ___FILE_ONLY___ ╚
101
+ 2025-02-13 14:18:33,143 DEBUG urllib3.connectionpool Starting new HTTPS connection (1): dl.google.com:443
102
+ 2025-02-13 14:18:33,342 DEBUG urllib3.connectionpool https://dl.google.com:443 "GET /dl/cloudsdk/channels/rapid/components/google-cloud-sdk-beta-20250210213649.tar.gz HTTP/11" 200 797
103
+ 2025-02-13 14:18:33,342 INFO ___FILE_ONLY___ ════════════════════════════════════════════════════════════
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+
106
+ 2025-02-13 14:18:33,344 INFO ___FILE_ONLY___ ╔════════════════════════════════════════════════════════════╗
107
+
108
+ 2025-02-13 14:18:33,344 INFO ___FILE_ONLY___ ╠═ Downloading: gcloud Preview Commands ═╣
109
+
110
+ 2025-02-13 14:18:33,344 INFO ___FILE_ONLY___ ╚
111
+ 2025-02-13 14:18:33,347 DEBUG urllib3.connectionpool Starting new HTTPS connection (1): dl.google.com:443
112
+ 2025-02-13 14:18:34,392 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
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+ 2025-02-13 14:18:34,393 INFO ___FILE_ONLY___ ════════════════════════════════════════════════════════════
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+ 2025-02-13 14:18:34,393 INFO ___FILE_ONLY___ ╝
115
+
116
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117
+
118
+ 2025-02-13 14:18:34,395 INFO ___FILE_ONLY___ ╠═ Installing: gcloud Alpha Commands ═╣
119
+
120
+ 2025-02-13 14:18:34,395 INFO ___FILE_ONLY___ ╚
121
+ 2025-02-13 14:18:34,396 INFO ___FILE_ONLY___ ════════════════════════════════════════════════════════════
122
+ 2025-02-13 14:18:34,397 INFO ___FILE_ONLY___ ╝
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+
124
+ 2025-02-13 14:18:34,401 INFO ___FILE_ONLY___ ╔════════════════════════════════════════════════════════════╗
125
+
126
+ 2025-02-13 14:18:34,402 INFO ___FILE_ONLY___ ╠═ Installing: gcloud Beta Commands ═╣
127
+
128
+ 2025-02-13 14:18:34,402 INFO ___FILE_ONLY___ ╚
129
+ 2025-02-13 14:18:34,402 INFO ___FILE_ONLY___ ════════════════════════════════════════════════════════════
130
+ 2025-02-13 14:18:34,402 INFO ___FILE_ONLY___ ╝
131
+
132
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133
+
134
+ 2025-02-13 14:18:34,407 INFO ___FILE_ONLY___ ╠═ Installing: gcloud Preview Commands ═╣
135
+
136
+ 2025-02-13 14:18:34,408 INFO ___FILE_ONLY___ ╚
137
+ 2025-02-13 14:18:34,408 INFO ___FILE_ONLY___ ════════════════════════════════════════════════════════════
138
+ 2025-02-13 14:18:34,408 INFO ___FILE_ONLY___ ╝
139
+
140
+ 2025-02-13 14:18:34,413 DEBUG root Updating notification cache...
141
+ 2025-02-13 14:18:34,413 INFO ___FILE_ONLY___
142
+
143
+ 2025-02-13 14:18:34,415 INFO ___FILE_ONLY___ Performing post processing steps...
144
+ 2025-02-13 14:18:34,415 DEBUG root Executing command: ['/tools/google-cloud-sdk/bin/gcloud', 'components', 'post-process']
145
+ 2025-02-13 14:18:42,871 DEBUG ___FILE_ONLY___
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+ 2025-02-13 14:18:42,871 DEBUG ___FILE_ONLY___
147
+ 2025-02-13 14:18:42,971 INFO ___FILE_ONLY___
148
+ Update done!
149
+
150
+
151
+ 2025-02-13 14:18:42,974 DEBUG root Chosen display Format:none
152
+ 2025-02-13 14:18:42,975 INFO root Display format: "none"
.config/logs/2025.02.13/14.18.34.923015.log ADDED
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1
+ 2025-02-13 14:18:34,923 DEBUG root Loaded Command Group: ['gcloud', 'components']
2
+ 2025-02-13 14:18:34,925 DEBUG root Loaded Command Group: ['gcloud', 'components', 'post_process']
3
+ 2025-02-13 14:18:34,926 DEBUG root Running [gcloud.components.post-process] with arguments: []
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+ 2025-02-13 14:18:42,754 DEBUG root Chosen display Format:none
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+ 2025-02-13 14:18:42,754 INFO root Display format: "none"
.config/logs/2025.02.13/14.18.43.611991.log ADDED
@@ -0,0 +1,8 @@
 
 
 
 
 
 
 
 
 
1
+ 2025-02-13 14:18:43,613 DEBUG root Loaded Command Group: ['gcloud', 'config']
2
+ 2025-02-13 14:18:43,660 DEBUG root Loaded Command Group: ['gcloud', 'config', 'set']
3
+ 2025-02-13 14:18:43,662 DEBUG root Running [gcloud.config.set] with arguments: [SECTION/PROPERTY: "component_manager/disable_update_check", VALUE: "true"]
4
+ 2025-02-13 14:18:43,663 INFO ___FILE_ONLY___ Updated property [component_manager/disable_update_check].
5
+
6
+ 2025-02-13 14:18:43,664 DEBUG root Chosen display Format:default
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+ 2025-02-13 14:18:43,664 INFO root Display format: "default"
8
+ 2025-02-13 14:18:43,665 DEBUG root SDK update checks are disabled.
.config/logs/2025.02.13/14.18.44.294756.log ADDED
@@ -0,0 +1,8 @@
 
 
 
 
 
 
 
 
 
1
+ 2025-02-13 14:18:44,296 DEBUG root Loaded Command Group: ['gcloud', 'config']
2
+ 2025-02-13 14:18:44,343 DEBUG root Loaded Command Group: ['gcloud', 'config', 'set']
3
+ 2025-02-13 14:18:44,345 DEBUG root Running [gcloud.config.set] with arguments: [SECTION/PROPERTY: "compute/gce_metadata_read_timeout_sec", VALUE: "0"]
4
+ 2025-02-13 14:18:44,346 INFO ___FILE_ONLY___ Updated property [compute/gce_metadata_read_timeout_sec].
5
+
6
+ 2025-02-13 14:18:44,347 DEBUG root Chosen display Format:default
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+ 2025-02-13 14:18:44,348 INFO root Display format: "default"
8
+ 2025-02-13 14:18:44,348 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
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31
+ -----END CERTIFICATE-----
README.md CHANGED
@@ -1,12 +1,6 @@
1
  ---
2
- title: ADAP System Alzheimer Detection Assessment Prediction System
3
- emoji: 🦀
4
- colorFrom: indigo
5
- colorTo: purple
6
  sdk: gradio
7
  sdk_version: 5.16.0
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: ADAP_System__Alzheimer_Detection_Assessment__Prediction_System
3
+ app_file: app.py
 
 
4
  sdk: gradio
5
  sdk_version: 5.16.0
 
 
6
  ---
 
 
app.py ADDED
@@ -0,0 +1,435 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ import gradio as gr
2
+ import random, math
3
+ from transformers import pipeline
4
+ from PyPDF2 import PdfReader
5
+
6
+ ##############################
7
+ # Helper Functions
8
+ ##############################
9
+
10
+ def sigmoid(x):
11
+ return 1 / (1 + math.exp(-x))
12
+
13
+ def extract_pdf_text(pdf_file):
14
+ """Extract text from an uploaded PDF file using PyPDF2."""
15
+ try:
16
+ reader = PdfReader(pdf_file.name) # pdf_file.name gives the filename in Colab
17
+ text = ""
18
+ for page in reader.pages:
19
+ text += page.extract_text()
20
+ return text
21
+ except Exception as e:
22
+ return f"Error extracting PDF text: {e}"
23
+
24
+ ##############################
25
+ # Callback to update visibility of "Other" fields
26
+ ##############################
27
+
28
+ def update_visibility(choice):
29
+ if choice == "Other":
30
+ return gr.update(visible=True)
31
+ else:
32
+ return gr.update(visible=False)
33
+
34
+ ##############################
35
+ # Prediction function for non-MRI data (with PDF extraction)
36
+ ##############################
37
+
38
+ def predict_without_mri(
39
+ # Section A: Patient Demographics
40
+ age, gender, ethnicity, education, pincode, mobile,
41
+ # Section B: Medical History
42
+ family_history, family_relationship, conditions, medications,
43
+ # Section C: Basic Cognitive Assessment
44
+ basic_memory_changes, basic_memory_desc, basic_difficulty_recent,
45
+ basic_trouble_words, basic_problem_solving, basic_trouble_appointments,
46
+ basic_changes_reaction, basic_driving_concern,
47
+ # Section IV: Lifestyle Factors
48
+ smoking_status, alcohol_consumption, physical_activity,
49
+ # Section E: Physical & Neurological Exam (using "Other" options)
50
+ reflexes_choice, reflexes_other,
51
+ muscle_tone_choice, muscle_tone_other,
52
+ coordination_choice, coordination_other,
53
+ balance_choice, balance_other,
54
+ sight_hearing_choice, sight_hearing_other,
55
+ # Section V: Detailed Cognitive & Functional Assessment
56
+ # A. Memory
57
+ mem_diff_recent, mem_forget_appointments, mem_repeat, mem_learning,
58
+ # B. Language
59
+ lang_find_words, lang_understand, lang_follow,
60
+ # C. Executive Function
61
+ exec_plan, exec_decide, exec_finance,
62
+ # D. Visuospatial Skills
63
+ visuospatial_judge, visuospatial_navigate, visuospatial_recognize,
64
+ # E. Attention and Concentration
65
+ attention_focus, attention_distracted, attention_instructions,
66
+ # F. Functional Abilities
67
+ func_ADL, func_medications, func_transport,
68
+ # Section VI: Behavioral and Emotional Changes
69
+ behavior_mood_change, behavior_mood_change_desc, behavior_anxiety, behavior_irritability, behavior_loss_interest,
70
+ # Section VII: Additional Comments
71
+ additional_comments,
72
+ # Section G: Blood-Based Biomarkers
73
+ p_tau217, abeta42, abeta40, miRNAs,
74
+ # Section H: Basic Cognitive & Functional Assessment Scores
75
+ mmse, adas_cog, faq, ravlt,
76
+ # PDF Report Upload (new)
77
+ pdf_report
78
+ ):
79
+ # Convert numeric strings to floats
80
+ try:
81
+ mmse = float(mmse)
82
+ except:
83
+ mmse = 0.0
84
+ try:
85
+ adas = float(adas_cog)
86
+ except:
87
+ adas = 0.0
88
+ try:
89
+ p_tau217 = float(p_tau217)
90
+ except:
91
+ p_tau217 = 0.0
92
+ try:
93
+ abeta42 = float(abeta42)
94
+ except:
95
+ abeta42 = 0.0
96
+ try:
97
+ abeta40 = float(abeta40)
98
+ except:
99
+ abeta40 = 1.0 # avoid division by zero
100
+ try:
101
+ abeta_ratio = abeta42 / abeta40
102
+ except:
103
+ abeta_ratio = 0.0
104
+
105
+ # Dummy calculative model with illustrative coefficients
106
+ w_age = 0.05
107
+ w_education = -0.1
108
+ w_mmse = -0.05
109
+ w_adas = 0.05
110
+ w_ptau = 0.02
111
+ w_abeta_ratio = 0.5
112
+ bias = -5.0
113
+
114
+ risk_value = (w_age * age + w_education * education + w_mmse * mmse +
115
+ w_adas * adas + w_ptau * p_tau217 + w_abeta_ratio * abeta_ratio + bias)
116
+ risk_probability = sigmoid(risk_value)
117
+
118
+ if risk_probability < 0.33:
119
+ risk_category = "Low Risk"
120
+ elif risk_probability < 0.66:
121
+ risk_category = "Moderate Risk"
122
+ else:
123
+ risk_category = "High Risk"
124
+
125
+ # Extract text from PDF if provided
126
+ if pdf_report is not None:
127
+ pdf_text = extract_pdf_text(pdf_report)
128
+ else:
129
+ pdf_text = "No PDF report provided."
130
+
131
+ result = f"""### Prediction Result: {risk_category}
132
+ Calculated Risk Probability: {risk_probability*100:.2f}%
133
+
134
+ **Section A: Patient Demographics**
135
+ - Age: {age}
136
+ - Gender: {gender}
137
+ - Ethnicity: {ethnicity}
138
+ - Years of Education: {education}
139
+ - Pincode: {pincode}
140
+ - Mobile Number: {mobile}
141
+
142
+ **Section B: Medical History**
143
+ - Family history of Alzheimer's/dementia: {family_history}
144
+ - Relationship: {family_relationship if family_history == "Yes" else "N/A"}
145
+ - Conditions: {', '.join(conditions) if conditions else 'None'}
146
+ - Current Medications: {medications}
147
+
148
+ **Section C: Basic Cognitive Assessment**
149
+ - Recent changes in memory: {basic_memory_changes}
150
+ - Description: {basic_memory_desc}
151
+ - Difficulty remembering recent events: {basic_difficulty_recent}
152
+ - Trouble finding the right words: {basic_trouble_words}
153
+ - Difficulty with problem-solving: {basic_problem_solving}
154
+ - Trouble with appointments/medications: {basic_trouble_appointments}
155
+ - Changes in reactions: {basic_changes_reaction}
156
+ - Concerns about driving: {basic_driving_concern}
157
+
158
+ **Section IV: Lifestyle Factors**
159
+ - Smoking status: {smoking_status}
160
+ - Alcohol consumption: {alcohol_consumption}
161
+ - Physical activity level: {physical_activity}
162
+
163
+ **Section E: Physical & Neurological Exam**
164
+ - Reflexes: {reflexes_choice if reflexes_choice != "Other" else reflexes_other}
165
+ - Muscle tone and strength: {muscle_tone_choice if muscle_tone_choice != "Other" else muscle_tone_other}
166
+ - Coordination: {coordination_choice if coordination_choice != "Other" else coordination_other}
167
+ - Balance: {balance_choice if balance_choice != "Other" else balance_other}
168
+ - Sense of sight and hearing: {sight_hearing_choice if sight_hearing_choice != "Other" else sight_hearing_other}
169
+
170
+ **Section V: Detailed Cognitive & Functional Assessment**
171
+ *A. Memory*
172
+ - Difficulty remembering recent events: {mem_diff_recent}
173
+ - Forget appointments or important dates: {mem_forget_appointments}
174
+ - Repeat questions or statements: {mem_repeat}
175
+ - Trouble learning new information: {mem_learning}
176
+
177
+ *B. Language*
178
+ - Trouble finding the right words: {lang_find_words}
179
+ - Difficulty understanding what people say: {lang_understand}
180
+ - Trouble following conversations: {lang_follow}
181
+
182
+ *C. Executive Function*
183
+ - Difficulty planning/organizing tasks: {exec_plan}
184
+ - Trouble making decisions/solving problems: {exec_decide}
185
+ - Hard to manage finances: {exec_finance}
186
+
187
+ *D. Visuospatial Skills*
188
+ - Difficulty judging distances: {visuospatial_judge}
189
+ - Trouble finding your way around familiar places: {visuospatial_navigate}
190
+ - Difficulty recognizing faces: {visuospatial_recognize}
191
+
192
+ *E. Attention and Concentration*
193
+ - Difficulty focusing: {attention_focus}
194
+ - Easily distracted: {attention_distracted}
195
+ - Trouble following instructions: {attention_instructions}
196
+
197
+ *F. Functional Abilities*
198
+ - Need assistance with ADLs: {func_ADL}
199
+ - Difficulty managing medications: {func_medications}
200
+ - Difficulty driving/using public transport: {func_transport}
201
+
202
+ **Section VI: Behavioral and Emotional Changes**
203
+ - Changes in mood or personality: {behavior_mood_change}
204
+ - Description of mood changes: {behavior_mood_change_desc if behavior_mood_change == "Yes" else "N/A"}
205
+ - More anxious or depressed: {behavior_anxiety}
206
+ - More irritable or agitated: {behavior_irritability}
207
+ - Lost interest in activities: {behavior_loss_interest}
208
+
209
+ **Section VII: Additional Comments**
210
+ {additional_comments}
211
+
212
+ **Section G: Blood-Based Biomarkers**
213
+ - p-tau217: {p_tau217}
214
+ - Aβ42: {abeta42}
215
+ - Aβ40: {abeta40}
216
+ - miRNAs: {miRNAs}
217
+
218
+ **Section H: Basic Cognitive & Functional Assessment Scores**
219
+ - MMSE: {mmse}
220
+ - ADAS-Cog: {adas_cog}
221
+ - FAQ: {faq}
222
+ - RAVLT: {ravlt}
223
+
224
+ **Uploaded PDF Report Details:**
225
+ {pdf_text}
226
+ """
227
+ return result
228
+
229
+ ##############################
230
+ # Prediction function for MRI using a Hugging Face pipeline
231
+ ##############################
232
+ pipe = pipeline("image-classification", model="evanrsl/resnet-Alzheimer")
233
+ #pipe = pipeline("image-classification", model="evanrsl/resnet-Alzheimer")
234
+ #def predict_with_mri(image):
235
+ def predict_alzheimer(image, age, gender, ethnicity):
236
+ """
237
+ Predict Alzheimer’s status from an uploaded image using the pretrained pipeline,
238
+ and include demographic information (age, gender, ethnicity) in the output.
239
+ """
240
+ # Run the pipeline on the input image
241
+ results = pipe(image)
242
+ # Assume the pipeline returns a list of dictionaries; we'll take the top result.
243
+ print(results)
244
+ label = results[0]['label']
245
+ confidence = results[0]['score'] * 100 # convert to percentage
246
+
247
+ # Create output text combining prediction and demographic info
248
+ output_text = (f"**Prediction:** {label}\n"
249
+ f"**Confidence:** {confidence:.2f}%\n\n"
250
+ f"**Demographics:**\n"
251
+ f"- Age: {age}\n"
252
+ f"- Gender: {gender}\n"
253
+ f"- Ethnicity: {ethnicity}\n"
254
+ f"Note: Prediction may be Non-Demented to High-Demented\n Confidence suggests that how the model is sure of this prediction")
255
+ return output_text
256
+
257
+
258
+ ##############################
259
+ # Gradio App Interface Configuration
260
+ ##############################
261
+ with gr.Blocks() as demo:
262
+ gr.Markdown("# ADAP System : Alzheimer Detection, Assessment & Prediction System")
263
+
264
+ with gr.Tabs():
265
+ ###########################
266
+ # Tab: Without MRI Data #
267
+ ###########################
268
+ with gr.Tab("Without MRI Data"):
269
+ gr.Markdown("### Please fill out the following form:")
270
+ # Section A: Patient Demographics
271
+ with gr.Column():
272
+ gr.Markdown("#### Section A: Patient Demographics")
273
+ age = gr.Number(label="Age (years)", value=60)
274
+ gender = gr.Radio(label="Gender", choices=["Male", "Female", "Other"])
275
+ ethnicity = gr.Textbox(label="Ethnicity", placeholder="Enter ethnicity")
276
+ education = gr.Number(label="Years of Education", value=12)
277
+ pincode = gr.Textbox(label="Pincode", placeholder="Enter your pincode")
278
+ mobile = gr.Textbox(label="Mobile Number", placeholder="Enter your mobile number")
279
+ # Section B: Medical History
280
+ with gr.Column():
281
+ gr.Markdown("#### Section B: Medical History")
282
+ family_history = gr.Radio(label="Do you have a family history of Alzheimer's disease or dementia?", choices=["Yes", "No"])
283
+ family_relationship = gr.Textbox(label="If yes, please specify the relationship", placeholder="e.g., Mother, Father, Grandparent")
284
+ conditions = gr.CheckboxGroup(label="Do you have any of the following conditions?", choices=["High blood pressure", "Heart disease", "Stroke", "Diabetes", "High cholesterol", "Head injuries"])
285
+ medications = gr.Textbox(label="List any current medications", lines=3, placeholder="Enter current medications")
286
+ # Section C: Basic Cognitive Assessment
287
+ with gr.Column():
288
+ gr.Markdown("#### Section C: Basic Cognitive Assessment")
289
+ basic_memory_changes = gr.Radio(label="Have you noticed any recent changes in your memory?", choices=["Yes", "No"])
290
+ basic_memory_desc = gr.Textbox(label="If yes, please describe", lines=3, placeholder="Describe any changes")
291
+ basic_difficulty_recent = gr.Radio(label="Do you have difficulty remembering recent events?", choices=["Not at all", "Mild", "Moderate", "Severe"])
292
+ basic_trouble_words = gr.Radio(label="Do you have trouble finding the right words?", choices=["Not at all", "Mild", "Moderate", "Severe"])
293
+ basic_problem_solving = gr.Radio(label="Do you have difficulty with problem-solving or decision-making?", choices=["Not at all", "Mild", "Moderate", "Severe"])
294
+ basic_trouble_appointments = gr.Radio(label="Are you having trouble remembering healthcare appointments or when to take your medicines?", choices=["Yes", "No"])
295
+ basic_changes_reaction = gr.Radio(label="Have you noticed any changes in the way you tend to react to people or events?", choices=["Yes", "No"])
296
+ basic_driving_concern = gr.Radio(label="Does anyone express unusual concern about your driving?", choices=["Yes", "No"])
297
+ # Section IV: Lifestyle Factors
298
+ with gr.Column():
299
+ gr.Markdown("#### Section IV: Lifestyle Factors")
300
+ smoking_status = gr.Radio(label="Smoking status", choices=["Yes", "No"])
301
+ alcohol_consumption = gr.Dropdown(label="Alcohol consumption", choices=["None", "Occasional", "Regular", "Heavy"])
302
+ physical_activity = gr.Dropdown(label="Physical activity level", choices=["Sedentary", "Moderate", "Active"])
303
+ # Section E: Physical & Neurological Exam with "Other" options
304
+ with gr.Column():
305
+ gr.Markdown("#### Section E: Physical & Neurological Exam")
306
+ reflexes_choice = gr.Radio(label="Reflexes", choices=["Normal", "Diminished", "Hyperactive", "Other"], value="Normal")
307
+ reflexes_other = gr.Textbox(label="If Other, please describe", placeholder="Describe reflexes", visible=False)
308
+ reflexes_choice.change(fn=update_visibility, inputs=reflexes_choice, outputs=reflexes_other)
309
+
310
+ muscle_tone_choice = gr.Radio(label="Muscle tone and strength", choices=["Normal", "Reduced", "Increased", "Other"], value="Normal")
311
+ muscle_tone_other = gr.Textbox(label="If Other, please describe", placeholder="Describe muscle tone and strength", visible=False)
312
+ muscle_tone_choice.change(fn=update_visibility, inputs=muscle_tone_choice, outputs=muscle_tone_other)
313
+
314
+ coordination_choice = gr.Radio(label="Coordination", choices=["Normal", "Impaired", "Other"], value="Normal")
315
+ coordination_other = gr.Textbox(label="If Other, please describe", placeholder="Describe coordination", visible=False)
316
+ coordination_choice.change(fn=update_visibility, inputs=coordination_choice, outputs=coordination_other)
317
+
318
+ balance_choice = gr.Radio(label="Balance", choices=["Stable", "Impaired", "Other"], value="Stable")
319
+ balance_other = gr.Textbox(label="If Other, please describe", placeholder="Describe balance", visible=False)
320
+ balance_choice.change(fn=update_visibility, inputs=balance_choice, outputs=balance_other)
321
+
322
+ sight_hearing_choice = gr.Radio(label="Sense of sight and hearing", choices=["Normal", "Impaired", "Other"], value="Normal")
323
+ sight_hearing_other = gr.Textbox(label="If Other, please describe", placeholder="Describe any issues", visible=False)
324
+ sight_hearing_choice.change(fn=update_visibility, inputs=sight_hearing_choice, outputs=sight_hearing_other)
325
+ # Section V: Detailed Cognitive & Functional Assessment
326
+ with gr.Column():
327
+ gr.Markdown("#### Section V: Detailed Cognitive & Functional Assessment")
328
+ gr.Markdown("**A. Memory**")
329
+ mem_diff_recent = gr.Radio(label="Do you have difficulty remembering recent events?", choices=["Not at all", "Mildly", "Moderately", "Severely"])
330
+ mem_forget_appointments = gr.Radio(label="Do you forget appointments or important dates more often than before?", choices=["Not at all", "Mildly", "Moderately", "Severely"])
331
+ mem_repeat = gr.Radio(label="Do you repeat questions or statements during a conversation?", choices=["Not at all", "Mildly", "Moderately", "Severely"])
332
+ mem_learning = gr.Radio(label="Do you have trouble learning new information?", choices=["Not at all", "Mildly", "Moderately", "Severely"])
333
+ gr.Markdown("**B. Language**")
334
+ lang_find_words = gr.Radio(label="Do you have trouble finding the right words to express yourself?", choices=["Not at all", "Mildly", "Moderately", "Severely"])
335
+ lang_understand = gr.Radio(label="Do you have difficulty understanding what people are saying?", choices=["Not at all", "Mildly", "Moderately", "Severely"])
336
+ lang_follow = gr.Radio(label="Do you have trouble following conversations?", choices=["Not at all", "Mildly", "Moderately", "Severely"])
337
+ gr.Markdown("**C. Executive Function**")
338
+ exec_plan = gr.Radio(label="Do you have difficulty planning and organizing tasks?", choices=["Not at all", "Mildly", "Moderately", "Severely"])
339
+ exec_decide = gr.Radio(label="Do you have trouble making decisions or solving problems?", choices=["Not at all", "Mildly", "Moderately", "Severely"])
340
+ exec_finance = gr.Radio(label="Do you find it hard to manage your finances?", choices=["Not at all", "Mildly", "Moderately", "Severely"])
341
+ gr.Markdown("**D. Visuospatial Skills**")
342
+ visuospatial_judge = gr.Radio(label="Do you have difficulty judging distances?", choices=["Not at all", "Mildly", "Moderately", "Severely"])
343
+ visuospatial_navigate = gr.Radio(label="Do you have trouble finding your way around familiar places?", choices=["Not at all", "Mildly", "Moderately", "Severely"])
344
+ visuospatial_recognize = gr.Radio(label="Do you have trouble recognizing faces?", choices=["Not at all", "Mildly", "Moderately", "Severely"])
345
+ gr.Markdown("**E. Attention and Concentration**")
346
+ attention_focus = gr.Radio(label="Do you have difficulty focusing your attention?", choices=["Not at all", "Mildly", "Moderately", "Severely"])
347
+ attention_distracted = gr.Radio(label="Are you easily distracted?", choices=["Not at all", "Mildly", "Moderately", "Severely"])
348
+ attention_instructions = gr.Radio(label="Do you have trouble following instructions?", choices=["Not at all", "Mildly", "Moderately", "Severely"])
349
+ gr.Markdown("**F. Functional Abilities**")
350
+ func_ADL = gr.Radio(label="Do you need assistance with activities of daily living (bathing, dressing, eating)?", choices=["Not at all", "Mildly", "Moderately", "Severely"])
351
+ func_medications = gr.Radio(label="Do you have difficulty managing your medications?", choices=["Not at all", "Mildly", "Moderately", "Severely"])
352
+ func_transport = gr.Radio(label="Do you have difficulty driving or using public transportation?", choices=["Not at all", "Mildly", "Moderately", "Severely"])
353
+ # Section VI: Behavioral and Emotional Changes
354
+ with gr.Column():
355
+ gr.Markdown("#### Section VI: Behavioral and Emotional Changes")
356
+ behavior_mood_change = gr.Radio(label="Have you noticed any changes in your mood or personality?", choices=["Yes", "No"])
357
+ behavior_mood_change_desc = gr.Textbox(label="If Yes, please describe", lines=3, placeholder="Describe changes")
358
+ behavior_anxiety = gr.Radio(label="Do you feel more anxious or depressed than usual?", choices=["Yes", "No"])
359
+ behavior_irritability = gr.Radio(label="Are you more irritable or agitated than usual?", choices=["Yes", "No"])
360
+ behavior_loss_interest = gr.Radio(label="Have you lost interest in activities you used to enjoy?", choices=["Yes", "No"])
361
+ # Section VII: Additional Comments
362
+ with gr.Column():
363
+ gr.Markdown("#### Section VII: Additional Comments")
364
+ additional_comments = gr.Textbox(label="Please provide any additional comments", lines=3, placeholder="Enter additional comments here")
365
+ # Section G: Blood-Based Biomarkers
366
+ with gr.Column():
367
+ gr.Markdown("#### Section G: Blood-Based Biomarkers")
368
+ p_tau217 = gr.Textbox(label="p-tau217 (pg/mL)", placeholder="Enter value")
369
+ abeta42 = gr.Textbox(label="Aβ42 (pg/mL)", placeholder="Enter value")
370
+ abeta40 = gr.Textbox(label="Aβ40 (pg/mL)", placeholder="Enter value")
371
+ miRNAs = gr.Textbox(label="miRNAs (List with values)", lines=2, placeholder="e.g., miR-1: 2.5, miR-2: 3.0")
372
+ # Section H: Basic Cognitive & Functional Assessment Scores
373
+ with gr.Column():
374
+ gr.Markdown("#### Section H: Basic Cognitive & Functional Assessment Scores")
375
+ mmse = gr.Textbox(label="MMSE Score", placeholder="Enter MMSE score")
376
+ adas_cog = gr.Textbox(label="ADAS-Cog Score", placeholder="Enter ADAS-Cog score")
377
+ faq = gr.Textbox(label="FAQ Score", placeholder="Enter FAQ score")
378
+ ravlt = gr.Textbox(label="RAVLT Score", placeholder="Enter RAVLT score")
379
+ # Section: Upload PDF Report for additional details
380
+ with gr.Column():
381
+ gr.Markdown("#### Additional Document (Optional)")
382
+ pdf_report = gr.File(label="Upload PDF Report (optional)", file_types=['.pdf'])
383
+
384
+ predict_btn_no_mri = gr.Button("Predict Alzheimer's Risk")
385
+ output_no_mri = gr.Textbox(label="Prediction Result", lines=35)
386
+ predict_btn_no_mri.click(
387
+ fn=predict_without_mri,
388
+ inputs=[
389
+ age, gender, ethnicity, education, pincode, mobile,
390
+ family_history, family_relationship, conditions, medications,
391
+ basic_memory_changes, basic_memory_desc, basic_difficulty_recent,
392
+ basic_trouble_words, basic_problem_solving, basic_trouble_appointments,
393
+ basic_changes_reaction, basic_driving_concern,
394
+ smoking_status, alcohol_consumption, physical_activity,
395
+ reflexes_choice, reflexes_other,
396
+ muscle_tone_choice, muscle_tone_other,
397
+ coordination_choice, coordination_other,
398
+ balance_choice, balance_other,
399
+ sight_hearing_choice, sight_hearing_other,
400
+ mem_diff_recent, mem_forget_appointments, mem_repeat, mem_learning,
401
+ lang_find_words, lang_understand, lang_follow,
402
+ exec_plan, exec_decide, exec_finance,
403
+ visuospatial_judge, visuospatial_navigate, visuospatial_recognize,
404
+ attention_focus, attention_distracted, attention_instructions,
405
+ func_ADL, func_medications, func_transport,
406
+ behavior_mood_change, behavior_mood_change_desc, behavior_anxiety, behavior_irritability, behavior_loss_interest,
407
+ additional_comments,
408
+ p_tau217, abeta42, abeta40, miRNAs,
409
+ mmse, adas_cog, faq, ravlt,
410
+ pdf_report
411
+ ],
412
+ outputs=output_no_mri
413
+ )
414
+
415
+ ###########################
416
+ # Tab: With MRI Image #
417
+ ###########################
418
+ with gr.Tab("With MRI Image"):
419
+ gr.Markdown("# ADAP System : Alzheimer Detection, Assessment & Prediction System")
420
+ gr.Markdown("### With MRI Data: Upload an MRI scan and provide your demographic details")
421
+
422
+ with gr.Row():
423
+ image_input = gr.Image(label="Upload MRI Scan", type="pil")
424
+ age_input = gr.Number(label="Age (years)", value=65)
425
+
426
+ gender_input = gr.Radio(label="Gender", choices=["Male", "Female", "Other"], value="Male")
427
+ ethnicity_input = gr.Textbox(label="Ethnicity", placeholder="Enter your ethnicity")
428
+
429
+ predict_button = gr.Button("Predict Alzheimer's")
430
+ output_box = gr.Textbox(label="Prediction Result", lines=8)
431
+
432
+ predict_button.click(fn=predict_alzheimer, inputs=[image_input, age_input, gender_input, ethnicity_input], outputs=output_box)
433
+
434
+ # Launch the Gradio app
435
+ demo.launch()
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
2
+ 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
3
+ size 36523880