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  1. .config/.last_opt_in_prompt.yaml +1 -0
  2. .config/.last_survey_prompt.yaml +1 -0
  3. .config/.last_update_check.json +1 -0
  4. .config/active_config +1 -0
  5. .config/config_sentinel +0 -0
  6. .config/configurations/config_default +6 -0
  7. .config/default_configs.db +0 -0
  8. .config/gce +1 -0
  9. .config/logs/2024.03.07/14.31.06.507923.log +596 -0
  10. .config/logs/2024.03.07/14.31.32.270753.log +5 -0
  11. .config/logs/2024.03.07/14.31.42.911124.log +169 -0
  12. .config/logs/2024.03.07/14.31.51.601291.log +5 -0
  13. .config/logs/2024.03.07/14.32.02.191519.log +8 -0
  14. .config/logs/2024.03.07/14.32.02.895480.log +8 -0
  15. .gitattributes +2 -0
  16. README.md +2 -8
  17. app.py +54 -0
  18. sample_data/README.md +19 -0
  19. sample_data/anscombe.json +49 -0
  20. sample_data/california_housing_test.csv +0 -0
  21. sample_data/california_housing_train.csv +0 -0
  22. sample_data/mnist_test.csv +3 -0
  23. sample_data/mnist_train_small.csv +3 -0
.config/.last_opt_in_prompt.yaml ADDED
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+ {}
.config/.last_survey_prompt.yaml ADDED
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+ last_prompt_time: 1709821902.2188199
.config/.last_update_check.json ADDED
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+ {"last_update_check_time": 1709821910.9966443, "last_update_check_revision": 20240229170130, "notifications": [], "last_nag_times": {}}
.config/active_config ADDED
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+ default
.config/config_sentinel ADDED
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.config/configurations/config_default ADDED
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+ [component_manager]
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+ disable_update_check = true
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+ [compute]
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+ gce_metadata_read_timeout_sec = 0
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.config/default_configs.db ADDED
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.config/gce ADDED
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+ 2024-03-07 14:31:22,032 INFO ___FILE_ONLY___ ╔════════════════════════════════════════════════════════════╗
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+ 2024-03-07 14:31:22,032 INFO ___FILE_ONLY___ ╠═ Installing: BigQuery Command Line Tool (Platform Spec... ═╣
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+ 2024-03-07 14:31:22,032 INFO ___FILE_ONLY___ ╚
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+ 2024-03-07 14:31:22,036 DEBUG urllib3.connectionpool Starting new HTTPS connection (1): dl.google.com:443
281
+ 2024-03-07 14:31:22,092 DEBUG urllib3.connectionpool https://dl.google.com:443 "GET /dl/cloudsdk/channels/rapid/components/google-cloud-sdk-bq-nix-20240106004423.tar.gz HTTP/1.1" 200 2026
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+ 2024-03-07 14:31:22,092 INFO ___FILE_ONLY___ ══════════════════════════════
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+ 2024-03-07 14:31:22,101 INFO ___FILE_ONLY___ ╔════════════════════════════════════════════════════════════╗
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+ 2024-03-07 14:31:22,102 INFO ___FILE_ONLY___ ╠═ Installing: Bundled Python 3.11 ═╣
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+ 2024-03-07 14:31:22,102 INFO ___FILE_ONLY___ ╚
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+ 2024-03-07 14:31:22,107 INFO ___FILE_ONLY___ ════════════════════════════════════════════════════════════
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+ 2024-03-07 14:31:22,107 INFO ___FILE_ONLY___ ╝
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+ 2024-03-07 14:31:22,108 INFO ___FILE_ONLY___ ╔════════════════════════════════════════════════════════════╗
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+ 2024-03-07 14:31:22,109 INFO ___FILE_ONLY___ ╠═ Installing: Bundled Python 3.11 ═╣
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+ 2024-03-07 14:31:22,109 INFO ___FILE_ONLY___ ╚
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+ 2024-03-07 14:31:22,112 DEBUG urllib3.connectionpool Starting new HTTPS connection (1): dl.google.com:443
300
+ 2024-03-07 14:31:22,168 DEBUG urllib3.connectionpool https://dl.google.com:443 "GET /dl/cloudsdk/channels/rapid/components/google-cloud-sdk-bundled-python3-unix-linux-x86_64-20240229170130.tar.gz HTTP/1.1" 200 78486918
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+ 2024-03-07 14:31:22,448 INFO ___FILE_ONLY___ ═
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359
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360
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361
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362
+
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364
+
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+ 2024-03-07 14:31:27,232 INFO ___FILE_ONLY___ ╠═ Installing: Cloud Storage Command Line Tool ═╣
366
+
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+ 2024-03-07 14:31:27,232 INFO ___FILE_ONLY___ ╚
368
+ 2024-03-07 14:31:27,236 DEBUG urllib3.connectionpool Starting new HTTPS connection (1): dl.google.com:443
369
+ 2024-03-07 14:31:27,294 DEBUG urllib3.connectionpool https://dl.google.com:443 "GET /dl/cloudsdk/channels/rapid/components/google-cloud-sdk-gsutil-20231025210228.tar.gz HTTP/1.1" 200 11833901
370
+ 2024-03-07 14:31:27,340 INFO ___FILE_ONLY___ ═
371
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372
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373
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374
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375
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376
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378
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379
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380
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381
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382
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383
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384
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385
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386
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387
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388
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389
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390
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391
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392
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393
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394
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395
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396
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397
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398
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399
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400
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401
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402
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403
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404
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405
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406
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407
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408
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409
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410
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411
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412
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413
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414
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415
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416
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417
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418
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419
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420
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421
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422
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423
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424
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425
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426
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427
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428
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429
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430
+ 2024-03-07 14:31:28,764 INFO ___FILE_ONLY___ ╝
431
+
432
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433
+
434
+ 2024-03-07 14:31:28,834 INFO ___FILE_ONLY___ ╠═ Installing: Cloud Storage Command Line Tool (Platform... ═╣
435
+
436
+ 2024-03-07 14:31:28,834 INFO ___FILE_ONLY___ ╚
437
+ 2024-03-07 14:31:28,838 DEBUG urllib3.connectionpool Starting new HTTPS connection (1): dl.google.com:443
438
+ 2024-03-07 14:31:28,894 DEBUG urllib3.connectionpool https://dl.google.com:443 "GET /dl/cloudsdk/channels/rapid/components/google-cloud-sdk-gsutil-nix-20240106004423.tar.gz HTTP/1.1" 200 2042
439
+ 2024-03-07 14:31:28,894 INFO ___FILE_ONLY___ ══════════════════════════════
440
+ 2024-03-07 14:31:28,895 INFO ___FILE_ONLY___ ══════════════════════════════
441
+ 2024-03-07 14:31:28,895 INFO ___FILE_ONLY___ ╝
442
+
443
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444
+
445
+ 2024-03-07 14:31:28,903 INFO ___FILE_ONLY___ ╠═ Installing: Default set of gcloud commands ═╣
446
+
447
+ 2024-03-07 14:31:28,903 INFO ___FILE_ONLY___ ╚
448
+ 2024-03-07 14:31:28,908 INFO ___FILE_ONLY___ ════════════════════════════════════════════════════════════
449
+ 2024-03-07 14:31:28,908 INFO ___FILE_ONLY___ ╝
450
+
451
+ 2024-03-07 14:31:28,910 INFO ___FILE_ONLY___ ╔════════════════════════════════════════════════════════════╗
452
+
453
+ 2024-03-07 14:31:28,910 INFO ___FILE_ONLY___ ╠═ Installing: Google Cloud CLI Core Libraries (Platform... ═╣
454
+
455
+ 2024-03-07 14:31:28,910 INFO ___FILE_ONLY___ ╚
456
+ 2024-03-07 14:31:28,914 DEBUG urllib3.connectionpool Starting new HTTPS connection (1): dl.google.com:443
457
+ 2024-03-07 14:31:28,967 DEBUG urllib3.connectionpool https://dl.google.com:443 "GET /dl/cloudsdk/channels/rapid/components/google-cloud-sdk-core-nix-20240106004423.tar.gz HTTP/1.1" 200 2410
458
+ 2024-03-07 14:31:28,968 INFO ___FILE_ONLY___ ══════════════════════════════
459
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460
+ 2024-03-07 14:31:28,969 INFO ___FILE_ONLY___ ═══════════════
461
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462
+
463
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464
+
465
+ 2024-03-07 14:31:28,977 INFO ___FILE_ONLY___ ╠═ Installing: Google Cloud CRC32C Hash Tool ═╣
466
+
467
+ 2024-03-07 14:31:28,977 INFO ___FILE_ONLY___ ╚
468
+ 2024-03-07 14:31:28,980 DEBUG urllib3.connectionpool Starting new HTTPS connection (1): dl.google.com:443
469
+ 2024-03-07 14:31:29,037 DEBUG urllib3.connectionpool https://dl.google.com:443 "GET /dl/cloudsdk/channels/rapid/components/google-cloud-sdk-gcloud-crc32c-linux-x86_64-20231215195722.tar.gz HTTP/1.1" 200 1287877
470
+ 2024-03-07 14:31:29,046 INFO ___FILE_ONLY___ ═
471
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472
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473
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474
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475
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476
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477
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478
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479
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480
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481
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482
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483
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484
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485
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486
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487
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488
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489
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490
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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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+ 2024-03-07 14:31:29,049 INFO ___FILE_ONLY___ ═
497
+ 2024-03-07 14:31:29,050 INFO ___FILE_ONLY___ ═
498
+ 2024-03-07 14:31:29,050 INFO ___FILE_ONLY___ ═
499
+ 2024-03-07 14:31:29,050 INFO ___FILE_ONLY___ ═
500
+ 2024-03-07 14:31:29,081 INFO ___FILE_ONLY___ ═══════════════
501
+ 2024-03-07 14:31:29,082 INFO ___FILE_ONLY___ ═══════════════
502
+ 2024-03-07 14:31:29,082 INFO ___FILE_ONLY___ ╝
503
+
504
+ 2024-03-07 14:31:29,090 INFO ___FILE_ONLY___ ╔════════════════════════════════════════════════════════════╗
505
+
506
+ 2024-03-07 14:31:29,090 INFO ___FILE_ONLY___ ╠═ Installing: Google Cloud CRC32C Hash Tool ═╣
507
+
508
+ 2024-03-07 14:31:29,090 INFO ___FILE_ONLY___ ╚
509
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510
+ 2024-03-07 14:31:29,095 INFO ___FILE_ONLY___ ╝
511
+
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+ 2024-03-07 14:31:29,097 INFO ___FILE_ONLY___ ╔════════════════════════════════════════════════════════════╗
513
+
514
+ 2024-03-07 14:31:29,097 INFO ___FILE_ONLY___ ╠═ Installing: anthoscli ═╣
515
+
516
+ 2024-03-07 14:31:29,097 INFO ___FILE_ONLY___ ╚
517
+ 2024-03-07 14:31:29,102 INFO ___FILE_ONLY___ ════════════════════════════════════════════════════════════
518
+ 2024-03-07 14:31:29,102 INFO ___FILE_ONLY___ ╝
519
+
520
+ 2024-03-07 14:31:29,104 INFO ___FILE_ONLY___ ╔════════════════════════════════════════════════════════════╗
521
+
522
+ 2024-03-07 14:31:29,104 INFO ___FILE_ONLY___ ╠═ Installing: anthoscli ═╣
523
+
524
+ 2024-03-07 14:31:29,104 INFO ___FILE_ONLY___ ╚
525
+ 2024-03-07 14:31:29,108 DEBUG urllib3.connectionpool Starting new HTTPS connection (1): dl.google.com:443
526
+ 2024-03-07 14:31:29,164 DEBUG urllib3.connectionpool https://dl.google.com:443 "GET /dl/cloudsdk/channels/rapid/components/google-cloud-sdk-anthoscli-linux-x86_64-20240209195330.tar.gz HTTP/1.1" 200 72231225
527
+ 2024-03-07 14:31:29,408 INFO ___FILE_ONLY___ ═
528
+ 2024-03-07 14:31:29,411 INFO ___FILE_ONLY___ ═
529
+ 2024-03-07 14:31:29,414 INFO ___FILE_ONLY___ ═
530
+ 2024-03-07 14:31:29,417 INFO ___FILE_ONLY___ ═
531
+ 2024-03-07 14:31:29,420 INFO ___FILE_ONLY___ ═
532
+ 2024-03-07 14:31:29,423 INFO ___FILE_ONLY___ ═
533
+ 2024-03-07 14:31:29,425 INFO ___FILE_ONLY___ ═
534
+ 2024-03-07 14:31:29,428 INFO ___FILE_ONLY___ ═
535
+ 2024-03-07 14:31:29,431 INFO ___FILE_ONLY___ ═
536
+ 2024-03-07 14:31:29,434 INFO ___FILE_ONLY___ ═
537
+ 2024-03-07 14:31:29,437 INFO ___FILE_ONLY___ ═
538
+ 2024-03-07 14:31:29,440 INFO ___FILE_ONLY___ ═
539
+ 2024-03-07 14:31:29,443 INFO ___FILE_ONLY___ ═
540
+ 2024-03-07 14:31:29,446 INFO ___FILE_ONLY___ ═
541
+ 2024-03-07 14:31:29,448 INFO ___FILE_ONLY___ ═
542
+ 2024-03-07 14:31:29,451 INFO ___FILE_ONLY___ ═
543
+ 2024-03-07 14:31:29,454 INFO ___FILE_ONLY___ ═
544
+ 2024-03-07 14:31:29,457 INFO ___FILE_ONLY___ ═
545
+ 2024-03-07 14:31:29,460 INFO ___FILE_ONLY___ ═
546
+ 2024-03-07 14:31:29,462 INFO ___FILE_ONLY___ ═
547
+ 2024-03-07 14:31:29,465 INFO ___FILE_ONLY___ ═
548
+ 2024-03-07 14:31:29,468 INFO ___FILE_ONLY___ ═
549
+ 2024-03-07 14:31:29,471 INFO ___FILE_ONLY___ ═
550
+ 2024-03-07 14:31:29,473 INFO ___FILE_ONLY___ ═
551
+ 2024-03-07 14:31:29,476 INFO ___FILE_ONLY___ ═
552
+ 2024-03-07 14:31:29,479 INFO ___FILE_ONLY___ ═
553
+ 2024-03-07 14:31:29,482 INFO ___FILE_ONLY___ ═
554
+ 2024-03-07 14:31:29,484 INFO ___FILE_ONLY___ ═
555
+ 2024-03-07 14:31:29,487 INFO ___FILE_ONLY___ ═
556
+ 2024-03-07 14:31:29,490 INFO ___FILE_ONLY___ ═
557
+ 2024-03-07 14:31:31,560 INFO ___FILE_ONLY___ ══════════
558
+ 2024-03-07 14:31:31,566 INFO ___FILE_ONLY___ ═════════
559
+ 2024-03-07 14:31:31,594 INFO ___FILE_ONLY___ ═══════════
560
+ 2024-03-07 14:31:31,594 INFO ___FILE_ONLY___ ╝
561
+
562
+ 2024-03-07 14:31:31,617 INFO ___FILE_ONLY___ ╔════════════════════════════════════════════════════════════╗
563
+
564
+ 2024-03-07 14:31:31,617 INFO ___FILE_ONLY___ ╠═ Installing: gcloud cli dependencies ═╣
565
+
566
+ 2024-03-07 14:31:31,617 INFO ___FILE_ONLY___ ╚
567
+ 2024-03-07 14:31:31,621 DEBUG urllib3.connectionpool Starting new HTTPS connection (1): dl.google.com:443
568
+ 2024-03-07 14:31:31,680 DEBUG urllib3.connectionpool https://dl.google.com:443 "GET /dl/cloudsdk/channels/rapid/components/google-cloud-sdk-gcloud-deps-linux-x86_64-20210416153011.tar.gz HTTP/1.1" 200 104
569
+ 2024-03-07 14:31:31,680 INFO ___FILE_ONLY___ ══════════════════════════════
570
+ 2024-03-07 14:31:31,681 INFO ___FILE_ONLY___ ══════════════════════════════
571
+ 2024-03-07 14:31:31,681 INFO ___FILE_ONLY___ ╝
572
+
573
+ 2024-03-07 14:31:31,689 INFO ___FILE_ONLY___ ╔════════════════════════════════════════════════════════════╗
574
+
575
+ 2024-03-07 14:31:31,689 INFO ___FILE_ONLY___ ╠═ Creating backup and activating new installation ═╣
576
+
577
+ 2024-03-07 14:31:31,689 INFO ___FILE_ONLY___ ╚
578
+ 2024-03-07 14:31:31,690 DEBUG root Attempting to move directory [/tools/google-cloud-sdk] to [/tools/google-cloud-sdk.staging/.install/.backup]
579
+ 2024-03-07 14:31:31,690 INFO ___FILE_ONLY___ ══════════════════════════════
580
+ 2024-03-07 14:31:31,690 DEBUG root Attempting to move directory [/tools/google-cloud-sdk.staging] to [/tools/google-cloud-sdk]
581
+ 2024-03-07 14:31:31,690 INFO ___FILE_ONLY___ ══════════════════════════════
582
+ 2024-03-07 14:31:31,690 INFO ___FILE_ONLY___ ╝
583
+
584
+ 2024-03-07 14:31:31,694 DEBUG root Updating notification cache...
585
+ 2024-03-07 14:31:31,694 INFO ___FILE_ONLY___
586
+
587
+ 2024-03-07 14:31:31,696 INFO ___FILE_ONLY___ Performing post processing steps...
588
+ 2024-03-07 14:31:31,697 DEBUG root Executing command: ['/tools/google-cloud-sdk/bin/gcloud', 'components', 'post-process']
589
+ 2024-03-07 14:31:42,153 DEBUG ___FILE_ONLY___
590
+ 2024-03-07 14:31:42,154 DEBUG ___FILE_ONLY___
591
+ 2024-03-07 14:31:42,213 INFO ___FILE_ONLY___
592
+ Update done!
593
+
594
+
595
+ 2024-03-07 14:31:42,217 DEBUG root Chosen display Format:none
596
+ 2024-03-07 14:31:42,218 INFO root Display format: "none"
.config/logs/2024.03.07/14.31.32.270753.log ADDED
@@ -0,0 +1,5 @@
 
 
 
 
 
 
1
+ 2024-03-07 14:31:32,271 DEBUG root Loaded Command Group: ['gcloud', 'components']
2
+ 2024-03-07 14:31:32,273 DEBUG root Loaded Command Group: ['gcloud', 'components', 'post_process']
3
+ 2024-03-07 14:31:32,276 DEBUG root Running [gcloud.components.post-process] with arguments: []
4
+ 2024-03-07 14:31:42,047 DEBUG root Chosen display Format:none
5
+ 2024-03-07 14:31:42,047 INFO root Display format: "none"
.config/logs/2024.03.07/14.31.42.911124.log ADDED
@@ -0,0 +1,169 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ 2024-03-07 14:31:42,912 DEBUG root Loaded Command Group: ['gcloud', 'components']
2
+ 2024-03-07 14:31:42,914 DEBUG root Loaded Command Group: ['gcloud', 'components', 'update']
3
+ 2024-03-07 14:31:42,916 DEBUG root Running [gcloud.components.update] with arguments: [--quiet: "True", COMPONENT-IDS:8: "['gcloud', 'core', 'bq', 'gsutil', 'compute', 'preview', 'alpha', 'beta']"]
4
+ 2024-03-07 14:31:42,918 INFO ___FILE_ONLY___ Beginning update. This process may take several minutes.
5
+
6
+ 2024-03-07 14:31:42,923 DEBUG urllib3.connectionpool Starting new HTTPS connection (1): dl.google.com:443
7
+ 2024-03-07 14:31:42,981 DEBUG urllib3.connectionpool https://dl.google.com:443 "GET /dl/cloudsdk/channels/rapid/components-2.json HTTP/1.1" 200 214450
8
+ 2024-03-07 14:31:43,001 WARNING root Component [preview] no longer exists.
9
+ 2024-03-07 14:31:43,001 WARNING root Component [compute] no longer exists.
10
+ 2024-03-07 14:31:43,002 INFO ___FILE_ONLY___
11
+
12
+ 2024-03-07 14:31:43,003 INFO ___FILE_ONLY___
13
+ Your current Google Cloud CLI version is: 467.0.0
14
+
15
+ 2024-03-07 14:31:43,003 INFO ___FILE_ONLY___ Installing components from version: 467.0.0
16
+
17
+ 2024-03-07 14:31:43,003 INFO ___FILE_ONLY___
18
+
19
+ 2024-03-07 14:31:43,003 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)
20
+ 2024-03-07 14:31:43,004 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)
21
+ 2024-03-07 14:31:43,005 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)
22
+ 2024-03-07 14:31:43,007 INFO ___FILE_ONLY___ ┌──────────────────────────────────────────────┐
23
+ 2024-03-07 14:31:43,007 INFO ___FILE_ONLY___
24
+
25
+ 2024-03-07 14:31:43,007 INFO ___FILE_ONLY___ │ These components will be installed. │
26
+ 2024-03-07 14:31:43,007 INFO ___FILE_ONLY___
27
+
28
+ 2024-03-07 14:31:43,007 INFO ___FILE_ONLY___ ├───────────────────────┬────────────┬─────────┤
29
+ 2024-03-07 14:31:43,007 INFO ___FILE_ONLY___
30
+
31
+ 2024-03-07 14:31:43,007 INFO ___FILE_ONLY___ │ Name │ Version │ Size │
32
+ 2024-03-07 14:31:43,007 INFO ___FILE_ONLY___
33
+
34
+ 2024-03-07 14:31:43,007 INFO ___FILE_ONLY___ ├───────────────────────┼────────────┼─────────┤
35
+ 2024-03-07 14:31:43,007 INFO ___FILE_ONLY___
36
+
37
+ 2024-03-07 14:31:43,008 INFO ___FILE_ONLY___ │
38
+ 2024-03-07 14:31:43,008 INFO ___FILE_ONLY___ gcloud Alpha Commands
39
+ 2024-03-07 14:31:43,008 INFO ___FILE_ONLY___
40
+ 2024-03-07 14:31:43,008 INFO ___FILE_ONLY___ │
41
+ 2024-03-07 14:31:43,008 INFO ___FILE_ONLY___ 2024.02.29
42
+ 2024-03-07 14:31:43,008 INFO ___FILE_ONLY___
43
+ 2024-03-07 14:31:43,008 INFO ___FILE_ONLY___ │
44
+ 2024-03-07 14:31:43,008 INFO ___FILE_ONLY___ < 1 MiB
45
+ 2024-03-07 14:31:43,008 INFO ___FILE_ONLY___
46
+ 2024-03-07 14:31:43,008 INFO ___FILE_ONLY___ │
47
+ 2024-03-07 14:31:43,008 INFO ___FILE_ONLY___
48
+
49
+ 2024-03-07 14:31:43,009 INFO ___FILE_ONLY___ │
50
+ 2024-03-07 14:31:43,009 INFO ___FILE_ONLY___ gcloud Beta Commands
51
+ 2024-03-07 14:31:43,009 INFO ___FILE_ONLY___
52
+ 2024-03-07 14:31:43,009 INFO ___FILE_ONLY___ │
53
+ 2024-03-07 14:31:43,009 INFO ___FILE_ONLY___ 2024.02.29
54
+ 2024-03-07 14:31:43,009 INFO ___FILE_ONLY___
55
+ 2024-03-07 14:31:43,009 INFO ___FILE_ONLY___ │
56
+ 2024-03-07 14:31:43,009 INFO ___FILE_ONLY___ < 1 MiB
57
+ 2024-03-07 14:31:43,009 INFO ___FILE_ONLY___
58
+ 2024-03-07 14:31:43,009 INFO ___FILE_ONLY___ │
59
+ 2024-03-07 14:31:43,010 INFO ___FILE_ONLY___
60
+
61
+ 2024-03-07 14:31:43,010 INFO ___FILE_ONLY___ └───────────────────────┴────────────┴─────────┘
62
+ 2024-03-07 14:31:43,010 INFO ___FILE_ONLY___
63
+
64
+ 2024-03-07 14:31:43,010 INFO ___FILE_ONLY___
65
+
66
+ 2024-03-07 14:31:43,013 DEBUG urllib3.connectionpool Starting new HTTPS connection (1): dl.google.com:443
67
+ 2024-03-07 14:31:43,069 DEBUG urllib3.connectionpool https://dl.google.com:443 "GET /dl/cloudsdk/channels/rapid/RELEASE_NOTES HTTP/1.1" 200 1163855
68
+ 2024-03-07 14:31:43,136 INFO ___FILE_ONLY___ For the latest full release notes, please visit:
69
+ https://cloud.google.com/sdk/release_notes
70
+
71
+
72
+ 2024-03-07 14:31:43,138 INFO ___FILE_ONLY___ ╔════════════════════════════════════════════════════════════╗
73
+
74
+ 2024-03-07 14:31:43,139 INFO ___FILE_ONLY___ ╠═ Creating update staging area ═╣
75
+
76
+ 2024-03-07 14:31:43,139 INFO ___FILE_ONLY___ ╚
77
+ 2024-03-07 14:31:43,139 INFO ___FILE_ONLY___ ══════
78
+ 2024-03-07 14:31:43,848 INFO ___FILE_ONLY___ ══════
79
+ 2024-03-07 14:31:43,848 INFO ___FILE_ONLY___ ══════
80
+ 2024-03-07 14:31:44,612 INFO ___FILE_ONLY___ ═
81
+ 2024-03-07 14:31:44,651 INFO ___FILE_ONLY___ ═
82
+ 2024-03-07 14:31:44,705 INFO ___FILE_ONLY___ ═
83
+ 2024-03-07 14:31:44,744 INFO ___FILE_ONLY___ ═
84
+ 2024-03-07 14:31:44,786 INFO ___FILE_ONLY___ ═
85
+ 2024-03-07 14:31:44,826 INFO ___FILE_ONLY___ ═
86
+ 2024-03-07 14:31:44,869 INFO ___FILE_ONLY___ ═
87
+ 2024-03-07 14:31:44,918 INFO ___FILE_ONLY___ ═
88
+ 2024-03-07 14:31:45,095 INFO ___FILE_ONLY___ ═
89
+ 2024-03-07 14:31:45,182 INFO ___FILE_ONLY___ ═
90
+ 2024-03-07 14:31:45,352 INFO ___FILE_ONLY___ ═
91
+ 2024-03-07 14:31:45,420 INFO ___FILE_ONLY___ ═
92
+ 2024-03-07 14:31:45,562 INFO ___FILE_ONLY___ ═
93
+ 2024-03-07 14:31:45,646 INFO ___FILE_ONLY___ ═
94
+ 2024-03-07 14:31:45,729 INFO ___FILE_ONLY___ ═
95
+ 2024-03-07 14:31:45,794 INFO ___FILE_ONLY___ ═
96
+ 2024-03-07 14:31:45,840 INFO ___FILE_ONLY___ ═
97
+ 2024-03-07 14:31:45,902 INFO ___FILE_ONLY___ ═
98
+ 2024-03-07 14:31:45,972 INFO ___FILE_ONLY___ ═
99
+ 2024-03-07 14:31:46,016 INFO ___FILE_ONLY___ ═
100
+ 2024-03-07 14:31:46,074 INFO ___FILE_ONLY___ ═
101
+ 2024-03-07 14:31:46,167 INFO ___FILE_ONLY___ ═
102
+ 2024-03-07 14:31:46,237 INFO ___FILE_ONLY___ ═
103
+ 2024-03-07 14:31:46,294 INFO ___FILE_ONLY___ ═
104
+ 2024-03-07 14:31:46,359 INFO ___FILE_ONLY___ ═
105
+ 2024-03-07 14:31:46,435 INFO ___FILE_ONLY___ ═
106
+ 2024-03-07 14:31:46,584 INFO ___FILE_ONLY___ ═
107
+ 2024-03-07 14:31:46,642 INFO ___FILE_ONLY___ ═
108
+ 2024-03-07 14:31:46,703 INFO ___FILE_ONLY___ ═
109
+ 2024-03-07 14:31:46,784 INFO ___FILE_ONLY___ ═
110
+ 2024-03-07 14:31:46,844 INFO ___FILE_ONLY___ ═
111
+ 2024-03-07 14:31:46,902 INFO ___FILE_ONLY___ ═
112
+ 2024-03-07 14:31:46,965 INFO ___FILE_ONLY___ ═
113
+ 2024-03-07 14:31:47,025 INFO ___FILE_ONLY___ ═
114
+ 2024-03-07 14:31:47,138 INFO ___FILE_ONLY___ ═
115
+ 2024-03-07 14:31:47,196 INFO ___FILE_ONLY___ ═
116
+ 2024-03-07 14:31:47,261 INFO ___FILE_ONLY___ ═
117
+ 2024-03-07 14:31:47,315 INFO ___FILE_ONLY___ ═
118
+ 2024-03-07 14:31:47,393 INFO ___FILE_ONLY___ ═
119
+ 2024-03-07 14:31:47,458 INFO ___FILE_ONLY___ ═
120
+ 2024-03-07 14:31:47,529 INFO ___FILE_ONLY___ ═
121
+ 2024-03-07 14:31:47,608 INFO ___FILE_ONLY___ ═
122
+ 2024-03-07 14:31:47,608 INFO ___FILE_ONLY___ ╝
123
+
124
+ 2024-03-07 14:31:50,832 INFO ___FILE_ONLY___ ╔════════════════════════════════════════════════════════════╗
125
+
126
+ 2024-03-07 14:31:50,832 INFO ___FILE_ONLY___ ╠═ Installing: gcloud Alpha Commands ═╣
127
+
128
+ 2024-03-07 14:31:50,832 INFO ___FILE_ONLY___ ╚
129
+ 2024-03-07 14:31:50,836 DEBUG urllib3.connectionpool Starting new HTTPS connection (1): dl.google.com:443
130
+ 2024-03-07 14:31:50,898 DEBUG urllib3.connectionpool https://dl.google.com:443 "GET /dl/cloudsdk/channels/rapid/components/google-cloud-sdk-alpha-20240229170130.tar.gz HTTP/1.1" 200 800
131
+ 2024-03-07 14:31:50,899 INFO ___FILE_ONLY___ ══════════════════════════════
132
+ 2024-03-07 14:31:50,901 INFO ___FILE_ONLY___ ══════════════════════════════
133
+ 2024-03-07 14:31:50,901 INFO ___FILE_ONLY___ ╝
134
+
135
+ 2024-03-07 14:31:50,910 INFO ___FILE_ONLY___ ╔════════════════════════════════════════════════════════════╗
136
+
137
+ 2024-03-07 14:31:50,910 INFO ___FILE_ONLY___ ╠═ Installing: gcloud Beta Commands ═╣
138
+
139
+ 2024-03-07 14:31:50,910 INFO ___FILE_ONLY___ ╚
140
+ 2024-03-07 14:31:50,914 DEBUG urllib3.connectionpool Starting new HTTPS connection (1): dl.google.com:443
141
+ 2024-03-07 14:31:50,980 DEBUG urllib3.connectionpool https://dl.google.com:443 "GET /dl/cloudsdk/channels/rapid/components/google-cloud-sdk-beta-20240229170130.tar.gz HTTP/1.1" 200 797
142
+ 2024-03-07 14:31:50,981 INFO ___FILE_ONLY___ ══════════════════════════════
143
+ 2024-03-07 14:31:50,982 INFO ___FILE_ONLY___ ══════════════════════════════
144
+ 2024-03-07 14:31:50,982 INFO ___FILE_ONLY___ ╝
145
+
146
+ 2024-03-07 14:31:50,990 INFO ___FILE_ONLY___ ��════════════════════════════════════════════════════════════╗
147
+
148
+ 2024-03-07 14:31:50,991 INFO ___FILE_ONLY___ ╠═ Creating backup and activating new installation ═╣
149
+
150
+ 2024-03-07 14:31:50,991 INFO ___FILE_ONLY___ ╚
151
+ 2024-03-07 14:31:50,991 DEBUG root Attempting to move directory [/tools/google-cloud-sdk] to [/tools/google-cloud-sdk.staging/.install/.backup]
152
+ 2024-03-07 14:31:50,991 INFO ___FILE_ONLY___ ══════════════════════════════
153
+ 2024-03-07 14:31:50,991 DEBUG root Attempting to move directory [/tools/google-cloud-sdk.staging] to [/tools/google-cloud-sdk]
154
+ 2024-03-07 14:31:50,991 INFO ___FILE_ONLY___ ══════════════════════════════
155
+ 2024-03-07 14:31:50,991 INFO ___FILE_ONLY___ ╝
156
+
157
+ 2024-03-07 14:31:50,996 DEBUG root Updating notification cache...
158
+ 2024-03-07 14:31:50,997 INFO ___FILE_ONLY___
159
+
160
+ 2024-03-07 14:31:50,999 INFO ___FILE_ONLY___ Performing post processing steps...
161
+ 2024-03-07 14:31:50,999 DEBUG root Executing command: ['/tools/google-cloud-sdk/bin/gcloud', 'components', 'post-process']
162
+ 2024-03-07 14:32:01,443 DEBUG ___FILE_ONLY___
163
+ 2024-03-07 14:32:01,444 DEBUG ___FILE_ONLY___
164
+ 2024-03-07 14:32:01,515 INFO ___FILE_ONLY___
165
+ Update done!
166
+
167
+
168
+ 2024-03-07 14:32:01,519 DEBUG root Chosen display Format:none
169
+ 2024-03-07 14:32:01,519 INFO root Display format: "none"
.config/logs/2024.03.07/14.31.51.601291.log ADDED
@@ -0,0 +1,5 @@
 
 
 
 
 
 
1
+ 2024-03-07 14:31:51,602 DEBUG root Loaded Command Group: ['gcloud', 'components']
2
+ 2024-03-07 14:31:51,603 DEBUG root Loaded Command Group: ['gcloud', 'components', 'post_process']
3
+ 2024-03-07 14:31:51,606 DEBUG root Running [gcloud.components.post-process] with arguments: []
4
+ 2024-03-07 14:32:01,336 DEBUG root Chosen display Format:none
5
+ 2024-03-07 14:32:01,336 INFO root Display format: "none"
.config/logs/2024.03.07/14.32.02.191519.log ADDED
@@ -0,0 +1,8 @@
 
 
 
 
 
 
 
 
 
1
+ 2024-03-07 14:32:02,193 DEBUG root Loaded Command Group: ['gcloud', 'config']
2
+ 2024-03-07 14:32:02,220 DEBUG root Loaded Command Group: ['gcloud', 'config', 'set']
3
+ 2024-03-07 14:32:02,222 DEBUG root Running [gcloud.config.set] with arguments: [SECTION/PROPERTY: "component_manager/disable_update_check", VALUE: "true"]
4
+ 2024-03-07 14:32:02,223 INFO ___FILE_ONLY___ Updated property [component_manager/disable_update_check].
5
+
6
+ 2024-03-07 14:32:02,224 DEBUG root Chosen display Format:default
7
+ 2024-03-07 14:32:02,225 INFO root Display format: "default"
8
+ 2024-03-07 14:32:02,225 DEBUG root SDK update checks are disabled.
.config/logs/2024.03.07/14.32.02.895480.log ADDED
@@ -0,0 +1,8 @@
 
 
 
 
 
 
 
 
 
1
+ 2024-03-07 14:32:02,897 DEBUG root Loaded Command Group: ['gcloud', 'config']
2
+ 2024-03-07 14:32:02,923 DEBUG root Loaded Command Group: ['gcloud', 'config', 'set']
3
+ 2024-03-07 14:32:02,926 DEBUG root Running [gcloud.config.set] with arguments: [SECTION/PROPERTY: "compute/gce_metadata_read_timeout_sec", VALUE: "0"]
4
+ 2024-03-07 14:32:02,926 INFO ___FILE_ONLY___ Updated property [compute/gce_metadata_read_timeout_sec].
5
+
6
+ 2024-03-07 14:32:02,927 DEBUG root Chosen display Format:default
7
+ 2024-03-07 14:32:02,928 INFO root Display format: "default"
8
+ 2024-03-07 14:32:02,928 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
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README.md CHANGED
@@ -1,12 +1,6 @@
1
  ---
2
- title: Query Type Classifier
3
- emoji: 🏃
4
- colorFrom: red
5
- colorTo: red
6
  sdk: gradio
7
  sdk_version: 4.20.1
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: Query_Type_Classifier
3
+ app_file: app.py
 
 
4
  sdk: gradio
5
  sdk_version: 4.20.1
 
 
6
  ---
 
 
app.py ADDED
@@ -0,0 +1,54 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ mport gradio as gr
2
+ import torch
3
+ import torch.nn.functional as F
4
+ from sentence_transformers import SentenceTransformer
5
+
6
+ # Load the model
7
+ revision = None # Replace with the specific revision to ensure reproducibility if the model is updated.
8
+ model = SentenceTransformer("avsolatorio/GIST-small-Embedding-v0", revision=revision)
9
+
10
+ # Precompute reference embeddings
11
+ ref_texts = [
12
+ "Theatro App: Hello John. Hey John. Hi John. Call John",
13
+ "Theatro App: Message John. Message for John. Leave a message for John",
14
+ "Theatro App: Play messages. Listen to messages",
15
+ "Theatro App: What time is it?",
16
+ "Theatro App: What time is it?",
17
+ "Theatro App: Cashier Backup. Backup Cashier. Register backup. Register assistance.",
18
+ "Theatro App: repeat",
19
+ "Theatro App: Check inventory",
20
+ "Theatro App: Check Sales",
21
+ "Theatro App: Curbside Pickup",
22
+ "Theatro App: Replay last message.",
23
+ "Theatro App: Post it. Post it for group"
24
+ "Theatro App: Announcement. Announcement for the group",
25
+ "Open question: This is about products sold in TractorSupply.",
26
+ "Open question: This is about pet care.",
27
+ "Open question: What is the weather like?",
28
+ "Open question: What's 15% off from $79.99?",
29
+ "Open question: Can you look up the skew for 1091784?",
30
+ ]
31
+
32
+ ref_embeddings = model.encode(ref_texts, convert_to_tensor=True)
33
+
34
+ def find_query_type(query):
35
+ query_embeddings = model.encode([query], convert_to_tensor=True)
36
+ scores = F.cosine_similarity(query_embeddings, ref_embeddings, dim=-1)
37
+ max_index = torch.argmax(scores).item()
38
+ ref_text = ref_texts[max_index]
39
+ query_type = ref_text.split(": ")[0]
40
+ return query_type
41
+
42
+ import gradio as gr
43
+ def predict(query):
44
+ query_type = find_query_type(query)
45
+ return query_type
46
+
47
+ iface = gr.Interface(fn=predict,
48
+ inputs=gr.Textbox(lines=2, placeholder="Enter your query here..."),
49
+ outputs="text",
50
+ title="Query Type Classifier",
51
+ description="This model classifies the type of your query. Just input your query and get the predicted category.")
52
+
53
+ iface.launch()
54
+
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://developers.google.com/machine-learning/crash-course/california-housing-data-description
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
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+ ]
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