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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/gce +1 -0
  8. .config/logs/2023.06.06/13.35.13.974386.log +596 -0
  9. .config/logs/2023.06.06/13.35.41.227981.log +5 -0
  10. .config/logs/2023.06.06/13.36.09.460418.log +169 -0
  11. .config/logs/2023.06.06/13.36.18.280030.log +5 -0
  12. .config/logs/2023.06.06/13.36.47.261419.log +8 -0
  13. .config/logs/2023.06.06/13.36.48.175567.log +8 -0
  14. .gitattributes +2 -0
  15. README.md +2 -8
  16. app.py +96 -0
  17. requirements.txt +2 -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
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.config/active_config ADDED
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.config/configurations/config_default ADDED
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281
+ 2023-06-06 13:35:29,949 DEBUG urllib3.connectionpool https://dl.google.com:443 "GET /dl/cloudsdk/channels/rapid/components/google-cloud-sdk-bq-nix-20220920185015.tar.gz HTTP/1.1" 200 1837
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+ 2023-06-06 13:35:29,961 INFO ___FILE_ONLY___ ╠═ Installing: Bundled Python 3.9 ═╣
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292
+ 2023-06-06 13:35:30,023 DEBUG urllib3.connectionpool https://dl.google.com:443 "GET /dl/cloudsdk/channels/rapid/components/google-cloud-sdk-bundled-python3-unix-linux-x86_64-20230428152336.tar.gz HTTP/1.1" 200 66615539
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+ 2023-06-06 13:35:34,690 INFO ___FILE_ONLY___ ╠═ Installing: Bundled Python 3.9 ═╣
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366
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434
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435
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436
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437
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438
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439
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440
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441
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443
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444
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445
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446
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447
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448
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449
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451
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452
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453
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454
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455
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456
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457
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458
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459
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460
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461
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463
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464
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466
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468
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469
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472
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+ 2023-06-06 13:35:36,900 INFO ___FILE_ONLY___ ╠═ Installing: Google Cloud CRC32C Hash Tool ═╣
474
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477
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478
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480
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483
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484
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485
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487
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488
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489
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496
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498
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499
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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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513
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514
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515
+
516
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517
+ 2023-06-06 13:35:37,200 DEBUG urllib3.connectionpool Starting new HTTPS connection (1): dl.google.com:443
518
+ 2023-06-06 13:35:37,245 DEBUG urllib3.connectionpool https://dl.google.com:443 "GET /dl/cloudsdk/channels/rapid/components/google-cloud-sdk-anthoscli-linux-x86_64-20230417163046.tar.gz HTTP/1.1" 200 71766688
519
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520
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521
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522
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523
+ 2023-06-06 13:35:37,985 INFO ___FILE_ONLY___ ═
524
+ 2023-06-06 13:35:37,988 INFO ___FILE_ONLY___ ═
525
+ 2023-06-06 13:35:37,991 INFO ___FILE_ONLY___ ═
526
+ 2023-06-06 13:35:37,995 INFO ___FILE_ONLY___ ═
527
+ 2023-06-06 13:35:37,998 INFO ___FILE_ONLY___ ═
528
+ 2023-06-06 13:35:38,001 INFO ___FILE_ONLY___ ═
529
+ 2023-06-06 13:35:38,004 INFO ___FILE_ONLY___ ═
530
+ 2023-06-06 13:35:38,008 INFO ___FILE_ONLY___ ═
531
+ 2023-06-06 13:35:38,011 INFO ___FILE_ONLY___ ═
532
+ 2023-06-06 13:35:38,014 INFO ___FILE_ONLY___ ═
533
+ 2023-06-06 13:35:38,017 INFO ___FILE_ONLY___ ═
534
+ 2023-06-06 13:35:38,020 INFO ___FILE_ONLY___ ═
535
+ 2023-06-06 13:35:38,024 INFO ___FILE_ONLY___ ═
536
+ 2023-06-06 13:35:38,027 INFO ___FILE_ONLY___ ═
537
+ 2023-06-06 13:35:38,030 INFO ___FILE_ONLY___ ═
538
+ 2023-06-06 13:35:38,033 INFO ___FILE_ONLY___ ═
539
+ 2023-06-06 13:35:38,037 INFO ___FILE_ONLY___ ═
540
+ 2023-06-06 13:35:38,040 INFO ___FILE_ONLY___ ═
541
+ 2023-06-06 13:35:38,043 INFO ___FILE_ONLY___ ═
542
+ 2023-06-06 13:35:38,046 INFO ___FILE_ONLY___ ═
543
+ 2023-06-06 13:35:38,049 INFO ___FILE_ONLY___ ═
544
+ 2023-06-06 13:35:38,053 INFO ___FILE_ONLY___ ═
545
+ 2023-06-06 13:35:38,056 INFO ___FILE_ONLY___ ═
546
+ 2023-06-06 13:35:38,059 INFO ___FILE_ONLY___ ═
547
+ 2023-06-06 13:35:38,063 INFO ___FILE_ONLY___ ═
548
+ 2023-06-06 13:35:38,066 INFO ___FILE_ONLY___ ═
549
+ 2023-06-06 13:35:40,413 INFO ___FILE_ONLY___ ══════════
550
+ 2023-06-06 13:35:40,418 INFO ___FILE_ONLY___ ═════════
551
+ 2023-06-06 13:35:40,448 INFO ___FILE_ONLY___ ═══════════
552
+ 2023-06-06 13:35:40,448 INFO ___FILE_ONLY___ ╝
553
+
554
+ 2023-06-06 13:35:40,476 INFO ___FILE_ONLY___ ╔═════════════════════════════════��══════════════════════════╗
555
+
556
+ 2023-06-06 13:35:40,476 INFO ___FILE_ONLY___ ╠═ Installing: anthoscli ═╣
557
+
558
+ 2023-06-06 13:35:40,476 INFO ___FILE_ONLY___ ╚
559
+ 2023-06-06 13:35:40,482 INFO ___FILE_ONLY___ ════════════════════════════════════════════════════════════
560
+ 2023-06-06 13:35:40,482 INFO ___FILE_ONLY___ ╝
561
+
562
+ 2023-06-06 13:35:40,484 INFO ___FILE_ONLY___ ╔════════════════════════════════════════════════════════════╗
563
+
564
+ 2023-06-06 13:35:40,484 INFO ___FILE_ONLY___ ╠═ Installing: gcloud cli dependencies ═╣
565
+
566
+ 2023-06-06 13:35:40,484 INFO ___FILE_ONLY___ ╚
567
+ 2023-06-06 13:35:40,487 DEBUG urllib3.connectionpool Starting new HTTPS connection (1): dl.google.com:443
568
+ 2023-06-06 13:35:40,523 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
+ 2023-06-06 13:35:40,524 INFO ___FILE_ONLY___ ══════════════════════════════
570
+ 2023-06-06 13:35:40,524 INFO ___FILE_ONLY___ ══════════════════════════════
571
+ 2023-06-06 13:35:40,524 INFO ___FILE_ONLY___ ╝
572
+
573
+ 2023-06-06 13:35:40,535 INFO ___FILE_ONLY___ ╔════════════════════════════════════════════════════════════╗
574
+
575
+ 2023-06-06 13:35:40,535 INFO ___FILE_ONLY___ ╠═ Creating backup and activating new installation ═╣
576
+
577
+ 2023-06-06 13:35:40,535 INFO ___FILE_ONLY___ ╚
578
+ 2023-06-06 13:35:40,535 DEBUG root Attempting to move directory [/tools/google-cloud-sdk] to [/tools/google-cloud-sdk.staging/.install/.backup]
579
+ 2023-06-06 13:35:40,536 INFO ___FILE_ONLY___ ══════════════════════════════
580
+ 2023-06-06 13:35:40,536 DEBUG root Attempting to move directory [/tools/google-cloud-sdk.staging] to [/tools/google-cloud-sdk]
581
+ 2023-06-06 13:35:40,536 INFO ___FILE_ONLY___ ══════════════════════════════
582
+ 2023-06-06 13:35:40,536 INFO ___FILE_ONLY___ ╝
583
+
584
+ 2023-06-06 13:35:40,540 DEBUG root Updating notification cache...
585
+ 2023-06-06 13:35:40,541 INFO ___FILE_ONLY___
586
+
587
+ 2023-06-06 13:35:40,543 INFO ___FILE_ONLY___ Performing post processing steps...
588
+ 2023-06-06 13:35:40,544 DEBUG root Executing command: ['python3', '-S', '/tools/google-cloud-sdk/lib/gcloud.py', 'components', 'post-process']
589
+ 2023-06-06 13:36:08,355 DEBUG ___FILE_ONLY___
590
+ 2023-06-06 13:36:08,355 DEBUG ___FILE_ONLY___
591
+ 2023-06-06 13:36:08,587 INFO ___FILE_ONLY___
592
+ Update done!
593
+
594
+
595
+ 2023-06-06 13:36:08,592 DEBUG root Chosen display Format:none
596
+ 2023-06-06 13:36:08,592 INFO root Display format: "none"
.config/logs/2023.06.06/13.35.41.227981.log ADDED
@@ -0,0 +1,5 @@
 
 
 
 
 
 
1
+ 2023-06-06 13:35:41,229 DEBUG root Loaded Command Group: ['gcloud', 'components']
2
+ 2023-06-06 13:35:41,232 DEBUG root Loaded Command Group: ['gcloud', 'components', 'post_process']
3
+ 2023-06-06 13:35:41,235 DEBUG root Running [gcloud.components.post-process] with arguments: []
4
+ 2023-06-06 13:36:08,177 DEBUG root Chosen display Format:none
5
+ 2023-06-06 13:36:08,177 INFO root Display format: "none"
.config/logs/2023.06.06/13.36.09.460418.log ADDED
@@ -0,0 +1,169 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ 2023-06-06 13:36:09,461 DEBUG root Loaded Command Group: ['gcloud', 'components']
2
+ 2023-06-06 13:36:09,464 DEBUG root Loaded Command Group: ['gcloud', 'components', 'update']
3
+ 2023-06-06 13:36:09,468 DEBUG root Running [gcloud.components.update] with arguments: [--quiet: "True", COMPONENT-IDS:8: "['gcloud', 'core', 'bq', 'gsutil', 'compute', 'preview', 'alpha', 'beta']"]
4
+ 2023-06-06 13:36:09,469 INFO ___FILE_ONLY___ Beginning update. This process may take several minutes.
5
+
6
+ 2023-06-06 13:36:09,473 DEBUG urllib3.connectionpool Starting new HTTPS connection (1): dl.google.com:443
7
+ 2023-06-06 13:36:09,516 DEBUG urllib3.connectionpool https://dl.google.com:443 "GET /dl/cloudsdk/channels/rapid/components-2.json HTTP/1.1" 200 206160
8
+ 2023-06-06 13:36:09,540 WARNING root Component [compute] no longer exists.
9
+ 2023-06-06 13:36:09,540 WARNING root Component [preview] no longer exists.
10
+ 2023-06-06 13:36:09,541 INFO ___FILE_ONLY___
11
+
12
+ 2023-06-06 13:36:09,542 INFO ___FILE_ONLY___
13
+ Your current Google Cloud CLI version is: 433.0.1
14
+
15
+ 2023-06-06 13:36:09,542 INFO ___FILE_ONLY___ Installing components from version: 433.0.1
16
+
17
+ 2023-06-06 13:36:09,542 INFO ___FILE_ONLY___
18
+
19
+ 2023-06-06 13:36:09,542 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
+ 2023-06-06 13:36:09,543 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
+ 2023-06-06 13:36:09,544 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
+ 2023-06-06 13:36:09,546 INFO ___FILE_ONLY___ ┌──────────────────────────────────────────────┐
23
+ 2023-06-06 13:36:09,546 INFO ___FILE_ONLY___
24
+
25
+ 2023-06-06 13:36:09,546 INFO ___FILE_ONLY___ │ These components will be installed. │
26
+ 2023-06-06 13:36:09,546 INFO ___FILE_ONLY___
27
+
28
+ 2023-06-06 13:36:09,546 INFO ___FILE_ONLY___ ├───────────────────────┬────────────┬─────────┤
29
+ 2023-06-06 13:36:09,546 INFO ___FILE_ONLY___
30
+
31
+ 2023-06-06 13:36:09,546 INFO ___FILE_ONLY___ │ Name │ Version │ Size │
32
+ 2023-06-06 13:36:09,546 INFO ___FILE_ONLY___
33
+
34
+ 2023-06-06 13:36:09,546 INFO ___FILE_ONLY___ ├───────────────────────┼────────────┼─────────┤
35
+ 2023-06-06 13:36:09,546 INFO ___FILE_ONLY___
36
+
37
+ 2023-06-06 13:36:09,547 INFO ___FILE_ONLY___ │
38
+ 2023-06-06 13:36:09,547 INFO ___FILE_ONLY___ gcloud Alpha Commands
39
+ 2023-06-06 13:36:09,547 INFO ___FILE_ONLY___
40
+ 2023-06-06 13:36:09,547 INFO ___FILE_ONLY___ │
41
+ 2023-06-06 13:36:09,547 INFO ___FILE_ONLY___ 2023.06.01
42
+ 2023-06-06 13:36:09,547 INFO ___FILE_ONLY___
43
+ 2023-06-06 13:36:09,547 INFO ___FILE_ONLY___ │
44
+ 2023-06-06 13:36:09,547 INFO ___FILE_ONLY___ < 1 MiB
45
+ 2023-06-06 13:36:09,547 INFO ___FILE_ONLY___
46
+ 2023-06-06 13:36:09,547 INFO ___FILE_ONLY___ │
47
+ 2023-06-06 13:36:09,547 INFO ___FILE_ONLY___
48
+
49
+ 2023-06-06 13:36:09,547 INFO ___FILE_ONLY___ │
50
+ 2023-06-06 13:36:09,547 INFO ___FILE_ONLY___ gcloud Beta Commands
51
+ 2023-06-06 13:36:09,547 INFO ___FILE_ONLY___
52
+ 2023-06-06 13:36:09,548 INFO ___FILE_ONLY___ │
53
+ 2023-06-06 13:36:09,548 INFO ___FILE_ONLY___ 2023.06.01
54
+ 2023-06-06 13:36:09,548 INFO ___FILE_ONLY___
55
+ 2023-06-06 13:36:09,548 INFO ___FILE_ONLY___ │
56
+ 2023-06-06 13:36:09,548 INFO ___FILE_ONLY___ < 1 MiB
57
+ 2023-06-06 13:36:09,548 INFO ___FILE_ONLY___
58
+ 2023-06-06 13:36:09,548 INFO ___FILE_ONLY___ │
59
+ 2023-06-06 13:36:09,548 INFO ___FILE_ONLY___
60
+
61
+ 2023-06-06 13:36:09,548 INFO ___FILE_ONLY___ └───────────────────────┴────────────┴─────────┘
62
+ 2023-06-06 13:36:09,548 INFO ___FILE_ONLY___
63
+
64
+ 2023-06-06 13:36:09,548 INFO ___FILE_ONLY___
65
+
66
+ 2023-06-06 13:36:09,551 DEBUG urllib3.connectionpool Starting new HTTPS connection (1): dl.google.com:443
67
+ 2023-06-06 13:36:09,588 DEBUG urllib3.connectionpool https://dl.google.com:443 "GET /dl/cloudsdk/channels/rapid/RELEASE_NOTES HTTP/1.1" 200 1008954
68
+ 2023-06-06 13:36:09,657 INFO ___FILE_ONLY___ For the latest full release notes, please visit:
69
+ https://cloud.google.com/sdk/release_notes
70
+
71
+
72
+ 2023-06-06 13:36:09,659 INFO ___FILE_ONLY___ ╔════════════════════════════════════════════════════════════╗
73
+
74
+ 2023-06-06 13:36:09,660 INFO ___FILE_ONLY___ ╠═ Creating update staging area ═╣
75
+
76
+ 2023-06-06 13:36:09,660 INFO ___FILE_ONLY___ ╚
77
+ 2023-06-06 13:36:09,660 INFO ___FILE_ONLY___ ══════
78
+ 2023-06-06 13:36:10,365 INFO ___FILE_ONLY___ ══════
79
+ 2023-06-06 13:36:10,365 INFO ___FILE_ONLY___ ══════
80
+ 2023-06-06 13:36:10,997 INFO ___FILE_ONLY___ ═
81
+ 2023-06-06 13:36:11,112 INFO ___FILE_ONLY___ ═
82
+ 2023-06-06 13:36:11,241 INFO ___FILE_ONLY___ ═
83
+ 2023-06-06 13:36:11,359 INFO ___FILE_ONLY___ ═
84
+ 2023-06-06 13:36:11,497 INFO ___FILE_ONLY___ ═
85
+ 2023-06-06 13:36:11,586 INFO ___FILE_ONLY___ ═
86
+ 2023-06-06 13:36:11,667 INFO ___FILE_ONLY___ ═
87
+ 2023-06-06 13:36:11,783 INFO ___FILE_ONLY___ ═
88
+ 2023-06-06 13:36:11,899 INFO ___FILE_ONLY___ ═
89
+ 2023-06-06 13:36:11,983 INFO ___FILE_ONLY___ ═
90
+ 2023-06-06 13:36:12,060 INFO ___FILE_ONLY___ ═
91
+ 2023-06-06 13:36:12,181 INFO ___FILE_ONLY___ ═
92
+ 2023-06-06 13:36:12,286 INFO ___FILE_ONLY___ ═
93
+ 2023-06-06 13:36:12,344 INFO ___FILE_ONLY___ ═
94
+ 2023-06-06 13:36:12,406 INFO ___FILE_ONLY___ ═
95
+ 2023-06-06 13:36:12,469 INFO ___FILE_ONLY___ ═
96
+ 2023-06-06 13:36:12,551 INFO ___FILE_ONLY___ ═
97
+ 2023-06-06 13:36:12,607 INFO ___FILE_ONLY___ ═
98
+ 2023-06-06 13:36:12,673 INFO ___FILE_ONLY___ ═
99
+ 2023-06-06 13:36:12,764 INFO ___FILE_ONLY___ ═
100
+ 2023-06-06 13:36:12,826 INFO ___FILE_ONLY___ ═
101
+ 2023-06-06 13:36:12,886 INFO ___FILE_ONLY___ ═
102
+ 2023-06-06 13:36:12,959 INFO ___FILE_ONLY___ ═
103
+ 2023-06-06 13:36:13,026 INFO ___FILE_ONLY___ ═
104
+ 2023-06-06 13:36:13,094 INFO ___FILE_ONLY___ ═
105
+ 2023-06-06 13:36:13,150 INFO ___FILE_ONLY___ ═
106
+ 2023-06-06 13:36:13,222 INFO ___FILE_ONLY___ ═
107
+ 2023-06-06 13:36:13,312 INFO ___FILE_ONLY___ ═
108
+ 2023-06-06 13:36:13,381 INFO ___FILE_ONLY___ ═
109
+ 2023-06-06 13:36:13,461 INFO ___FILE_ONLY___ ═
110
+ 2023-06-06 13:36:13,538 INFO ___FILE_ONLY___ ═
111
+ 2023-06-06 13:36:13,594 INFO ___FILE_ONLY___ ═
112
+ 2023-06-06 13:36:13,665 INFO ___FILE_ONLY___ ═
113
+ 2023-06-06 13:36:13,748 INFO ___FILE_ONLY___ ═
114
+ 2023-06-06 13:36:13,835 INFO ___FILE_ONLY___ ═
115
+ 2023-06-06 13:36:13,916 INFO ___FILE_ONLY___ ═
116
+ 2023-06-06 13:36:13,975 INFO ___FILE_ONLY___ ═
117
+ 2023-06-06 13:36:14,195 INFO ___FILE_ONLY___ ═
118
+ 2023-06-06 13:36:14,267 INFO ___FILE_ONLY___ ═
119
+ 2023-06-06 13:36:14,351 INFO ___FILE_ONLY___ ═
120
+ 2023-06-06 13:36:14,415 INFO ___FILE_ONLY___ ═
121
+ 2023-06-06 13:36:14,484 INFO ___FILE_ONLY___ ═
122
+ 2023-06-06 13:36:14,485 INFO ___FILE_ONLY___ ╝
123
+
124
+ 2023-06-06 13:36:17,407 INFO ___FILE_ONLY___ ╔════════════════════════════════════════════════════════════╗
125
+
126
+ 2023-06-06 13:36:17,407 INFO ___FILE_ONLY___ ╠═ Installing: gcloud Alpha Commands ═╣
127
+
128
+ 2023-06-06 13:36:17,407 INFO ___FILE_ONLY___ ╚
129
+ 2023-06-06 13:36:17,410 DEBUG urllib3.connectionpool Starting new HTTPS connection (1): dl.google.com:443
130
+ 2023-06-06 13:36:17,544 DEBUG urllib3.connectionpool https://dl.google.com:443 "GET /dl/cloudsdk/channels/rapid/components/google-cloud-sdk-alpha-20230601190557.tar.gz HTTP/1.1" 200 800
131
+ 2023-06-06 13:36:17,545 INFO ___FILE_ONLY___ ══════════════════════════════
132
+ 2023-06-06 13:36:17,547 INFO ___FILE_ONLY___ ══════════════════════════════
133
+ 2023-06-06 13:36:17,547 INFO ___FILE_ONLY___ ╝
134
+
135
+ 2023-06-06 13:36:17,556 INFO ___FILE_ONLY___ ╔════════════════════════════════════════════════════════════╗
136
+
137
+ 2023-06-06 13:36:17,556 INFO ___FILE_ONLY___ ╠═ Installing: gcloud Beta Commands ═╣
138
+
139
+ 2023-06-06 13:36:17,556 INFO ___FILE_ONLY___ ╚
140
+ 2023-06-06 13:36:17,558 DEBUG urllib3.connectionpool Starting new HTTPS connection (1): dl.google.com:443
141
+ 2023-06-06 13:36:17,594 DEBUG urllib3.connectionpool https://dl.google.com:443 "GET /dl/cloudsdk/channels/rapid/components/google-cloud-sdk-beta-20230601190557.tar.gz HTTP/1.1" 200 797
142
+ 2023-06-06 13:36:17,595 INFO ___FILE_ONLY___ ══════════════════════════════
143
+ 2023-06-06 13:36:17,596 INFO ___FILE_ONLY___ ══════════════════════════════
144
+ 2023-06-06 13:36:17,596 INFO ___FILE_ONLY___ ╝
145
+
146
+ 2023-06-06 13:36:17,605 INFO ___FILE_ONLY___ ��════════════════════════════════════════════════════════════╗
147
+
148
+ 2023-06-06 13:36:17,605 INFO ___FILE_ONLY___ ╠═ Creating backup and activating new installation ═╣
149
+
150
+ 2023-06-06 13:36:17,605 INFO ___FILE_ONLY___ ╚
151
+ 2023-06-06 13:36:17,606 DEBUG root Attempting to move directory [/tools/google-cloud-sdk] to [/tools/google-cloud-sdk.staging/.install/.backup]
152
+ 2023-06-06 13:36:17,606 INFO ___FILE_ONLY___ ══════════════════════════════
153
+ 2023-06-06 13:36:17,606 DEBUG root Attempting to move directory [/tools/google-cloud-sdk.staging] to [/tools/google-cloud-sdk]
154
+ 2023-06-06 13:36:17,606 INFO ___FILE_ONLY___ ══════════════════════════════
155
+ 2023-06-06 13:36:17,606 INFO ___FILE_ONLY___ ╝
156
+
157
+ 2023-06-06 13:36:17,611 DEBUG root Updating notification cache...
158
+ 2023-06-06 13:36:17,612 INFO ___FILE_ONLY___
159
+
160
+ 2023-06-06 13:36:17,614 INFO ___FILE_ONLY___ Performing post processing steps...
161
+ 2023-06-06 13:36:17,614 DEBUG root Executing command: ['python3', '-S', '/tools/google-cloud-sdk/lib/gcloud.py', 'components', 'post-process']
162
+ 2023-06-06 13:36:46,232 DEBUG ___FILE_ONLY___
163
+ 2023-06-06 13:36:46,232 DEBUG ___FILE_ONLY___
164
+ 2023-06-06 13:36:46,408 INFO ___FILE_ONLY___
165
+ Update done!
166
+
167
+
168
+ 2023-06-06 13:36:46,412 DEBUG root Chosen display Format:none
169
+ 2023-06-06 13:36:46,413 INFO root Display format: "none"
.config/logs/2023.06.06/13.36.18.280030.log ADDED
@@ -0,0 +1,5 @@
 
 
 
 
 
 
1
+ 2023-06-06 13:36:18,281 DEBUG root Loaded Command Group: ['gcloud', 'components']
2
+ 2023-06-06 13:36:18,283 DEBUG root Loaded Command Group: ['gcloud', 'components', 'post_process']
3
+ 2023-06-06 13:36:18,286 DEBUG root Running [gcloud.components.post-process] with arguments: []
4
+ 2023-06-06 13:36:46,080 DEBUG root Chosen display Format:none
5
+ 2023-06-06 13:36:46,081 INFO root Display format: "none"
.config/logs/2023.06.06/13.36.47.261419.log ADDED
@@ -0,0 +1,8 @@
 
 
 
 
 
 
 
 
 
1
+ 2023-06-06 13:36:47,263 DEBUG root Loaded Command Group: ['gcloud', 'config']
2
+ 2023-06-06 13:36:47,297 DEBUG root Loaded Command Group: ['gcloud', 'config', 'set']
3
+ 2023-06-06 13:36:47,300 DEBUG root Running [gcloud.config.set] with arguments: [SECTION/PROPERTY: "component_manager/disable_update_check", VALUE: "true"]
4
+ 2023-06-06 13:36:47,301 INFO ___FILE_ONLY___ Updated property [component_manager/disable_update_check].
5
+
6
+ 2023-06-06 13:36:47,302 DEBUG root Chosen display Format:default
7
+ 2023-06-06 13:36:47,303 INFO root Display format: "default"
8
+ 2023-06-06 13:36:47,303 DEBUG root SDK update checks are disabled.
.config/logs/2023.06.06/13.36.48.175567.log ADDED
@@ -0,0 +1,8 @@
 
 
 
 
 
 
 
 
 
1
+ 2023-06-06 13:36:48,177 DEBUG root Loaded Command Group: ['gcloud', 'config']
2
+ 2023-06-06 13:36:48,211 DEBUG root Loaded Command Group: ['gcloud', 'config', 'set']
3
+ 2023-06-06 13:36:48,214 DEBUG root Running [gcloud.config.set] with arguments: [SECTION/PROPERTY: "compute/gce_metadata_read_timeout_sec", VALUE: "0"]
4
+ 2023-06-06 13:36:48,215 INFO ___FILE_ONLY___ Updated property [compute/gce_metadata_read_timeout_sec].
5
+
6
+ 2023-06-06 13:36:48,216 DEBUG root Chosen display Format:default
7
+ 2023-06-06 13:36:48,217 INFO root Display format: "default"
8
+ 2023-06-06 13:36:48,217 DEBUG root SDK update checks are disabled.
.gitattributes CHANGED
@@ -32,3 +32,5 @@ saved_model/**/* filter=lfs diff=lfs merge=lfs -text
32
  *.zip filter=lfs diff=lfs merge=lfs -text
33
  *.zst filter=lfs diff=lfs merge=lfs -text
34
  *tfevents* filter=lfs diff=lfs merge=lfs -text
 
 
 
32
  *.zip filter=lfs diff=lfs merge=lfs -text
33
  *.zst filter=lfs diff=lfs merge=lfs -text
34
  *tfevents* filter=lfs diff=lfs merge=lfs -text
35
+ sample_data/mnist_test.csv filter=lfs diff=lfs merge=lfs -text
36
+ sample_data/mnist_train_small.csv filter=lfs diff=lfs merge=lfs -text
README.md CHANGED
@@ -1,12 +1,6 @@
1
  ---
2
- title: Langchain Gradio Unit1
3
- emoji: 🏢
4
- colorFrom: gray
5
- colorTo: indigo
6
  sdk: gradio
7
  sdk_version: 3.34.0
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: Langchain_Gradio_unit1
3
+ app_file: app.py
 
 
4
  sdk: gradio
5
  sdk_version: 3.34.0
 
 
6
  ---
 
 
app.py ADDED
@@ -0,0 +1,96 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ import os
2
+ import openai
3
+ import gradio as gr
4
+ from langchain.chat_models import ChatOpenAI
5
+ from langchain.prompts import ChatPromptTemplate
6
+ from langchain.prompts import ChatPromptTemplate
7
+
8
+ from langchain.output_parsers import ResponseSchema
9
+ from langchain.output_parsers import StructuredOutputParser
10
+
11
+ os.environ['OPENAI_API_KEY'] = ''
12
+ openai.api_key = os.environ['OPENAI_API_KEY']
13
+
14
+ # To control the randomness and creativity of the generated
15
+ # text by an LLM, use temperature = 0.0
16
+ chat = ChatOpenAI(temperature=0.0)
17
+ chat
18
+
19
+ def get_format_instructions():
20
+ gift_schema = ResponseSchema(name="gift",
21
+ description="Was the item purchased\
22
+ as a gift for someone else? \
23
+ Answer True if yes,\
24
+ False if not or unknown.")
25
+ delivery_days_schema = ResponseSchema(name="delivery_days",
26
+ description="How many days\
27
+ did it take for the product\
28
+ to arrive? If this \
29
+ information is not found,\
30
+ output -1.")
31
+ price_value_schema = ResponseSchema(name="price_value",
32
+ description="Extract any\
33
+ sentences about the value or \
34
+ price, and output them as a \
35
+ comma separated Python list.")
36
+ response_schemas = [gift_schema,
37
+ delivery_days_schema,
38
+ price_value_schema]
39
+ output_parser = StructuredOutputParser.from_response_schemas(response_schemas)
40
+ format_instructions = output_parser.get_format_instructions()
41
+ return format_instructions
42
+
43
+ # To retrieve ChatGPT response in the reqiuired style
44
+ def response(template_string, user_input, translate_style_parsing_inst):
45
+ prompt_template = ChatPromptTemplate.from_template(template_string)
46
+ customer_messages = prompt_template.format_messages(
47
+ style=translate_style_parsing_inst,
48
+ text=user_input)
49
+ # Call the LLM to translate the style or parse the customer message
50
+ customer_response = chat(customer_messages)
51
+ return customer_response.content, prompt_template.messages[0].prompt.input_variables
52
+
53
+ # To parse the ChatGPT response into a python dictionary
54
+ def parser_response(template_string_parse, user_input_parse):
55
+ format_instructions = get_format_instructions()
56
+ prompt = ChatPromptTemplate.from_template(template=template_string_parse)
57
+ messages = prompt.format_messages(text=user_input_parse,
58
+ format_instructions=format_instructions)
59
+ response = chat(messages)
60
+ output_dict = output_parser.parse(response.content)
61
+ return output_dict, type(output_dict)
62
+
63
+
64
+ demo = gr.Blocks()
65
+ title = """<h1 align="center">Gradio x Langchain - Models, Prompts, and Parsers</h1>"""
66
+
67
+ with demo:
68
+ gr.HTML(title)
69
+ with gr.Tab("Translate"):
70
+ with gr.Row():
71
+ user_input = gr.Textbox(label="Enter user input for translation or parsing", lines=5, max_lines=5)
72
+ template_string = gr.Textbox(label="Enter your prompt here", lines=5, max_lines=5)
73
+ translate_style_parsing_inst = gr.Textbox(label="Enter the translation style of choice", lines=5, max_lines=5)
74
+ btn_response = gr.Button("ChatGPT Response").style(full_width=True)
75
+ with gr.Row():
76
+ chat_response = gr.Textbox(label="Response from ChatGPT", lines=5, max_lines=5)
77
+ with gr.Column():
78
+ template_variables = gr.Textbox(label="Input variables for your prompt")
79
+
80
+ with gr.Tab("Parse"):
81
+ with gr.Row():
82
+ user_input_parse = gr.Textbox(label="Enter user input for translation or parsing", lines=5, max_lines=5)
83
+ template_string_parse = gr.Textbox(label="Enter your prompt here", lines=5, max_lines=5)
84
+ btn_response_parse = gr.Button("Parsed ChatGPT Response").style(full_width=True)
85
+ with gr.Row():
86
+ with gr.Column(scale=5):
87
+ chat_response_parse = gr.Textbox(label="Get your ChatGPT response parsed as a dictionary (json)", lines=5, max_lines=5)
88
+ with gr.Column(scale=5):
89
+ type_parse_output = gr.Textbox(label="Datatype of this parsed output")
90
+
91
+ btn_response.click(response, [template_string, user_input, translate_style_parsing_inst], [chat_response, template_variables])
92
+ btn_response_parse.click(parser_response, [template_string_parse, user_input_parse], [chat_response_parse, type_parse_output])
93
+
94
+ demo.launch() #(debug=True)
95
+
96
+
requirements.txt ADDED
@@ -0,0 +1,2 @@
 
 
 
1
+ openai
2
+ langchain
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
@@ -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},
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+ {"Series":"I", "X":9.0, "Y":8.81},
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+ {"Series":"I", "X":11.0, "Y":8.33},
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+ {"Series":"I", "X":14.0, "Y":9.96},
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+ {"Series":"I", "X":6.0, "Y":7.24},
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+ {"Series":"I", "X":4.0, "Y":4.26},
10
+ {"Series":"I", "X":12.0, "Y":10.84},
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+ {"Series":"I", "X":7.0, "Y":4.81},
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+ {"Series":"I", "X":5.0, "Y":5.68},
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+
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+ {"Series":"II", "X":10.0, "Y":9.14},
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+ {"Series":"II", "X":8.0, "Y":8.14},
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+ {"Series":"II", "X":13.0, "Y":8.74},
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+ {"Series":"II", "X":9.0, "Y":8.77},
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+ {"Series":"II", "X":11.0, "Y":9.26},
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+ {"Series":"II", "X":14.0, "Y":8.10},
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+ {"Series":"II", "X":6.0, "Y":6.13},
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+ {"Series":"II", "X":4.0, "Y":3.10},
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+ {"Series":"II", "X":12.0, "Y":9.13},
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+ {"Series":"II", "X":7.0, "Y":7.26},
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+ {"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},
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+ {"Series":"III", "X":9.0, "Y":7.11},
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+ {"Series":"III", "X":11.0, "Y":7.81},
31
+ {"Series":"III", "X":14.0, "Y":8.84},
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+ {"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
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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
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sample_data/mnist_train_small.csv ADDED
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