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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/2024.05.28/13.23.13.630532.log +534 -0
  10. .config/logs/2024.05.28/13.23.37.483783.log +5 -0
  11. .config/logs/2024.05.28/13.23.46.606272.log +169 -0
  12. .config/logs/2024.05.28/13.23.54.175273.log +5 -0
  13. .config/logs/2024.05.28/13.24.03.536713.log +8 -0
  14. .config/logs/2024.05.28/13.24.04.126917.log +8 -0
  15. .gitattributes +2 -0
  16. README.md +3 -9
  17. __pycache__/mps-api.cpython-310.pyc +0 -0
  18. app.py +54 -0
  19. mps-api.py +71 -0
  20. sample_data/README.md +19 -0
  21. sample_data/anscombe.json +49 -0
  22. sample_data/california_housing_test.csv +0 -0
  23. sample_data/california_housing_train.csv +0 -0
  24. sample_data/mnist_test.csv +3 -0
  25. 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: 1716902626.083786
.config/.last_update_check.json ADDED
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+ {"last_update_check_time": 1716902633.7447095, "last_update_check_revision": 20240517151541, "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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+
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+ [compute]
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+ gce_metadata_read_timeout_sec = 0
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+
.config/default_configs.db ADDED
Binary file (12.3 kB). View file
 
.config/gce ADDED
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.config/logs/2024.05.28/13.23.13.630532.log ADDED
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+ 2024-05-28 13:23:29,101 INFO ___FILE_ONLY___ ╠═ Installing: BigQuery Command Line Tool (Platform Spec... ═╣
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+ 2024-05-28 13:23:29,105 DEBUG urllib3.connectionpool Starting new HTTPS connection (1): dl.google.com:443
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+ 2024-05-28 13:23:29,238 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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+ 2024-05-28 13:23:29,247 INFO ___FILE_ONLY___ ╠═ Installing: Bundled Python 3.11 ═╣
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+ 2024-05-28 13:23:29,250 DEBUG urllib3.connectionpool Starting new HTTPS connection (1): dl.google.com:443
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+ 2024-05-28 13:23:29,380 DEBUG urllib3.connectionpool https://dl.google.com:443 "GET /dl/cloudsdk/channels/rapid/components/google-cloud-sdk-bundled-python3-unix-linux-x86_64-20240510142152.tar.gz HTTP/1.1" 200 78697278
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+ 2024-05-28 13:23:34,543 INFO ___FILE_ONLY___ ╠═ Installing: Bundled Python 3.11 ═╣
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+ 2024-05-28 13:23:34,549 INFO ___FILE_ONLY___ ╠═ Installing: Cloud Storage Command Line Tool ═╣
354
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356
+ 2024-05-28 13:23:34,553 DEBUG urllib3.connectionpool Starting new HTTPS connection (1): dl.google.com:443
357
+ 2024-05-28 13:23:34,691 DEBUG urllib3.connectionpool https://dl.google.com:443 "GET /dl/cloudsdk/channels/rapid/components/google-cloud-sdk-gsutil-20240510142152.tar.gz HTTP/1.1" 200 11893574
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391
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419
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421
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+ 2024-05-28 13:23:36,414 INFO ___FILE_ONLY___ ╠═ Installing: Cloud Storage Command Line Tool (Platform... ═╣
423
+
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425
+ 2024-05-28 13:23:36,418 DEBUG urllib3.connectionpool Starting new HTTPS connection (1): dl.google.com:443
426
+ 2024-05-28 13:23:36,552 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
427
+ 2024-05-28 13:23:36,553 INFO ___FILE_ONLY___ ══════════════════════════════
428
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429
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430
+
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432
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434
+
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436
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440
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+ 2024-05-28 13:23:36,568 INFO ___FILE_ONLY___ ╠═ Installing: Google Cloud CLI Core Libraries (Platform... ═╣
442
+
443
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444
+ 2024-05-28 13:23:36,572 DEBUG urllib3.connectionpool Starting new HTTPS connection (1): dl.google.com:443
445
+ 2024-05-28 13:23:36,706 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
446
+ 2024-05-28 13:23:36,707 INFO ___FILE_ONLY___ ══════════════════════════════
447
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448
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449
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450
+
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452
+
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+ 2024-05-28 13:23:36,717 INFO ___FILE_ONLY___ ╠═ Installing: Google Cloud CRC32C Hash Tool ═╣
454
+
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456
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457
+ 2024-05-28 13:23:36,721 INFO ___FILE_ONLY___ ╝
458
+
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460
+
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+ 2024-05-28 13:23:36,723 INFO ___FILE_ONLY___ ╠═ Installing: Google Cloud CRC32C Hash Tool ═╣
462
+
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464
+ 2024-05-28 13:23:36,727 DEBUG urllib3.connectionpool Starting new HTTPS connection (1): dl.google.com:443
465
+ 2024-05-28 13:23:36,861 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
466
+ 2024-05-28 13:23:36,870 INFO ___FILE_ONLY___ ═
467
+ 2024-05-28 13:23:36,870 INFO ___FILE_ONLY___ ═
468
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469
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471
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473
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+ 2024-05-28 13:23:36,871 INFO ___FILE_ONLY___ ═
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+ 2024-05-28 13:23:36,871 INFO ___FILE_ONLY___ ═
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+ 2024-05-28 13:23:36,871 INFO ___FILE_ONLY___ ═
477
+ 2024-05-28 13:23:36,871 INFO ___FILE_ONLY___ ═
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+ 2024-05-28 13:23:36,871 INFO ___FILE_ONLY___ ═
479
+ 2024-05-28 13:23:36,871 INFO ___FILE_ONLY___ ═
480
+ 2024-05-28 13:23:36,871 INFO ___FILE_ONLY___ ═
481
+ 2024-05-28 13:23:36,871 INFO ___FILE_ONLY___ ═
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483
+ 2024-05-28 13:23:36,872 INFO ___FILE_ONLY___ ═
484
+ 2024-05-28 13:23:36,872 INFO ___FILE_ONLY___ ═
485
+ 2024-05-28 13:23:36,872 INFO ___FILE_ONLY___ ═
486
+ 2024-05-28 13:23:36,872 INFO ___FILE_ONLY___ ═
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+ 2024-05-28 13:23:36,872 INFO ___FILE_ONLY___ ═
488
+ 2024-05-28 13:23:36,872 INFO ___FILE_ONLY___ ═
489
+ 2024-05-28 13:23:36,872 INFO ___FILE_ONLY___ ═
490
+ 2024-05-28 13:23:36,872 INFO ___FILE_ONLY___ ═
491
+ 2024-05-28 13:23:36,873 INFO ___FILE_ONLY___ ═
492
+ 2024-05-28 13:23:36,873 INFO ___FILE_ONLY___ ═
493
+ 2024-05-28 13:23:36,873 INFO ___FILE_ONLY___ ═
494
+ 2024-05-28 13:23:36,873 INFO ___FILE_ONLY___ ═
495
+ 2024-05-28 13:23:36,873 INFO ___FILE_ONLY___ ═
496
+ 2024-05-28 13:23:36,906 INFO ___FILE_ONLY___ ═══════════════
497
+ 2024-05-28 13:23:36,907 INFO ___FILE_ONLY___ ═══════════════
498
+ 2024-05-28 13:23:36,907 INFO ___FILE_ONLY___ ╝
499
+
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+ 2024-05-28 13:23:36,915 INFO ___FILE_ONLY___ ╔════════════════════════════════════════════════════════════╗
501
+
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+ 2024-05-28 13:23:36,915 INFO ___FILE_ONLY___ ╠═ Installing: gcloud cli dependencies ═╣
503
+
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+ 2024-05-28 13:23:36,915 INFO ___FILE_ONLY___ ╚
505
+ 2024-05-28 13:23:36,918 DEBUG urllib3.connectionpool Starting new HTTPS connection (1): dl.google.com:443
506
+ 2024-05-28 13:23:37,051 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
507
+ 2024-05-28 13:23:37,051 INFO ___FILE_ONLY___ ══════════════════════════════
508
+ 2024-05-28 13:23:37,052 INFO ___FILE_ONLY___ ══════════════════════════════
509
+ 2024-05-28 13:23:37,052 INFO ___FILE_ONLY___ ╝
510
+
511
+ 2024-05-28 13:23:37,060 INFO ___FILE_ONLY___ ╔════════════════════════════════════════════════════════════╗
512
+
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+ 2024-05-28 13:23:37,060 INFO ___FILE_ONLY___ ╠═ Creating backup and activating new installation ═╣
514
+
515
+ 2024-05-28 13:23:37,060 INFO ___FILE_ONLY___ ╚
516
+ 2024-05-28 13:23:37,060 DEBUG root Attempting to move directory [/tools/google-cloud-sdk] to [/tools/google-cloud-sdk.staging/.install/.backup]
517
+ 2024-05-28 13:23:37,060 INFO ___FILE_ONLY___ ══════════════════════════════
518
+ 2024-05-28 13:23:37,060 DEBUG root Attempting to move directory [/tools/google-cloud-sdk.staging] to [/tools/google-cloud-sdk]
519
+ 2024-05-28 13:23:37,060 INFO ___FILE_ONLY___ ══════════════════════════════
520
+ 2024-05-28 13:23:37,060 INFO ___FILE_ONLY___ ╝
521
+
522
+ 2024-05-28 13:23:37,063 DEBUG root Updating notification cache...
523
+ 2024-05-28 13:23:37,064 INFO ___FILE_ONLY___
524
+
525
+ 2024-05-28 13:23:37,066 INFO ___FILE_ONLY___ Performing post processing steps...
526
+ 2024-05-28 13:23:37,066 DEBUG root Executing command: ['/tools/google-cloud-sdk/bin/gcloud', 'components', 'post-process']
527
+ 2024-05-28 13:23:45,955 DEBUG ___FILE_ONLY___
528
+ 2024-05-28 13:23:45,955 DEBUG ___FILE_ONLY___
529
+ 2024-05-28 13:23:46,079 INFO ___FILE_ONLY___
530
+ Update done!
531
+
532
+
533
+ 2024-05-28 13:23:46,082 DEBUG root Chosen display Format:none
534
+ 2024-05-28 13:23:46,083 INFO root Display format: "none"
.config/logs/2024.05.28/13.23.37.483783.log ADDED
@@ -0,0 +1,5 @@
 
 
 
 
 
 
1
+ 2024-05-28 13:23:37,484 DEBUG root Loaded Command Group: ['gcloud', 'components']
2
+ 2024-05-28 13:23:37,486 DEBUG root Loaded Command Group: ['gcloud', 'components', 'post_process']
3
+ 2024-05-28 13:23:37,488 DEBUG root Running [gcloud.components.post-process] with arguments: []
4
+ 2024-05-28 13:23:45,872 DEBUG root Chosen display Format:none
5
+ 2024-05-28 13:23:45,872 INFO root Display format: "none"
.config/logs/2024.05.28/13.23.46.606272.log ADDED
@@ -0,0 +1,169 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ 2024-05-28 13:23:46,607 DEBUG root Loaded Command Group: ['gcloud', 'components']
2
+ 2024-05-28 13:23:46,609 DEBUG root Loaded Command Group: ['gcloud', 'components', 'update']
3
+ 2024-05-28 13:23:46,612 DEBUG root Running [gcloud.components.update] with arguments: [--quiet: "True", COMPONENT-IDS:8: "['gcloud', 'core', 'bq', 'gsutil', 'compute', 'preview', 'alpha', 'beta']"]
4
+ 2024-05-28 13:23:46,613 INFO ___FILE_ONLY___ Beginning update. This process may take several minutes.
5
+
6
+ 2024-05-28 13:23:46,620 DEBUG urllib3.connectionpool Starting new HTTPS connection (1): dl.google.com:443
7
+ 2024-05-28 13:23:46,753 DEBUG urllib3.connectionpool https://dl.google.com:443 "GET /dl/cloudsdk/channels/rapid/components-2.json HTTP/1.1" 200 222652
8
+ 2024-05-28 13:23:46,771 WARNING root Component [compute] no longer exists.
9
+ 2024-05-28 13:23:46,771 WARNING root Component [preview] no longer exists.
10
+ 2024-05-28 13:23:46,772 INFO ___FILE_ONLY___
11
+
12
+ 2024-05-28 13:23:46,773 INFO ___FILE_ONLY___
13
+ Your current Google Cloud CLI version is: 477.0.0
14
+
15
+ 2024-05-28 13:23:46,773 INFO ___FILE_ONLY___ Installing components from version: 477.0.0
16
+
17
+ 2024-05-28 13:23:46,773 INFO ___FILE_ONLY___
18
+
19
+ 2024-05-28 13:23:46,773 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
+ 2024-05-28 13:23:46,774 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
+ 2024-05-28 13:23:46,774 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
+ 2024-05-28 13:23:46,808 INFO ___FILE_ONLY___ ┌──────────────────────────────────────────────┐
23
+ 2024-05-28 13:23:46,808 INFO ___FILE_ONLY___
24
+
25
+ 2024-05-28 13:23:46,809 INFO ___FILE_ONLY___ │ These components will be installed. │
26
+ 2024-05-28 13:23:46,809 INFO ___FILE_ONLY___
27
+
28
+ 2024-05-28 13:23:46,809 INFO ___FILE_ONLY___ ├───────────────────────┬────────────┬─────────┤
29
+ 2024-05-28 13:23:46,809 INFO ___FILE_ONLY___
30
+
31
+ 2024-05-28 13:23:46,809 INFO ___FILE_ONLY___ │ Name │ Version │ Size │
32
+ 2024-05-28 13:23:46,809 INFO ___FILE_ONLY___
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+
34
+ 2024-05-28 13:23:46,809 INFO ___FILE_ONLY___ ├───────────────────────┼────────────┼─────────┤
35
+ 2024-05-28 13:23:46,809 INFO ___FILE_ONLY___
36
+
37
+ 2024-05-28 13:23:46,809 INFO ___FILE_ONLY___ │
38
+ 2024-05-28 13:23:46,809 INFO ___FILE_ONLY___ gcloud Alpha Commands
39
+ 2024-05-28 13:23:46,809 INFO ___FILE_ONLY___
40
+ 2024-05-28 13:23:46,809 INFO ___FILE_ONLY___ │
41
+ 2024-05-28 13:23:46,809 INFO ___FILE_ONLY___ 2024.05.17
42
+ 2024-05-28 13:23:46,809 INFO ___FILE_ONLY___
43
+ 2024-05-28 13:23:46,809 INFO ___FILE_ONLY___ │
44
+ 2024-05-28 13:23:46,809 INFO ___FILE_ONLY___ < 1 MiB
45
+ 2024-05-28 13:23:46,810 INFO ___FILE_ONLY___
46
+ 2024-05-28 13:23:46,810 INFO ___FILE_ONLY___ │
47
+ 2024-05-28 13:23:46,810 INFO ___FILE_ONLY___
48
+
49
+ 2024-05-28 13:23:46,810 INFO ___FILE_ONLY___ │
50
+ 2024-05-28 13:23:46,810 INFO ___FILE_ONLY___ gcloud Beta Commands
51
+ 2024-05-28 13:23:46,810 INFO ___FILE_ONLY___
52
+ 2024-05-28 13:23:46,810 INFO ___FILE_ONLY___ │
53
+ 2024-05-28 13:23:46,810 INFO ___FILE_ONLY___ 2024.05.17
54
+ 2024-05-28 13:23:46,810 INFO ___FILE_ONLY___
55
+ 2024-05-28 13:23:46,810 INFO ___FILE_ONLY___ │
56
+ 2024-05-28 13:23:46,810 INFO ___FILE_ONLY___ < 1 MiB
57
+ 2024-05-28 13:23:46,810 INFO ___FILE_ONLY___
58
+ 2024-05-28 13:23:46,810 INFO ___FILE_ONLY___ │
59
+ 2024-05-28 13:23:46,810 INFO ___FILE_ONLY___
60
+
61
+ 2024-05-28 13:23:46,810 INFO ___FILE_ONLY___ └───────────────────────┴────────────┴─────────┘
62
+ 2024-05-28 13:23:46,810 INFO ___FILE_ONLY___
63
+
64
+ 2024-05-28 13:23:46,811 INFO ___FILE_ONLY___
65
+
66
+ 2024-05-28 13:23:46,814 DEBUG urllib3.connectionpool Starting new HTTPS connection (1): dl.google.com:443
67
+ 2024-05-28 13:23:46,950 DEBUG urllib3.connectionpool https://dl.google.com:443 "GET /dl/cloudsdk/channels/rapid/RELEASE_NOTES HTTP/1.1" 200 1214727
68
+ 2024-05-28 13:23:46,984 INFO ___FILE_ONLY___ For the latest full release notes, please visit:
69
+ https://cloud.google.com/sdk/release_notes
70
+
71
+
72
+ 2024-05-28 13:23:46,986 INFO ___FILE_ONLY___ ╔════════════════════════════════════════════════════════════╗
73
+
74
+ 2024-05-28 13:23:46,986 INFO ___FILE_ONLY___ ╠═ Creating update staging area ═╣
75
+
76
+ 2024-05-28 13:23:46,986 INFO ___FILE_ONLY___ ╚
77
+ 2024-05-28 13:23:46,987 INFO ___FILE_ONLY___ ══════
78
+ 2024-05-28 13:23:47,566 INFO ___FILE_ONLY___ ══════
79
+ 2024-05-28 13:23:47,566 INFO ___FILE_ONLY___ ══════
80
+ 2024-05-28 13:23:47,928 INFO ___FILE_ONLY___ ═
81
+ 2024-05-28 13:23:47,988 INFO ___FILE_ONLY___ ═
82
+ 2024-05-28 13:23:48,059 INFO ___FILE_ONLY___ ═
83
+ 2024-05-28 13:23:48,121 INFO ___FILE_ONLY___ ═
84
+ 2024-05-28 13:23:48,184 INFO ___FILE_ONLY___ ═
85
+ 2024-05-28 13:23:48,243 INFO ___FILE_ONLY___ ═
86
+ 2024-05-28 13:23:48,320 INFO ___FILE_ONLY___ ═
87
+ 2024-05-28 13:23:48,361 INFO ___FILE_ONLY___ ═
88
+ 2024-05-28 13:23:48,496 INFO ___FILE_ONLY___ ═
89
+ 2024-05-28 13:23:48,546 INFO ___FILE_ONLY___ ═
90
+ 2024-05-28 13:23:48,592 INFO ___FILE_ONLY___ ═
91
+ 2024-05-28 13:23:48,641 INFO ___FILE_ONLY___ ═
92
+ 2024-05-28 13:23:48,707 INFO ___FILE_ONLY___ ═
93
+ 2024-05-28 13:23:48,764 INFO ___FILE_ONLY___ ═
94
+ 2024-05-28 13:23:48,823 INFO ___FILE_ONLY___ ═
95
+ 2024-05-28 13:23:48,879 INFO ___FILE_ONLY___ ═
96
+ 2024-05-28 13:23:48,935 INFO ___FILE_ONLY___ ═
97
+ 2024-05-28 13:23:48,990 INFO ___FILE_ONLY___ ═
98
+ 2024-05-28 13:23:49,042 INFO ___FILE_ONLY___ ═
99
+ 2024-05-28 13:23:49,094 INFO ___FILE_ONLY___ ═
100
+ 2024-05-28 13:23:49,160 INFO ___FILE_ONLY___ ═
101
+ 2024-05-28 13:23:49,234 INFO ___FILE_ONLY___ ═
102
+ 2024-05-28 13:23:49,290 INFO ___FILE_ONLY___ ═
103
+ 2024-05-28 13:23:49,366 INFO ___FILE_ONLY___ ═
104
+ 2024-05-28 13:23:49,448 INFO ___FILE_ONLY___ ═
105
+ 2024-05-28 13:23:49,518 INFO ___FILE_ONLY___ ═
106
+ 2024-05-28 13:23:49,652 INFO ___FILE_ONLY___ ═
107
+ 2024-05-28 13:23:49,723 INFO ___FILE_ONLY___ ═
108
+ 2024-05-28 13:23:49,774 INFO ___FILE_ONLY___ ═
109
+ 2024-05-28 13:23:49,840 INFO ___FILE_ONLY___ ═
110
+ 2024-05-28 13:23:49,878 INFO ___FILE_ONLY___ ═
111
+ 2024-05-28 13:23:49,916 INFO ___FILE_ONLY___ ═
112
+ 2024-05-28 13:23:49,962 INFO ___FILE_ONLY___ ═
113
+ 2024-05-28 13:23:50,000 INFO ___FILE_ONLY___ ═
114
+ 2024-05-28 13:23:50,062 INFO ___FILE_ONLY___ ═
115
+ 2024-05-28 13:23:50,153 INFO ___FILE_ONLY___ ═
116
+ 2024-05-28 13:23:50,439 INFO ___FILE_ONLY___ ═
117
+ 2024-05-28 13:23:50,493 INFO ___FILE_ONLY___ ═
118
+ 2024-05-28 13:23:50,549 INFO ___FILE_ONLY___ ═
119
+ 2024-05-28 13:23:50,605 INFO ___FILE_ONLY___ ═
120
+ 2024-05-28 13:23:50,667 INFO ___FILE_ONLY___ ═
121
+ 2024-05-28 13:23:50,722 INFO ___FILE_ONLY___ ═
122
+ 2024-05-28 13:23:50,723 INFO ___FILE_ONLY___ ╝
123
+
124
+ 2024-05-28 13:23:53,511 INFO ___FILE_ONLY___ ╔════════════════════════════════════════════════════════════╗
125
+
126
+ 2024-05-28 13:23:53,511 INFO ___FILE_ONLY___ ╠═ Installing: gcloud Alpha Commands ═╣
127
+
128
+ 2024-05-28 13:23:53,511 INFO ___FILE_ONLY___ ╚
129
+ 2024-05-28 13:23:53,515 DEBUG urllib3.connectionpool Starting new HTTPS connection (1): dl.google.com:443
130
+ 2024-05-28 13:23:53,647 DEBUG urllib3.connectionpool https://dl.google.com:443 "GET /dl/cloudsdk/channels/rapid/components/google-cloud-sdk-alpha-20240517151541.tar.gz HTTP/1.1" 200 800
131
+ 2024-05-28 13:23:53,647 INFO ___FILE_ONLY___ ══════════════════════════════
132
+ 2024-05-28 13:23:53,649 INFO ___FILE_ONLY___ ══════════════════════════════
133
+ 2024-05-28 13:23:53,649 INFO ___FILE_ONLY___ ╝
134
+
135
+ 2024-05-28 13:23:53,657 INFO ___FILE_ONLY___ ╔════════════════════════════════════════════════════════════╗
136
+
137
+ 2024-05-28 13:23:53,657 INFO ___FILE_ONLY___ ╠═ Installing: gcloud Beta Commands ═╣
138
+
139
+ 2024-05-28 13:23:53,657 INFO ___FILE_ONLY___ ╚
140
+ 2024-05-28 13:23:53,660 DEBUG urllib3.connectionpool Starting new HTTPS connection (1): dl.google.com:443
141
+ 2024-05-28 13:23:53,731 DEBUG urllib3.connectionpool https://dl.google.com:443 "GET /dl/cloudsdk/channels/rapid/components/google-cloud-sdk-beta-20240517151541.tar.gz HTTP/1.1" 200 797
142
+ 2024-05-28 13:23:53,732 INFO ___FILE_ONLY___ ══════════════════════════════
143
+ 2024-05-28 13:23:53,733 INFO ___FILE_ONLY___ ══════════════════════════════
144
+ 2024-05-28 13:23:53,733 INFO ___FILE_ONLY___ ╝
145
+
146
+ 2024-05-28 13:23:53,740 INFO ___FILE_ONLY___ ��════════════════════════════════════════════════════════════╗
147
+
148
+ 2024-05-28 13:23:53,740 INFO ___FILE_ONLY___ ╠═ Creating backup and activating new installation ═╣
149
+
150
+ 2024-05-28 13:23:53,740 INFO ___FILE_ONLY___ ╚
151
+ 2024-05-28 13:23:53,740 DEBUG root Attempting to move directory [/tools/google-cloud-sdk] to [/tools/google-cloud-sdk.staging/.install/.backup]
152
+ 2024-05-28 13:23:53,740 INFO ___FILE_ONLY___ ══════════════════════════════
153
+ 2024-05-28 13:23:53,740 DEBUG root Attempting to move directory [/tools/google-cloud-sdk.staging] to [/tools/google-cloud-sdk]
154
+ 2024-05-28 13:23:53,741 INFO ___FILE_ONLY___ ══════════════════════════════
155
+ 2024-05-28 13:23:53,741 INFO ___FILE_ONLY___ ╝
156
+
157
+ 2024-05-28 13:23:53,744 DEBUG root Updating notification cache...
158
+ 2024-05-28 13:23:53,745 INFO ___FILE_ONLY___
159
+
160
+ 2024-05-28 13:23:53,746 INFO ___FILE_ONLY___ Performing post processing steps...
161
+ 2024-05-28 13:23:53,747 DEBUG root Executing command: ['/tools/google-cloud-sdk/bin/gcloud', 'components', 'post-process']
162
+ 2024-05-28 13:24:02,846 DEBUG ___FILE_ONLY___
163
+ 2024-05-28 13:24:02,846 DEBUG ___FILE_ONLY___
164
+ 2024-05-28 13:24:03,010 INFO ___FILE_ONLY___
165
+ Update done!
166
+
167
+
168
+ 2024-05-28 13:24:03,013 DEBUG root Chosen display Format:none
169
+ 2024-05-28 13:24:03,013 INFO root Display format: "none"
.config/logs/2024.05.28/13.23.54.175273.log ADDED
@@ -0,0 +1,5 @@
 
 
 
 
 
 
1
+ 2024-05-28 13:23:54,176 DEBUG root Loaded Command Group: ['gcloud', 'components']
2
+ 2024-05-28 13:23:54,177 DEBUG root Loaded Command Group: ['gcloud', 'components', 'post_process']
3
+ 2024-05-28 13:23:54,179 DEBUG root Running [gcloud.components.post-process] with arguments: []
4
+ 2024-05-28 13:24:02,765 DEBUG root Chosen display Format:none
5
+ 2024-05-28 13:24:02,766 INFO root Display format: "none"
.config/logs/2024.05.28/13.24.03.536713.log ADDED
@@ -0,0 +1,8 @@
 
 
 
 
 
 
 
 
 
1
+ 2024-05-28 13:24:03,538 DEBUG root Loaded Command Group: ['gcloud', 'config']
2
+ 2024-05-28 13:24:03,587 DEBUG root Loaded Command Group: ['gcloud', 'config', 'set']
3
+ 2024-05-28 13:24:03,589 DEBUG root Running [gcloud.config.set] with arguments: [SECTION/PROPERTY: "component_manager/disable_update_check", VALUE: "true"]
4
+ 2024-05-28 13:24:03,590 INFO ___FILE_ONLY___ Updated property [component_manager/disable_update_check].
5
+
6
+ 2024-05-28 13:24:03,591 DEBUG root Chosen display Format:default
7
+ 2024-05-28 13:24:03,592 INFO root Display format: "default"
8
+ 2024-05-28 13:24:03,592 DEBUG root SDK update checks are disabled.
.config/logs/2024.05.28/13.24.04.126917.log ADDED
@@ -0,0 +1,8 @@
 
 
 
 
 
 
 
 
 
1
+ 2024-05-28 13:24:04,128 DEBUG root Loaded Command Group: ['gcloud', 'config']
2
+ 2024-05-28 13:24:04,177 DEBUG root Loaded Command Group: ['gcloud', 'config', 'set']
3
+ 2024-05-28 13:24:04,180 DEBUG root Running [gcloud.config.set] with arguments: [SECTION/PROPERTY: "compute/gce_metadata_read_timeout_sec", VALUE: "0"]
4
+ 2024-05-28 13:24:04,181 INFO ___FILE_ONLY___ Updated property [compute/gce_metadata_read_timeout_sec].
5
+
6
+ 2024-05-28 13:24:04,182 DEBUG root Chosen display Format:default
7
+ 2024-05-28 13:24:04,183 INFO root Display format: "default"
8
+ 2024-05-28 13:24:04,183 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
README.md CHANGED
@@ -1,12 +1,6 @@
1
  ---
2
- title: Mps
3
- emoji: 🐢
4
- colorFrom: blue
5
- colorTo: purple
6
- sdk: gradio
7
- sdk_version: 4.31.5
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: mps
 
 
 
 
 
3
  app_file: app.py
4
+ sdk: gradio
5
+ sdk_version: 4.32.0
6
  ---
 
 
__pycache__/mps-api.cpython-310.pyc ADDED
Binary file (2.26 kB). View file
 
app.py ADDED
@@ -0,0 +1,54 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ import gradio as gr
2
+ import requests
3
+ import pandas as pd
4
+
5
+ api_url = 'https://huynhdoo--mps-api-query.modal.run'
6
+
7
+ origins = {
8
+ 'Formation' : ['formation.presentation', 'formation.summary'],
9
+ 'Métier' : ['metier.presentation', 'metier.competences',
10
+ 'metier.condition_travail', 'metier.nature_travail',
11
+ 'metier.acces_metier', 'metier.vie_professionnelle',
12
+ 'metier.accroche_metier', 'metier.format_court1',
13
+ 'metier.format_court2']
14
+ }
15
+
16
+ def API(origin='Formation', query='cuisine'):
17
+ # Query API
18
+ json = dict(
19
+ query=query,
20
+ origins=origins[origin]
21
+ )
22
+
23
+ resp = requests.post(url=api_url, json=json)
24
+ data = resp.json()
25
+
26
+ # Format result
27
+ distances = pd.DataFrame({'distance': data['distances']})
28
+ metadatas = pd.DataFrame(data['metadatas'])
29
+ documents = pd.DataFrame({'document': data['documents']})
30
+ df = pd.concat([distances, metadatas, documents], axis=1)
31
+ df['distance'] = df['distance'].apply(lambda x: round(x, 3))
32
+ df['origin'] = df['origin'].apply(lambda x: x.split('.')[1])
33
+ return df
34
+
35
+ gradio_app = gr.Interface(
36
+ fn=API,
37
+ inputs=[
38
+ gr.Dropdown(list(origins.keys()), label="Origine", info="Choisir un type de donnée à interroger"),
39
+ gr.Textbox(label="Recherche", info="Votre recherche")
40
+ ],
41
+ outputs=[
42
+ gr.DataFrame(label="Résultats", headers=["Distance", "Key", "Label", "Origin", "Document"])
43
+ ],
44
+ examples=[['Formation', 'militaire'],
45
+ ['Métier', 'cuisine'],
46
+ ['Formation', 'écologie'],
47
+ ['Métier', 'eau'],
48
+ ['Formation', 'math'],
49
+ ],
50
+ cache_examples=False
51
+ )
52
+
53
+ if __name__ == "__main__":
54
+ gradio_app.launch(auth=("mps", "sup"), share=True)
mps-api.py ADDED
@@ -0,0 +1,71 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ from modal import Image, App, Secret, web_endpoint, Volume, enter, method, build
2
+ from typing import Dict
3
+ import sys
4
+
5
+ model_image = (Image.debian_slim(python_version="3.12")
6
+ .pip_install("chromadb", "sentence-transformers", "pysqlite3-binary")
7
+ )
8
+
9
+ # Utilities
10
+ with model_image.imports():
11
+ import os
12
+ __import__("pysqlite3")
13
+ sys.modules["sqlite3"] = sys.modules.pop("pysqlite3") # Hotswap SQLlite version
14
+
15
+ # Application initialization
16
+ app = App("mps-api",
17
+ image=model_image)
18
+ vol = Volume.from_name("mps", create_if_missing=False)
19
+ data_path = "/data"
20
+
21
+ ############
22
+ # MAIN CLASS
23
+ ############
24
+ @app.cls(timeout=30*60,
25
+ volumes={data_path: vol})
26
+ class VECTORDB:
27
+ @enter()
28
+ @build()
29
+ def init(self):
30
+ # Load encoder
31
+ from chromadb.utils.embedding_functions import SentenceTransformerEmbeddingFunction
32
+ model_name = "Lajavaness/sentence-camembert-large"
33
+ self.embedding_function = SentenceTransformerEmbeddingFunction(model_name=model_name)
34
+ print(f"Embedding model loaded: {model_name}")
35
+
36
+ # Load vector database
37
+ import chromadb
38
+ DB_PATH = data_path + "/db"
39
+ COLLECTION_NAME = "MPS"
40
+ chroma_client = chromadb.PersistentClient(path=DB_PATH)
41
+ self.chroma_collection = chroma_client.get_collection(name=COLLECTION_NAME, embedding_function=self.embedding_function)
42
+ print(f"{self.chroma_collection.count()} documents loaded.")
43
+
44
+ @method()
45
+ def query(self, query, origins):
46
+ results = self.chroma_collection.query(
47
+ query_texts=[query],
48
+ n_results=10,
49
+ where={"origin": {"$in": origins}},
50
+ include=['documents', 'metadatas', 'distances'])
51
+
52
+ documents = results['documents'][0]
53
+ metadatas = results['metadatas'][0]
54
+ distances = results['distances'][0]
55
+ return documents, metadatas, distances
56
+
57
+ ###########
58
+ # ENDPOINTS
59
+ ###########
60
+ @app.function(timeout=30*60)
61
+ @web_endpoint(method="POST")
62
+ def query(query: Dict):
63
+ # Log query
64
+ print(f"Incoming query: {query}...")
65
+
66
+ # Instantiate vectordb
67
+ vectordb = VECTORDB()
68
+
69
+ # Run query
70
+ documents, metadatas, distances = vectordb.query.remote(query['query'], query['origins'])
71
+ return {"documents" : documents, "metadatas" : metadatas, "distances" : distances}
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},
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
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sample_data/california_housing_train.csv ADDED
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sample_data/mnist_test.csv ADDED
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