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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/2024.06.03/13.22.06.669614.log +534 -0
  10. .config/logs/2024.06.03/13.28.59.852590.log +5 -0
  11. .config/logs/2024.06.03/13.29.11.352820.log +169 -0
  12. .config/logs/2024.06.03/13.34.41.044819.log +5 -0
  13. .config/logs/2024.06.03/13.34.52.780168.log +8 -0
  14. .config/logs/2024.06.03/13.34.53.444249.log +8 -0
  15. .gitattributes +2 -0
  16. README.md +2 -8
  17. __pycache__/mps-api.cpython-310.pyc +0 -0
  18. app.py +185 -0
  19. mps-api.py +98 -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: 1717421350.719014
.config/.last_update_check.json ADDED
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+ {"last_update_check_time": 1717421440.2532663, "last_update_check_revision": 20240524155722, "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/2024.06.03/13.22.06.669614.log ADDED
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+ 2024-06-03 13:23:26,766 DEBUG root Loaded Command Group: ['gcloud', 'components']
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+ 2024-06-03 13:24:47,334 INFO ___FILE_ONLY___ For the latest full release notes, please visit:
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+ 2024-06-03 13:24:47,337 INFO ___FILE_ONLY___ ╠═ Creating update staging area ═╣
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+ 2024-06-03 13:24:50,898 INFO ___FILE_ONLY___ ╔════════════════════════════════════════════════════════════╗
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+ 2024-06-03 13:24:50,898 INFO ___FILE_ONLY___ ╠═ Installing: BigQuery Command Line Tool (Platform Spec... ═╣
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+ 2024-06-03 13:24:50,903 DEBUG urllib3.connectionpool Starting new HTTPS connection (1): dl.google.com:443
269
+ 2024-06-03 13:24:50,972 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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+ 2024-06-03 13:24:50,973 INFO ___FILE_ONLY___ ══════════════════════════════
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+ 2024-06-03 13:24:50,984 INFO ___FILE_ONLY___ ╠═ Installing: Bundled Python 3.11 ═╣
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+ 2024-06-03 13:24:50,990 INFO ___FILE_ONLY___ ════════════════════════════════════════════════════════════
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+ 2024-06-03 13:24:50,992 INFO ___FILE_ONLY___ ╔════════════════════════════════════════════════════════════╗
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+ 2024-06-03 13:24:50,992 INFO ___FILE_ONLY___ ╠═ Installing: Bundled Python 3.11 ═╣
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+ 2024-06-03 13:24:50,992 INFO ___FILE_ONLY___ ╚
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+ 2024-06-03 13:24:50,996 DEBUG urllib3.connectionpool Starting new HTTPS connection (1): dl.google.com:443
288
+ 2024-06-03 13:24:51,064 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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+ 2024-06-03 13:24:54,770 INFO ___FILE_ONLY___ ═
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+ 2024-06-03 13:24:54,809 INFO ___FILE_ONLY___ ═
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+ 2024-06-03 13:24:55,114 INFO ___FILE_ONLY___ ═
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+ 2024-06-03 13:24:55,156 INFO ___FILE_ONLY___ ═
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+ 2024-06-03 13:24:55,271 INFO ___FILE_ONLY___ ═
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+ 2024-06-03 13:24:55,309 INFO ___FILE_ONLY___ ═
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+ 2024-06-03 13:24:55,357 INFO ___FILE_ONLY___ ═
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+ 2024-06-03 13:24:56,517 INFO ___FILE_ONLY___ ═
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+ 2024-06-03 13:24:56,550 INFO ___FILE_ONLY___ ═
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+ 2024-06-03 13:24:56,550 INFO ___FILE_ONLY___ ╝
350
+
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+ 2024-06-03 13:24:56,662 INFO ___FILE_ONLY___ ╔════════════════════════════════════════════════════════════╗
352
+
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+ 2024-06-03 13:24:56,662 INFO ___FILE_ONLY___ ╠═ Installing: Cloud Storage Command Line Tool ═╣
354
+
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+ 2024-06-03 13:24:56,662 INFO ___FILE_ONLY___ ╚
356
+ 2024-06-03 13:24:56,666 DEBUG urllib3.connectionpool Starting new HTTPS connection (1): dl.google.com:443
357
+ 2024-06-03 13:24:56,735 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
358
+ 2024-06-03 13:24:56,791 INFO ___FILE_ONLY___ ═
359
+ 2024-06-03 13:24:56,792 INFO ___FILE_ONLY___ ═
360
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361
+ 2024-06-03 13:24:56,793 INFO ___FILE_ONLY___ ═
362
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363
+ 2024-06-03 13:24:56,794 INFO ___FILE_ONLY___ ═
364
+ 2024-06-03 13:24:56,795 INFO ___FILE_ONLY___ ═
365
+ 2024-06-03 13:24:56,796 INFO ___FILE_ONLY___ ═
366
+ 2024-06-03 13:24:56,796 INFO ___FILE_ONLY___ ═
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+ 2024-06-03 13:24:56,797 INFO ___FILE_ONLY___ ═
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+ 2024-06-03 13:24:56,798 INFO ___FILE_ONLY___ ═
369
+ 2024-06-03 13:24:56,798 INFO ___FILE_ONLY___ ═
370
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371
+ 2024-06-03 13:24:56,799 INFO ___FILE_ONLY___ ═
372
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373
+ 2024-06-03 13:24:56,800 INFO ___FILE_ONLY___ ═
374
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375
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376
+ 2024-06-03 13:24:56,802 INFO ___FILE_ONLY___ ═
377
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378
+ 2024-06-03 13:24:56,803 INFO ___FILE_ONLY___ ═
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
+ 2024-06-03 13:24:56,807 INFO ___FILE_ONLY___ ═
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
+ 2024-06-03 13:24:57,791 INFO ___FILE_ONLY___ ═
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
+ 2024-06-03 13:24:58,199 INFO ___FILE_ONLY___ ═
412
+ 2024-06-03 13:24:58,222 INFO ___FILE_ONLY___ ═
413
+ 2024-06-03 13:24:58,246 INFO ___FILE_ONLY___ ═
414
+ 2024-06-03 13:24:58,296 INFO ___FILE_ONLY___ ═
415
+ 2024-06-03 13:24:58,324 INFO ___FILE_ONLY___ ═
416
+ 2024-06-03 13:24:58,365 INFO ___FILE_ONLY___ ═
417
+ 2024-06-03 13:24:58,389 INFO ___FILE_ONLY___ ═
418
+ 2024-06-03 13:24:58,389 INFO ___FILE_ONLY___ ╝
419
+
420
+ 2024-06-03 13:24:58,471 INFO ___FILE_ONLY___ ╔════════════════════════════════════════════════════════════╗
421
+
422
+ 2024-06-03 13:24:58,471 INFO ___FILE_ONLY___ ╠═ Installing: Cloud Storage Command Line Tool (Platform... ═╣
423
+
424
+ 2024-06-03 13:24:58,471 INFO ___FILE_ONLY___ ╚
425
+ 2024-06-03 13:24:58,475 DEBUG urllib3.connectionpool Starting new HTTPS connection (1): dl.google.com:443
426
+ 2024-06-03 13:24:58,598 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
+ 2024-06-03 13:24:58,599 INFO ___FILE_ONLY___ ══════════════════════════════
428
+ 2024-06-03 13:24:58,601 INFO ___FILE_ONLY___ ══════════════════════════════
429
+ 2024-06-03 13:24:58,601 INFO ___FILE_ONLY___ ╝
430
+
431
+ 2024-06-03 13:24:58,610 INFO ___FILE_ONLY___ ╔════════════════════════════════════════════════════════════╗
432
+
433
+ 2024-06-03 13:24:58,611 INFO ___FILE_ONLY___ ╠═ Installing: Default set of gcloud commands ═╣
434
+
435
+ 2024-06-03 13:24:58,611 INFO ___FILE_ONLY___ ╚
436
+ 2024-06-03 13:24:58,617 INFO ___FILE_ONLY___ ════════════════════════════════════════════════════════════
437
+ 2024-06-03 13:24:58,617 INFO ___FILE_ONLY___ ╝
438
+
439
+ 2024-06-03 13:24:58,619 INFO ___FILE_ONLY___ ╔════════════════════════════════════════════════════════════╗
440
+
441
+ 2024-06-03 13:24:58,619 INFO ___FILE_ONLY___ ╠═ Installing: Google Cloud CLI Core Libraries (Platform... ═╣
442
+
443
+ 2024-06-03 13:24:58,619 INFO ___FILE_ONLY___ ╚
444
+ 2024-06-03 13:24:58,623 DEBUG urllib3.connectionpool Starting new HTTPS connection (1): dl.google.com:443
445
+ 2024-06-03 13:24:58,690 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
+ 2024-06-03 13:24:58,691 INFO ___FILE_ONLY___ ══════════════════════════════
447
+ 2024-06-03 13:24:58,692 INFO ___FILE_ONLY___ ═══════════════
448
+ 2024-06-03 13:24:58,692 INFO ___FILE_ONLY___ ═══════════════
449
+ 2024-06-03 13:24:58,692 INFO ___FILE_ONLY___ ╝
450
+
451
+ 2024-06-03 13:24:58,702 INFO ___FILE_ONLY___ ╔════════════════════════════════════════════════════════════╗
452
+
453
+ 2024-06-03 13:24:58,702 INFO ___FILE_ONLY___ ╠═ Installing: Google Cloud CRC32C Hash Tool ═╣
454
+
455
+ 2024-06-03 13:24:58,702 INFO ___FILE_ONLY___ ╚
456
+ 2024-06-03 13:24:58,706 DEBUG urllib3.connectionpool Starting new HTTPS connection (1): dl.google.com:443
457
+ 2024-06-03 13:24:58,839 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
458
+ 2024-06-03 13:24:58,852 INFO ___FILE_ONLY___ ═
459
+ 2024-06-03 13:24:58,853 INFO ___FILE_ONLY___ ═
460
+ 2024-06-03 13:24:58,853 INFO ___FILE_ONLY___ ═
461
+ 2024-06-03 13:24:58,853 INFO ___FILE_ONLY___ ═
462
+ 2024-06-03 13:24:58,853 INFO ___FILE_ONLY___ ═
463
+ 2024-06-03 13:24:58,853 INFO ___FILE_ONLY___ ═
464
+ 2024-06-03 13:24:58,853 INFO ___FILE_ONLY___ ═
465
+ 2024-06-03 13:24:58,853 INFO ___FILE_ONLY___ ═
466
+ 2024-06-03 13:24:58,853 INFO ___FILE_ONLY___ ═
467
+ 2024-06-03 13:24:58,854 INFO ___FILE_ONLY___ ═
468
+ 2024-06-03 13:24:58,854 INFO ___FILE_ONLY___ ═
469
+ 2024-06-03 13:24:58,854 INFO ___FILE_ONLY___ ═
470
+ 2024-06-03 13:24:58,854 INFO ___FILE_ONLY___ ═
471
+ 2024-06-03 13:24:58,854 INFO ___FILE_ONLY___ ═
472
+ 2024-06-03 13:24:58,854 INFO ___FILE_ONLY___ ═
473
+ 2024-06-03 13:24:58,854 INFO ___FILE_ONLY___ ═
474
+ 2024-06-03 13:24:58,855 INFO ___FILE_ONLY___ ═
475
+ 2024-06-03 13:24:58,855 INFO ___FILE_ONLY___ ═
476
+ 2024-06-03 13:24:58,855 INFO ___FILE_ONLY___ ═
477
+ 2024-06-03 13:24:58,855 INFO ___FILE_ONLY___ ═
478
+ 2024-06-03 13:24:58,855 INFO ___FILE_ONLY___ ═
479
+ 2024-06-03 13:24:58,855 INFO ___FILE_ONLY___ ═
480
+ 2024-06-03 13:24:58,855 INFO ___FILE_ONLY___ ═
481
+ 2024-06-03 13:24:58,855 INFO ___FILE_ONLY___ ═
482
+ 2024-06-03 13:24:58,856 INFO ___FILE_ONLY___ ═
483
+ 2024-06-03 13:24:58,856 INFO ___FILE_ONLY___ ═
484
+ 2024-06-03 13:24:58,856 INFO ___FILE_ONLY___ ═
485
+ 2024-06-03 13:24:58,856 INFO ___FILE_ONLY___ ═
486
+ 2024-06-03 13:24:58,856 INFO ___FILE_ONLY___ ═
487
+ 2024-06-03 13:24:58,856 INFO ___FILE_ONLY___ ═
488
+ 2024-06-03 13:24:58,891 INFO ___FILE_ONLY___ ═══════════════
489
+ 2024-06-03 13:24:58,892 INFO ___FILE_ONLY___ ═══════════════
490
+ 2024-06-03 13:24:58,892 INFO ___FILE_ONLY___ ╝
491
+
492
+ 2024-06-03 13:24:58,902 INFO ___FILE_ONLY___ ╔════════════════════════════════════════════════════════════╗
493
+
494
+ 2024-06-03 13:24:58,902 INFO ___FILE_ONLY___ ╠═ Installing: Google Cloud CRC32C Hash Tool ═╣
495
+
496
+ 2024-06-03 13:24:58,903 INFO ___FILE_ONLY___ ╚
497
+ 2024-06-03 13:24:58,909 INFO ___FILE_ONLY___ ════════════════════════════════════════════════════════════
498
+ 2024-06-03 13:24:58,909 INFO ___FILE_ONLY___ ╝
499
+
500
+ 2024-06-03 13:24:58,911 INFO ___FILE_ONLY___ ╔════════════════════════════════════════════════════════════╗
501
+
502
+ 2024-06-03 13:24:58,911 INFO ___FILE_ONLY___ ╠═ Installing: gcloud cli dependencies ═╣
503
+
504
+ 2024-06-03 13:24:58,911 INFO ___FILE_ONLY___ ╚
505
+ 2024-06-03 13:24:58,915 DEBUG urllib3.connectionpool Starting new HTTPS connection (1): dl.google.com:443
506
+ 2024-06-03 13:24:59,039 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
+ 2024-06-03 13:24:59,040 INFO ___FILE_ONLY___ ══════════════════════════════
508
+ 2024-06-03 13:24:59,040 INFO ___FILE_ONLY___ ══════════════════════════════
509
+ 2024-06-03 13:24:59,040 INFO ___FILE_ONLY___ ╝
510
+
511
+ 2024-06-03 13:24:59,051 INFO ___FILE_ONLY___ ╔════════════════════════════════════════════════════════════╗
512
+
513
+ 2024-06-03 13:24:59,051 INFO ___FILE_ONLY___ ╠═ Creating backup and activating new installation ═╣
514
+
515
+ 2024-06-03 13:24:59,051 INFO ___FILE_ONLY___ ╚
516
+ 2024-06-03 13:24:59,051 DEBUG root Attempting to move directory [/tools/google-cloud-sdk] to [/tools/google-cloud-sdk.staging/.install/.backup]
517
+ 2024-06-03 13:24:59,051 INFO ___FILE_ONLY___ ══════════════════════════════
518
+ 2024-06-03 13:24:59,051 DEBUG root Attempting to move directory [/tools/google-cloud-sdk.staging] to [/tools/google-cloud-sdk]
519
+ 2024-06-03 13:24:59,051 INFO ___FILE_ONLY___ ══════════════════════════════
520
+ 2024-06-03 13:24:59,051 INFO ___FILE_ONLY___ ╝
521
+
522
+ 2024-06-03 13:24:59,055 DEBUG root Updating notification cache...
523
+ 2024-06-03 13:24:59,056 INFO ___FILE_ONLY___
524
+
525
+ 2024-06-03 13:24:59,058 INFO ___FILE_ONLY___ Performing post processing steps...
526
+ 2024-06-03 13:24:59,059 DEBUG root Executing command: ['/tools/google-cloud-sdk/bin/gcloud', 'components', 'post-process']
527
+ 2024-06-03 13:29:10,507 DEBUG ___FILE_ONLY___
528
+ 2024-06-03 13:29:10,507 DEBUG ___FILE_ONLY___
529
+ 2024-06-03 13:29:10,714 INFO ___FILE_ONLY___
530
+ Update done!
531
+
532
+
533
+ 2024-06-03 13:29:10,717 DEBUG root Chosen display Format:none
534
+ 2024-06-03 13:29:10,718 INFO root Display format: "none"
.config/logs/2024.06.03/13.28.59.852590.log ADDED
@@ -0,0 +1,5 @@
 
 
 
 
 
 
1
+ 2024-06-03 13:28:59,853 DEBUG root Loaded Command Group: ['gcloud', 'components']
2
+ 2024-06-03 13:28:59,856 DEBUG root Loaded Command Group: ['gcloud', 'components', 'post_process']
3
+ 2024-06-03 13:28:59,859 DEBUG root Running [gcloud.components.post-process] with arguments: []
4
+ 2024-06-03 13:29:10,407 DEBUG root Chosen display Format:none
5
+ 2024-06-03 13:29:10,408 INFO root Display format: "none"
.config/logs/2024.06.03/13.29.11.352820.log ADDED
@@ -0,0 +1,169 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ 2024-06-03 13:29:11,353 DEBUG root Loaded Command Group: ['gcloud', 'components']
2
+ 2024-06-03 13:29:11,356 DEBUG root Loaded Command Group: ['gcloud', 'components', 'update']
3
+ 2024-06-03 13:29:11,359 DEBUG root Running [gcloud.components.update] with arguments: [--quiet: "True", COMPONENT-IDS:8: "['gcloud', 'core', 'bq', 'gsutil', 'compute', 'preview', 'alpha', 'beta']"]
4
+ 2024-06-03 13:30:31,452 INFO ___FILE_ONLY___ Beginning update. This process may take several minutes.
5
+
6
+ 2024-06-03 13:30:31,461 DEBUG urllib3.connectionpool Starting new HTTPS connection (1): dl.google.com:443
7
+ 2024-06-03 13:30:31,590 DEBUG urllib3.connectionpool https://dl.google.com:443 "GET /dl/cloudsdk/channels/rapid/components-2.json HTTP/1.1" 200 222658
8
+ 2024-06-03 13:30:31,613 WARNING root Component [compute] no longer exists.
9
+ 2024-06-03 13:30:31,614 WARNING root Component [preview] no longer exists.
10
+ 2024-06-03 13:30:31,615 INFO ___FILE_ONLY___
11
+
12
+ 2024-06-03 13:30:31,616 INFO ___FILE_ONLY___
13
+ Your current Google Cloud CLI version is: 478.0.0
14
+
15
+ 2024-06-03 13:30:31,616 INFO ___FILE_ONLY___ Installing components from version: 478.0.0
16
+
17
+ 2024-06-03 13:30:31,616 INFO ___FILE_ONLY___
18
+
19
+ 2024-06-03 13:30:31,616 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
+ 2024-06-03 13:30:31,617 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
+ 2024-06-03 13:30:31,618 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
+ 2024-06-03 13:30:31,658 INFO ___FILE_ONLY___ ┌──────────────────────────────────────────────┐
23
+ 2024-06-03 13:30:31,658 INFO ___FILE_ONLY___
24
+
25
+ 2024-06-03 13:30:31,658 INFO ___FILE_ONLY___ │ These components will be installed. │
26
+ 2024-06-03 13:30:31,658 INFO ___FILE_ONLY___
27
+
28
+ 2024-06-03 13:30:31,658 INFO ___FILE_ONLY___ ├───────────────────────┬────────────┬─────────┤
29
+ 2024-06-03 13:30:31,658 INFO ___FILE_ONLY___
30
+
31
+ 2024-06-03 13:30:31,658 INFO ___FILE_ONLY___ │ Name │ Version │ Size │
32
+ 2024-06-03 13:30:31,658 INFO ___FILE_ONLY___
33
+
34
+ 2024-06-03 13:30:31,658 INFO ___FILE_ONLY___ ├───────────────────────┼────────────┼─────────┤
35
+ 2024-06-03 13:30:31,658 INFO ___FILE_ONLY___
36
+
37
+ 2024-06-03 13:30:31,659 INFO ___FILE_ONLY___ │
38
+ 2024-06-03 13:30:31,659 INFO ___FILE_ONLY___ gcloud Alpha Commands
39
+ 2024-06-03 13:30:31,659 INFO ___FILE_ONLY___
40
+ 2024-06-03 13:30:31,659 INFO ___FILE_ONLY___ │
41
+ 2024-06-03 13:30:31,659 INFO ___FILE_ONLY___ 2024.05.24
42
+ 2024-06-03 13:30:31,659 INFO ___FILE_ONLY___
43
+ 2024-06-03 13:30:31,659 INFO ___FILE_ONLY___ │
44
+ 2024-06-03 13:30:31,659 INFO ___FILE_ONLY___ < 1 MiB
45
+ 2024-06-03 13:30:31,659 INFO ___FILE_ONLY___
46
+ 2024-06-03 13:30:31,659 INFO ___FILE_ONLY___ │
47
+ 2024-06-03 13:30:31,659 INFO ___FILE_ONLY___
48
+
49
+ 2024-06-03 13:30:31,659 INFO ___FILE_ONLY___ │
50
+ 2024-06-03 13:30:31,659 INFO ___FILE_ONLY___ gcloud Beta Commands
51
+ 2024-06-03 13:30:31,660 INFO ___FILE_ONLY___
52
+ 2024-06-03 13:30:31,660 INFO ___FILE_ONLY___ │
53
+ 2024-06-03 13:30:31,660 INFO ___FILE_ONLY___ 2024.05.24
54
+ 2024-06-03 13:30:31,660 INFO ___FILE_ONLY___
55
+ 2024-06-03 13:30:31,660 INFO ___FILE_ONLY___ │
56
+ 2024-06-03 13:30:31,660 INFO ___FILE_ONLY___ < 1 MiB
57
+ 2024-06-03 13:30:31,660 INFO ___FILE_ONLY___
58
+ 2024-06-03 13:30:31,660 INFO ___FILE_ONLY___ │
59
+ 2024-06-03 13:30:31,660 INFO ___FILE_ONLY___
60
+
61
+ 2024-06-03 13:30:31,660 INFO ___FILE_ONLY___ └───────────────────────┴────────────┴─────────┘
62
+ 2024-06-03 13:30:31,660 INFO ___FILE_ONLY___
63
+
64
+ 2024-06-03 13:30:31,660 INFO ___FILE_ONLY___
65
+
66
+ 2024-06-03 13:30:31,665 DEBUG urllib3.connectionpool Starting new HTTPS connection (1): dl.google.com:443
67
+ 2024-06-03 13:30:31,735 DEBUG urllib3.connectionpool https://dl.google.com:443 "GET /dl/cloudsdk/channels/rapid/RELEASE_NOTES HTTP/1.1" 200 1220927
68
+ 2024-06-03 13:30:31,818 INFO ___FILE_ONLY___ For the latest full release notes, please visit:
69
+ https://cloud.google.com/sdk/release_notes
70
+
71
+
72
+ 2024-06-03 13:30:31,821 INFO ___FILE_ONLY___ ╔════════════════════════════════════════════════════════════╗
73
+
74
+ 2024-06-03 13:30:31,821 INFO ___FILE_ONLY___ ╠═ Creating update staging area ═╣
75
+
76
+ 2024-06-03 13:30:31,821 INFO ___FILE_ONLY___ ╚
77
+ 2024-06-03 13:30:31,821 INFO ___FILE_ONLY___ ══════
78
+ 2024-06-03 13:30:32,617 INFO ___FILE_ONLY___ ══════
79
+ 2024-06-03 13:30:32,617 INFO ___FILE_ONLY___ ══════
80
+ 2024-06-03 13:30:33,138 INFO ___FILE_ONLY___ ═
81
+ 2024-06-03 13:30:33,214 INFO ___FILE_ONLY___ ═
82
+ 2024-06-03 13:30:33,302 INFO ___FILE_ONLY___ ═
83
+ 2024-06-03 13:30:33,379 INFO ___FILE_ONLY___ ═
84
+ 2024-06-03 13:30:33,458 INFO ___FILE_ONLY___ ═
85
+ 2024-06-03 13:30:33,531 INFO ___FILE_ONLY___ ═
86
+ 2024-06-03 13:30:33,626 INFO ___FILE_ONLY___ ═
87
+ 2024-06-03 13:30:33,677 INFO ___FILE_ONLY___ ═
88
+ 2024-06-03 13:30:33,766 INFO ___FILE_ONLY___ ═
89
+ 2024-06-03 13:30:33,826 INFO ___FILE_ONLY___ ═
90
+ 2024-06-03 13:30:33,880 INFO ___FILE_ONLY___ ═
91
+ 2024-06-03 13:30:33,942 INFO ___FILE_ONLY___ ═
92
+ 2024-06-03 13:30:34,024 INFO ___FILE_ONLY___ ═
93
+ 2024-06-03 13:30:34,101 INFO ___FILE_ONLY___ ═
94
+ 2024-06-03 13:30:34,175 INFO ___FILE_ONLY___ ═
95
+ 2024-06-03 13:30:34,246 INFO ___FILE_ONLY___ ═
96
+ 2024-06-03 13:30:34,315 INFO ___FILE_ONLY___ ═
97
+ 2024-06-03 13:30:34,384 INFO ___FILE_ONLY___ ═
98
+ 2024-06-03 13:30:34,449 INFO ___FILE_ONLY___ ═
99
+ 2024-06-03 13:30:34,513 INFO ___FILE_ONLY___ ═
100
+ 2024-06-03 13:30:34,598 INFO ___FILE_ONLY___ ═
101
+ 2024-06-03 13:30:34,695 INFO ___FILE_ONLY___ ═
102
+ 2024-06-03 13:30:34,768 INFO ___FILE_ONLY___ ═
103
+ 2024-06-03 13:30:34,861 INFO ___FILE_ONLY___ ═
104
+ 2024-06-03 13:30:34,973 INFO ___FILE_ONLY___ ═
105
+ 2024-06-03 13:30:35,060 INFO ___FILE_ONLY___ ═
106
+ 2024-06-03 13:30:35,228 INFO ___FILE_ONLY___ ═
107
+ 2024-06-03 13:30:35,315 INFO ___FILE_ONLY___ ═
108
+ 2024-06-03 13:30:35,380 INFO ___FILE_ONLY___ ═
109
+ 2024-06-03 13:30:35,429 INFO ___FILE_ONLY___ ═
110
+ 2024-06-03 13:30:35,476 INFO ___FILE_ONLY___ ═
111
+ 2024-06-03 13:30:35,523 INFO ___FILE_ONLY___ ═
112
+ 2024-06-03 13:30:35,582 INFO ___FILE_ONLY___ ═
113
+ 2024-06-03 13:30:35,631 INFO ___FILE_ONLY___ ═
114
+ 2024-06-03 13:30:35,722 INFO ___FILE_ONLY___ ═
115
+ 2024-06-03 13:30:35,902 INFO ___FILE_ONLY___ ═
116
+ 2024-06-03 13:30:36,197 INFO ___FILE_ONLY___ ═
117
+ 2024-06-03 13:30:36,266 INFO ___FILE_ONLY___ ═
118
+ 2024-06-03 13:30:36,336 INFO ___FILE_ONLY___ ═
119
+ 2024-06-03 13:30:36,407 INFO ___FILE_ONLY___ ═
120
+ 2024-06-03 13:30:36,483 INFO ___FILE_ONLY___ ═
121
+ 2024-06-03 13:30:36,552 INFO ___FILE_ONLY___ ═
122
+ 2024-06-03 13:30:36,552 INFO ___FILE_ONLY___ ╝
123
+
124
+ 2024-06-03 13:30:40,022 INFO ___FILE_ONLY___ ╔════════════════════════════════════════════════════════════╗
125
+
126
+ 2024-06-03 13:30:40,022 INFO ___FILE_ONLY___ ╠═ Installing: gcloud Alpha Commands ═╣
127
+
128
+ 2024-06-03 13:30:40,022 INFO ___FILE_ONLY___ ╚
129
+ 2024-06-03 13:30:40,026 DEBUG urllib3.connectionpool Starting new HTTPS connection (1): dl.google.com:443
130
+ 2024-06-03 13:30:40,096 DEBUG urllib3.connectionpool https://dl.google.com:443 "GET /dl/cloudsdk/channels/rapid/components/google-cloud-sdk-alpha-20240524155722.tar.gz HTTP/1.1" 200 800
131
+ 2024-06-03 13:30:40,097 INFO ___FILE_ONLY___ ══════════════════════════════
132
+ 2024-06-03 13:30:40,098 INFO ___FILE_ONLY___ ══════════════════════════════
133
+ 2024-06-03 13:30:40,099 INFO ___FILE_ONLY___ ╝
134
+
135
+ 2024-06-03 13:30:40,108 INFO ___FILE_ONLY___ ╔════════════════════════════════════════════════════════════╗
136
+
137
+ 2024-06-03 13:30:40,108 INFO ___FILE_ONLY___ ╠═ Installing: gcloud Beta Commands ═╣
138
+
139
+ 2024-06-03 13:30:40,108 INFO ___FILE_ONLY___ ╚
140
+ 2024-06-03 13:30:40,112 DEBUG urllib3.connectionpool Starting new HTTPS connection (1): dl.google.com:443
141
+ 2024-06-03 13:30:40,236 DEBUG urllib3.connectionpool https://dl.google.com:443 "GET /dl/cloudsdk/channels/rapid/components/google-cloud-sdk-beta-20240524155722.tar.gz HTTP/1.1" 200 797
142
+ 2024-06-03 13:30:40,236 INFO ___FILE_ONLY___ ══════════════════════════════
143
+ 2024-06-03 13:30:40,238 INFO ___FILE_ONLY___ ══════════════════════════════
144
+ 2024-06-03 13:30:40,238 INFO ___FILE_ONLY___ ╝
145
+
146
+ 2024-06-03 13:30:40,247 INFO ___FILE_ONLY___ ��════════════════════════════════════════════════════════════╗
147
+
148
+ 2024-06-03 13:30:40,247 INFO ___FILE_ONLY___ ╠═ Creating backup and activating new installation ═╣
149
+
150
+ 2024-06-03 13:30:40,248 INFO ___FILE_ONLY___ ╚
151
+ 2024-06-03 13:30:40,248 DEBUG root Attempting to move directory [/tools/google-cloud-sdk] to [/tools/google-cloud-sdk.staging/.install/.backup]
152
+ 2024-06-03 13:30:40,248 INFO ___FILE_ONLY___ ══════════════════════════════
153
+ 2024-06-03 13:30:40,248 DEBUG root Attempting to move directory [/tools/google-cloud-sdk.staging] to [/tools/google-cloud-sdk]
154
+ 2024-06-03 13:30:40,248 INFO ___FILE_ONLY___ ══════════════════════════════
155
+ 2024-06-03 13:30:40,248 INFO ___FILE_ONLY___ ╝
156
+
157
+ 2024-06-03 13:30:40,253 DEBUG root Updating notification cache...
158
+ 2024-06-03 13:30:40,253 INFO ___FILE_ONLY___
159
+
160
+ 2024-06-03 13:30:40,255 INFO ___FILE_ONLY___ Performing post processing steps...
161
+ 2024-06-03 13:30:40,256 DEBUG root Executing command: ['/tools/google-cloud-sdk/bin/gcloud', 'components', 'post-process']
162
+ 2024-06-03 13:34:51,956 DEBUG ___FILE_ONLY___
163
+ 2024-06-03 13:34:51,956 DEBUG ___FILE_ONLY___
164
+ 2024-06-03 13:34:52,158 INFO ___FILE_ONLY___
165
+ Update done!
166
+
167
+
168
+ 2024-06-03 13:34:52,162 DEBUG root Chosen display Format:none
169
+ 2024-06-03 13:34:52,162 INFO root Display format: "none"
.config/logs/2024.06.03/13.34.41.044819.log ADDED
@@ -0,0 +1,5 @@
 
 
 
 
 
 
1
+ 2024-06-03 13:34:41,045 DEBUG root Loaded Command Group: ['gcloud', 'components']
2
+ 2024-06-03 13:34:41,047 DEBUG root Loaded Command Group: ['gcloud', 'components', 'post_process']
3
+ 2024-06-03 13:34:41,050 DEBUG root Running [gcloud.components.post-process] with arguments: []
4
+ 2024-06-03 13:34:51,856 DEBUG root Chosen display Format:none
5
+ 2024-06-03 13:34:51,857 INFO root Display format: "none"
.config/logs/2024.06.03/13.34.52.780168.log ADDED
@@ -0,0 +1,8 @@
 
 
 
 
 
 
 
 
 
1
+ 2024-06-03 13:34:52,782 DEBUG root Loaded Command Group: ['gcloud', 'config']
2
+ 2024-06-03 13:34:52,836 DEBUG root Loaded Command Group: ['gcloud', 'config', 'set']
3
+ 2024-06-03 13:34:52,839 DEBUG root Running [gcloud.config.set] with arguments: [SECTION/PROPERTY: "component_manager/disable_update_check", VALUE: "true"]
4
+ 2024-06-03 13:34:52,840 INFO ___FILE_ONLY___ Updated property [component_manager/disable_update_check].
5
+
6
+ 2024-06-03 13:34:52,841 DEBUG root Chosen display Format:default
7
+ 2024-06-03 13:34:52,842 INFO root Display format: "default"
8
+ 2024-06-03 13:34:52,843 DEBUG root SDK update checks are disabled.
.config/logs/2024.06.03/13.34.53.444249.log ADDED
@@ -0,0 +1,8 @@
 
 
 
 
 
 
 
 
 
1
+ 2024-06-03 13:34:53,446 DEBUG root Loaded Command Group: ['gcloud', 'config']
2
+ 2024-06-03 13:34:53,502 DEBUG root Loaded Command Group: ['gcloud', 'config', 'set']
3
+ 2024-06-03 13:34:53,506 DEBUG root Running [gcloud.config.set] with arguments: [SECTION/PROPERTY: "compute/gce_metadata_read_timeout_sec", VALUE: "0"]
4
+ 2024-06-03 13:34:53,507 INFO ___FILE_ONLY___ Updated property [compute/gce_metadata_read_timeout_sec].
5
+
6
+ 2024-06-03 13:34:53,508 DEBUG root Chosen display Format:default
7
+ 2024-06-03 13:34:53,508 INFO root Display format: "default"
8
+ 2024-06-03 13:34:53,509 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 V2
3
- emoji: 🐨
4
- colorFrom: indigo
5
- colorTo: green
6
  sdk: gradio
7
  sdk_version: 4.32.2
8
- app_file: app.py
9
- pinned: false
10
  ---
11
-
12
- Check out the configuration reference at https://huggingface.co/docs/hub/spaces-config-reference
 
1
  ---
2
+ title: mps-v2
3
+ app_file: app.py
 
 
4
  sdk: gradio
5
  sdk_version: 4.32.2
 
 
6
  ---
 
 
__pycache__/mps-api.cpython-310.pyc ADDED
Binary file (3.4 kB). View file
 
app.py ADDED
@@ -0,0 +1,185 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ import gradio as gr
2
+ import requests
3
+ import pandas as pd
4
+ from itertools import combinations
5
+
6
+ def get_all_subsets(a_list):
7
+ subset_list = []
8
+ for i in range(len(a_list) + 1):
9
+ subset_list.extend(combinations(a_list, i))
10
+ return [' '.join(list(subset)) for subset in subset_list if len(subset) > 0]
11
+
12
+
13
+ def api_url(remote):
14
+ return f"https://huynhdoo--mps-api-{remote}.modal.run"
15
+
16
+ origins = {
17
+ 'Formation' : ['formation.presentation', 'formation.summary'],
18
+ 'Métier' : ['metier.presentation', 'metier.competences',
19
+ 'metier.condition_travail', 'metier.nature_travail',
20
+ 'metier.acces_metier', 'metier.vie_professionnelle',
21
+ 'metier.accroche_metier', 'metier.format_court1',
22
+ 'metier.format_court2']
23
+ }
24
+
25
+ tags = ['activité judiciaire',
26
+ "administration de l'entreprise",
27
+ 'agriculture',
28
+ 'agroalimentaire',
29
+ 'agronomie',
30
+ 'agroéquipement',
31
+ 'animation sportive',
32
+ 'anthropologie',
33
+ 'art',
34
+ 'arts du spectacle',
35
+ 'audiovisuel',
36
+ 'bâtiment - construction',
37
+ 'chimie et matériaux',
38
+ 'commerce',
39
+ 'droit',
40
+ 'défense nationale',
41
+ 'développement international',
42
+ 'enseignement - formation',
43
+ 'environnement',
44
+ 'finances',
45
+ 'géographie et aménagement du territoire',
46
+ 'histoire',
47
+ "histoire de l'art",
48
+ 'hôtellerie',
49
+ 'immobilier',
50
+ 'industries',
51
+ 'information communication',
52
+ 'informatique',
53
+ 'je veux aider les autres',
54
+ 'je veux aller vers les gens',
55
+ 'je veux apprendre de nouvelles langues',
56
+ 'je veux bricoler',
57
+ 'je veux communiquer et informer',
58
+ 'je veux conduire',
59
+ 'je veux créer quelque chose de mes mains',
60
+ 'je veux cuisiner',
61
+ 'je veux des sensations fortes',
62
+ 'je veux diriger une équipe',
63
+ "je veux découvrir l'envers du décor",
64
+ "je veux défendre l'écologie",
65
+ 'je veux développer les nouvelles technologies',
66
+ 'je veux enseigner',
67
+ 'je veux faire des expériences',
68
+ 'je veux faire respecter la loi',
69
+ 'je veux jongler avec les chiffres',
70
+ 'je veux organiser les choses',
71
+ 'je veux pratiquer une activité sportive',
72
+ 'je veux prêter attention au détail',
73
+ 'je veux soigner',
74
+ 'je veux travailler au contact de la nature',
75
+ 'je veux travailler avec des enfants',
76
+ 'je veux travailler avec les animaux',
77
+ 'je veux travailler dans un milieu multiculturel',
78
+ 'je veux vendre, développer un commerce',
79
+ 'je veux voyager',
80
+ 'je veux écrire ou lire',
81
+ 'je veux être artiste',
82
+ 'langue étrangère',
83
+ 'lettres - langues',
84
+ 'mathématiques',
85
+ 'mécanique',
86
+ 'philosophie',
87
+ 'physique',
88
+ 'psychologie',
89
+ 'restauration',
90
+ 'santé',
91
+ 'science du langage',
92
+ "sciences de l'éducation",
93
+ 'sciences des religions',
94
+ 'sciences du mouvement',
95
+ 'sciences du vivant et de la terre',
96
+ 'sciences humaines et sociales',
97
+ 'sciences politiques',
98
+ 'sciences économiques',
99
+ 'sociologie',
100
+ 'soin aux animaux',
101
+ 'sport',
102
+ 'sécurité publique',
103
+ 'tourisme',
104
+ 'transport',
105
+ 'travail social',
106
+ 'travaux publics',
107
+ 'économie du sport',
108
+ 'électronique']
109
+
110
+ def retrieve(queries=['je veux bricoler'], origin='Formation', n_results=10):
111
+ # Get all queries combinations
112
+ queries = get_all_subsets(queries)
113
+
114
+ # Query API
115
+ json = dict(
116
+ query=queries,
117
+ origins=origins[origin],
118
+ n_results=n_results
119
+ )
120
+
121
+ try:
122
+ resp = requests.post(url=api_url('retrieve'), json=json)
123
+ data = resp.json()
124
+ except:
125
+ return pd.DataFrame([])
126
+
127
+ # Format result
128
+ queries = [pd.DataFrame({'query': [queries[i]]*len(data['distances'][i])}) for i in range(len(queries))]
129
+ distances = [pd.DataFrame({'distance': distances}) for distances in data['distances']]
130
+ scores = [pd.DataFrame({'score': [1/dis for dis in distances]}) for distances in data['distances']]
131
+ metadatas = [pd.DataFrame(metadatas) for metadatas in data['metadatas']]
132
+ documents = [pd.DataFrame({'document': documents}) for documents in data['documents']]
133
+ # ranking = pd.DataFrame({'rang': rank(query, data['documents'])})
134
+ # df = pd.concat([ranking, distances, metadatas, documents], axis=1)
135
+ dfs = [pd.concat([query, dis, sco, metas, docs], axis=1) for query, dis, sco, metas, docs in zip(queries, distances, scores, metadatas, documents)]
136
+
137
+ for idx in range(len(dfs)):
138
+ dfs[idx]['distance'] = dfs[idx]['distance'].apply(lambda x: round(x, 3))
139
+ dfs[idx]['score'] = dfs[idx]['score'].apply(lambda x: round(x, 3))
140
+ dfs[idx]['origin'] = dfs[idx]['origin'].apply(lambda x: x.split('.')[1])
141
+
142
+ df = pd.concat(dfs)
143
+
144
+ # Merge results
145
+ filter = ['score', 'key', 'label', 'origin', 'document']
146
+ group_cols = ['key', 'label', 'origin', 'document']
147
+ res = df[filter].groupby(by=group_cols).sum().sort_values(by=['score'], ascending=False).reset_index()
148
+
149
+ filter = ['score', 'key', 'label']
150
+ res = res[filter].groupby(by=['key', 'label']).max().sort_values(by=['score'], ascending=False).reset_index()
151
+ return res[filter]
152
+
153
+ def rank(query='cuisine', documents = []):
154
+ # Query API
155
+ json = dict(
156
+ query=query,
157
+ documents=documents
158
+ )
159
+
160
+ try:
161
+ resp = requests.post(url=api_url('rank'), json=json)
162
+ data = resp.json()
163
+ except:
164
+ return []
165
+
166
+ # Format result
167
+ return data['ranking']
168
+
169
+ gradio_app = gr.Interface(
170
+ fn=retrieve,
171
+ inputs=[
172
+ gr.Dropdown(choices=tags, multiselect=True, label="Recherche", info="Choisir un ou plusieurs critères"),
173
+ #gr.Textbox(label="Recherche", info="Votre recherche (mots séparés par des virgules pour des recherches multiples)"),
174
+ gr.Dropdown(choices=list(origins.keys()), value=list(origins.keys())[0], label="Origine", info="Choisir un type de donnée à interroger"),
175
+ gr.Number(value=10, label="Nombre de résultats", info="Nombre de résultats attendus")
176
+ ],
177
+ outputs=[
178
+ gr.DataFrame(label="Résultats", headers=["Score", "Key", "Label"])
179
+ ],
180
+ examples=[],
181
+ cache_examples=False
182
+ )
183
+
184
+ if __name__ == "__main__":
185
+ gradio_app.launch(auth=("mps", "sup"), share=True)
mps-api.py ADDED
@@ -0,0 +1,98 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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 numpy as np
13
+ __import__("pysqlite3")
14
+ sys.modules["sqlite3"] = sys.modules.pop("pysqlite3") # Hotswap SQLlite version
15
+
16
+ # Application initialization
17
+ app = App("mps-api",
18
+ image=model_image)
19
+ vol = Volume.from_name("mps", create_if_missing=False)
20
+ data_path = "/data"
21
+
22
+ ############
23
+ # MAIN CLASS
24
+ ############
25
+ @app.cls(timeout=30*60,
26
+ volumes={data_path: vol})
27
+ class VECTORDB:
28
+ @enter()
29
+ @build()
30
+ def init(self):
31
+ # Load encoder
32
+ from chromadb.utils.embedding_functions import SentenceTransformerEmbeddingFunction
33
+ model_name = "Lajavaness/sentence-camembert-large"
34
+ self.embedding_function = SentenceTransformerEmbeddingFunction(model_name=model_name)
35
+ print(f"Embedding model loaded: {model_name}")
36
+
37
+ # Load vector database
38
+ import chromadb
39
+ DB_PATH = data_path + "/db"
40
+ COLLECTION_NAME = "MPS"
41
+ chroma_client = chromadb.PersistentClient(path=DB_PATH)
42
+ self.chroma_collection = chroma_client.get_collection(name=COLLECTION_NAME, embedding_function=self.embedding_function)
43
+ print(f"{self.chroma_collection.count()} documents loaded.")
44
+
45
+ @method()
46
+ def search(self, queries, origins, n_results=10):
47
+ results = self.chroma_collection.query(
48
+ query_texts=queries,
49
+ n_results=n_results,
50
+ where={"origin": {"$in": origins}},
51
+ include=['documents', 'metadatas', 'distances'])
52
+
53
+ documents = results['documents']
54
+ metadatas = results['metadatas']
55
+ distances = results['distances']
56
+ return documents, metadatas, distances
57
+
58
+ @app.cls(timeout=30*60)
59
+ class RANKING:
60
+ @enter()
61
+ @build()
62
+ def init(self):
63
+ # Load crossencoder
64
+ from sentence_transformers import CrossEncoder
65
+ model_name = "Lajavaness/CrossEncoder-camembert-large"
66
+ self.cross_encoder = CrossEncoder(model_name)
67
+ print(f"Cross encoder model loaded: {model_name}")
68
+
69
+ @method()
70
+ def rank(self, query, documents):
71
+ pairs = [[query, doc] for doc in documents]
72
+ scores = self.cross_encoder.predict(pairs)
73
+ ranking = np.argsort(scores)[::-1].tolist()
74
+ return ranking
75
+
76
+ ###########
77
+ # ENDPOINTS
78
+ ###########
79
+ @app.function(timeout=30*60)
80
+ @web_endpoint(method="POST")
81
+ def retrieve(query: Dict):
82
+ # Log query
83
+ print(f"Retrieve query: {query}...")
84
+
85
+ # Searching documents
86
+ documents, metadatas, distances = VECTORDB().search.remote(query['query'], query['origins'], query['n_results'])
87
+ return {"documents" : documents, "metadatas" : metadatas, "distances" : distances}
88
+
89
+ @app.function(timeout=30*60)
90
+ @web_endpoint(method="POST")
91
+ def rank(query: Dict):
92
+ # Log query
93
+ print(f"Rank query: {query}...")
94
+
95
+ # Ranking documents
96
+ ranking = RANKING().rank.remote(query['query'], query['documents'])
97
+
98
+ return {"ranking" : ranking}
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
The diff for this file is too large to render. See raw diff
 
sample_data/california_housing_train.csv ADDED
The diff for this file is too large to render. See raw diff
 
sample_data/mnist_test.csv ADDED
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+ size 18289443
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