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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/2023.12.19/14.19.39.750127.log +596 -0
  10. .config/logs/2023.12.19/14.20.06.327238.log +5 -0
  11. .config/logs/2023.12.19/14.20.16.265569.log +169 -0
  12. .config/logs/2023.12.19/14.20.25.266295.log +5 -0
  13. .config/logs/2023.12.19/14.20.35.154355.log +8 -0
  14. .config/logs/2023.12.19/14.20.35.996145.log +8 -0
  15. .gitattributes +2 -0
  16. README.md +2 -8
  17. app.py +107 -0
  18. requirement.txt +76 -0
  19. requirements.txt +6 -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: 1702995615.4104285
.config/.last_update_check.json ADDED
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+ {"last_update_check_time": 1702995624.560697, "last_update_check_revision": 20231208151900, "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/2023.12.19/14.19.39.750127.log ADDED
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+ 2023-12-19 14:19:39,763 INFO ___FILE_ONLY___ Beginning update. This process may take several minutes.
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+ 2023-12-19 14:19:52,096 INFO ___FILE_ONLY___ For the latest full release notes, please visit:
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+ 2023-12-19 14:19:55,140 INFO ___FILE_ONLY___ ╠═ Installing: BigQuery Command Line Tool ═╣
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+ 2023-12-19 14:19:55,144 DEBUG urllib3.connectionpool Starting new HTTPS connection (1): dl.google.com:443
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+ 2023-12-19 14:19:55,232 DEBUG urllib3.connectionpool https://dl.google.com:443 "GET /dl/cloudsdk/channels/rapid/components/google-cloud-sdk-bq-20231208151900.tar.gz HTTP/1.1" 200 1676192
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+ 2023-12-19 14:19:55,524 INFO ___FILE_ONLY___ ╔════════════════════════════════════════════════════════════╗
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+ 2023-12-19 14:19:55,524 INFO ___FILE_ONLY___ ╠═ Installing: BigQuery Command Line Tool (Platform Spec... ═╣
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+ 2023-12-19 14:19:55,525 INFO ___FILE_ONLY___ β•š
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+ 2023-12-19 14:19:55,529 DEBUG urllib3.connectionpool Starting new HTTPS connection (1): dl.google.com:443
281
+ 2023-12-19 14:19:55,611 DEBUG urllib3.connectionpool https://dl.google.com:443 "GET /dl/cloudsdk/channels/rapid/components/google-cloud-sdk-bq-nix-20231025210228.tar.gz HTTP/1.1" 200 2019
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+ 2023-12-19 14:19:55,611 INFO ___FILE_ONLY___ ══════════════════════════════
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+ 2023-12-19 14:19:55,657 INFO ___FILE_ONLY___ ╠═ Installing: Bundled Python 3.11 ═╣
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+ 2023-12-19 14:19:55,661 DEBUG urllib3.connectionpool Starting new HTTPS connection (1): dl.google.com:443
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+ 2023-12-19 14:19:55,747 DEBUG urllib3.connectionpool https://dl.google.com:443 "GET /dl/cloudsdk/channels/rapid/components/google-cloud-sdk-bundled-python3-unix-linux-x86_64-20231110155547.tar.gz HTTP/1.1" 200 77282043
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+ 2023-12-19 14:20:00,372 INFO ___FILE_ONLY___ ╠═ Installing: Bundled Python 3.11 ═╣
358
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360
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+ 2023-12-19 14:20:00,380 INFO ___FILE_ONLY___ ╠═ Installing: Cloud Storage Command Line Tool ═╣
366
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+ 2023-12-19 14:20:00,380 INFO ___FILE_ONLY___ β•š
368
+ 2023-12-19 14:20:00,384 DEBUG urllib3.connectionpool Starting new HTTPS connection (1): dl.google.com:443
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370
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421
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422
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426
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427
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428
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429
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430
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431
+
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433
+
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435
+
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437
+ 2023-12-19 14:20:02,222 DEBUG urllib3.connectionpool Starting new HTTPS connection (1): dl.google.com:443
438
+ 2023-12-19 14:20:02,308 DEBUG urllib3.connectionpool https://dl.google.com:443 "GET /dl/cloudsdk/channels/rapid/components/google-cloud-sdk-gsutil-nix-20231025210228.tar.gz HTTP/1.1" 200 2035
439
+ 2023-12-19 14:20:02,309 INFO ___FILE_ONLY___ ══════════════════════════════
440
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441
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442
+
443
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444
+
445
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446
+
447
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448
+ 2023-12-19 14:20:02,326 INFO ___FILE_ONLY___ ════════════════════════════════════════════════════════════
449
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450
+
451
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452
+
453
+ 2023-12-19 14:20:02,329 INFO ___FILE_ONLY___ ╠═ Installing: Google Cloud CLI Core Libraries (Platform... ═╣
454
+
455
+ 2023-12-19 14:20:02,329 INFO ___FILE_ONLY___ β•š
456
+ 2023-12-19 14:20:02,333 DEBUG urllib3.connectionpool Starting new HTTPS connection (1): dl.google.com:443
457
+ 2023-12-19 14:20:02,427 DEBUG urllib3.connectionpool https://dl.google.com:443 "GET /dl/cloudsdk/channels/rapid/components/google-cloud-sdk-core-nix-20231025210228.tar.gz HTTP/1.1" 200 2402
458
+ 2023-12-19 14:20:02,428 INFO ___FILE_ONLY___ ══════════════════════════════
459
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460
+ 2023-12-19 14:20:02,429 INFO ___FILE_ONLY___ ═══════════════
461
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462
+
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464
+
465
+ 2023-12-19 14:20:02,440 INFO ___FILE_ONLY___ ╠═ Installing: Google Cloud CRC32C Hash Tool ═╣
466
+
467
+ 2023-12-19 14:20:02,440 INFO ___FILE_ONLY___ β•š
468
+ 2023-12-19 14:20:02,444 DEBUG urllib3.connectionpool Starting new HTTPS connection (1): dl.google.com:443
469
+ 2023-12-19 14:20:02,531 DEBUG urllib3.connectionpool https://dl.google.com:443 "GET /dl/cloudsdk/channels/rapid/components/google-cloud-sdk-gcloud-crc32c-linux-x86_64-20231023224440.tar.gz HTTP/1.1" 200 1289207
470
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471
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473
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475
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477
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479
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481
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482
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483
+ 2023-12-19 14:20:02,544 INFO ___FILE_ONLY___ ═
484
+ 2023-12-19 14:20:02,544 INFO ___FILE_ONLY___ ═
485
+ 2023-12-19 14:20:02,544 INFO ___FILE_ONLY___ ═
486
+ 2023-12-19 14:20:02,544 INFO ___FILE_ONLY___ ═
487
+ 2023-12-19 14:20:02,544 INFO ___FILE_ONLY___ ═
488
+ 2023-12-19 14:20:02,544 INFO ___FILE_ONLY___ ═
489
+ 2023-12-19 14:20:02,544 INFO ___FILE_ONLY___ ═
490
+ 2023-12-19 14:20:02,544 INFO ___FILE_ONLY___ ═
491
+ 2023-12-19 14:20:02,545 INFO ___FILE_ONLY___ ═
492
+ 2023-12-19 14:20:02,545 INFO ___FILE_ONLY___ ═
493
+ 2023-12-19 14:20:02,545 INFO ___FILE_ONLY___ ═
494
+ 2023-12-19 14:20:02,545 INFO ___FILE_ONLY___ ═
495
+ 2023-12-19 14:20:02,545 INFO ___FILE_ONLY___ ═
496
+ 2023-12-19 14:20:02,545 INFO ___FILE_ONLY___ ═
497
+ 2023-12-19 14:20:02,545 INFO ___FILE_ONLY___ ═
498
+ 2023-12-19 14:20:02,546 INFO ___FILE_ONLY___ ═
499
+ 2023-12-19 14:20:02,546 INFO ___FILE_ONLY___ ═
500
+ 2023-12-19 14:20:02,581 INFO ___FILE_ONLY___ ═══════════════
501
+ 2023-12-19 14:20:02,582 INFO ___FILE_ONLY___ ═══════════════
502
+ 2023-12-19 14:20:02,582 INFO ___FILE_ONLY___ ╝
503
+
504
+ 2023-12-19 14:20:02,593 INFO ___FILE_ONLY___ ╔════════════════════════════════════════════════════════════╗
505
+
506
+ 2023-12-19 14:20:02,593 INFO ___FILE_ONLY___ ╠═ Installing: Google Cloud CRC32C Hash Tool ═╣
507
+
508
+ 2023-12-19 14:20:02,593 INFO ___FILE_ONLY___ β•š
509
+ 2023-12-19 14:20:02,599 INFO ___FILE_ONLY___ ════════════════════════════════════════════════════════════
510
+ 2023-12-19 14:20:02,599 INFO ___FILE_ONLY___ ╝
511
+
512
+ 2023-12-19 14:20:02,601 INFO ___FILE_ONLY___ ╔════════════════════════════════════════════════════════════╗
513
+
514
+ 2023-12-19 14:20:02,601 INFO ___FILE_ONLY___ ╠═ Installing: anthoscli ═╣
515
+
516
+ 2023-12-19 14:20:02,601 INFO ___FILE_ONLY___ β•š
517
+ 2023-12-19 14:20:02,606 DEBUG urllib3.connectionpool Starting new HTTPS connection (1): dl.google.com:443
518
+ 2023-12-19 14:20:02,694 DEBUG urllib3.connectionpool https://dl.google.com:443 "GET /dl/cloudsdk/channels/rapid/components/google-cloud-sdk-anthoscli-linux-x86_64-20231201141418.tar.gz HTTP/1.1" 200 72274029
519
+ 2023-12-19 14:20:02,975 INFO ___FILE_ONLY___ ═
520
+ 2023-12-19 14:20:02,978 INFO ___FILE_ONLY___ ═
521
+ 2023-12-19 14:20:02,981 INFO ___FILE_ONLY___ ═
522
+ 2023-12-19 14:20:02,985 INFO ___FILE_ONLY___ ═
523
+ 2023-12-19 14:20:02,988 INFO ___FILE_ONLY___ ═
524
+ 2023-12-19 14:20:02,991 INFO ___FILE_ONLY___ ═
525
+ 2023-12-19 14:20:02,994 INFO ___FILE_ONLY___ ═
526
+ 2023-12-19 14:20:02,997 INFO ___FILE_ONLY___ ═
527
+ 2023-12-19 14:20:03,000 INFO ___FILE_ONLY___ ═
528
+ 2023-12-19 14:20:03,004 INFO ___FILE_ONLY___ ═
529
+ 2023-12-19 14:20:03,007 INFO ___FILE_ONLY___ ═
530
+ 2023-12-19 14:20:03,010 INFO ___FILE_ONLY___ ═
531
+ 2023-12-19 14:20:03,013 INFO ___FILE_ONLY___ ═
532
+ 2023-12-19 14:20:03,016 INFO ___FILE_ONLY___ ═
533
+ 2023-12-19 14:20:03,019 INFO ___FILE_ONLY___ ═
534
+ 2023-12-19 14:20:03,023 INFO ___FILE_ONLY___ ═
535
+ 2023-12-19 14:20:03,026 INFO ___FILE_ONLY___ ═
536
+ 2023-12-19 14:20:03,029 INFO ___FILE_ONLY___ ═
537
+ 2023-12-19 14:20:03,033 INFO ___FILE_ONLY___ ═
538
+ 2023-12-19 14:20:03,036 INFO ___FILE_ONLY___ ═
539
+ 2023-12-19 14:20:03,039 INFO ___FILE_ONLY___ ═
540
+ 2023-12-19 14:20:03,043 INFO ___FILE_ONLY___ ═
541
+ 2023-12-19 14:20:03,046 INFO ___FILE_ONLY___ ═
542
+ 2023-12-19 14:20:03,049 INFO ___FILE_ONLY___ ═
543
+ 2023-12-19 14:20:03,053 INFO ___FILE_ONLY___ ═
544
+ 2023-12-19 14:20:03,056 INFO ___FILE_ONLY___ ═
545
+ 2023-12-19 14:20:03,059 INFO ___FILE_ONLY___ ═
546
+ 2023-12-19 14:20:03,063 INFO ___FILE_ONLY___ ═
547
+ 2023-12-19 14:20:03,066 INFO ___FILE_ONLY___ ═
548
+ 2023-12-19 14:20:03,069 INFO ___FILE_ONLY___ ═
549
+ 2023-12-19 14:20:05,451 INFO ___FILE_ONLY___ ══════════
550
+ 2023-12-19 14:20:05,457 INFO ___FILE_ONLY___ ═════════
551
+ 2023-12-19 14:20:05,487 INFO ___FILE_ONLY___ ═══════════
552
+ 2023-12-19 14:20:05,487 INFO ___FILE_ONLY___ ╝
553
+
554
+ 2023-12-19 14:20:05,514 INFO ___FILE_ONLY___ ╔═════════════════════════════════��══════════════════════════╗
555
+
556
+ 2023-12-19 14:20:05,514 INFO ___FILE_ONLY___ ╠═ Installing: anthoscli ═╣
557
+
558
+ 2023-12-19 14:20:05,514 INFO ___FILE_ONLY___ β•š
559
+ 2023-12-19 14:20:05,520 INFO ___FILE_ONLY___ ════════════════════════════════════════════════════════════
560
+ 2023-12-19 14:20:05,520 INFO ___FILE_ONLY___ ╝
561
+
562
+ 2023-12-19 14:20:05,522 INFO ___FILE_ONLY___ ╔════════════════════════════════════════════════════════════╗
563
+
564
+ 2023-12-19 14:20:05,522 INFO ___FILE_ONLY___ ╠═ Installing: gcloud cli dependencies ═╣
565
+
566
+ 2023-12-19 14:20:05,522 INFO ___FILE_ONLY___ β•š
567
+ 2023-12-19 14:20:05,527 DEBUG urllib3.connectionpool Starting new HTTPS connection (1): dl.google.com:443
568
+ 2023-12-19 14:20:05,619 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
+ 2023-12-19 14:20:05,620 INFO ___FILE_ONLY___ ══════════════════════════════
570
+ 2023-12-19 14:20:05,620 INFO ___FILE_ONLY___ ══════════════════════════════
571
+ 2023-12-19 14:20:05,620 INFO ___FILE_ONLY___ ╝
572
+
573
+ 2023-12-19 14:20:05,631 INFO ___FILE_ONLY___ ╔════════════════════════════════════════════════════════════╗
574
+
575
+ 2023-12-19 14:20:05,631 INFO ___FILE_ONLY___ ╠═ Creating backup and activating new installation ═╣
576
+
577
+ 2023-12-19 14:20:05,631 INFO ___FILE_ONLY___ β•š
578
+ 2023-12-19 14:20:05,631 DEBUG root Attempting to move directory [/tools/google-cloud-sdk] to [/tools/google-cloud-sdk.staging/.install/.backup]
579
+ 2023-12-19 14:20:05,631 INFO ___FILE_ONLY___ ══════════════════════════════
580
+ 2023-12-19 14:20:05,631 DEBUG root Attempting to move directory [/tools/google-cloud-sdk.staging] to [/tools/google-cloud-sdk]
581
+ 2023-12-19 14:20:05,631 INFO ___FILE_ONLY___ ══════════════════════════════
582
+ 2023-12-19 14:20:05,631 INFO ___FILE_ONLY___ ╝
583
+
584
+ 2023-12-19 14:20:05,636 DEBUG root Updating notification cache...
585
+ 2023-12-19 14:20:05,637 INFO ___FILE_ONLY___
586
+
587
+ 2023-12-19 14:20:05,639 INFO ___FILE_ONLY___ Performing post processing steps...
588
+ 2023-12-19 14:20:05,639 DEBUG root Executing command: ['python3', '-S', '/tools/google-cloud-sdk/lib/gcloud.py', 'components', 'post-process']
589
+ 2023-12-19 14:20:15,322 DEBUG ___FILE_ONLY___
590
+ 2023-12-19 14:20:15,322 DEBUG ___FILE_ONLY___
591
+ 2023-12-19 14:20:15,404 INFO ___FILE_ONLY___
592
+ Update done!
593
+
594
+
595
+ 2023-12-19 14:20:15,409 DEBUG root Chosen display Format:none
596
+ 2023-12-19 14:20:15,409 INFO root Display format: "none"
.config/logs/2023.12.19/14.20.06.327238.log ADDED
@@ -0,0 +1,5 @@
 
 
 
 
 
 
1
+ 2023-12-19 14:20:06,328 DEBUG root Loaded Command Group: ['gcloud', 'components']
2
+ 2023-12-19 14:20:06,330 DEBUG root Loaded Command Group: ['gcloud', 'components', 'post_process']
3
+ 2023-12-19 14:20:06,333 DEBUG root Running [gcloud.components.post-process] with arguments: []
4
+ 2023-12-19 14:20:15,176 DEBUG root Chosen display Format:none
5
+ 2023-12-19 14:20:15,177 INFO root Display format: "none"
.config/logs/2023.12.19/14.20.16.265569.log ADDED
@@ -0,0 +1,169 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ 2023-12-19 14:20:16,266 DEBUG root Loaded Command Group: ['gcloud', 'components']
2
+ 2023-12-19 14:20:16,269 DEBUG root Loaded Command Group: ['gcloud', 'components', 'update']
3
+ 2023-12-19 14:20:16,272 DEBUG root Running [gcloud.components.update] with arguments: [--quiet: "True", COMPONENT-IDS:8: "['gcloud', 'core', 'bq', 'gsutil', 'compute', 'preview', 'alpha', 'beta']"]
4
+ 2023-12-19 14:20:16,273 INFO ___FILE_ONLY___ Beginning update. This process may take several minutes.
5
+
6
+ 2023-12-19 14:20:16,279 DEBUG urllib3.connectionpool Starting new HTTPS connection (1): dl.google.com:443
7
+ 2023-12-19 14:20:16,368 DEBUG urllib3.connectionpool https://dl.google.com:443 "GET /dl/cloudsdk/channels/rapid/components-2.json HTTP/1.1" 200 214441
8
+ 2023-12-19 14:20:16,391 WARNING root Component [compute] no longer exists.
9
+ 2023-12-19 14:20:16,391 WARNING root Component [preview] no longer exists.
10
+ 2023-12-19 14:20:16,392 INFO ___FILE_ONLY___
11
+
12
+ 2023-12-19 14:20:16,393 INFO ___FILE_ONLY___
13
+ Your current Google Cloud CLI version is: 457.0.0
14
+
15
+ 2023-12-19 14:20:16,393 INFO ___FILE_ONLY___ Installing components from version: 457.0.0
16
+
17
+ 2023-12-19 14:20:16,393 INFO ___FILE_ONLY___
18
+
19
+ 2023-12-19 14:20:16,393 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
+ 2023-12-19 14:20:16,394 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
+ 2023-12-19 14:20:16,395 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
+ 2023-12-19 14:20:16,397 INFO ___FILE_ONLY___ β”Œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”
23
+ 2023-12-19 14:20:16,397 INFO ___FILE_ONLY___
24
+
25
+ 2023-12-19 14:20:16,397 INFO ___FILE_ONLY___ β”‚ These components will be installed. β”‚
26
+ 2023-12-19 14:20:16,397 INFO ___FILE_ONLY___
27
+
28
+ 2023-12-19 14:20:16,397 INFO ___FILE_ONLY___ β”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”¬β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”¬β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€
29
+ 2023-12-19 14:20:16,397 INFO ___FILE_ONLY___
30
+
31
+ 2023-12-19 14:20:16,397 INFO ___FILE_ONLY___ β”‚ Name β”‚ Version β”‚ Size β”‚
32
+ 2023-12-19 14:20:16,397 INFO ___FILE_ONLY___
33
+
34
+ 2023-12-19 14:20:16,398 INFO ___FILE_ONLY___ β”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€
35
+ 2023-12-19 14:20:16,398 INFO ___FILE_ONLY___
36
+
37
+ 2023-12-19 14:20:16,398 INFO ___FILE_ONLY___ β”‚
38
+ 2023-12-19 14:20:16,398 INFO ___FILE_ONLY___ gcloud Alpha Commands
39
+ 2023-12-19 14:20:16,398 INFO ___FILE_ONLY___
40
+ 2023-12-19 14:20:16,398 INFO ___FILE_ONLY___ β”‚
41
+ 2023-12-19 14:20:16,398 INFO ___FILE_ONLY___ 2023.12.08
42
+ 2023-12-19 14:20:16,398 INFO ___FILE_ONLY___
43
+ 2023-12-19 14:20:16,398 INFO ___FILE_ONLY___ β”‚
44
+ 2023-12-19 14:20:16,398 INFO ___FILE_ONLY___ < 1 MiB
45
+ 2023-12-19 14:20:16,398 INFO ___FILE_ONLY___
46
+ 2023-12-19 14:20:16,398 INFO ___FILE_ONLY___ β”‚
47
+ 2023-12-19 14:20:16,398 INFO ___FILE_ONLY___
48
+
49
+ 2023-12-19 14:20:16,398 INFO ___FILE_ONLY___ β”‚
50
+ 2023-12-19 14:20:16,399 INFO ___FILE_ONLY___ gcloud Beta Commands
51
+ 2023-12-19 14:20:16,399 INFO ___FILE_ONLY___
52
+ 2023-12-19 14:20:16,399 INFO ___FILE_ONLY___ β”‚
53
+ 2023-12-19 14:20:16,399 INFO ___FILE_ONLY___ 2023.12.08
54
+ 2023-12-19 14:20:16,399 INFO ___FILE_ONLY___
55
+ 2023-12-19 14:20:16,399 INFO ___FILE_ONLY___ β”‚
56
+ 2023-12-19 14:20:16,399 INFO ___FILE_ONLY___ < 1 MiB
57
+ 2023-12-19 14:20:16,399 INFO ___FILE_ONLY___
58
+ 2023-12-19 14:20:16,399 INFO ___FILE_ONLY___ β”‚
59
+ 2023-12-19 14:20:16,399 INFO ___FILE_ONLY___
60
+
61
+ 2023-12-19 14:20:16,399 INFO ___FILE_ONLY___ β””β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”΄β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”΄β”€β”€β”€β”€β”€β”€β”€β”€β”€β”˜
62
+ 2023-12-19 14:20:16,399 INFO ___FILE_ONLY___
63
+
64
+ 2023-12-19 14:20:16,399 INFO ___FILE_ONLY___
65
+
66
+ 2023-12-19 14:20:16,404 DEBUG urllib3.connectionpool Starting new HTTPS connection (1): dl.google.com:443
67
+ 2023-12-19 14:20:16,492 DEBUG urllib3.connectionpool https://dl.google.com:443 "GET /dl/cloudsdk/channels/rapid/RELEASE_NOTES HTTP/1.1" 200 1126280
68
+ 2023-12-19 14:20:16,566 INFO ___FILE_ONLY___ For the latest full release notes, please visit:
69
+ https://cloud.google.com/sdk/release_notes
70
+
71
+
72
+ 2023-12-19 14:20:16,568 INFO ___FILE_ONLY___ ╔════════════════════════════════════════════════════════════╗
73
+
74
+ 2023-12-19 14:20:16,568 INFO ___FILE_ONLY___ ╠═ Creating update staging area ═╣
75
+
76
+ 2023-12-19 14:20:16,569 INFO ___FILE_ONLY___ β•š
77
+ 2023-12-19 14:20:16,569 INFO ___FILE_ONLY___ ══════
78
+ 2023-12-19 14:20:17,291 INFO ___FILE_ONLY___ ══════
79
+ 2023-12-19 14:20:17,292 INFO ___FILE_ONLY___ ══════
80
+ 2023-12-19 14:20:17,731 INFO ___FILE_ONLY___ ═
81
+ 2023-12-19 14:20:17,809 INFO ___FILE_ONLY___ ═
82
+ 2023-12-19 14:20:17,871 INFO ___FILE_ONLY___ ═
83
+ 2023-12-19 14:20:17,930 INFO ___FILE_ONLY___ ═
84
+ 2023-12-19 14:20:18,000 INFO ___FILE_ONLY___ ═
85
+ 2023-12-19 14:20:18,077 INFO ___FILE_ONLY___ ═
86
+ 2023-12-19 14:20:18,142 INFO ___FILE_ONLY___ ═
87
+ 2023-12-19 14:20:18,215 INFO ___FILE_ONLY___ ═
88
+ 2023-12-19 14:20:18,273 INFO ___FILE_ONLY___ ═
89
+ 2023-12-19 14:20:18,348 INFO ___FILE_ONLY___ ═
90
+ 2023-12-19 14:20:18,421 INFO ___FILE_ONLY___ ═
91
+ 2023-12-19 14:20:18,502 INFO ___FILE_ONLY___ ═
92
+ 2023-12-19 14:20:18,596 INFO ___FILE_ONLY___ ═
93
+ 2023-12-19 14:20:18,667 INFO ___FILE_ONLY___ ═
94
+ 2023-12-19 14:20:18,733 INFO ___FILE_ONLY___ ═
95
+ 2023-12-19 14:20:18,790 INFO ___FILE_ONLY___ ═
96
+ 2023-12-19 14:20:18,849 INFO ___FILE_ONLY___ ═
97
+ 2023-12-19 14:20:18,897 INFO ___FILE_ONLY___ ═
98
+ 2023-12-19 14:20:18,962 INFO ___FILE_ONLY___ ═
99
+ 2023-12-19 14:20:19,022 INFO ___FILE_ONLY___ ═
100
+ 2023-12-19 14:20:19,092 INFO ___FILE_ONLY___ ═
101
+ 2023-12-19 14:20:19,173 INFO ___FILE_ONLY___ ═
102
+ 2023-12-19 14:20:19,236 INFO ___FILE_ONLY___ ═
103
+ 2023-12-19 14:20:19,307 INFO ___FILE_ONLY___ ═
104
+ 2023-12-19 14:20:19,370 INFO ___FILE_ONLY___ ═
105
+ 2023-12-19 14:20:19,745 INFO ___FILE_ONLY___ ═
106
+ 2023-12-19 14:20:19,839 INFO ___FILE_ONLY___ ═
107
+ 2023-12-19 14:20:19,918 INFO ___FILE_ONLY___ ═
108
+ 2023-12-19 14:20:20,054 INFO ___FILE_ONLY___ ═
109
+ 2023-12-19 14:20:20,088 INFO ___FILE_ONLY___ ═
110
+ 2023-12-19 14:20:20,134 INFO ___FILE_ONLY___ ═
111
+ 2023-12-19 14:20:20,181 INFO ___FILE_ONLY___ ═
112
+ 2023-12-19 14:20:20,218 INFO ___FILE_ONLY___ ═
113
+ 2023-12-19 14:20:20,282 INFO ___FILE_ONLY___ ═
114
+ 2023-12-19 14:20:20,393 INFO ___FILE_ONLY___ ═
115
+ 2023-12-19 14:20:20,484 INFO ___FILE_ONLY___ ═
116
+ 2023-12-19 14:20:20,760 INFO ___FILE_ONLY___ ═
117
+ 2023-12-19 14:20:20,827 INFO ___FILE_ONLY___ ═
118
+ 2023-12-19 14:20:20,891 INFO ___FILE_ONLY___ ═
119
+ 2023-12-19 14:20:20,951 INFO ___FILE_ONLY___ ═
120
+ 2023-12-19 14:20:21,013 INFO ___FILE_ONLY___ ═
121
+ 2023-12-19 14:20:21,075 INFO ___FILE_ONLY___ ═
122
+ 2023-12-19 14:20:21,075 INFO ___FILE_ONLY___ ╝
123
+
124
+ 2023-12-19 14:20:24,353 INFO ___FILE_ONLY___ ╔════════════════════════════════════════════════════════════╗
125
+
126
+ 2023-12-19 14:20:24,353 INFO ___FILE_ONLY___ ╠═ Installing: gcloud Alpha Commands ═╣
127
+
128
+ 2023-12-19 14:20:24,353 INFO ___FILE_ONLY___ β•š
129
+ 2023-12-19 14:20:24,358 DEBUG urllib3.connectionpool Starting new HTTPS connection (1): dl.google.com:443
130
+ 2023-12-19 14:20:24,441 DEBUG urllib3.connectionpool https://dl.google.com:443 "GET /dl/cloudsdk/channels/rapid/components/google-cloud-sdk-alpha-20231208151900.tar.gz HTTP/1.1" 200 800
131
+ 2023-12-19 14:20:24,442 INFO ___FILE_ONLY___ ══════════════════════════════
132
+ 2023-12-19 14:20:24,444 INFO ___FILE_ONLY___ ══════════════════════════════
133
+ 2023-12-19 14:20:24,444 INFO ___FILE_ONLY___ ╝
134
+
135
+ 2023-12-19 14:20:24,453 INFO ___FILE_ONLY___ ╔════════════════════════════════════════════════════════════╗
136
+
137
+ 2023-12-19 14:20:24,453 INFO ___FILE_ONLY___ ╠═ Installing: gcloud Beta Commands ═╣
138
+
139
+ 2023-12-19 14:20:24,453 INFO ___FILE_ONLY___ β•š
140
+ 2023-12-19 14:20:24,457 DEBUG urllib3.connectionpool Starting new HTTPS connection (1): dl.google.com:443
141
+ 2023-12-19 14:20:24,544 DEBUG urllib3.connectionpool https://dl.google.com:443 "GET /dl/cloudsdk/channels/rapid/components/google-cloud-sdk-beta-20231208151900.tar.gz HTTP/1.1" 200 797
142
+ 2023-12-19 14:20:24,545 INFO ___FILE_ONLY___ ══════════════════════════════
143
+ 2023-12-19 14:20:24,546 INFO ___FILE_ONLY___ ══════════════════════════════
144
+ 2023-12-19 14:20:24,546 INFO ___FILE_ONLY___ ╝
145
+
146
+ 2023-12-19 14:20:24,555 INFO ___FILE_ONLY___ ��════════════════════════════════════════════════════════════╗
147
+
148
+ 2023-12-19 14:20:24,555 INFO ___FILE_ONLY___ ╠═ Creating backup and activating new installation ═╣
149
+
150
+ 2023-12-19 14:20:24,555 INFO ___FILE_ONLY___ β•š
151
+ 2023-12-19 14:20:24,555 DEBUG root Attempting to move directory [/tools/google-cloud-sdk] to [/tools/google-cloud-sdk.staging/.install/.backup]
152
+ 2023-12-19 14:20:24,555 INFO ___FILE_ONLY___ ══════════════════════════════
153
+ 2023-12-19 14:20:24,555 DEBUG root Attempting to move directory [/tools/google-cloud-sdk.staging] to [/tools/google-cloud-sdk]
154
+ 2023-12-19 14:20:24,555 INFO ___FILE_ONLY___ ══════════════════════════════
155
+ 2023-12-19 14:20:24,555 INFO ___FILE_ONLY___ ╝
156
+
157
+ 2023-12-19 14:20:24,560 DEBUG root Updating notification cache...
158
+ 2023-12-19 14:20:24,561 INFO ___FILE_ONLY___
159
+
160
+ 2023-12-19 14:20:24,563 INFO ___FILE_ONLY___ Performing post processing steps...
161
+ 2023-12-19 14:20:24,563 DEBUG root Executing command: ['python3', '-S', '/tools/google-cloud-sdk/lib/gcloud.py', 'components', 'post-process']
162
+ 2023-12-19 14:20:34,281 DEBUG ___FILE_ONLY___
163
+ 2023-12-19 14:20:34,282 DEBUG ___FILE_ONLY___
164
+ 2023-12-19 14:20:34,327 INFO ___FILE_ONLY___
165
+ Update done!
166
+
167
+
168
+ 2023-12-19 14:20:34,331 DEBUG root Chosen display Format:none
169
+ 2023-12-19 14:20:34,331 INFO root Display format: "none"
.config/logs/2023.12.19/14.20.25.266295.log ADDED
@@ -0,0 +1,5 @@
 
 
 
 
 
 
1
+ 2023-12-19 14:20:25,267 DEBUG root Loaded Command Group: ['gcloud', 'components']
2
+ 2023-12-19 14:20:25,269 DEBUG root Loaded Command Group: ['gcloud', 'components', 'post_process']
3
+ 2023-12-19 14:20:25,272 DEBUG root Running [gcloud.components.post-process] with arguments: []
4
+ 2023-12-19 14:20:34,156 DEBUG root Chosen display Format:none
5
+ 2023-12-19 14:20:34,157 INFO root Display format: "none"
.config/logs/2023.12.19/14.20.35.154355.log ADDED
@@ -0,0 +1,8 @@
 
 
 
 
 
 
 
 
 
1
+ 2023-12-19 14:20:35,156 DEBUG root Loaded Command Group: ['gcloud', 'config']
2
+ 2023-12-19 14:20:35,187 DEBUG root Loaded Command Group: ['gcloud', 'config', 'set']
3
+ 2023-12-19 14:20:35,190 DEBUG root Running [gcloud.config.set] with arguments: [SECTION/PROPERTY: "component_manager/disable_update_check", VALUE: "true"]
4
+ 2023-12-19 14:20:35,191 INFO ___FILE_ONLY___ Updated property [component_manager/disable_update_check].
5
+
6
+ 2023-12-19 14:20:35,191 DEBUG root Chosen display Format:default
7
+ 2023-12-19 14:20:35,192 INFO root Display format: "default"
8
+ 2023-12-19 14:20:35,193 DEBUG root SDK update checks are disabled.
.config/logs/2023.12.19/14.20.35.996145.log ADDED
@@ -0,0 +1,8 @@
 
 
 
 
 
 
 
 
 
1
+ 2023-12-19 14:20:35,998 DEBUG root Loaded Command Group: ['gcloud', 'config']
2
+ 2023-12-19 14:20:36,026 DEBUG root Loaded Command Group: ['gcloud', 'config', 'set']
3
+ 2023-12-19 14:20:36,029 DEBUG root Running [gcloud.config.set] with arguments: [SECTION/PROPERTY: "compute/gce_metadata_read_timeout_sec", VALUE: "0"]
4
+ 2023-12-19 14:20:36,030 INFO ___FILE_ONLY___ Updated property [compute/gce_metadata_read_timeout_sec].
5
+
6
+ 2023-12-19 14:20:36,031 DEBUG root Chosen display Format:default
7
+ 2023-12-19 14:20:36,032 INFO root Display format: "default"
8
+ 2023-12-19 14:20:36,033 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: OpenHathi FT SI V0.1
3
- emoji: πŸ”₯
4
- colorFrom: pink
5
- colorTo: pink
6
  sdk: gradio
7
  sdk_version: 4.12.0
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: openHathi-FT-SI-v0.1
3
+ app_file: app.py
 
 
4
  sdk: gradio
5
  sdk_version: 4.12.0
 
 
6
  ---
 
 
app.py ADDED
@@ -0,0 +1,107 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ import torch
2
+ from transformers import AutoTokenizer, AutoModelForCausalLM, TextIteratorStreamer, TextStreamer
3
+ from threading import Thread
4
+ import gradio as gr
5
+ from peft import PeftModel
6
+
7
+ model_name_or_path = "sarvamai/OpenHathi-7B-Hi-v0.1-Base"
8
+ peft_model_id = "shuvom/OpenHathi-7B-FT-v0.1_SI"
9
+ model = AutoModelForCausalLM.from_pretrained(model_name_or_path, load_in_4bit=True, device_map="auto")
10
+
11
+ # tokenizer.chat_template = chat_template
12
+ tokenizer = AutoTokenizer.from_pretrained(peft_model_id)
13
+ # make embedding resizing configurable?
14
+ model.resize_token_embeddings(len(tokenizer), pad_to_multiple_of=8)
15
+
16
+ model = PeftModel.from_pretrained(model, peft_model_id)
17
+
18
+ class ChatCompletion:
19
+ def __init__(self, model, tokenizer, system_prompt=None):
20
+ self.model = model
21
+ self.tokenizer = tokenizer
22
+ self.streamer = TextIteratorStreamer(self.tokenizer, skip_prompt=True)
23
+ self.print_streamer = TextStreamer(self.tokenizer, skip_prompt=True)
24
+ # set the model in inference mode
25
+ self.model.eval()
26
+ self.system_prompt = system_prompt
27
+
28
+ def get_completion(self, prompt, system_prompt=None, message_history=None, max_new_tokens=512, temperature=0.0):
29
+ if temperature < 1e-2:
30
+ temperature = 1e-2
31
+ messages = []
32
+ if message_history is not None:
33
+ messages.extend(message_history)
34
+ elif system_prompt or self.system_prompt:
35
+ system_prompt = system_prompt or self.system_prompt
36
+ messages.append({"role": "system", "content":system_prompt})
37
+ messages.append({"role": "user", "content": prompt})
38
+ chat_prompt = self.tokenizer.apply_chat_template(messages, tokenize=False, add_generation_prompt=True)
39
+
40
+ inputs = self.tokenizer(chat_prompt, return_tensors="pt", add_special_tokens=False)
41
+ # Run the generation in a separate thread, so that we can fetch the generated text in a non-blocking way.
42
+ generation_kwargs = dict(max_new_tokens=max_new_tokens,
43
+ temperature=temperature,
44
+ top_p=0.95,
45
+ do_sample=True,
46
+ eos_token_id=tokenizer.eos_token_id,
47
+ repetition_penalty=1.2
48
+ )
49
+ generated_text = self.model.generate(**inputs, streamer=self.print_streamer, **generation_kwargs)
50
+ return generated_text
51
+
52
+ def get_chat_completion(self, message, history):
53
+ messages = []
54
+ if self.system_prompt:
55
+ messages.append({"role": "system", "content":self.system_prompt})
56
+ for user_message, assistant_message in history:
57
+ messages.append({"role": "user", "content": user_message})
58
+ messages.append({"role": "system", "content": assistant_message})
59
+ messages.append({"role": "user", "content": message})
60
+ chat_prompt = self.tokenizer.apply_chat_template(messages, tokenize=False, add_generation_prompt=True)
61
+
62
+ inputs = self.tokenizer(chat_prompt, return_tensors="pt")
63
+ # Run the generation in a separate thread, so that we can fetch the generated text in a non-blocking way.
64
+ generation_kwargs = dict(inputs,
65
+ streamer=self.streamer,
66
+ max_new_tokens=2048,
67
+ temperature=0.2,
68
+ top_p=0.95,
69
+ eos_token_id=tokenizer.eos_token_id,
70
+ do_sample=True,
71
+ repetition_penalty=1.2,
72
+ )
73
+ thread = Thread(target=self.model.generate, kwargs=generation_kwargs)
74
+ thread.start()
75
+ generated_text = ""
76
+ for new_text in self.streamer:
77
+ generated_text += new_text.replace(self.tokenizer.eos_token, "")
78
+ yield generated_text
79
+ thread.join()
80
+ return generated_text
81
+
82
+ def get_completion_without_streaming(self, prompt, system_prompt=None, message_history=None, max_new_tokens=512, temperature=0.0):
83
+ if temperature < 1e-2:
84
+ temperature = 1e-2
85
+ messages = []
86
+ if message_history is not None:
87
+ messages.extend(message_history)
88
+ elif system_prompt or self.system_prompt:
89
+ system_prompt = system_prompt or self.system_prompt
90
+ messages.append({"role": "system", "content":system_prompt})
91
+ messages.append({"role": "user", "content": prompt})
92
+ chat_prompt = self.tokenizer.apply_chat_template(messages, tokenize=False, add_generation_prompt=True)
93
+
94
+ inputs = self.tokenizer(chat_prompt, return_tensors="pt", add_special_tokens=False)
95
+ # Run the generation in a separate thread, so that we can fetch the generated text in a non-blocking way.
96
+ generation_kwargs = dict(max_new_tokens=max_new_tokens,
97
+ temperature=temperature,
98
+ top_p=0.95,
99
+ do_sample=True,
100
+ repetition_penalty=1.1)
101
+ outputs = self.model.generate(**inputs, **generation_kwargs)
102
+ generated_text = self.tokenizer.decode(outputs[0], skip_special_tokens=True)
103
+ return generated_text
104
+
105
+ text_generator = ChatCompletion(model, tokenizer, system_prompt="You are a native Hindi speaker who can converse at expert level in both Hindi and colloquial Hinglish.")
106
+
107
+ gr.ChatInterface(text_generator.get_chat_completion).queue().launch(debug=True)
requirement.txt ADDED
@@ -0,0 +1,76 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ accelerate==0.25.0
2
+ aiofiles==23.2.1
3
+ altair==5.2.0
4
+ annotated-types==0.6.0
5
+ anyio==4.2.0
6
+ attrs==23.2.0
7
+ bitsandbytes==0.41.3.post2
8
+ certifi==2023.11.17
9
+ charset-normalizer==3.3.2
10
+ click==8.1.7
11
+ colorama==0.4.6
12
+ contourpy==1.2.0
13
+ cycler==0.12.1
14
+ fastapi==0.108.0
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+ ffmpy==0.3.1
16
+ filelock==3.13.1
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+ fonttools==4.47.0
18
+ fsspec==2023.12.2
19
+ gradio==4.12.0
20
+ gradio_client==0.8.0
21
+ h11==0.14.0
22
+ httpcore==1.0.2
23
+ httpx==0.26.0
24
+ huggingface-hub==0.20.1
25
+ idna==3.6
26
+ importlib-resources==6.1.1
27
+ Jinja2==3.1.2
28
+ jsonschema==4.20.0
29
+ jsonschema-specifications==2023.12.1
30
+ kiwisolver==1.4.5
31
+ markdown-it-py==3.0.0
32
+ MarkupSafe==2.1.3
33
+ matplotlib==3.8.2
34
+ mdurl==0.1.2
35
+ mpmath==1.3.0
36
+ networkx==3.2.1
37
+ numpy==1.26.2
38
+ orjson==3.9.10
39
+ packaging==23.2
40
+ pandas==2.1.4
41
+ peft==0.7.1
42
+ Pillow==10.1.0
43
+ psutil==5.9.7
44
+ pydantic==2.5.3
45
+ pydantic_core==2.14.6
46
+ pydub==0.25.1
47
+ Pygments==2.17.2
48
+ pyparsing==3.1.1
49
+ python-dateutil==2.8.2
50
+ python-multipart==0.0.6
51
+ pytz==2023.3.post1
52
+ PyYAML==6.0.1
53
+ referencing==0.32.0
54
+ regex==2023.12.25
55
+ requests==2.31.0
56
+ rich==13.7.0
57
+ rpds-py==0.16.2
58
+ safetensors==0.4.1
59
+ semantic-version==2.10.0
60
+ shellingham==1.5.4
61
+ six==1.16.0
62
+ sniffio==1.3.0
63
+ starlette==0.32.0.post1
64
+ sympy==1.12
65
+ tokenizers==0.15.0
66
+ tomlkit==0.12.0
67
+ toolz==0.12.0
68
+ torch==2.1.2
69
+ tqdm==4.66.1
70
+ transformers==4.36.2
71
+ typer==0.9.0
72
+ typing_extensions==4.9.0
73
+ tzdata==2023.4
74
+ urllib3==2.1.0
75
+ uvicorn==0.25.0
76
+ websockets==11.0.3
requirements.txt ADDED
@@ -0,0 +1,6 @@
 
 
 
 
 
 
 
1
+ torch
2
+ transformers
3
+ accelerate
4
+ gradio
5
+ huggingface-hub
6
+ peft
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
+ [
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+ {"Series":"I", "X":10.0, "Y":8.04},
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+ {"Series":"I", "X":8.0, "Y":6.95},
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+ {"Series":"I", "X":13.0, "Y":7.58},
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+ {"Series":"I", "X":6.0, "Y":7.24},
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+ {"Series":"I", "X":4.0, "Y":4.26},
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+ {"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":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},
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+
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+ {"Series":"III", "X":10.0, "Y":7.46},
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+ {"Series":"III", "X":8.0, "Y":6.77},
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+ {"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},
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+ {"Series":"III", "X":14.0, "Y":8.84},
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+ {"Series":"III", "X":6.0, "Y":6.08},
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+ {"Series":"III", "X":4.0, "Y":5.39},
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+ {"Series":"III", "X":12.0, "Y":8.15},
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+ {"Series":"III", "X":7.0, "Y":6.42},
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+ {"Series":"III", "X":5.0, "Y":5.73},
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+
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+ {"Series":"IV", "X":8.0, "Y":6.58},
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+ {"Series":"IV", "X":8.0, "Y":5.76},
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+ {"Series":"IV", "X":8.0, "Y":8.84},
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+ {"Series":"IV", "X":8.0, "Y":8.47},
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+ {"Series":"IV", "X":19.0, "Y":12.50},
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+ {"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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