Duplication · openai/openai-cookbook

Duplication Overall

13% duplication:

8,073 cleaned lines of cleaned code (without empty lines, comments, and frequently duplicated constructs such as imports)
1,098 duplicated lines

455 duplicates

dependency graphs: 2D graph | 2D graph (with duplicates)... | 3D graph | 3D graph (with duplicates)...

Duplication per Extension

Duplication per Component (primary)

Longest Duplicates

The list of 50 longest duplicates.

See data for all 455 duplicates...

Size	#	Folders	Files	Lines	Code
19	x 2	articles/gpt-oss articles/gpt-oss	fine-tune-korean.ipynb run-nvidia.ipynb	1172:1190 (1%) 185:203 (9%)	view
13	x 2	articles/gpt-oss articles/gpt-oss	fine-tune-korean.ipynb fine-tune-korean.ipynb	716:728 (1%) 730:742 (1%)	view
13	x 2	articles/gpt-oss articles/gpt-oss	fine-tune-korean.ipynb fine-tune-korean.ipynb	716:728 (1%) 772:784 (1%)	view
13	x 2	articles/gpt-oss articles/gpt-oss	fine-tune-korean.ipynb fine-tune-korean.ipynb	730:742 (1%) 772:784 (1%)	view
13	x 2	articles/gpt-oss articles/gpt-oss	fine-tune-transfomers.ipynb run-colab.ipynb	655:667 (1%) 229:241 (5%)	view
12	x 2	articles/gpt-oss articles/gpt-oss	fine-tune-transfomers.ipynb fine-tune-transfomers.ipynb	573:584 (1%) 610:621 (1%)	view
10	x 2	articles/gpt-oss articles/gpt-oss	build-your-own-fact-checker-cerebras.... build-your-own-fact-checker-cerebras....	697:706 (<1%) 888:897 (<1%)	view
10	x 2	articles/gpt-oss articles/gpt-oss	build-your-own-fact-checker-cerebras.... build-your-own-fact-checker-cerebras....	697:706 (<1%) 1128:1137 (<1%)	view
10	x 2	articles/gpt-oss articles/gpt-oss	build-your-own-fact-checker-cerebras.... build-your-own-fact-checker-cerebras....	697:706 (<1%) 1359:1368 (<1%)	view
10	x 2	articles/gpt-oss articles/gpt-oss	build-your-own-fact-checker-cerebras.... build-your-own-fact-checker-cerebras....	888:897 (<1%) 1128:1137 (<1%)	view
10	x 2	articles/gpt-oss articles/gpt-oss	build-your-own-fact-checker-cerebras.... build-your-own-fact-checker-cerebras....	888:897 (<1%) 1359:1368 (<1%)	view
10	x 2	articles/gpt-oss articles/gpt-oss	build-your-own-fact-checker-cerebras.... build-your-own-fact-checker-cerebras....	1128:1137 (<1%) 1359:1368 (<1%)	view
9	x 2	ROOT ROOT	registry.yaml registry.yaml	3477:3485 (<1%) 3490:3498 (<1%)	view
9	x 2	ROOT ROOT	registry.yaml registry.yaml	3477:3485 (<1%) 3503:3511 (<1%)	view
9	x 2	ROOT ROOT	registry.yaml registry.yaml	3490:3498 (<1%) 3503:3511 (<1%)	view
9	x 2	articles/gpt-oss articles/gpt-oss	build-your-own-fact-checker-cerebras.... build-your-own-fact-checker-cerebras....	57:65 (<1%) 299:307 (<1%)	view
9	x 2	articles/gpt-oss articles/gpt-oss	build-your-own-fact-checker-cerebras.... build-your-own-fact-checker-cerebras....	57:65 (<1%) 407:415 (<1%)	view
9	x 2	articles/gpt-oss articles/gpt-oss	build-your-own-fact-checker-cerebras.... build-your-own-fact-checker-cerebras....	57:65 (<1%) 561:569 (<1%)	view
9	x 2	articles/gpt-oss articles/gpt-oss	build-your-own-fact-checker-cerebras.... build-your-own-fact-checker-cerebras....	57:65 (<1%) 624:632 (<1%)	view
9	x 2	articles/gpt-oss articles/gpt-oss	build-your-own-fact-checker-cerebras.... build-your-own-fact-checker-cerebras....	299:307 (<1%) 407:415 (<1%)	view
9	x 2	articles/gpt-oss articles/gpt-oss	build-your-own-fact-checker-cerebras.... build-your-own-fact-checker-cerebras....	299:307 (<1%) 561:569 (<1%)	view
9	x 2	articles/gpt-oss articles/gpt-oss	build-your-own-fact-checker-cerebras.... build-your-own-fact-checker-cerebras....	299:307 (<1%) 624:632 (<1%)	view
9	x 2	articles/gpt-oss articles/gpt-oss	build-your-own-fact-checker-cerebras.... build-your-own-fact-checker-cerebras....	407:415 (<1%) 561:569 (<1%)	view
9	x 2	articles/gpt-oss articles/gpt-oss	build-your-own-fact-checker-cerebras.... build-your-own-fact-checker-cerebras....	407:415 (<1%) 624:632 (<1%)	view
9	x 2	articles/gpt-oss articles/gpt-oss	build-your-own-fact-checker-cerebras.... build-your-own-fact-checker-cerebras....	561:569 (<1%) 624:632 (<1%)	view
9	x 2	articles/gpt-oss articles/gpt-oss	fine-tune-korean.ipynb fine-tune-korean.ipynb	605:613 (<1%) 819:827 (<1%)	view
9	x 2	articles/gpt-oss articles/gpt-oss	run-colab.ipynb run-colab.ipynb	151:159 (3%) 194:202 (3%)	view
8	x 2	ROOT ROOT	registry.yaml registry.yaml	1722:1729 (<1%) 1734:1741 (<1%)	view
8	x 2	ROOT ROOT	registry.yaml registry.yaml	2731:2738 (<1%) 2923:2930 (<1%)	view
8	x 2	ROOT ROOT	registry.yaml registry.yaml	2789:2796 (<1%) 2801:2808 (<1%)	view
8	x 2	ROOT ROOT	registry.yaml registry.yaml	3463:3470 (<1%) 3477:3484 (<1%)	view
8	x 2	ROOT ROOT	registry.yaml registry.yaml	3463:3470 (<1%) 3490:3497 (<1%)	view
8	x 2	ROOT ROOT	registry.yaml registry.yaml	3463:3470 (<1%) 3503:3510 (<1%)	view
8	x 2	articles/gpt-oss articles/gpt-oss	build-your-own-fact-checker-cerebras.... build-your-own-fact-checker-cerebras....	832:839 (<1%) 1051:1058 (<1%)	view
8	x 2	articles/gpt-oss articles/gpt-oss	build-your-own-fact-checker-cerebras.... build-your-own-fact-checker-cerebras....	832:839 (<1%) 1293:1300 (<1%)	view
8	x 2	articles/gpt-oss articles/gpt-oss	build-your-own-fact-checker-cerebras.... build-your-own-fact-checker-cerebras....	832:839 (<1%) 1518:1525 (<1%)	view
8	x 2	articles/gpt-oss articles/gpt-oss	build-your-own-fact-checker-cerebras.... build-your-own-fact-checker-cerebras....	1051:1058 (<1%) 1293:1300 (<1%)	view
8	x 2	articles/gpt-oss articles/gpt-oss	build-your-own-fact-checker-cerebras.... build-your-own-fact-checker-cerebras....	1051:1058 (<1%) 1518:1525 (<1%)	view
8	x 2	articles/gpt-oss articles/gpt-oss	build-your-own-fact-checker-cerebras.... build-your-own-fact-checker-cerebras....	1293:1300 (<1%) 1518:1525 (<1%)	view
8	x 2	articles/gpt-oss articles/gpt-oss	run-nvidia.ipynb run-nvidia.ipynb	110:117 (3%) 140:147 (3%)	view
8	x 2	articles/gpt-oss articles/gpt-oss	run-nvidia.ipynb run-nvidia.ipynb	110:117 (3%) 149:156 (3%)	view
8	x 2	articles/gpt-oss articles/gpt-oss	run-nvidia.ipynb run-nvidia.ipynb	140:147 (3%) 149:156 (3%)	view
8	x 2	articles/gpt-oss articles/gpt-oss	fine-tune-transfomers.ipynb fine-tune-transfomers.ipynb	326:333 (1%) 577:584 (1%)	view
8	x 2	articles/gpt-oss articles/gpt-oss	fine-tune-transfomers.ipynb fine-tune-transfomers.ipynb	326:333 (1%) 614:621 (1%)	view
8	x 2	articles/gpt-oss articles/gpt-oss	fine-tune-transfomers.ipynb fine-tune-transfomers.ipynb	586:593 (1%) 621:628 (1%)	view
8	x 2	articles/gpt-oss articles/gpt-oss	fine-tune-korean.ipynb fine-tune-korean.ipynb	591:598 (<1%) 721:728 (<1%)	view
8	x 2	articles/gpt-oss articles/gpt-oss	fine-tune-korean.ipynb fine-tune-korean.ipynb	591:598 (<1%) 735:742 (<1%)	view
8	x 2	articles/gpt-oss articles/gpt-oss	fine-tune-korean.ipynb fine-tune-korean.ipynb	591:598 (<1%) 749:756 (<1%)	view
8	x 2	articles/gpt-oss articles/gpt-oss	fine-tune-korean.ipynb fine-tune-korean.ipynb	591:598 (<1%) 763:770 (<1%)	view
8	x 2	articles/gpt-oss articles/gpt-oss	fine-tune-korean.ipynb fine-tune-korean.ipynb	591:598 (<1%) 777:784 (<1%)	view

Most Frequent Duplicates

The list of 45 most frequently found duplicates.

Size	#	Folders	Files	Lines	Code
6	x 20	articles/gpt-oss articles/gpt-oss articles/gpt-oss articles/gpt-oss articles/gpt-oss articles/gpt-oss articles/gpt-oss articles/gpt-oss articles/gpt-oss articles/gpt-oss ...	build-your-own-fact-checker-cerebras.... run-colab.ipynb build-your-own-fact-checker-cerebras.... build-your-own-fact-checker-cerebras.... build-your-own-fact-checker-cerebras.... build-your-own-fact-checker-cerebras.... build-your-own-fact-checker-cerebras.... build-your-own-fact-checker-cerebras.... build-your-own-fact-checker-cerebras.... build-your-own-fact-checker-cerebras.... ...	44:49 (<1%) 47:52 (2%) 57:62 (<1%) 118:123 (<1%) 184:189 (<1%) 245:250 (<1%) 299:304 (<1%) 407:412 (<1%) 561:566 (<1%) 624:629 (<1%) ...	view
6	x 12	articles/gpt-oss articles/gpt-oss articles/gpt-oss articles/gpt-oss articles/gpt-oss articles/gpt-oss articles/gpt-oss articles/gpt-oss articles/gpt-oss articles/gpt-oss ...	run-nvidia.ipynb run-nvidia.ipynb run-nvidia.ipynb run-nvidia.ipynb run-nvidia.ipynb run-nvidia.ipynb run-nvidia.ipynb run-nvidia.ipynb run-nvidia.ipynb run-nvidia.ipynb ...	8:13 (2%) 24:29 (2%) 36:41 (2%) 43:48 (2%) 57:62 (2%) 68:73 (2%) 89:94 (2%) 96:101 (2%) 103:108 (2%) 119:124 (2%) ...	view
6	x 10	articles/gpt-oss articles/gpt-oss articles/gpt-oss articles/gpt-oss articles/gpt-oss articles/gpt-oss articles/gpt-oss articles/gpt-oss articles/gpt-oss articles/gpt-oss	fine-tune-korean.ipynb fine-tune-korean.ipynb fine-tune-korean.ipynb fine-tune-korean.ipynb fine-tune-korean.ipynb fine-tune-korean.ipynb fine-tune-korean.ipynb fine-tune-korean.ipynb fine-tune-korean.ipynb fine-tune-korean.ipynb	591:596 (<1%) 605:610 (<1%) 721:726 (<1%) 735:740 (<1%) 749:754 (<1%) 763:768 (<1%) 777:782 (<1%) 791:796 (<1%) 805:810 (<1%) 819:824 (<1%)	view
6	x 9	articles/gpt-oss articles/gpt-oss articles/gpt-oss articles/gpt-oss articles/gpt-oss articles/gpt-oss articles/gpt-oss articles/gpt-oss articles/gpt-oss	build-your-own-fact-checker-cerebras.... build-your-own-fact-checker-cerebras.... build-your-own-fact-checker-cerebras.... build-your-own-fact-checker-cerebras.... build-your-own-fact-checker-cerebras.... build-your-own-fact-checker-cerebras.... build-your-own-fact-checker-cerebras.... build-your-own-fact-checker-cerebras.... build-your-own-fact-checker-cerebras....	58:63 (<1%) 300:305 (<1%) 408:413 (<1%) 562:567 (<1%) 625:630 (<1%) 698:703 (<1%) 889:894 (<1%) 1129:1134 (<1%) 1360:1365 (<1%)	view
6	x 9	articles/gpt-oss articles/gpt-oss articles/gpt-oss articles/gpt-oss articles/gpt-oss articles/gpt-oss articles/gpt-oss articles/gpt-oss articles/gpt-oss	build-your-own-fact-checker-cerebras.... build-your-own-fact-checker-cerebras.... build-your-own-fact-checker-cerebras.... build-your-own-fact-checker-cerebras.... build-your-own-fact-checker-cerebras.... build-your-own-fact-checker-cerebras.... build-your-own-fact-checker-cerebras.... build-your-own-fact-checker-cerebras.... build-your-own-fact-checker-cerebras....	68:73 (<1%) 310:315 (<1%) 418:423 (<1%) 572:577 (<1%) 635:640 (<1%) 709:714 (<1%) 900:905 (<1%) 1140:1145 (<1%) 1371:1376 (<1%)	view
6	x 8	articles/gpt-oss articles/gpt-oss articles/gpt-oss articles/gpt-oss articles/gpt-oss articles/gpt-oss articles/gpt-oss articles/gpt-oss	fine-tune-korean.ipynb fine-tune-korean.ipynb fine-tune-korean.ipynb fine-tune-korean.ipynb fine-tune-korean.ipynb fine-tune-korean.ipynb fine-tune-korean.ipynb fine-tune-korean.ipynb	593:598 (<1%) 723:728 (<1%) 737:742 (<1%) 751:756 (<1%) 765:770 (<1%) 779:784 (<1%) 793:798 (<1%) 807:812 (<1%)	view
6	x 8	articles/gpt-oss articles/gpt-oss articles/gpt-oss articles/gpt-oss articles/gpt-oss articles/gpt-oss articles/gpt-oss articles/gpt-oss	fine-tune-korean.ipynb fine-tune-korean.ipynb fine-tune-korean.ipynb fine-tune-korean.ipynb fine-tune-korean.ipynb fine-tune-korean.ipynb fine-tune-korean.ipynb fine-tune-korean.ipynb	592:597 (<1%) 722:727 (<1%) 736:741 (<1%) 750:755 (<1%) 764:769 (<1%) 778:783 (<1%) 792:797 (<1%) 806:811 (<1%)	view
6	x 8	articles/gpt-oss articles/gpt-oss articles/gpt-oss articles/gpt-oss articles/gpt-oss articles/gpt-oss articles/gpt-oss articles/gpt-oss	fine-tune-korean.ipynb fine-tune-korean.ipynb fine-tune-korean.ipynb fine-tune-korean.ipynb fine-tune-korean.ipynb fine-tune-korean.ipynb fine-tune-korean.ipynb fine-tune-korean.ipynb	171:176 (<1%) 212:217 (<1%) 267:272 (<1%) 346:351 (<1%) 410:415 (<1%) 573:578 (<1%) 1041:1046 (<1%) 1077:1082 (<1%)	view
6	x 5	ROOT ROOT ROOT ROOT ROOT	registry.yaml registry.yaml registry.yaml registry.yaml registry.yaml	2003:2008 (<1%) 2054:2059 (<1%) 2105:2110 (<1%) 2185:2190 (<1%) 2205:2210 (<1%)	view
6	x 5	articles/gpt-oss articles/gpt-oss articles/gpt-oss articles/gpt-oss articles/gpt-oss	build-your-own-fact-checker-cerebras.... build-your-own-fact-checker-cerebras.... build-your-own-fact-checker-cerebras.... build-your-own-fact-checker-cerebras.... build-your-own-fact-checker-cerebras....	59:64 (<1%) 301:306 (<1%) 409:414 (<1%) 563:568 (<1%) 626:631 (<1%)	view
6	x 5	ROOT ROOT ROOT ROOT ROOT	registry.yaml registry.yaml registry.yaml registry.yaml registry.yaml	754:759 (<1%) 766:771 (<1%) 777:782 (<1%) 789:794 (<1%) 800:805 (<1%)	view
6	x 5	articles/gpt-oss articles/gpt-oss articles/gpt-oss articles/gpt-oss articles/gpt-oss	build-your-own-fact-checker-cerebras.... build-your-own-fact-checker-cerebras.... build-your-own-fact-checker-cerebras.... build-your-own-fact-checker-cerebras.... build-your-own-fact-checker-cerebras....	60:65 (<1%) 302:307 (<1%) 410:415 (<1%) 564:569 (<1%) 627:632 (<1%)	view
6	x 4	articles/gpt-oss articles/gpt-oss articles/gpt-oss articles/gpt-oss	build-your-own-fact-checker-cerebras.... build-your-own-fact-checker-cerebras.... build-your-own-fact-checker-cerebras.... build-your-own-fact-checker-cerebras....	862:867 (<1%) 1089:1094 (<1%) 1331:1336 (<1%) 1553:1558 (<1%)	view
6	x 4	articles/gpt-oss articles/gpt-oss articles/gpt-oss articles/gpt-oss	build-your-own-fact-checker-cerebras.... build-your-own-fact-checker-cerebras.... build-your-own-fact-checker-cerebras.... build-your-own-fact-checker-cerebras....	863:868 (<1%) 1090:1095 (<1%) 1332:1337 (<1%) 1554:1559 (<1%)	view
6	x 4	ROOT ROOT ROOT ROOT	registry.yaml registry.yaml registry.yaml registry.yaml	3463:3468 (<1%) 3477:3482 (<1%) 3490:3495 (<1%) 3503:3508 (<1%)	view
6	x 4	articles/gpt-oss articles/gpt-oss articles/gpt-oss articles/gpt-oss	build-your-own-fact-checker-cerebras.... build-your-own-fact-checker-cerebras.... build-your-own-fact-checker-cerebras.... build-your-own-fact-checker-cerebras....	700:705 (<1%) 891:896 (<1%) 1131:1136 (<1%) 1362:1367 (<1%)	view
6	x 4	articles/gpt-oss articles/gpt-oss articles/gpt-oss articles/gpt-oss	build-your-own-fact-checker-cerebras.... build-your-own-fact-checker-cerebras.... build-your-own-fact-checker-cerebras.... build-your-own-fact-checker-cerebras....	701:706 (<1%) 892:897 (<1%) 1132:1137 (<1%) 1363:1368 (<1%)	view
6	x 4	ROOT ROOT ROOT ROOT	registry.yaml registry.yaml registry.yaml registry.yaml	1213:1218 (<1%) 1465:1470 (<1%) 1487:1492 (<1%) 1600:1605 (<1%)	view
6	x 4	articles/gpt-oss articles/gpt-oss articles/gpt-oss articles/gpt-oss	build-your-own-fact-checker-cerebras.... build-your-own-fact-checker-cerebras.... build-your-own-fact-checker-cerebras.... build-your-own-fact-checker-cerebras....	832:837 (<1%) 1051:1056 (<1%) 1293:1298 (<1%) 1518:1523 (<1%)	view
6	x 4	ROOT ROOT ROOT ROOT	registry.yaml registry.yaml registry.yaml registry.yaml	1214:1219 (<1%) 1466:1471 (<1%) 1488:1493 (<1%) 1601:1606 (<1%)	view
6	x 4	ROOT ROOT ROOT ROOT	registry.yaml registry.yaml registry.yaml registry.yaml	3465:3470 (<1%) 3479:3484 (<1%) 3492:3497 (<1%) 3505:3510 (<1%)	view
6	x 4	articles/gpt-oss articles/gpt-oss articles/gpt-oss articles/gpt-oss	build-your-own-fact-checker-cerebras.... build-your-own-fact-checker-cerebras.... build-your-own-fact-checker-cerebras.... build-your-own-fact-checker-cerebras....	834:839 (<1%) 1053:1058 (<1%) 1295:1300 (<1%) 1520:1525 (<1%)	view
6	x 4	ROOT ROOT ROOT ROOT	registry.yaml registry.yaml registry.yaml registry.yaml	3464:3469 (<1%) 3478:3483 (<1%) 3491:3496 (<1%) 3504:3509 (<1%)	view
6	x 4	articles/gpt-oss articles/gpt-oss articles/gpt-oss articles/gpt-oss	build-your-own-fact-checker-cerebras.... build-your-own-fact-checker-cerebras.... build-your-own-fact-checker-cerebras.... build-your-own-fact-checker-cerebras....	699:704 (<1%) 890:895 (<1%) 1130:1135 (<1%) 1361:1366 (<1%)	view
6	x 4	articles/gpt-oss articles/gpt-oss articles/gpt-oss articles/gpt-oss	build-your-own-fact-checker-cerebras.... build-your-own-fact-checker-cerebras.... build-your-own-fact-checker-cerebras.... build-your-own-fact-checker-cerebras....	833:838 (<1%) 1052:1057 (<1%) 1294:1299 (<1%) 1519:1524 (<1%)	view
6	x 3	articles/gpt-oss articles/gpt-oss articles/gpt-oss	run-nvidia.ipynb run-nvidia.ipynb run-nvidia.ipynb	110:115 (2%) 140:145 (2%) 149:154 (2%)	view
6	x 3	articles/gpt-oss articles/gpt-oss articles/gpt-oss	fine-tune-transfomers.ipynb fine-tune-transfomers.ipynb fine-tune-transfomers.ipynb	327:332 (<1%) 578:583 (<1%) 615:620 (<1%)	view
6	x 3	articles/gpt-oss articles/gpt-oss articles/gpt-oss	fine-tune-transfomers.ipynb fine-tune-transfomers.ipynb fine-tune-transfomers.ipynb	335:340 (<1%) 588:593 (<1%) 623:628 (<1%)	view
6	x 3	articles/gpt-oss articles/gpt-oss articles/gpt-oss	fine-tune-korean.ipynb fine-tune-korean.ipynb fine-tune-korean.ipynb	720:725 (<1%) 734:739 (<1%) 776:781 (<1%)	view
6	x 3	ROOT ROOT ROOT	registry.yaml registry.yaml registry.yaml	1085:1090 (<1%) 1096:1101 (<1%) 1107:1112 (<1%)	view
6	x 3	ROOT ROOT ROOT	registry.yaml registry.yaml registry.yaml	2789:2794 (<1%) 2801:2806 (<1%) 2813:2818 (<1%)	view
6	x 3	articles/gpt-oss articles/gpt-oss articles/gpt-oss	fine-tune-transfomers.ipynb fine-tune-transfomers.ipynb fine-tune-transfomers.ipynb	326:331 (<1%) 577:582 (<1%) 614:619 (<1%)	view
6	x 3	articles/gpt-oss articles/gpt-oss articles/gpt-oss	fine-tune-korean.ipynb fine-tune-korean.ipynb fine-tune-korean.ipynb	719:724 (<1%) 733:738 (<1%) 775:780 (<1%)	view
6	x 3	articles/gpt-oss articles/gpt-oss articles/gpt-oss	fine-tune-korean.ipynb fine-tune-korean.ipynb fine-tune-korean.ipynb	717:722 (<1%) 731:736 (<1%) 773:778 (<1%)	view
6	x 3	articles/gpt-oss articles/gpt-oss articles/gpt-oss	fine-tune-korean.ipynb fine-tune-korean.ipynb fine-tune-korean.ipynb	718:723 (<1%) 732:737 (<1%) 774:779 (<1%)	view
6	x 3	articles/gpt-oss articles/gpt-oss articles/gpt-oss	run-nvidia.ipynb run-nvidia.ipynb run-nvidia.ipynb	111:116 (2%) 141:146 (2%) 150:155 (2%)	view
6	x 3	ROOT ROOT ROOT	registry.yaml registry.yaml registry.yaml	1086:1092 (<1%) 1097:1103 (<1%) 1108:1114 (<1%)	view
6	x 3	ROOT ROOT ROOT	registry.yaml registry.yaml registry.yaml	3480:3485 (<1%) 3493:3498 (<1%) 3506:3511 (<1%)	view
6	x 3	ROOT ROOT ROOT	registry.yaml registry.yaml registry.yaml	53:58 (<1%) 65:70 (<1%) 77:82 (<1%)	view
6	x 3	ROOT ROOT ROOT	registry.yaml registry.yaml registry.yaml	42:47 (<1%) 54:59 (<1%) 66:71 (<1%)	view
6	x 3	articles/gpt-oss articles/gpt-oss articles/gpt-oss	fine-tune-korean.ipynb fine-tune-korean.ipynb fine-tune-korean.ipynb	716:721 (<1%) 730:735 (<1%) 772:777 (<1%)	view
6	x 3	ROOT ROOT ROOT	registry.yaml registry.yaml registry.yaml	1420:1425 (<1%) 1526:1531 (<1%) 1536:1541 (<1%)	view
6	x 3	articles/gpt-oss articles/gpt-oss articles/gpt-oss	fine-tune-transfomers.ipynb fine-tune-transfomers.ipynb fine-tune-transfomers.ipynb	328:333 (<1%) 579:584 (<1%) 616:621 (<1%)	view
6	x 3	articles/gpt-oss articles/gpt-oss articles/gpt-oss	run-nvidia.ipynb run-nvidia.ipynb run-nvidia.ipynb	112:117 (2%) 142:147 (2%) 151:156 (2%)	view
6	x 3	ROOT ROOT ROOT	registry.yaml registry.yaml registry.yaml	1246:1251 (<1%) 1722:1727 (<1%) 1734:1739 (<1%)	view

About This Analysis

For duplication, we look at places in code where there are 6 or more lines of code that are exactly the same.
Before duplication is calculated, the code is cleaned to remove empty lines, comments, and frequently duplicated constructs such as imports.
You should aim at having as little as possible (<5%) of duplicated code as high-level of duplication can lead to maintenance difficulties, poor factoring, and logical contradictions.

Learn more...

To learn more about duplications and techniques for eliminating duplication, Sokrates recommends the following resources:

Avoid Repetition, MartinFlower.com (IEEE Software article)
Refactoring duplicated code, sourcemaking.com
Beck Design Rules, MartinFowler.com
DRY (Don't Repeat Yourself) Principle, Wikipedia
The Cut-and-Paste Programming Software Development Anti-Pattern, sourcemaking.com
Code Smells / Duplicated Code, Jeff Atwood, codinghorror.com:

"Duplicated code is the bane of software development. Stamp out duplication whenever possible. You should always be on the lookout for more subtle cases of near-duplication, too. Don't Repeat Yourself!"

Reducing Coupling, MartinFlower.com (IEEE Software article):

"There are several ways to describe coupling, but it boils down to this: If changing one module in a program requires changing another module, then coupling exists. ... Duplication always implies coupling, because changing one piece of duplicate code implies changing the other."