openai / openai-cookbook Duplication

openai / openai-cookbook

Duplication

Places in code with 6 or more lines that are exactly the same.

Intro

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."

Duplication Overall

13% duplication:

7,712 cleaned lines of cleaned code (without empty lines, comments, and frequently duplicated constructs such as imports)
1,072 duplicated lines

450 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 450 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	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
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
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%) 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....	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....	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	3204:3212 (<1%) 3217:3225 (<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....	561:569 (<1%) 624:632 (<1%)	view
9	x 2	ROOT ROOT	registry.yaml registry.yaml	3191:3199 (<1%) 3204:3212 (<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	ROOT ROOT	registry.yaml registry.yaml	3191:3199 (<1%) 3217:3225 (<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	fine-tune-korean.ipynb fine-tune-korean.ipynb	605:613 (<1%) 819:827 (<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....	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....	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....	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	run-colab.ipynb run-colab.ipynb	151:159 (3%) 194:202 (3%)	view
8	x 2	articles/gpt-oss articles/gpt-oss	fine-tune-korean.ipynb fine-tune-korean.ipynb	591:598 (<1%) 805:812 (<1%)	view
8	x 2	articles/gpt-oss articles/gpt-oss	fine-tune-korean.ipynb fine-tune-korean.ipynb	721:728 (<1%) 791:798 (<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	fine-tune-korean.ipynb fine-tune-korean.ipynb	791:798 (<1%) 805:812 (<1%)	view
8	x 2	articles/gpt-oss articles/gpt-oss	fine-tune-korean.ipynb fine-tune-korean.ipynb	735:742 (<1%) 805:812 (<1%)	view
8	x 2	articles/gpt-oss articles/gpt-oss	fine-tune-korean.ipynb fine-tune-korean.ipynb	777:784 (<1%) 805:812 (<1%)	view
8	x 2	ROOT ROOT	registry.yaml registry.yaml	1448:1455 (<1%) 1460:1467 (<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	run-nvidia.ipynb run-nvidia.ipynb	140:147 (3%) 149:156 (3%)	view
8	x 2	ROOT ROOT	registry.yaml registry.yaml	3177:3184 (<1%) 3217:3224 (<1%)	view
8	x 2	articles/gpt-oss articles/gpt-oss	fine-tune-korean.ipynb fine-tune-korean.ipynb	763:770 (<1%) 777:784 (<1%)	view
8	x 2	ROOT ROOT	registry.yaml registry.yaml	3177:3184 (<1%) 3204:3211 (<1%)	view
8	x 2	articles/gpt-oss articles/gpt-oss	fine-tune-korean.ipynb fine-tune-korean.ipynb	763:770 (<1%) 791:798 (<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	fine-tune-korean.ipynb fine-tune-korean.ipynb	777:784 (<1%) 791:798 (<1%)	view
8	x 2	ROOT ROOT	registry.yaml registry.yaml	3177:3184 (<1%) 3191:3198 (<1%)	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-korean.ipynb fine-tune-korean.ipynb	763:770 (<1%) 805:812 (<1%)	view
8	x 2	articles/gpt-oss articles/gpt-oss	fine-tune-korean.ipynb fine-tune-korean.ipynb	749:756 (<1%) 763:770 (<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

Most Frequent Duplicates

The list of 43 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 ...	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.... build-your-own-fact-checker-cerebras.... ...	47:52 (2%) 44:49 (<1%) 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	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 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 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 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	1729:1734 (<1%) 1780:1785 (<1%) 1831:1836 (<1%) 1911:1916 (<1%) 1931:1936 (<1%)	view
6	x 5	ROOT ROOT ROOT ROOT ROOT	registry.yaml registry.yaml registry.yaml registry.yaml registry.yaml	502:507 (<1%) 514:519 (<1%) 525:530 (<1%) 536:541 (<1%) 547:552 (<1%)	view
6	x 4	ROOT ROOT ROOT ROOT	registry.yaml registry.yaml registry.yaml registry.yaml	942:947 (<1%) 1192:1197 (<1%) 1214:1219 (<1%) 1327:1332 (<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....	832:837 (<1%) 1051:1056 (<1%) 1293:1298 (<1%) 1518:1523 (<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 4	ROOT ROOT ROOT ROOT	registry.yaml registry.yaml registry.yaml registry.yaml	3177:3182 (<1%) 3191:3196 (<1%) 3204:3209 (<1%) 3217:3222 (<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	3178:3183 (<1%) 3192:3197 (<1%) 3205:3210 (<1%) 3218:3223 (<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	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	ROOT ROOT ROOT ROOT	registry.yaml registry.yaml registry.yaml registry.yaml	3179:3184 (<1%) 3193:3198 (<1%) 3206:3211 (<1%) 3219:3224 (<1%)	view
6	x 4	ROOT ROOT ROOT ROOT	registry.yaml registry.yaml registry.yaml registry.yaml	941:946 (<1%) 1191:1196 (<1%) 1213:1218 (<1%) 1326:1331 (<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 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	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	ROOT ROOT ROOT	registry.yaml registry.yaml registry.yaml	3194:3199 (<1%) 3207:3212 (<1%) 3220:3225 (<1%)	view
6	x 3	ROOT ROOT ROOT	registry.yaml registry.yaml registry.yaml	974:979 (<1%) 1448:1453 (<1%) 1460:1465 (<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	ROOT ROOT ROOT	registry.yaml registry.yaml registry.yaml	2514:2519 (<1%) 2526:2531 (<1%) 2538:2543 (<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	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	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	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	ROOT ROOT ROOT	registry.yaml registry.yaml registry.yaml	816:821 (<1%) 827:832 (<1%) 838:843 (<1%)	view
6	x 3	ROOT ROOT ROOT	registry.yaml registry.yaml registry.yaml	1146:1151 (<1%) 1252:1257 (<1%) 1262:1267 (<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	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-korean.ipynb fine-tune-korean.ipynb fine-tune-korean.ipynb	720:725 (<1%) 734:739 (<1%) 776:781 (<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	717:722 (<1%) 731:736 (<1%) 773:778 (<1%)	view
6	x 3	ROOT ROOT ROOT	registry.yaml registry.yaml registry.yaml	817:823 (<1%) 828:834 (<1%) 839:845 (<1%)	view