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.

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Duplication Overall

12% duplication:

6,552 cleaned lines of cleaned code (without empty lines, comments, and frequently duplicated constructs such as imports)
808 duplicated lines

98 duplicates

Duplication per Extension

Duplication per Component (primary)

Longest Duplicates

The list of 20 longest duplicates.

See data for all 98 duplicates...

Size	#	Folders	Files	Lines	Code
27	x 2	tensorflow_ranking/python/keras tensorflow_ranking/python/keras	losses.py losses.py	211:239 (7%) 458:486 (7%)	view
14	x 2	tensorflow_ranking/extension tensorflow_ranking/research	pipeline.py dasalc.py	225:254 (7%) 221:250 (7%)	view
14	x 2	tensorflow_ranking/python/keras tensorflow_ranking/python/keras	pipeline.py pipeline.py	1087:1102 (3%) 1190:1206 (3%)	view
13	x 2	tensorflow_ranking/python tensorflow_ranking/python	metrics_impl.py metrics_impl.py	595:611 (3%) 636:652 (3%)	view
12	x 2	tensorflow_ranking/python tensorflow_ranking/python	estimator.py estimator.py	462:473 (3%) 761:772 (3%)	view
11	x 2	tensorflow_ranking/extension/premade tensorflow_ranking/extension	tfrbert_task.py task.py	209:219 (4%) 257:267 (6%)	view
11	x 2	tensorflow_ranking/python tensorflow_ranking/python	feature.py feature.py	140:182 (8%) 228:256 (8%)	view
9	x 2	tensorflow_ranking/python/keras tensorflow_ranking/python/keras	pipeline.py pipeline.py	1044:1052 (2%) 1145:1153 (2%)	view
9	x 2	tensorflow_ranking/python/keras tensorflow_ranking/python/keras	metrics.py metrics.py	642:706 (3%) 732:792 (3%)	view
9	x 2	tensorflow_ranking/extension tensorflow_ranking/python/keras	pipeline.py pipeline.py	264:272 (4%) 954:962 (2%)	view
8	x 2	tensorflow_ranking/python tensorflow_ranking/python	estimator.py estimator.py	514:522 (2%) 822:830 (2%)	view
8	x 2	tensorflow_ranking/python/keras tensorflow_ranking/python/keras	losses.py losses.py	491:548 (2%) 565:618 (2%)	view
8	x 2	tensorflow_ranking/python/keras tensorflow_ranking/python/keras	model.py pipeline.py	444:451 (2%) 1145:1152 (2%)	view
8	x 2	tensorflow_ranking/python/keras tensorflow_ranking/python/keras	losses.py losses.py	322:379 (2%) 628:703 (2%)	view
8	x 2	tensorflow_ranking/python/keras tensorflow_ranking/python/keras	losses.py losses.py	322:379 (2%) 565:618 (2%)	view
8	x 2	tensorflow_ranking/python tensorflow_ranking/python	data.py data.py	372:379 (1%) 846:853 (1%)	view
8	x 2	tensorflow_ranking/python/keras tensorflow_ranking/python/keras	model.py pipeline.py	444:451 (2%) 1044:1051 (2%)	view
8	x 2	tensorflow_ranking/python/keras tensorflow_ranking/python	losses.py losses.py	31:38 (2%) 38:45 (2%)	view
8	x 2	tensorflow_ranking/python/keras tensorflow_ranking/python/keras	losses.py losses.py	322:379 (2%) 389:447 (2%)	view
8	x 2	tensorflow_ranking/python/keras tensorflow_ranking/python/keras	losses.py losses.py	491:548 (2%) 628:703 (2%)	view

Duplicated Units

The list of top 3 duplicated units.

See data for all 3 unit duplicates...

Size	#	Folders	Files	Lines	Code
9	x 2	tensorflow_ranking/python/keras tensorflow_ranking/python/keras	losses.py losses.py	0:0 0:0	view
8	x 2	tensorflow_ranking/python/keras tensorflow_ranking/python/keras	losses.py losses.py	0:0 0:0	view
6	x 2	tensorflow_ranking/python/keras tensorflow_ranking/python/keras	losses.py losses.py	0:0 0:0	view