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Intro

For duplication, we look at places in code where there are six 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...

Duplication Overall

17% duplication:

37,086 cleaned lines of cleaned code (without empty lines, comments, and frequently duplicated constructs such as imports)
6,490 duplicated lines

266 duplicates

Duplication per Extension

Duplication per Component (primary)

Duplication Between Components (50+ lines)

Download: SVG DOT (open online Graphviz editor)

From Component --> To Component	Duplicated Lines	File Pairs	Details
tutorial --> examples	236	1 file pair	details...

Show more details on duplication between components...

Longest Duplicates

The list of 20 longest duplicates.

Size	#	Folders	Files	Lines	Code
88	x 2	tutorial/source examples/rsa	search_inference.py search_inference.py	92:224 (66%) 80:212 (68%)	view
32	x 2	tutorial/source tutorial/source	easyguide.ipynb tensor_shapes.ipynb	291:322 (9%) 738:769 (4%)	view
30	x 3	tutorial/source tutorial/source tutorial/source	modules.ipynb easyguide.ipynb tensor_shapes.ipynb	732:761 (3%) 291:320 (9%) 738:767 (3%)	view
30	x 2	tutorial/source examples/rsa	search_inference.py search_inference.py	40:83 (22%) 28:71 (23%)	view
27	x 2	tutorial/source tutorial/source	vae.ipynb ss-vae.ipynb	636:662 (4%) 512:538 (5%)	view
26	x 5	tutorial/source tutorial/source tutorial/source tutorial/source tutorial/source	contrib_funsor_intro_ii.ipynb tensor_shapes.ipynb enumeration.ipynb modules.ipynb easyguide.ipynb	472:497 (5%) 738:763 (3%) 614:639 (4%) 732:757 (3%) 291:316 (8%)	view
25	x 7	tutorial/source tutorial/source tutorial/source tutorial/source tutorial/source tutorial/source tutorial/source	effect_handlers.ipynb ekf.ipynb intro_part_i.ipynb custom_objectives.ipynb elections.ipynb svi_part_ii.ipynb jit.ipynb	701:725 (3%) 241:265 (9%) 298:322 (7%) 231:255 (9%) 783:807 (3%) 211:235 (10%) 377:401 (6%)	view
24	x 9	tutorial/source tutorial/source tutorial/source tutorial/source tutorial/source tutorial/source tutorial/source tutorial/source tutorial/source	elections.ipynb easyguide.ipynb tensor_shapes.ipynb intro_part_i.ipynb ekf.ipynb effect_handlers.ipynb custom_objectives.ipynb jit.ipynb svi_part_ii.ipynb	784:807 (2%) 299:322 (7%) 746:769 (3%) 299:322 (7%) 242:265 (9%) 702:725 (3%) 232:255 (9%) 378:401 (5%) 212:235 (10%)	view
24	x 2	tutorial/source tutorial/source	contrib_funsor_intro_ii.ipynb contrib_funsor_intro_i.ipynb	480:503 (4%) 651:674 (3%)	view
22	x 10	tutorial/source tutorial/source tutorial/source tutorial/source tutorial/source tutorial/source tutorial/source tutorial/source tutorial/source tutorial/source	modules.ipynb jit.ipynb elections.ipynb effect_handlers.ipynb easyguide.ipynb intro_part_i.ipynb custom_objectives.ipynb tensor_shapes.ipynb ekf.ipynb svi_part_ii.ipynb	740:761 (2%) 378:399 (5%) 784:805 (2%) 702:723 (3%) 299:320 (6%) 299:320 (6%) 232:253 (8%) 746:767 (2%) 242:263 (8%) 212:233 (9%)	view
22	x 3	tutorial/source tutorial/source tutorial/source	ss-vae.ipynb svi_part_i.ipynb vae.ipynb	517:538 (4%) 366:387 (5%) 641:662 (3%)	view
22	x 2	tutorial/source tutorial/source	enumeration.ipynb mle_map.ipynb	622:643 (3%) 259:280 (7%)	view
21	x 12	tutorial/source tutorial/source tutorial/source tutorial/source tutorial/source tutorial/source tutorial/source tutorial/source tutorial/source tutorial/source ...	effect_handlers.ipynb svi_part_i.ipynb jit.ipynb intro_part_i.ipynb elections.ipynb vae.ipynb easyguide.ipynb ss-vae.ipynb custom_objectives.ipynb tensor_shapes.ipynb ...	705:725 (2%) 367:387 (5%) 381:401 (5%) 302:322 (6%) 787:807 (2%) 642:662 (3%) 302:322 (6%) 518:538 (3%) 235:255 (8%) 749:769 (2%) ...	view
21	x 2	pyro/infer pyro/infer	traceenum_elbo.py tracetmc_elbo.py	315:345 (6%) 143:173 (19%)	view
19	x 13	tutorial/source tutorial/source tutorial/source tutorial/source tutorial/source tutorial/source tutorial/source tutorial/source tutorial/source tutorial/source ...	modules.ipynb svi_part_i.ipynb elections.ipynb jit.ipynb custom_objectives.ipynb tensor_shapes.ipynb effect_handlers.ipynb vae.ipynb ekf.ipynb svi_part_ii.ipynb ...	743:761 (2%) 367:385 (4%) 787:805 (2%) 381:399 (4%) 235:253 (7%) 749:767 (2%) 705:723 (2%) 642:660 (2%) 245:263 (7%) 215:233 (8%) ...	view
19	x 9	tutorial/source tutorial/source tutorial/source tutorial/source tutorial/source tutorial/source tutorial/source tutorial/source tutorial/source	mle_map.ipynb intro_part_i.ipynb effect_handlers.ipynb jit.ipynb contrib_funsor_intro_i.ipynb elections.ipynb custom_objectives.ipynb ekf.ipynb svi_part_ii.ipynb	258:276 (6%) 298:316 (5%) 701:719 (2%) 377:395 (4%) 650:668 (2%) 783:801 (2%) 231:249 (7%) 241:259 (7%) 211:229 (8%)	view
19	x 2	pyro/ops pyro/ops	rings.py rings.py	135:155 (10%) 186:206 (10%)	view
18	x 14	tutorial/source tutorial/source tutorial/source tutorial/source tutorial/source tutorial/source tutorial/source tutorial/source tutorial/source tutorial/source ...	enumeration.ipynb jit.ipynb contrib_funsor_intro_ii.ipynb intro_part_i.ipynb modules.ipynb elections.ipynb svi_part_ii.ipynb effect_handlers.ipynb easyguide.ipynb custom_objectives.ipynb ...	622:639 (2%) 378:395 (4%) 480:497 (3%) 299:316 (5%) 740:757 (2%) 784:801 (2%) 212:229 (7%) 702:719 (2%) 299:316 (5%) 232:249 (7%) ...	view
18	x 2	pyro/contrib/epidemiology pyro/contrib/epidemiology	models.py models.py	993:1018 (3%) 1095:1119 (3%)	view
17	x 2	pyro/poutine pyro/poutine	enum_messenger.py enum_messenger.py	16:40 (12%) 56:80 (12%)	view

Most Frequent Duplicates

The list of 20 most frequently found duplicates.

Size	#	Folders	Files	Lines	Code
6	x 173	tutorial/source tutorial/source tutorial/source tutorial/source tutorial/source tutorial/source tutorial/source tutorial/source tutorial/source tutorial/source ...	mle_map.ipynb intro_part_i.ipynb effect_handlers.ipynb svi_part_i.ipynb jit.ipynb enumeration.ipynb contrib_funsor_intro_ii.ipynb tensor_shapes.ipynb contrib_funsor_intro_i.ipynb modules.ipynb ...	8:13 (2%) 30:35 (1%) 27:32 (<1%) 179:184 (1%) 53:58 (1%) 56:61 (<1%) 31:36 (1%) 62:67 (<1%) 8:13 (<1%) 66:71 (<1%) ...	view
6	x 54	tutorial/source tutorial/source tutorial/source tutorial/source tutorial/source tutorial/source tutorial/source tutorial/source tutorial/source tutorial/source ...	mle_map.ipynb intro_part_i.ipynb effect_handlers.ipynb jit.ipynb enumeration.ipynb contrib_funsor_intro_ii.ipynb tensor_shapes.ipynb contrib_funsor_intro_i.ipynb modules.ipynb elections.ipynb ...	135:140 (2%) 46:51 (1%) 83:88 (<1%) 100:105 (1%) 79:84 (<1%) 99:104 (1%) 330:335 (<1%) 101:106 (<1%) 217:222 (<1%) 39:44 (<1%) ...	view
8	x 30	tutorial/source tutorial/source tutorial/source tutorial/source tutorial/source tutorial/source tutorial/source tutorial/source tutorial/source tutorial/source ...	vae.ipynb ss-vae.ipynb ekf.ipynb easyguide.ipynb svi_part_i.ipynb easyguide.ipynb easyguide.ipynb easyguide.ipynb easyguide.ipynb vae.ipynb ...	89:96 (1%) 95:102 (1%) 78:85 (3%) 29:36 (2%) 246:253 (2%) 63:70 (2%) 91:98 (2%) 113:120 (2%) 155:162 (2%) 110:117 (1%) ...	view
6	x 17	tutorial/source tutorial/source tutorial/source tutorial/source tutorial/source tutorial/source tutorial/source tutorial/source tutorial/source tutorial/source ...	mle_map.ipynb intro_part_i.ipynb effect_handlers.ipynb svi_part_i.ipynb jit.ipynb enumeration.ipynb contrib_funsor_intro_ii.ipynb tensor_shapes.ipynb contrib_funsor_intro_i.ipynb modules.ipynb ...	1:6 (2%) 1:6 (1%) 1:6 (<1%) 1:6 (1%) 1:6 (1%) 1:6 (<1%) 1:6 (1%) 1:6 (<1%) 1:6 (<1%) 1:6 (<1%) ...	view
15	x 17	tutorial/source tutorial/source tutorial/source tutorial/source tutorial/source tutorial/source tutorial/source tutorial/source tutorial/source tutorial/source ...	enumeration.ipynb svi_part_i.ipynb effect_handlers.ipynb vae.ipynb easyguide.ipynb intro_part_i.ipynb contrib_funsor_intro_ii.ipynb custom_objectives.ipynb elections.ipynb tensor_shapes.ipynb ...	625:639 (2%) 367:381 (3%) 705:719 (2%) 642:656 (2%) 302:316 (4%) 302:316 (4%) 483:497 (2%) 235:249 (5%) 787:801 (1%) 749:763 (1%) ...	view
18	x 14	tutorial/source tutorial/source tutorial/source tutorial/source tutorial/source tutorial/source tutorial/source tutorial/source tutorial/source tutorial/source ...	enumeration.ipynb jit.ipynb contrib_funsor_intro_ii.ipynb intro_part_i.ipynb modules.ipynb elections.ipynb svi_part_ii.ipynb effect_handlers.ipynb easyguide.ipynb custom_objectives.ipynb ...	622:639 (2%) 378:395 (4%) 480:497 (3%) 299:316 (5%) 740:757 (2%) 784:801 (2%) 212:229 (7%) 702:719 (2%) 299:316 (5%) 232:249 (7%) ...	view
19	x 13	tutorial/source tutorial/source tutorial/source tutorial/source tutorial/source tutorial/source tutorial/source tutorial/source tutorial/source tutorial/source ...	modules.ipynb svi_part_i.ipynb elections.ipynb jit.ipynb custom_objectives.ipynb tensor_shapes.ipynb effect_handlers.ipynb vae.ipynb ekf.ipynb svi_part_ii.ipynb ...	743:761 (2%) 367:385 (4%) 787:805 (2%) 381:399 (4%) 235:253 (7%) 749:767 (2%) 705:723 (2%) 642:660 (2%) 245:263 (7%) 215:233 (8%) ...	view
21	x 12	tutorial/source tutorial/source tutorial/source tutorial/source tutorial/source tutorial/source tutorial/source tutorial/source tutorial/source tutorial/source ...	effect_handlers.ipynb svi_part_i.ipynb jit.ipynb intro_part_i.ipynb elections.ipynb vae.ipynb easyguide.ipynb ss-vae.ipynb custom_objectives.ipynb tensor_shapes.ipynb ...	705:725 (2%) 367:387 (5%) 381:401 (5%) 302:322 (6%) 787:807 (2%) 642:662 (3%) 302:322 (6%) 518:538 (3%) 235:255 (8%) 749:769 (2%) ...	view
6	x 11	tutorial/source tutorial/source tutorial/source tutorial/source tutorial/source tutorial/source tutorial/source tutorial/source tutorial/source tutorial/source ...	mle_map.ipynb intro_part_i.ipynb effect_handlers.ipynb jit.ipynb enumeration.ipynb contrib_funsor_intro_ii.ipynb modules.ipynb elections.ipynb tensor_shapes.ipynb contrib_funsor_intro_i.ipynb ...	113:118 (2%) 149:154 (1%) 167:172 (<1%) 165:170 (1%) 174:179 (<1%) 149:154 (1%) 183:188 (<1%) 83:88 (<1%) 159:164 (<1%) 154:159 (<1%) ...	view
6	x 10	tutorial/source tutorial/source tutorial/source tutorial/source tutorial/source tutorial/source tutorial/source tutorial/source tutorial/source tutorial/source	contrib_funsor_intro_ii.ipynb enumeration.ipynb intro_part_i.ipynb modules.ipynb elections.ipynb effect_handlers.ipynb tensor_shapes.ipynb mle_map.ipynb jit.ipynb contrib_funsor_intro_i.ipynb	244:249 (1%) 289:294 (<1%) 215:220 (1%) 259:264 (<1%) 105:110 (<1%) 338:343 (<1%) 259:264 (<1%) 149:154 (2%) 339:344 (1%) 234:239 (<1%)	view
6	x 10	tutorial/source tutorial/source tutorial/source tutorial/source tutorial/source tutorial/source tutorial/source tutorial/source tutorial/source tutorial/source	mle_map.ipynb intro_part_i.ipynb effect_handlers.ipynb jit.ipynb enumeration.ipynb contrib_funsor_intro_ii.ipynb tensor_shapes.ipynb modules.ipynb elections.ipynb contrib_funsor_intro_i.ipynb	90:95 (2%) 117:122 (1%) 110:115 (<1%) 130:135 (1%) 134:139 (<1%) 94:99 (1%) 138:143 (<1%) 158:163 (<1%) 34:39 (<1%) 125:130 (<1%)	view
22	x 10	tutorial/source tutorial/source tutorial/source tutorial/source tutorial/source tutorial/source tutorial/source tutorial/source tutorial/source tutorial/source	modules.ipynb jit.ipynb elections.ipynb effect_handlers.ipynb easyguide.ipynb intro_part_i.ipynb custom_objectives.ipynb tensor_shapes.ipynb ekf.ipynb svi_part_ii.ipynb	740:761 (2%) 378:399 (5%) 784:805 (2%) 702:723 (3%) 299:320 (6%) 299:320 (6%) 232:253 (8%) 746:767 (2%) 242:263 (8%) 212:233 (9%)	view
6	x 10	tutorial/source tutorial/source tutorial/source tutorial/source tutorial/source tutorial/source tutorial/source tutorial/source tutorial/source tutorial/source	contrib_funsor_intro_ii.ipynb enumeration.ipynb intro_part_i.ipynb contrib_funsor_intro_i.ipynb modules.ipynb jit.ipynb elections.ipynb effect_handlers.ipynb tensor_shapes.ipynb mle_map.ipynb	63:68 (1%) 108:113 (<1%) 82:87 (1%) 96:101 (<1%) 127:132 (<1%) 95:100 (1%) 24:29 (<1%) 78:83 (<1%) 116:121 (<1%) 58:63 (2%)	view
7	x 10	tutorial/source tutorial/source tutorial/source tutorial/source tutorial/source tutorial/source tutorial/source tutorial/source tutorial/source tutorial/source	modules.ipynb easyguide.ipynb enumeration.ipynb svi_part_i.ipynb vae.ipynb contrib_funsor_intro_ii.ipynb tensor_shapes.ipynb ekf.ipynb ss-vae.ipynb easyguide.ipynb	732:738 (<1%) 29:35 (2%) 614:620 (1%) 246:252 (1%) 89:95 (1%) 472:478 (1%) 738:744 (<1%) 78:84 (2%) 95:101 (1%) 291:297 (2%)	view
24	x 9	tutorial/source tutorial/source tutorial/source tutorial/source tutorial/source tutorial/source tutorial/source tutorial/source tutorial/source	elections.ipynb easyguide.ipynb tensor_shapes.ipynb intro_part_i.ipynb ekf.ipynb effect_handlers.ipynb custom_objectives.ipynb jit.ipynb svi_part_ii.ipynb	784:807 (2%) 299:322 (7%) 746:769 (3%) 299:322 (7%) 242:265 (9%) 702:725 (3%) 232:255 (9%) 378:401 (5%) 212:235 (10%)	view
6	x 9	tutorial/source tutorial/source tutorial/source tutorial/source tutorial/source tutorial/source tutorial/source tutorial/source tutorial/source	mle_map.ipynb intro_part_i.ipynb effect_handlers.ipynb jit.ipynb enumeration.ipynb contrib_funsor_intro_ii.ipynb tensor_shapes.ipynb contrib_funsor_intro_i.ipynb modules.ipynb	130:135 (2%) 193:198 (1%) 238:243 (<1%) 208:213 (1%) 221:226 (<1%) 204:209 (1%) 182:187 (<1%) 183:188 (<1%) 212:217 (<1%)	view
8	x 9	tutorial/source tutorial/source tutorial/source tutorial/source tutorial/source tutorial/source tutorial/source tutorial/source tutorial/source	contrib_funsor_intro_ii.ipynb tensor_shapes.ipynb enumeration.ipynb intro_part_i.ipynb contrib_funsor_intro_i.ipynb modules.ipynb effect_handlers.ipynb mle_map.ipynb jit.ipynb	8:15 (1%) 36:43 (1%) 34:41 (1%) 18:25 (2%) 30:37 (1%) 42:49 (1%) 10:17 (1%) 15:22 (2%) 30:37 (1%)	view
6	x 9	tutorial/source tutorial/source tutorial/source tutorial/source tutorial/source tutorial/source tutorial/source tutorial/source tutorial/source	mle_map.ipynb intro_part_i.ipynb effect_handlers.ipynb enumeration.ipynb contrib_funsor_intro_ii.ipynb modules.ipynb elections.ipynb tensor_shapes.ipynb contrib_funsor_intro_i.ipynb	195:200 (2%) 250:255 (1%) 442:447 (<1%) 341:346 (<1%) 294:299 (1%) 315:320 (<1%) 137:142 (<1%) 325:330 (<1%) 274:279 (<1%)	view
6	x 9	tutorial/source tutorial/source tutorial/source tutorial/source tutorial/source tutorial/source tutorial/source tutorial/source tutorial/source	mle_map.ipynb intro_part_i.ipynb effect_handlers.ipynb jit.ipynb enumeration.ipynb contrib_funsor_intro_ii.ipynb contrib_funsor_intro_i.ipynb modules.ipynb tensor_shapes.ipynb	36:41 (2%) 41:46 (1%) 38:43 (<1%) 71:76 (1%) 74:79 (<1%) 44:49 (1%) 54:59 (<1%) 86:91 (<1%) 95:100 (<1%)	view
19	x 9	tutorial/source tutorial/source tutorial/source tutorial/source tutorial/source tutorial/source tutorial/source tutorial/source tutorial/source	mle_map.ipynb intro_part_i.ipynb effect_handlers.ipynb jit.ipynb contrib_funsor_intro_i.ipynb elections.ipynb custom_objectives.ipynb ekf.ipynb svi_part_ii.ipynb	258:276 (6%) 298:316 (5%) 701:719 (2%) 377:395 (4%) 650:668 (2%) 783:801 (2%) 231:249 (7%) 241:259 (7%) 211:229 (8%)	view

PyroDuplication

Duplication Between Components (50+ lines)

Pyro
Duplication