apple / coremltools
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...
Duplication Overall
  • 11% duplication:
    • 67,251 cleaned lines of cleaned code (without empty lines, comments, and frequently duplicated constructs such as imports)
    • 7,881 duplicated lines
  • 1,019 duplicates
system11% (7,881 lines)
Duplication per Extension
py14% (6,438 lines)
proto12% (980 lines)
cpp3% (397 lines)
hpp2% (54 lines)
mm2% (12 lines)
Duplication per Component (primary)
coremltools/converters15% (5,616 lines)
mlmodel/format12% (980 lines)
coremltools/models10% (815 lines)
mlmodel/src3% (439 lines)
modelpackage/src2% (12 lines)
coremlpython2% (12 lines)
coremltools18% (7 lines)
ROOT0% (0 lines)
cmake0% (0 lines)
coremltools/_deps0% (0 lines)
coremltools/proto0% (0 lines)
milstoragepython0% (0 lines)
mlmodel/build0% (0 lines)
mlmodel/tools0% (0 lines)
scripts0% (0 lines)
scripts/conda0% (0 lines)

Duplication Between Components (50+ lines)

G coremltools/converters coremltools/converters coremltools/models coremltools/models coremltools/converters--coremltools/models 74

Download: SVG DOT (open online Graphviz editor)

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Show more details on duplication between components...
Longest Duplicates
The list of 20 longest duplicates.
See data for all 1,019 duplicates...
Size#FoldersFilesLinesCode
50 x 2 coremltools/converters/keras
coremltools/converters/keras
_topology.py
_topology2.py
 506:570 (9%)
620:684 (7%)
 view
46 x 2 coremltools/converters/keras
coremltools/converters/keras
_topology.py
_topology2.py
 277:339 (8%)
365:428 (7%)
 view
42 x 2 coremltools/converters/keras
coremltools/converters/keras
_topology.py
_topology2.py
 230:273 (7%)
308:351 (6%)
 view
39 x 2 coremltools/converters/mil/experimental/passes
coremltools/converters/mil/mil/passes
generic_conv_batchnorm_fusion.py
conv_batchnorm_fusion.py
 71:132 (39%)
32:93 (39%)
 view
35 x 2 coremltools/converters/keras
coremltools/converters/keras
_topology.py
_topology2.py
 625:668 (6%)
742:786 (5%)
 view
34 x 2 coremltools/converters/keras
coremltools/converters/keras
_keras2_converter.py
_keras_converter.py
 566:606 (7%)
312:352 (9%)
 view
33 x 2 coremltools/converters/keras
coremltools/converters/keras
_layers.py
_layers2.py
 415:451 (4%)
1164:1200 (3%)
 view
33 x 2 coremltools/converters/keras
coremltools/converters/keras
_topology.py
_topology2.py
 670:706 (6%)
796:832 (5%)
 view
31 x 2 coremltools/converters/keras
coremltools/converters/keras
_topology.py
_topology2.py
 586:622 (5%)
703:739 (4%)
 view
29 x 2 coremltools/converters/keras
coremltools/converters/keras
_topology.py
_topology2.py
 185:216 (5%)
263:294 (4%)
 view
28 x 2 coremltools/converters/keras
coremltools/converters/keras
_layers.py
_layers.py
 620:651 (4%)
837:868 (4%)
 view
27 x 2 mlmodel/format
mlmodel/format
proto
ItemSimilarityRecommender.proto
TreeEnsemble.proto
 1:33 (33%)
1:32 (18%)
 view
27 x 2 coremltools/converters/mil/experimental/passes
coremltools/converters/mil/mil/passes
generic_conv_scale_fusion.py
conv_scale_fusion.py
 148:185 (17%)
75:112 (23%)
 view
23 x 2 coremltools/converters/onnx
coremltools/converters/onnx
_backend.py
_backend.py
 42:65 (18%)
133:156 (18%)
 view
22 x 2 coremltools/converters/keras
coremltools/converters/keras
_topology.py
_topology2.py
 341:365 (4%)
445:469 (3%)
 view
21 x 2 coremltools/models/neural_network
coremltools/models/neural_network
builder.py
builder.py
 3469:3493 (<1%)
3655:3679 (<1%)
 view
21 x 2 coremltools/converters/mil/mil/visitors
coremltools/converters/mil/mil/visitors
dot_visitor.py
dot_visitor.py
 124:144 (12%)
149:169 (12%)
 view
20 x 2 coremltools/converters/keras
coremltools/converters/keras
_topology.py
_topology2.py
 57:93 (3%)
79:115 (3%)
 view
20 x 2 coremltools/converters/keras
coremltools/converters/keras
_topology.py
_topology2.py
 433:458 (3%)
543:567 (3%)
 view
20 x 2 coremltools/converters/onnx
coremltools/converters/onnx
_transformers.py
_transformers.py
 364:387 (2%)
457:480 (2%)
 view
Duplicated Units
The list of top 20 duplicated units.
See data for all 22 unit duplicates...
Size#FoldersFilesLinesCode
30 x 2 coremltools/converters/keras
coremltools/converters/keras
_topology.py
_topology2.py
 0:0 
0:0 
 view
29 x 2 coremltools/converters/keras
coremltools/converters/keras
_topology.py
_topology2.py
 0:0 
0:0 
 view
14 x 2 coremltools/converters/keras
coremltools/converters/keras
_topology.py
_topology2.py
 0:0 
0:0 
 view
13 x 2 coremltools/converters/keras
coremltools/converters/keras
_topology.py
_topology2.py
 0:0 
0:0 
 view
10 x 2 coremltools/converters/keras
coremltools/converters/keras
_topology.py
_topology2.py
 0:0 
0:0 
 view
10 x 2 coremltools/converters/mil/frontend/tensorflow
coremltools/converters/mil/mil/visitors
dot_visitor.py
dot_visitor.py
 0:0 
0:0 
 view
9 x 2 mlmodel/src
mlmodel/src
LayerShapeConstraints.cpp
LayerShapeConstraints.cpp
 419:428 
430:441 
 view
9 x 2 mlmodel/src
mlmodel/src
LayerShapeConstraints.cpp
LayerShapeConstraints.cpp
 443:452 
454:463 
 view
8 x 2 coremltools/converters/keras
coremltools/converters/keras
_topology.py
_topology2.py
 0:0 
0:0 
 view
13 x 2 coremltools/converters/keras
coremltools/converters/keras
_topology.py
_topology2.py
 0:0 
0:0 
 view
8 x 2 mlmodel/src/Validation/NeuralNetwork
mlmodel/src/Validation/NeuralNetwork
NeuralNetworkLayerValidator.cpp
NeuralNetworkLayerValidator.cpp
 543:555 
1536:1546 
 view
8 x 2 mlmodel/src/Validation/NeuralNetwork
mlmodel/src/Validation/NeuralNetwork
NeuralNetworkLayerValidator.cpp
NeuralNetworkLayerValidator.cpp
 747:757 
779:789 
 view
7 x 2 coremltools/converters/keras
coremltools/converters/keras
_topology.py
_topology2.py
 0:0 
0:0 
 view
7 x 2 mlmodel/src/Validation
mlmodel/src/Validation
TreeEnsembleValidator.cpp
TreeEnsembleValidator.cpp
 17:26 
29:38 
 view
6 x 2 coremltools/converters/keras
coremltools/converters/keras
_topology.py
_topology2.py
 0:0 
0:0 
 view
6 x 2 coremltools/converters/keras
coremltools/converters/keras
_topology.py
_topology2.py
 0:0 
0:0 
 view
6 x 2 coremltools/converters/mil/frontend/torch
coremltools/converters/mil/mil/ops/defs
dialect_ops.py
tensor_transformation.py
 0:0 
0:0 
 view
6 x 2 coremltools/converters/sklearn
coremltools/converters/sklearn
_SVC.py
_SVR.py
 0:0 
0:0 
 view
6 x 2 coremltools/converters/keras
coremltools/converters/keras
_topology.py
_topology2.py
 0:0 
0:0 
 view
6 x 2 coremltools/converters/mil/frontend/torch
coremltools/converters/mil/frontend/torch
internal_graph.py
internal_graph.py
 0:0 
0:0 
 view