aws / sagemaker-spark - Conditional Complexity

Intro

Conditional complexity (also called cyclomatic complexity) is a term used to measure the complexity of software. The term refers to the number of possible paths through a program function. A higher value ofter means higher maintenance and testing costs (infosecinstitute.com).
Conditional complexity is calculated by counting all conditions in the program that can affect the execution path (e.g. if statement, loops, switches, and/or operators, try and catch blocks...).
Conditional complexity is measured at the unit level (methods, functions...).
Units are classified in four categories based on the measured McCabe index: 1-5 (simple units), 6-10 (medium complex units), 11-25 (complex units), 26+ (very complex units).

Learn more...

Conditional Complexity Overall

There are 572 units with 4,175 lines of code in units (56.8% of code).

0 very complex units (0 lines of code)
0 complex units (0 lines of code)
1 medium complex units (43 lines of code)
6 simple units (156 lines of code)
565 very simple units (3,976 lines of code)

Legend:

51+

26-50

11-25

6-10

1-5

Alternative Visuals

3D view of all units

Conditional Complexity per Extension

51+

26-50

11-25

6-10

1-5

Conditional Complexity per Logical Component

primary logical decomposition

51+

26-50

11-25

6-10

1-5

Most Complex Units

Top 50 most complex units

Unit	# lines	McCabe index	# params
private def setFeatures() in sagemaker-spark-sdk/src/main/scala/com/amazonaws/services/sagemaker/sparksdk/protobuf/ProtobufConverter.scala	43	11	2
private def awaitTrainingCompletion() in sagemaker-spark-sdk/src/main/scala/com/amazonaws/services/sagemaker/sparksdk/SageMakerEstimator.scala	36	10	1
private[sparksdk] def resolveS3Path() in sagemaker-spark-sdk/src/main/scala/com/amazonaws/services/sagemaker/sparksdk/SageMakerEstimator.scala	37	9	3
private def awaitEndpointCompletion() in sagemaker-spark-sdk/src/main/scala/com/amazonaws/services/sagemaker/sparksdk/SageMakerModel.scala	33	9	1
def _from_java() in sagemaker-pyspark-sdk/src/sagemaker_pyspark/wrapper.py	14	8	2
def rowToProtobuf() in sagemaker-spark-sdk/src/main/scala/com/amazonaws/services/sagemaker/sparksdk/protobuf/ProtobufConverter.scala	25	7	3
private def tryDescribe[T]() in sagemaker-spark-sdk/src/main/scala/com/amazonaws/services/sagemaker/sparksdk/SageMakerResourceCleanup.scala	11	6	1
def _py2j() in sagemaker-pyspark-sdk/src/sagemaker_pyspark/wrapper.py	13	5	2
def setNumModels() in sagemaker-pyspark-sdk/src/sagemaker_pyspark/algorithms/LinearLearnerSageMakerEstimator.py	6	5	2
def setLearningRate() in sagemaker-pyspark-sdk/src/sagemaker_pyspark/algorithms/LinearLearnerSageMakerEstimator.py	6	5	2
def setPositiveExampleWeightMult() in sagemaker-pyspark-sdk/src/sagemaker_pyspark/algorithms/LinearLearnerSageMakerEstimator.py	8	5	2
def setCenterFactor() in sagemaker-pyspark-sdk/src/sagemaker_pyspark/algorithms/KMeansSageMakerEstimator.py	6	5	2
def setTrialNum() in sagemaker-pyspark-sdk/src/sagemaker_pyspark/algorithms/KMeansSageMakerEstimator.py	6	5	2
def __init__() in sagemaker-pyspark-sdk/src/sagemaker_pyspark/SageMakerEstimator.py	44	5	11
def labeledSchemaValidator() in sagemaker-spark-sdk/src/main/scala/com/amazonaws/services/sagemaker/sparksdk/transformation/serializers/SchemaValidators.scala	10	5	3
private def setFeatures() in sagemaker-spark-sdk/src/main/scala/com/amazonaws/services/sagemaker/sparksdk/protobuf/ProtobufConverter.scala	22	5	2
private[sparksdk] def makeHyperParameters() in sagemaker-spark-sdk/src/main/scala/com/amazonaws/services/sagemaker/sparksdk/SageMakerEstimator.scala	10	5	0
override def fit() in sagemaker-spark-sdk/src/main/scala/com/amazonaws/services/sagemaker/sparksdk/SageMakerEstimator.scala	51	5	1
def getImage() in sagemaker-spark-sdk/src/main/scala/com/amazonaws/services/sagemaker/sparksdk/algorithms/ImageURIProvider.scala	12	5	5
def getMiniBatchSize: Int = $() in sagemaker-spark-sdk/src/main/scala/com/amazonaws/services/sagemaker/sparksdk/algorithms/SageMakerAlgorithmParams.scala	20	5	1
def __init__() in sagemaker-pyspark-sdk/src/sagemaker_pyspark/algorithms/PCASageMakerEstimator.py	44	4	6
def __init__() in sagemaker-pyspark-sdk/src/sagemaker_pyspark/algorithms/LDASageMakerEstimator.py	40	4	6
def __init__() in sagemaker-pyspark-sdk/src/sagemaker_pyspark/algorithms/LinearLearnerSageMakerEstimator.py	46	4	6
def __init__() in sagemaker-pyspark-sdk/src/sagemaker_pyspark/algorithms/LinearLearnerSageMakerEstimator.py	46	4	6
def __init__() in sagemaker-pyspark-sdk/src/sagemaker_pyspark/algorithms/LinearLearnerSageMakerEstimator.py	45	4	6
def __init__() in sagemaker-pyspark-sdk/src/sagemaker_pyspark/algorithms/FactorizationMachinesSageMakerEstimator.py	46	4	6
def __init__() in sagemaker-pyspark-sdk/src/sagemaker_pyspark/algorithms/FactorizationMachinesSageMakerEstimator.py	45	4	6
def __init__() in sagemaker-pyspark-sdk/src/sagemaker_pyspark/algorithms/KMeansSageMakerEstimator.py	44	4	6
def __init__() in sagemaker-pyspark-sdk/src/sagemaker_pyspark/algorithms/XGBoostSageMakerEstimator.py	40	4	6
def __init__() in sagemaker-pyspark-sdk/src/sagemaker_pyspark/SageMakerModel.py	42	4	12
private[sparksdk] def buildCreateTrainingJobRequest() in sagemaker-spark-sdk/src/main/scala/com/amazonaws/services/sagemaker/sparksdk/SageMakerEstimator.scala	47	4	3
protected def inArrayOrAboveParamValidator() in sagemaker-spark-sdk/src/main/scala/com/amazonaws/services/sagemaker/sparksdk/algorithms/SageMakerAlgorithmParams.scala	9	4	2
protected def parseTrueAndFalse() in sagemaker-spark-sdk/src/main/scala/com/amazonaws/services/sagemaker/sparksdk/algorithms/SageMakerAlgorithmParams.scala	7	4	1
def setExtraComponents() in sagemaker-pyspark-sdk/src/sagemaker_pyspark/algorithms/PCASageMakerEstimator.py	4	3	2
def setMomentum() in sagemaker-pyspark-sdk/src/sagemaker_pyspark/algorithms/LinearLearnerSageMakerEstimator.py	4	3	2
def setBeta1() in sagemaker-pyspark-sdk/src/sagemaker_pyspark/algorithms/LinearLearnerSageMakerEstimator.py	4	3	2
def setBeta2() in sagemaker-pyspark-sdk/src/sagemaker_pyspark/algorithms/LinearLearnerSageMakerEstimator.py	4	3	2
def setLrSchedulerFactor() in sagemaker-pyspark-sdk/src/sagemaker_pyspark/algorithms/LinearLearnerSageMakerEstimator.py	4	3	2
def setQuantile() in sagemaker-pyspark-sdk/src/sagemaker_pyspark/algorithms/LinearLearnerSageMakerEstimator.py	4	3	2
def _get_java_obj() in sagemaker-pyspark-sdk/src/sagemaker_pyspark/algorithms/LinearLearnerSageMakerEstimator.py	37	3	2
def setTargetRecall() in sagemaker-pyspark-sdk/src/sagemaker_pyspark/algorithms/LinearLearnerSageMakerEstimator.py	4	3	2
def setTargetPrecision() in sagemaker-pyspark-sdk/src/sagemaker_pyspark/algorithms/LinearLearnerSageMakerEstimator.py	4	3	2
def _get_java_obj() in sagemaker-pyspark-sdk/src/sagemaker_pyspark/algorithms/LinearLearnerSageMakerEstimator.py	37	3	2
def setNumClasses() in sagemaker-pyspark-sdk/src/sagemaker_pyspark/algorithms/LinearLearnerSageMakerEstimator.py	4	3	2
def _get_java_obj() in sagemaker-pyspark-sdk/src/sagemaker_pyspark/algorithms/LinearLearnerSageMakerEstimator.py	37	3	2
def _get_java_obj() in sagemaker-pyspark-sdk/src/sagemaker_pyspark/algorithms/FactorizationMachinesSageMakerEstimator.py	37	3	2
def _get_java_obj() in sagemaker-pyspark-sdk/src/sagemaker_pyspark/algorithms/FactorizationMachinesSageMakerEstimator.py	37	3	2
def setTol() in sagemaker-pyspark-sdk/src/sagemaker_pyspark/algorithms/KMeansSageMakerEstimator.py	4	3	2
def setEvalMetrics() in sagemaker-pyspark-sdk/src/sagemaker_pyspark/algorithms/KMeansSageMakerEstimator.py	8	3	2
def setEta() in sagemaker-pyspark-sdk/src/sagemaker_pyspark/algorithms/XGBoostSageMakerEstimator.py	4	3	2