deeplearning4j/deeplearning4j

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nd4j/nd4j-backends/nd4j-api-parent/nd4j-api/src/main/java/org/nd4j/autodiff/samediff/TrainingConfig.java

Summary

Maintainability
D
1 day
Test Coverage

Builder has 26 methods (exceeds 20 allowed). Consider refactoring.
Open

    public static class Builder {

        private IUpdater updater;
        private List<Regularization> regularization = new ArrayList<>();
        private boolean minimize = true;

    File TrainingConfig.java has 268 lines of code (exceeds 250 allowed). Consider refactoring.
    Open

    /*
     *  ******************************************************************************
     *  *
     *  *
     *  * This program and the accompanying materials are made available under the

      Method addEvaluations has 6 arguments (exceeds 4 allowed). Consider refactoring.
      Open

              private void addEvaluations(boolean validation, @NonNull Map<String, List<IEvaluation>> evaluationMap, @NonNull Map<String, Integer> labelMap,
                      @NonNull String variableName, int labelIndex, @NonNull IEvaluation... evaluations) {

        Method removeInstancesWithWarning has a Cognitive Complexity of 8 (exceeds 5 allowed). Consider refactoring.
        Open

            public static void removeInstancesWithWarning(List<?> list, Class<?> remove, String warning){
                if(list == null || list.isEmpty())
                    return;
                Iterator<?> iter = list.iterator();
                while(iter.hasNext()){

        Cognitive Complexity

        Cognitive Complexity is a measure of how difficult a unit of code is to intuitively understand. Unlike Cyclomatic Complexity, which determines how difficult your code will be to test, Cognitive Complexity tells you how difficult your code will be to read and comprehend.

        A method's cognitive complexity is based on a few simple rules:

        • Code is not considered more complex when it uses shorthand that the language provides for collapsing multiple statements into one
        • Code is considered more complex for each "break in the linear flow of the code"
        • Code is considered more complex when "flow breaking structures are nested"

        Further reading

        Method addEvaluations has a Cognitive Complexity of 7 (exceeds 5 allowed). Consider refactoring.
        Open

                private void addEvaluations(boolean validation, @NonNull Map<String, List<IEvaluation>> evaluationMap, @NonNull Map<String, Integer> labelMap,
                        @NonNull String variableName, int labelIndex, @NonNull IEvaluation... evaluations) {
                    if(evaluationMap.containsKey(variableName) && labelMap.get(variableName) != labelIndex){
                        String s;
        
        

        Cognitive Complexity

        Cognitive Complexity is a measure of how difficult a unit of code is to intuitively understand. Unlike Cyclomatic Complexity, which determines how difficult your code will be to test, Cognitive Complexity tells you how difficult your code will be to read and comprehend.

        A method's cognitive complexity is based on a few simple rules:

        • Code is not considered more complex when it uses shorthand that the language provides for collapsing multiple statements into one
        • Code is considered more complex for each "break in the linear flow of the code"
        • Code is considered more complex when "flow breaking structures are nested"

        Further reading

        Identical blocks of code found in 2 locations. Consider refactoring.
        Open

                private void addEvaluations(boolean validation, @NonNull Map<String, List<IEvaluation>> evaluationMap, @NonNull Map<String, Integer> labelMap,
                        @NonNull String variableName, int labelIndex, @NonNull IEvaluation... evaluations) {
                    if(evaluationMap.containsKey(variableName) && labelMap.get(variableName) != labelIndex){
                        String s;
        
        
        nd4j/nd4j-backends/nd4j-api-parent/nd4j-api/src/main/java/org/nd4j/autodiff/listeners/ListenerEvaluations.java on lines 123..145

        Duplicated Code

        Duplicated code can lead to software that is hard to understand and difficult to change. The Don't Repeat Yourself (DRY) principle states:

        Every piece of knowledge must have a single, unambiguous, authoritative representation within a system.

        When you violate DRY, bugs and maintenance problems are sure to follow. Duplicated code has a tendency to both continue to replicate and also to diverge (leaving bugs as two similar implementations differ in subtle ways).

        Tuning

        This issue has a mass of 147.

        We set useful threshold defaults for the languages we support but you may want to adjust these settings based on your project guidelines.

        The threshold configuration represents the minimum mass a code block must have to be analyzed for duplication. The lower the threshold, the more fine-grained the comparison.

        If the engine is too easily reporting duplication, try raising the threshold. If you suspect that the engine isn't catching enough duplication, try lowering the threshold. The best setting tends to differ from language to language.

        See codeclimate-duplication's documentation for more information about tuning the mass threshold in your .codeclimate.yml.

        Refactorings

        Further Reading

        Similar blocks of code found in 3 locations. Consider refactoring.
        Open

            public TrainingConfig(IUpdater updater, List<Regularization> regularization, boolean minimize, List<String> dataSetFeatureMapping, List<String> dataSetLabelMapping,
                                  List<String> dataSetFeatureMaskMapping, List<String> dataSetLabelMaskMapping, DataType initialLossDataType) {
                this.updater = updater;
                this.regularization = regularization;
                this.minimize = minimize;
        deeplearning4j/deeplearning4j-data/deeplearning4j-datavec-iterators/src/main/java/org/deeplearning4j/datasets/datavec/RecordReaderDataSetIterator.java on lines 152..163
        nd4j/nd4j-backends/nd4j-api-parent/nd4j-api/src/main/java/org/nd4j/linalg/api/ops/DynamicCustomOp.java on lines 874..883

        Duplicated Code

        Duplicated code can lead to software that is hard to understand and difficult to change. The Don't Repeat Yourself (DRY) principle states:

        Every piece of knowledge must have a single, unambiguous, authoritative representation within a system.

        When you violate DRY, bugs and maintenance problems are sure to follow. Duplicated code has a tendency to both continue to replicate and also to diverge (leaving bugs as two similar implementations differ in subtle ways).

        Tuning

        This issue has a mass of 93.

        We set useful threshold defaults for the languages we support but you may want to adjust these settings based on your project guidelines.

        The threshold configuration represents the minimum mass a code block must have to be analyzed for duplication. The lower the threshold, the more fine-grained the comparison.

        If the engine is too easily reporting duplication, try raising the threshold. If you suspect that the engine isn't catching enough duplication, try lowering the threshold. The best setting tends to differ from language to language.

        See codeclimate-duplication's documentation for more information about tuning the mass threshold in your .codeclimate.yml.

        Refactorings

        Further Reading

        Identical blocks of code found in 2 locations. Consider refactoring.
        Open

            public static void removeInstancesWithWarning(List<?> list, Class<?> remove, String warning){
                if(list == null || list.isEmpty())
                    return;
                Iterator<?> iter = list.iterator();
                while(iter.hasNext()){
        deeplearning4j/deeplearning4j-nn/src/main/java/org/deeplearning4j/util/NetworkUtils.java on lines 391..404

        Duplicated Code

        Duplicated code can lead to software that is hard to understand and difficult to change. The Don't Repeat Yourself (DRY) principle states:

        Every piece of knowledge must have a single, unambiguous, authoritative representation within a system.

        When you violate DRY, bugs and maintenance problems are sure to follow. Duplicated code has a tendency to both continue to replicate and also to diverge (leaving bugs as two similar implementations differ in subtle ways).

        Tuning

        This issue has a mass of 86.

        We set useful threshold defaults for the languages we support but you may want to adjust these settings based on your project guidelines.

        The threshold configuration represents the minimum mass a code block must have to be analyzed for duplication. The lower the threshold, the more fine-grained the comparison.

        If the engine is too easily reporting duplication, try raising the threshold. If you suspect that the engine isn't catching enough duplication, try lowering the threshold. The best setting tends to differ from language to language.

        See codeclimate-duplication's documentation for more information about tuning the mass threshold in your .codeclimate.yml.

        Refactorings

        Further Reading

        Similar blocks of code found in 2 locations. Consider refactoring.
        Open

                public Builder dataSetLabelMapping(List<String> dataSetLabelMapping){
                    Preconditions.checkNotNull(dataSetLabelMapping != null && dataSetLabelMapping.size() > 0, "No label mapping was provided");
                    this.dataSetLabelMapping = dataSetLabelMapping;
                    return this;
                }
        nd4j/nd4j-backends/nd4j-api-parent/nd4j-api/src/main/java/org/nd4j/autodiff/samediff/TrainingConfig.java on lines 308..312

        Duplicated Code

        Duplicated code can lead to software that is hard to understand and difficult to change. The Don't Repeat Yourself (DRY) principle states:

        Every piece of knowledge must have a single, unambiguous, authoritative representation within a system.

        When you violate DRY, bugs and maintenance problems are sure to follow. Duplicated code has a tendency to both continue to replicate and also to diverge (leaving bugs as two similar implementations differ in subtle ways).

        Tuning

        This issue has a mass of 42.

        We set useful threshold defaults for the languages we support but you may want to adjust these settings based on your project guidelines.

        The threshold configuration represents the minimum mass a code block must have to be analyzed for duplication. The lower the threshold, the more fine-grained the comparison.

        If the engine is too easily reporting duplication, try raising the threshold. If you suspect that the engine isn't catching enough duplication, try lowering the threshold. The best setting tends to differ from language to language.

        See codeclimate-duplication's documentation for more information about tuning the mass threshold in your .codeclimate.yml.

        Refactorings

        Further Reading

        Similar blocks of code found in 2 locations. Consider refactoring.
        Open

                public Builder dataSetFeatureMapping(List<String> dataSetFeatureMapping){
                    Preconditions.checkNotNull(dataSetFeatureMapping != null && dataSetFeatureMapping.size() > 0, "No feature mapping was provided");
                    this.dataSetFeatureMapping = dataSetFeatureMapping;
                    return this;
                }
        nd4j/nd4j-backends/nd4j-api-parent/nd4j-api/src/main/java/org/nd4j/autodiff/samediff/TrainingConfig.java on lines 334..338

        Duplicated Code

        Duplicated code can lead to software that is hard to understand and difficult to change. The Don't Repeat Yourself (DRY) principle states:

        Every piece of knowledge must have a single, unambiguous, authoritative representation within a system.

        When you violate DRY, bugs and maintenance problems are sure to follow. Duplicated code has a tendency to both continue to replicate and also to diverge (leaving bugs as two similar implementations differ in subtle ways).

        Tuning

        This issue has a mass of 42.

        We set useful threshold defaults for the languages we support but you may want to adjust these settings based on your project guidelines.

        The threshold configuration represents the minimum mass a code block must have to be analyzed for duplication. The lower the threshold, the more fine-grained the comparison.

        If the engine is too easily reporting duplication, try raising the threshold. If you suspect that the engine isn't catching enough duplication, try lowering the threshold. The best setting tends to differ from language to language.

        See codeclimate-duplication's documentation for more information about tuning the mass threshold in your .codeclimate.yml.

        Refactorings

        Further Reading

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