deeplearning4j/deeplearning4j

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datavec/datavec-api/src/main/java/org/datavec/api/util/ndarray/RecordConverter.java

Summary

Maintainability
D
1 day
Test Coverage

Method toMinibatchArray has a Cognitive Complexity of 19 (exceeds 5 allowed). Consider refactoring.
Open

    public static INDArray toMinibatchArray(@NonNull List<? extends Writable> l) {
        Preconditions.checkArgument(l.size() > 0, "Cannot convert empty list");

        //Edge case: single NDArrayWritable
        if(l.size() == 1 && l.get(0) instanceof NDArrayWritable){

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 toRecord has 60 lines of code (exceeds 25 allowed). Consider refactoring.
Open

    public static List<Writable> toRecord(Schema schema, List<Object> source){
        final List<Writable> record = new ArrayList<>(source.size());
        final List<ColumnMetaData> columnMetaData = schema.getColumnMetaData();

        if(columnMetaData.size() != source.size()){

    Method toArray has a Cognitive Complexity of 15 (exceeds 5 allowed). Consider refactoring.
    Open

        public static INDArray toArray(DataType dataType, Collection<? extends Writable> record) {
            List<Writable> l;
            if(record instanceof List){
                l = (List<Writable>)record;
            } else {

    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 toRecord has a Cognitive Complexity of 13 (exceeds 5 allowed). Consider refactoring.
    Open

        public static List<Writable> toRecord(Schema schema, List<Object> source){
            final List<Writable> record = new ArrayList<>(source.size());
            final List<ColumnMetaData> columnMetaData = schema.getColumnMetaData();
    
            if(columnMetaData.size() != source.size()){

    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 toArray has 37 lines of code (exceeds 25 allowed). Consider refactoring.
    Open

        public static INDArray toArray(DataType dataType, Collection<? extends Writable> record) {
            List<Writable> l;
            if(record instanceof List){
                l = (List<Writable>)record;
            } else {

      Method toMinibatchArray has 34 lines of code (exceeds 25 allowed). Consider refactoring.
      Open

          public static INDArray toMinibatchArray(@NonNull List<? extends Writable> l) {
              Preconditions.checkArgument(l.size() > 0, "Cannot convert empty list");
      
              //Edge case: single NDArrayWritable
              if(l.size() == 1 && l.get(0) instanceof NDArrayWritable){

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

                    if (w instanceof NDArrayWritable) {
                        INDArray a = ((NDArrayWritable) w).get();
                        if (!a.isRowVector()) {
                            throw new UnsupportedOperationException("Multiple writables present but NDArrayWritable is "
                                    + "not a row vector. Can only concat row vectors with other writables. Shape: "
        deeplearning4j/deeplearning4j-data/deeplearning4j-datavec-iterators/src/main/java/org/deeplearning4j/datasets/datavec/RecordReaderMultiDataSetIterator.java on lines 429..440

        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 70.

        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

                    if(!metaData.isValid(data)){
                        throw new IllegalArgumentException("Element "+i+": "+data+" is not valid for Column \""+metaData.getName()+"\" ("+metaData.getColumnType()+")");
                    }
        datavec/datavec-api/src/main/java/org/datavec/api/util/ndarray/RecordConverter.java on lines 297..298

        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 43.

        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

                            default:
                                throw new IllegalArgumentException("Element "+i+": "+data+" is not usable for Column \""+metaData.getName()+"\" ("+metaData.getColumnType()+")");
        datavec/datavec-api/src/main/java/org/datavec/api/util/ndarray/RecordConverter.java on lines 253..255

        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 43.

        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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