deeplearning4j/deeplearning4j

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datavec/datavec-api/src/main/java/org/datavec/api/records/writer/impl/misc/SVMLightRecordWriter.java

Summary

Maintainability
D
2 days
Test Coverage

Method write has a Cognitive Complexity of 99 (exceeds 5 allowed). Consider refactoring.
Open

    @Override
    public PartitionMetaData write(List<Writable> record) throws IOException {
        if (!record.isEmpty()) {
            List<Writable> recordList = record instanceof List ? (List<Writable>) record : new ArrayList<>(record);

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 write has 87 lines of code (exceeds 25 allowed). Consider refactoring.
Open

    @Override
    public PartitionMetaData write(List<Writable> record) throws IOException {
        if (!record.isEmpty()) {
            List<Writable> recordList = record instanceof List ? (List<Writable>) record : new ArrayList<>(record);

    Avoid deeply nested control flow statements.
    Open

                            for (int j = 0; j < arr.length(); j++) {
                                double val = arr.getDouble(j);
                                // If multilabel, only store indeces of non-zero labels
                                if (multilabel) {
                                    if (val == 1.0) {

      Avoid deeply nested control flow statements.
      Open

                              if (val != 0) {
                                  result.append(SVMLightRecordReader.PREFERRED_DELIMITER + featureIndex);
                                  result.append(SVMLightRecordReader.FEATURE_DELIMITER + val);
                              }

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

                                    if (val == 1.0) {
                                        result.append(SVMLightRecordReader.LABEL_DELIMITER + labelIndex);
                                    } else if (val != 0.0 && val != -1.0)
                                        throw new NumberFormatException("Expect value -1, 0, or 1 for multilabel targets (found " + val + ")");
        datavec/datavec-api/src/main/java/org/datavec/api/records/writer/impl/misc/SVMLightRecordWriter.java on lines 141..144

        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 56.

        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

                                        if (val == 1.0) {
                                            result.append(SVMLightRecordReader.LABEL_DELIMITER + labelIndex);
                                        } else if (val != 0.0 && val != -1.0)
                                            throw new NumberFormatException("Expect value -1, 0, or 1 for multilabel targets (found " + val + ")");
        datavec/datavec-api/src/main/java/org/datavec/api/records/writer/impl/misc/SVMLightRecordWriter.java on lines 154..157

        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 56.

        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 (featureLastColumn < 0) {
                        if (labelFirstColumn > 0)
                            featureLastColumn = labelFirstColumn - 1;
                        else
                            featureLastColumn = recordList.size() - 1;
        datavec/datavec-api/src/main/java/org/datavec/api/records/writer/impl/misc/SVMLightRecordWriter.java on lines 107..112

        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 44.

        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 (labelFirstColumn < 0) {
                            if (featureLastColumn > 0)
                                labelFirstColumn = featureLastColumn + 1;
                            else
                                labelFirstColumn = record.size() - 1;
        datavec/datavec-api/src/main/java/org/datavec/api/records/writer/impl/misc/SVMLightRecordWriter.java on lines 120..125

        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 44.

        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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