deeplearning4j/deeplearning4j

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deeplearning4j/deeplearning4j-nn/src/main/java/org/deeplearning4j/nn/layers/recurrent/BidirectionalLayer.java

Summary

Maintainability
F
3 days
Test Coverage

BidirectionalLayer has 66 methods (exceeds 20 allowed). Consider refactoring.
Open

public class BidirectionalLayer implements RecurrentLayer {

    private NeuralNetConfiguration conf;
    private Layer fwd;
    private Layer bwd;

    File BidirectionalLayer.java has 495 lines of code (exceeds 250 allowed). Consider refactoring.
    Open

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

      Method backpropGradient has 46 lines of code (exceeds 25 allowed). Consider refactoring.
      Open

          @Override
          public Pair<Gradient, INDArray> backpropGradient(INDArray epsilon, LayerWorkspaceMgr workspaceMgr) {
              INDArray eFwd;
              INDArray eBwd;
              boolean permute = getRNNDataFormat() == RNNFormat.NWC && epsilon.rank() == 3;

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

                @Override
                public Map<String, Long> helperMemoryUse() {
                    Map<String,Long> fwd = (helperFwd != null ? helperFwd.helperMemoryUse() : null);
                    Map<String,Long> bwd = (helperBwd != null ? helperBwd.helperMemoryUse() : null);
        
        

        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 activate has 32 lines of code (exceeds 25 allowed). Consider refactoring.
        Open

            @Override
            public INDArray activate(boolean training, LayerWorkspaceMgr workspaceMgr) {
                INDArray out1 = fwd.activate(training, workspaceMgr);
                INDArray out2 = bwd.activate(training, workspaceMgr);
                boolean permute = getRNNDataFormat() == RNNFormat.NWC && out1.rank() == 3;

          Method backpropGradient has a Cognitive Complexity of 10 (exceeds 5 allowed). Consider refactoring.
          Open

              @Override
              public Pair<Gradient, INDArray> backpropGradient(INDArray epsilon, LayerWorkspaceMgr workspaceMgr) {
                  INDArray eFwd;
                  INDArray eBwd;
                  boolean permute = getRNNDataFormat() == RNNFormat.NWC && epsilon.rank() == 3;

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

              @Override
              public INDArray activate(boolean training, LayerWorkspaceMgr workspaceMgr) {
                  INDArray out1 = fwd.activate(training, workspaceMgr);
                  INDArray out2 = bwd.activate(training, workspaceMgr);
                  boolean permute = getRNNDataFormat() == RNNFormat.NWC && out1.rank() == 3;

          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 setInput has a Cognitive Complexity of 6 (exceeds 5 allowed). Consider refactoring.
          Open

              @Override
              public void setInput(INDArray input, LayerWorkspaceMgr layerWorkspaceMgr) {
                  this.input = input;
                  fwd.setInput(input, layerWorkspaceMgr);
                  if (getRNNDataFormat() == RNNFormat.NWC){

          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

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

              @Override
              public boolean updaterDivideByMinibatch(String paramName) {
                  String sub = paramName.substring(1);
                  if(paramName.startsWith(BidirectionalParamInitializer.FORWARD_PREFIX)){
                      return fwd.updaterDivideByMinibatch(paramName);
          deeplearning4j/deeplearning4j-nn/src/main/java/org/deeplearning4j/nn/layers/recurrent/BidirectionalLayer.java on lines 371..379

          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 46.

          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

              @Override
              public INDArray getParam(String param) {
                  String sub = param.substring(1);
                  if(param.startsWith(BidirectionalParamInitializer.FORWARD_PREFIX)){
                      return fwd.getParam(sub);
          deeplearning4j/deeplearning4j-nn/src/main/java/org/deeplearning4j/nn/layers/recurrent/BidirectionalLayer.java on lines 398..406

          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 46.

          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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