deeplearning4j/deeplearning4j

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deeplearning4j/deeplearning4j-nn/src/main/java/org/deeplearning4j/nn/conf/NeuralNetConfiguration.java

Summary

Maintainability
F
4 days
Test Coverage

File NeuralNetConfiguration.java has 665 lines of code (exceeds 250 allowed). Consider refactoring.
Open

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

    Builder has 48 methods (exceeds 20 allowed). Consider refactoring.
    Open

        @Data
        public static class Builder implements Cloneable {
            protected IActivation activationFn = new ActivationSigmoid();
            protected IWeightInit weightInitFn = new WeightInitXavier();
            protected double biasInit = 0.0;

      Method copyConfigToLayer has a Cognitive Complexity of 35 (exceeds 5 allowed). Consider refactoring.
      Open

              private void copyConfigToLayer(String layerName, Layer layer) {
      
                  if (layer.getIDropout() == null) {
                      //Dropout is stateful usually - don't want to have the same instance shared by multiple layers
                      layer.setIDropout(idropOut == null ? null : idropOut.clone());

      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 configureLayer has a Cognitive Complexity of 17 (exceeds 5 allowed). Consider refactoring.
      Open

              private void configureLayer(Layer layer) {
                  String layerName;
                  if (layer == null || layer.getLayerName() == null)
                      layerName = "Layer not named";
                  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 configureLayer has 44 lines of code (exceeds 25 allowed). Consider refactoring.
      Open

              private void configureLayer(Layer layer) {
                  String layerName;
                  if (layer == null || layer.getLayerName() == null)
                      layerName = "Layer not named";
                  else

        Method copyConfigToLayer has 41 lines of code (exceeds 25 allowed). Consider refactoring.
        Open

                private void copyConfigToLayer(String layerName, Layer layer) {
        
                    if (layer.getIDropout() == null) {
                        //Dropout is stateful usually - don't want to have the same instance shared by multiple layers
                        layer.setIDropout(idropOut == null ? null : idropOut.clone());

          Method build has a Cognitive Complexity of 11 (exceeds 5 allowed). Consider refactoring.
          Open

                  public MultiLayerConfiguration build() {
                      List<NeuralNetConfiguration> list = new ArrayList<>();
                      if (layerwise.isEmpty())
                          throw new IllegalStateException("Invalid configuration: no layers defined");
                      for (int i = 0; i < layerwise.size(); i++) {

          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 build has 27 lines of code (exceeds 25 allowed). Consider refactoring.
          Open

                  public MultiLayerConfiguration build() {
                      List<NeuralNetConfiguration> list = new ArrayList<>();
                      if (layerwise.isEmpty())
                          throw new IllegalStateException("Invalid configuration: no layers defined");
                      for (int i = 0; i < layerwise.size(); i++) {

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

                @Override
                public NeuralNetConfiguration clone() {
                    try {
                        NeuralNetConfiguration clone = (NeuralNetConfiguration) super.clone();
                        if (clone.layer != 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 clone has a Cognitive Complexity of 6 (exceeds 5 allowed). Consider refactoring.
            Open

                    @Override
                    public Builder clone() {
                        try {
                            Builder clone = (Builder) super.clone();
                            if (clone.layer != 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

            Similar blocks of code found in 5 locations. Consider refactoring.
            Open

                    public Builder weightDecay(double coefficient, boolean applyLR) {
                        //Check if existing weight decay if it exists; if so, replace it. Also remove L2 - it doesn't make sense to use both
                        NetworkUtils.removeInstances(this.regularization, WeightDecay.class);
                        if(coefficient > 0.0) {
                            NetworkUtils.removeInstancesWithWarning(this.regularization, L2Regularization.class, "L2 regularization removed: incompatible with added WeightDecay regularization");
            deeplearning4j/deeplearning4j-nn/src/main/java/org/deeplearning4j/nn/conf/layers/BaseLayer.java on lines 385..393
            deeplearning4j/deeplearning4j-nn/src/main/java/org/deeplearning4j/nn/conf/layers/BaseLayer.java on lines 411..419
            deeplearning4j/deeplearning4j-nn/src/main/java/org/deeplearning4j/nn/conf/layers/samediff/AbstractSameDiffLayer.java on lines 328..336
            deeplearning4j/deeplearning4j-nn/src/main/java/org/deeplearning4j/nn/conf/layers/samediff/AbstractSameDiffLayer.java on lines 354..362

            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 59.

            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 l2(double l2) {
                        //Check if existing L2 exists; if so, replace it. Also remove weight decay - it doesn't make sense to use both
                        NetworkUtils.removeInstances(this.regularization, L2Regularization.class);
                        if(l2 > 0.0) {
                            NetworkUtils.removeInstancesWithWarning(this.regularization, WeightDecay.class, "WeightDecay regularization removed: incompatible with added L2 regularization");
            deeplearning4j/deeplearning4j-nn/src/main/java/org/deeplearning4j/nn/conf/NeuralNetConfiguration.java on lines 843..850

            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

                    public Builder l2Bias(double l2Bias) {
                        NetworkUtils.removeInstances(this.regularizationBias, L2Regularization.class);
                        if(l2Bias > 0.0) {
                            NetworkUtils.removeInstancesWithWarning(this.regularizationBias, WeightDecay.class, "L2 bias regularization removed: incompatible with added WeightDecay regularization");
                            this.regularizationBias.add(new L2Regularization(l2Bias));
            deeplearning4j/deeplearning4j-nn/src/main/java/org/deeplearning4j/nn/conf/NeuralNetConfiguration.java on lines 807..815

            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 4 locations. Consider refactoring.
            Open

                public static NeuralNetConfiguration fromYaml(String json) {
                    ObjectMapper mapper = mapperYaml();
                    try {
                        NeuralNetConfiguration ret = mapper.readValue(json, NeuralNetConfiguration.class);
                        return ret;
            deeplearning4j/deeplearning4j-nlp-parent/deeplearning4j-nlp/src/main/java/org/deeplearning4j/models/embeddings/loader/VectorsConfiguration.java on lines 388..396
            deeplearning4j/deeplearning4j-nlp-parent/deeplearning4j-nlp/src/main/java/org/deeplearning4j/models/word2vec/wordstore/VocabularyWord.java on lines 123..131
            deeplearning4j/deeplearning4j-nn/src/main/java/org/deeplearning4j/nn/conf/NeuralNetConfiguration.java on lines 423..431

            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 4 locations. Consider refactoring.
            Open

                public static NeuralNetConfiguration fromJson(String json) {
                    ObjectMapper mapper = mapper();
                    try {
                        NeuralNetConfiguration ret = mapper.readValue(json, NeuralNetConfiguration.class);
                        return ret;
            deeplearning4j/deeplearning4j-nlp-parent/deeplearning4j-nlp/src/main/java/org/deeplearning4j/models/embeddings/loader/VectorsConfiguration.java on lines 388..396
            deeplearning4j/deeplearning4j-nlp-parent/deeplearning4j-nlp/src/main/java/org/deeplearning4j/models/word2vec/wordstore/VocabularyWord.java on lines 123..131
            deeplearning4j/deeplearning4j-nn/src/main/java/org/deeplearning4j/nn/conf/NeuralNetConfiguration.java on lines 392..400

            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

                    public Builder l1Bias(double l1Bias) {
                        NetworkUtils.removeInstances(this.regularizationBias, L1Regularization.class);
                        if(l1Bias > 0.0) {
                            this.regularizationBias.add(new L1Regularization(l1Bias));
                        }
            deeplearning4j/deeplearning4j-nn/src/main/java/org/deeplearning4j/nn/conf/NeuralNetConfiguration.java on lines 786..793

            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 l1(double l1) {
                        //Check if existing L1 exists; if so, replace it
                        NetworkUtils.removeInstances(this.regularization, L1Regularization.class);
                        if(l1 > 0.0) {
                            this.regularization.add(new L1Regularization(l1));
            deeplearning4j/deeplearning4j-nn/src/main/java/org/deeplearning4j/nn/conf/NeuralNetConfiguration.java on lines 823..829

            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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