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Showing 162 of 162 total issues

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

        idxs = idxs[None, :] if np.ndim(idxs) == 1 else idxs
Severity: Minor
Found in applications/chatbot/model.py and 1 other location - About 30 mins to fix
applications/chatbot/model.py on lines 246..246

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 32.

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

Avoid too many return statements within this function.
Open

            return SoftmaxCategoricalCrossEntropy()
Severity: Major
Found in npdl/objectives.py - About 30 mins to fix

    Avoid too many return statements within this function.
    Open

                return Adadelta()
    Severity: Major
    Found in npdl/optimizers.py - About 30 mins to fix

      Avoid too many return statements within this function.
      Open

                  return Elliot()
      Severity: Major
      Found in npdl/activations.py - About 30 mins to fix

        Avoid too many return statements within this function.
        Open

                    return HeUniform()
        Severity: Major
        Found in npdl/initializations.py - About 30 mins to fix

          Avoid too many return statements within this function.
          Open

                      return BinaryCrossEntropy()
          Severity: Major
          Found in npdl/objectives.py - About 30 mins to fix

            Avoid too many return statements within this function.
            Open

                        return BCE()
            Severity: Major
            Found in npdl/objectives.py - About 30 mins to fix

              Avoid too many return statements within this function.
              Open

                      return copy.deepcopy(objective)
              Severity: Major
              Found in npdl/objectives.py - About 30 mins to fix

                Avoid too many return statements within this function.
                Open

                            return Orthogonal()
                Severity: Major
                Found in npdl/initializations.py - About 30 mins to fix

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

                          dx2 = 1. / N * np.ones((N, D)) * dmu
                  Severity: Minor
                  Found in npdl/layers/normalization.py and 1 other location - About 30 mins to fix
                  npdl/layers/normalization.py on lines 122..122

                  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 32.

                  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

                  Avoid too many return statements within this function.
                  Open

                              return GlorotNormal()
                  Severity: Major
                  Found in npdl/initializations.py - About 30 mins to fix

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

                            masks = masks[None, :] if np.ndim(masks) == 1 else masks
                    Severity: Minor
                    Found in applications/chatbot/model.py and 1 other location - About 30 mins to fix
                    applications/chatbot/model.py on lines 245..245

                    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 32.

                    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

                    Avoid too many return statements within this function.
                    Open

                                return SoftSign()
                    Severity: Major
                    Found in npdl/activations.py - About 30 mins to fix

                      Avoid too many return statements within this function.
                      Open

                                  return SCCE()
                      Severity: Major
                      Found in npdl/objectives.py - About 30 mins to fix

                        Avoid too many return statements within this function.
                        Open

                                    return RMSprop()
                        Severity: Major
                        Found in npdl/optimizers.py - About 30 mins to fix

                          Avoid too many return statements within this function.
                          Open

                                      return GlorotUniform()
                          Severity: Major
                          Found in npdl/initializations.py - About 30 mins to fix

                            Avoid too many return statements within this function.
                            Open

                                        return SoftPlus()
                            Severity: Major
                            Found in npdl/activations.py - About 30 mins to fix

                              Avoid too many return statements within this function.
                              Open

                                          return HeNormal()
                              Severity: Major
                              Found in npdl/initializations.py - About 30 mins to fix

                                Avoid too many return statements within this function.
                                Open

                                            return Adam()
                                Severity: Major
                                Found in npdl/optimizers.py - About 30 mins to fix

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

                                      def __init__(self, embed_words=None, static=None,
                 input_size=None, n_out=None,
                 nb_batch=None, nb_seq=None,
                 init='uniform'):
        self.nb_batch = nb_batch
                                  Severity: Minor
                                  Found in npdl/layers/embedding.py - About 25 mins to fix

                                  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

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