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Showing 84 of 258 total issues

Function __init__ has 15 arguments (exceeds 4 allowed). Consider refactoring.
Open

    def __init__(self, activation_hidden='tanh',
Severity: Major
Found in pyod/models/anogan.py - About 1 hr to fix

    Function _build_model has a Cognitive Complexity of 14 (exceeds 5 allowed). Consider refactoring.
    Open

        def _build_model(self):

        #### Decoder #####
        dec_in = Input(shape=(self.latent_dim,), name='I1')
        dec_1 = Dropout(self.dropout_rate)(dec_in)
    Severity: Minor
    Found in pyod/models/alad.py - About 1 hr 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

    Function __init__ has 14 arguments (exceeds 4 allowed). Consider refactoring.
    Open

        def __init__(self, in_features, out_features,
    Severity: Major
    Found in pyod/utils/torch_utility.py - About 1 hr to fix

      Function active_support_elastic_net has a Cognitive Complexity of 14 (exceeds 5 allowed). Consider refactoring.
      Open

          def active_support_elastic_net(self, X, y, alpha, tau=1.0,
                                   algorithm='lasso_lars', support_init='L2',
                                   support_size=100, maxiter=40,
                                   maxiter_lasso=1000):
        """
      Severity: Minor
      Found in pyod/models/rgraph.py - About 1 hr 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

      Function __init__ has 13 arguments (exceeds 4 allowed). Consider refactoring.
      Open

          def __init__(
      Severity: Major
      Found in pyod/models/gmm.py - About 1 hr to fix

        Function __init__ has 12 arguments (exceeds 4 allowed). Consider refactoring.
        Open

            def __init__(self, contamination=0.1, preprocessing=True,
        Severity: Major
        Found in pyod/models/so_gaal_new.py - About 1 hr to fix

          Function __init__ has 12 arguments (exceeds 4 allowed). Consider refactoring.
          Open

              def __init__(self, model_type="WEIGHT", n_neighbours=5, negative_sampling="MIXED",
          Severity: Major
          Found in pyod/models/lunar.py - About 1 hr to fix

            Function fit has a Cognitive Complexity of 12 (exceeds 5 allowed). Consider refactoring.
            Open

                def fit(self, X, y=None):
        """Fit detector. y is ignored in unsupervised methods.

        Parameters
        ----------
            Severity: Minor
            Found in pyod/models/anogan.py - About 1 hr 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

            Function fit has a Cognitive Complexity of 12 (exceeds 5 allowed). Consider refactoring.
            Open

                def fit(self, X, y=None):
        """Fit detector. y is assumed to be 0 for all training samples.
        Parameters
        ----------
        X : numpy array of shape (n_samples, n_features)
            Severity: Minor
            Found in pyod/models/lunar.py - About 1 hr 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

            Function _check_params has a Cognitive Complexity of 12 (exceeds 5 allowed). Consider refactoring.
            Open

            def _check_params(n_iter, dis_measure, random_state):
    """Internal function to check for and validate class parameters.
    Also, to return random state instance and the appropriate dissimilarity
    measure if valid.
    """
            Severity: Minor
            Found in pyod/models/lmdd.py - About 1 hr 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

            Function __init__ has 11 arguments (exceeds 4 allowed). Consider refactoring.
            Open

                def __init__(self,
            Severity: Major
            Found in pyod/models/dif.py - About 1 hr to fix

              Function train_step has a Cognitive Complexity of 11 (exceeds 5 allowed). Consider refactoring.
              Open

                  def train_step(self, data):
        cross_entropy = tf.keras.losses.BinaryCrossentropy(from_logits=False)

        x_real, z_real = data
              Severity: Minor
              Found in pyod/models/alad.py - About 1 hr 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

              Function elastic_net_subspace_clustering has 10 arguments (exceeds 4 allowed). Consider refactoring.
              Open

                  def elastic_net_subspace_clustering(self, X, gamma=50.0, gamma_nz=True,
              Severity: Major
              Found in pyod/models/rgraph.py - About 1 hr to fix

                Function _get_local_region has a Cognitive Complexity of 11 (exceeds 5 allowed). Consider refactoring.
                Open

                    def _get_local_region(self, X_test_norm):
        """ Get local region for each test instance

        Parameters
        ----------
                Severity: Minor
                Found in pyod/models/lscp.py - About 1 hr 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

                Function generate_data_clusters has 10 arguments (exceeds 4 allowed). Consider refactoring.
                Open

                def generate_data_clusters(n_train=1000, n_test=500, n_clusters=2,
                Severity: Major
                Found in pyod/utils/data.py - About 1 hr to fix

                  Function explain_outlier has a Cognitive Complexity of 11 (exceeds 5 allowed). Consider refactoring.
                  Open

                      def explain_outlier(self, ind, columns=None, cutoffs=None,
                        feature_names=None, file_name=None,
                        file_type=None):  # pragma: no cover
        """Plot dimensional outlier graph for a given data point within
        the dataset.
                  Severity: Minor
                  Found in pyod/models/ecod.py - About 1 hr 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

                  Function fit has a Cognitive Complexity of 11 (exceeds 5 allowed). Consider refactoring.
                  Open

                      def fit(self, X, y=None):
        """Fit detector. y is ignored in unsupervised methods.

        Parameters
        ----------
                  Severity: Minor
                  Found in pyod/models/inne.py - About 1 hr 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

                  Function fit has 31 lines of code (exceeds 25 allowed). Consider refactoring.
                  Open

                      def fit(self, X, y=None):
        """Fit detector. y is assumed to be 0 for all training samples.
        Parameters
        ----------
        X : numpy array of shape (n_samples, n_features)
                  Severity: Minor
                  Found in pyod/models/lunar.py - About 1 hr to fix

                    Function generate_data_categorical has 9 arguments (exceeds 4 allowed). Consider refactoring.
                    Open

                    def generate_data_categorical(n_train=1000, n_test=500, n_features=2,
                    Severity: Major
                    Found in pyod/utils/data.py - About 1 hr to fix

                      Function active_support_elastic_net has 9 arguments (exceeds 4 allowed). Consider refactoring.
                      Open

                          def active_support_elastic_net(self, X, y, alpha, tau=1.0,
                      Severity: Major
                      Found in pyod/models/rgraph.py - About 1 hr to fix
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