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SimonBlanke/Hyperactive

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Showing 18 of 39 total issues

Function _add_result_attributes has a Cognitive Complexity of 19 (exceeds 5 allowed). Consider refactoring.
Open

    def _add_result_attributes(
        self,
        best_para,
        best_score,
        best_since_iter,
Severity: Minor
Found in src/hyperactive/optimizers/strategies/optimizer_attributes.py - About 2 hrs 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 search has a Cognitive Complexity of 17 (exceeds 5 allowed). Consider refactoring.
Open

    def search(self, nth_process, p_bar):
        for optimizer_setup in self.optimizer_setup_l:
            hyper_opt = optimizer_setup["optimizer"]
            duration = optimizer_setup["duration"]
            opt_strat_early_stopping = optimizer_setup["early_stopping"]
Severity: Minor
Found in src/hyperactive/optimizers/strategies/optimization_strategy.py - About 2 hrs 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 add_search has 16 arguments (exceeds 4 allowed). Consider refactoring.
Open

    def add_search(
Severity: Major
Found in src/hyperactive/hyperactive.py - About 2 hrs to fix

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

        def setup_search(
    Severity: Major
    Found in src/hyperactive/optimizers/hyper_optimizer.py - About 1 hr to fix

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

          def setup_search(
      Severity: Major
      Found in src/hyperactive/optimizers/strategies/optimization_strategy.py - About 1 hr to fix

        Function _create_shared_memory has a Cognitive Complexity of 13 (exceeds 5 allowed). Consider refactoring.
        Open

            def _create_shared_memory(self):
        _bundle_opt_processes = {}

        for opt_pros in self.opt_pros.values():
            if opt_pros.memory != "share":
        Severity: Minor
        Found in src/hyperactive/hyperactive.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 _print_results has a Cognitive Complexity of 12 (exceeds 5 allowed). Consider refactoring.
        Open

            def _print_results(
        self,
        objective_function,
        best_score,
        best_para,
        Severity: Minor
        Found in src/hyperactive/print_results.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 conv_memory_warm_start has a Cognitive Complexity of 12 (exceeds 5 allowed). Consider refactoring.
        Open

            def conv_memory_warm_start(self, results):
        if results is None:
            return results

        results.reset_index(inplace=True, drop=True)
        Severity: Minor
        Found in src/hyperactive/optimizers/hyper_gradient_conv.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 10 arguments (exceeds 4 allowed). Consider refactoring.
        Open

            def __init__(
        Severity: Major
        Found in src/hyperactive/integrations/sklearn/hyperactive_search_cv.py - About 1 hr to fix

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

              def _create_num_str_ss(self):
        func2str = {}
        for dim_key in self.dim_keys:
            if self.data_types[dim_key] == "number":
                func2str[dim_key] = self.search_space[dim_key]
          Severity: Minor
          Found in src/hyperactive/search_space.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 _add_result_attributes has 7 arguments (exceeds 4 allowed). Consider refactoring.
          Open

              def _add_result_attributes(
          Severity: Major
          Found in src/hyperactive/optimizers/optimizer_attributes.py - About 50 mins to fix

            Function _add_result_attributes has 7 arguments (exceeds 4 allowed). Consider refactoring.
            Open

                def _add_result_attributes(
            Severity: Major
            Found in src/hyperactive/optimizers/strategies/optimizer_attributes.py - About 50 mins to fix

              Function _print_results has 6 arguments (exceeds 4 allowed). Consider refactoring.
              Open

                  def _print_results(
              Severity: Minor
              Found in src/hyperactive/print_results.py - About 45 mins to fix

                Function conv_para has a Cognitive Complexity of 8 (exceeds 5 allowed). Consider refactoring.
                Open

                    def conv_para(self, para_hyper):
        para_gfo = {}
        for para in self.s_space.dim_keys:
            value_hyper = para_hyper[para]
            space_dim = list(self.s_space.func2str[para])
                Severity: Minor
                Found in src/hyperactive/optimizers/hyper_gradient_conv.py - About 45 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

                Function __init__ has 5 arguments (exceeds 4 allowed). Consider refactoring.
                Open

                    def __init__(self, objective_function, optimizer, callbacks, catch, nth_process):
                Severity: Minor
                Found in src/hyperactive/optimizers/objective_function.py - About 35 mins to fix

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

                      def search(self, nth_process, p_bar):
        self._setup_process(nth_process)

        gfo_wrapper_model = ObjectiveFunction(
            objective_function=self.objective_function,
                  Severity: Minor
                  Found in src/hyperactive/optimizers/hyper_optimizer.py - About 35 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

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

                      def check_non_num_values(self):
        for dim_key in self.dim_keys:
            dim_values = np.array(list(self.search_space[dim_key]))

            try:
                  Severity: Minor
                  Found in src/hyperactive/search_space.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

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

                      def _sort_results_objFunc(self, objective_function):
        best_score = -np.inf
        best_para = None
        search_data = None
                  Severity: Minor
                  Found in src/hyperactive/results.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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