SimonBlanke/Hyperactive

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Showing 17 of 30 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 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 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 15 arguments (exceeds 4 allowed). Consider refactoring.
Open

    def add_search(
Severity: Major
Found in hyperactive/hyperactive.py - About 1 hr to fix

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

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

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

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

        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 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 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 _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 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 _create_shared_memory has a Cognitive Complexity of 10 (exceeds 5 allowed). Consider refactoring.
        Open

            def _create_shared_memory(self, new_opt):
                if new_opt.memory == "share":
                    if len(self.opt_pros) == 0:
                        manager = mp.Manager()
                        new_opt.memory = manager.dict()
        Severity: Minor
        Found in 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 _add_result_attributes has 7 arguments (exceeds 4 allowed). Consider refactoring.
        Open

            def _add_result_attributes(
        Severity: Major
        Found in 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 hyperactive/optimizers/strategies/optimizer_attributes.py - About 50 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 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 _print_results has 6 arguments (exceeds 4 allowed). Consider refactoring.
            Open

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

              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 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 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 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 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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