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SimonBlanke/Gradient-Free-Optimizers

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Function get_pos_space has a Cognitive Complexity of 9 (exceeds 5 allowed). Consider refactoring.
Open

    def get_pos_space(self):
        if self.max_sample_size < self.conv.search_space_size:
            n_samples_array = self.get_n_samples_dims()
            return self.random_choices(n_samples_array)
        else:
Severity: Minor
Found in gradient_free_optimizers/optimizers/smb_opt/sampling.py - About 55 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 no_change has a Cognitive Complexity of 9 (exceeds 5 allowed). Consider refactoring.
Open

def no_change(score_new_list, early_stopping):
    if "n_iter_no_change" not in early_stopping:
        print(
            "Warning n_iter_no_change-parameter must be set in order for early stopping to work"
        )
Severity: Minor
Found in gradient_free_optimizers/stop_run.py - About 55 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 7 arguments (exceeds 4 allowed). Consider refactoring.
Open

    def __init__(
Severity: Major
Found in gradient_free_optimizers/optimizers/pop_opt/particle_swarm_optimization.py - About 50 mins to fix

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

        def __init__(
    Severity: Major
    Found in gradient_free_optimizers/optimizers/core_optimizer/core_optimizer.py - About 50 mins to fix

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

          def __init__(
      Severity: Major
      Found in gradient_free_optimizers/optimizers/exp_opt/random_annealing.py - About 50 mins to fix

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

            def __init__(
        Severity: Major
        Found in gradient_free_optimizers/optimizers/pop_opt/_particle.py - About 50 mins to fix

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

              def _init_grid_search(self, n_pos):
        positions = []

        if n_pos == 0:
            return positions
          Severity: Minor
          Found in gradient_free_optimizers/optimizers/core_optimizer/init_positions.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 6 arguments (exceeds 4 allowed). Consider refactoring.
          Open

              def __init__(
          Severity: Minor
          Found in gradient_free_optimizers/optimizers/global_opt/random_restart_hill_climbing.py - About 45 mins to fix

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

                def __init__(self, *args, alpha=1, gamma=2, beta=0.5, sigma=0.5, **kwargs):
            Severity: Minor
            Found in gradient_free_optimizers/optimizers/local_opt/downhill_simplex.py - About 45 mins to fix

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

                  def _eval2best(self, pos, score):
        if score > self.score_best:
            self.score_best = score
            self.pos_best = pos
              Severity: Minor
              Found in gradient_free_optimizers/optimizers/core_optimizer/search_tracker.py and 1 other location - About 40 mins to fix
              gradient_free_optimizers/optimizers/core_optimizer/search_tracker.py on lines 58..61

              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 34.

              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

                  def _eval2current(self, pos, score):
        if score > self.score_current:
            self.score_current = score
            self.pos_current = pos
              Severity: Minor
              Found in gradient_free_optimizers/optimizers/core_optimizer/search_tracker.py and 1 other location - About 40 mins to fix
              gradient_free_optimizers/optimizers/core_optimizer/search_tracker.py on lines 63..66

              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 34.

              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

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

                  def __init__(
              Severity: Minor
              Found in gradient_free_optimizers/optimizers/pop_opt/evolution_strategy.py - About 35 mins to fix

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

                    def __init__(
                Severity: Minor
                Found in gradient_free_optimizers/optimizers/smb_opt/forest_optimizer.py - About 35 mins to fix

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

                      def __init__(
                  Severity: Minor
                  Found in gradient_free_optimizers/optimizers/smb_opt/smbo.py - About 35 mins to fix

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

                        def __init__(
                    Severity: Minor
                    Found in gradient_free_optimizers/optimizers/global_opt/pattern_search.py - About 35 mins to fix

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

                          def __init__(
                      Severity: Minor
                      Found in gradient_free_optimizers/optimizers/local_opt/hill_climbing_optimizer.py - About 35 mins to fix

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

                            def biggest_dim_(self):
        largest_dim = None
        largest_size = 0

        for dim in list(self.search_space.keys()):
                        Severity: Minor
                        Found in gradient_free_optimizers/optimizers/global_opt/direct_algorithm.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

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

                            print(
        indent,
        "Evaluation time   :",
        eval_time,
        "sec",
                        Severity: Minor
                        Found in gradient_free_optimizers/print_info.py and 1 other location - About 35 mins to fix
                        gradient_free_optimizers/print_info.py on lines 23..29

                        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 33.

                        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

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

                            def _init_random_search(self, n_pos):
        positions = []

        if n_pos == 0:
            return positions
                        Severity: Minor
                        Found in gradient_free_optimizers/optimizers/core_optimizer/init_positions.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

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

                            print(
        indent,
        "Optimization time :",
        opt_time,
        "sec",
                        Severity: Minor
                        Found in gradient_free_optimizers/print_info.py and 1 other location - About 35 mins to fix
                        gradient_free_optimizers/print_info.py on lines 15..21

                        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 33.

                        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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