hrntsm/Tunny

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Optuna/Visualization/Visualization.cs

Summary

Maintainability
D
2 days
Test Coverage

Method Clustering has 111 lines of code (exceeds 25 allowed). Consider refactoring.
Open

        public void Clustering(int nClusters, int[] objectiveIndex, int[] variableIndex)
        {
            PyModule ps = Py.CreateScope();
            ps.Exec(
            "def visualize(study, n_clusters, objectives_index, variables_index):\n" +
Severity: Major
Found in Optuna/Visualization/Visualization.cs - About 4 hrs to fix

    File Visualization.cs has 320 lines of code (exceeds 250 allowed). Consider refactoring.
    Open

    using System;
    
    using Python.Runtime;
    
    namespace Optuna.Visualization
    Severity: Minor
    Found in Optuna/Visualization/Visualization.cs - About 3 hrs to fix

      Method TruncateParetoFrontPlotHover has 28 lines of code (exceeds 25 allowed). Consider refactoring.
      Open

              public void TruncateParetoFrontPlotHover()
              {
                  CheckPlotCreated();
                  PyModule ps = Py.CreateScope();
                  ps.Exec(
      Severity: Minor
      Found in Optuna/Visualization/Visualization.cs - About 1 hr to fix

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

                    "def visualize(study, n_clusters, objectives_index, variables_index):\n" +
                    "    import numpy as np\n" +
                    "    import optuna\n" +
                    "    from sklearn.cluster import KMeans\n" +
                    "    import plotly.graph_objects as go\n" +
        Severity: Major
        Found in Optuna/Visualization/Visualization.cs and 1 other location - About 2 hrs to fix
        Tunny.Core/Handler/DesignExplorer.cs on lines 79..143

        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 160.

        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

                public void ParallelCoordinate(string objectiveName, int objectiveIndex, string[] variableNames)
                {
                    PyModule ps = Py.CreateScope();
                    ps.Exec(
                        "def visualize(study, objective_name, objective_index, variable_name):\n" +
        Severity: Major
        Found in Optuna/Visualization/Visualization.cs and 1 other location - About 1 hr to fix
        Optuna/Visualization/Visualization.cs on lines 136..152

        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 116.

        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

                public void Contour(string objectiveName, int objectiveIndex, string[] variableNames)
                {
                    PyModule ps = Py.CreateScope();
                    ps.Exec(
                        "def visualize(study, objective_name, objective_index, variable_names):\n" +
        Severity: Major
        Found in Optuna/Visualization/Visualization.cs and 1 other location - About 1 hr to fix
        Optuna/Visualization/Visualization.cs on lines 84..100

        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 116.

        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 3 locations. Consider refactoring.
        Open

                public void EDF(string objectiveName, int objectiveIndex)
                {
                    PyModule ps = Py.CreateScope();
                    ps.Exec(
                        "def visualize(study, objective_name, objective_index):\n" +
        Severity: Major
        Found in Optuna/Visualization/Visualization.cs and 2 other locations - About 1 hr to fix
        Optuna/Visualization/Visualization.cs on lines 67..82
        Optuna/Visualization/Visualization.cs on lines 102..117

        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 102.

        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 3 locations. Consider refactoring.
        Open

                public void ParamImportances(string objectiveName, int objectiveIndex)
                {
                    PyModule ps = Py.CreateScope();
                    ps.Exec(
                        "def visualize(study, objective_name, objective_index):\n" +
        Severity: Major
        Found in Optuna/Visualization/Visualization.cs and 2 other locations - About 1 hr to fix
        Optuna/Visualization/Visualization.cs on lines 102..117
        Optuna/Visualization/Visualization.cs on lines 119..134

        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 102.

        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 3 locations. Consider refactoring.
        Open

                public void OptimizationHistory(string objectiveName, int objectiveIndex)
                {
                    PyModule ps = Py.CreateScope();
                    ps.Exec(
                        "def visualize(study, objective_name, objective_index):\n" +
        Severity: Major
        Found in Optuna/Visualization/Visualization.cs and 2 other locations - About 1 hr to fix
        Optuna/Visualization/Visualization.cs on lines 67..82
        Optuna/Visualization/Visualization.cs on lines 119..134

        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 102.

        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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