plot_pareto_front

Generate a Pareto front plot for multi-objective optimization results, visualizing optimal trade-offs between objectives. Customize axes, include dominated trials, and specify target objectives for detailed analysis.

Instructions

Return the Pareto front plot as an image for multi-objective optimization.

    Args:
        target_names:
            Objective name list used as the axis titles. If :obj:`None` is specified,
            "Objective {objective_index}" is used instead. If ``targets`` is specified
            for a study that does not contain any completed trial,
            ``target_name`` must be specified.
        include_dominated_trials:
            A flag to include all dominated trial's objective values.
        targets:
            A list of indices to specify the objective values to display.
            Note that this is 0-indexed, i.e., to plot the first and second objective value, set this to [0, 1].
            If the number of objectives is neither 2 nor 3, ``targets`` must be specified.
            By default, all objectives are displayed.
    

Input Schema

Name	Required	Description	Default
`include_dominated_trials`	No
`target_names`	No
`targets`	No

Input Schema (JSON Schema)

{
  "properties": {
    "include_dominated_trials": {
      "default": true,
      "title": "Include Dominated Trials",
      "type": "boolean"
    },
    "target_names": {
      "anyOf": [
        {
          "items": {
            "type": "string"
          },
          "type": "array"
        },
        {
          "type": "null"
        }
      ],
      "default": null,
      "title": "Target Names"
    },
    "targets": {
      "anyOf": [
        {
          "items": {
            "type": "integer"
          },
          "type": "array"
        },
        {
          "type": "null"
        }
      ],
      "default": null,
      "title": "Targets"
    }
  },
  "title": "plot_pareto_frontArguments",
  "type": "object"
}

Optuna MCP Server

plot_pareto_front

Instructions

Input Schema

Input Schema (JSON Schema)

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