add_trial

add_trial

Insert a new trial into a study for hyperparameter optimization, including parameters, distributions, values, state, and attributes, to enhance model performance analysis.

Instructions

Add a trial to the study.

Input Schema

Name	Required	Description	Default
`trial`	Yes

Input Schema (JSON Schema)

{
  "$defs": {
    "TrialToAdd": {
      "properties": {
        "distributions": {
          "additionalProperties": true,
          "title": "Distributions",
          "type": "object"
        },
        "params": {
          "additionalProperties": true,
          "title": "Params",
          "type": "object"
        },
        "state": {
          "enum": [
            "COMPLETE",
            "PRUNED",
            "FAIL"
          ],
          "title": "State",
          "type": "string"
        },
        "system_attrs": {
          "anyOf": [
            {
              "additionalProperties": true,
              "type": "object"
            },
            {
              "type": "null"
            }
          ],
          "title": "System Attrs"
        },
        "user_attrs": {
          "anyOf": [
            {
              "additionalProperties": true,
              "type": "object"
            },
            {
              "type": "null"
            }
          ],
          "title": "User Attrs"
        },
        "values": {
          "anyOf": [
            {
              "items": {
                "type": "number"
              },
              "type": "array"
            },
            {
              "type": "null"
            }
          ],
          "title": "Values"
        }
      },
      "required": [
        "params",
        "distributions",
        "values",
        "state",
        "user_attrs",
        "system_attrs"
      ],
      "title": "TrialToAdd",
      "type": "object"
    }
  },
  "properties": {
    "trial": {
      "$ref": "#/$defs/TrialToAdd"
    }
  },
  "required": [
    "trial"
  ],
  "title": "add_trialArguments",
  "type": "object"
}

Optuna MCP Server

Instructions

Input Schema

Input Schema (JSON Schema)

Other Tools from Optuna MCP Server

Related Tools

MCP directory API