add_trials

add_trials

Add multiple trials to a study for hyperparameter optimization, enabling efficient analysis and tuning with parameters, distributions, and states using the Optuna MCP Server.

Instructions

Add multiple trials to the study.

Input Schema

Name	Required	Description	Default
`trials`	Yes

Input Schema (JSON Schema)

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

Optuna MCP Server

Instructions

Input Schema

Input Schema (JSON Schema)

Other Tools from Optuna MCP Server

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MCP directory API