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get_trial_user_attrs

Retrieve user-specific attributes for a given trial number. Enables analysis and optimization of hyperparameters in the Optuna MCP Server, supporting interactive chat-based exploration of trial data.

Instructions

Get user attributes in a trial

Input Schema

TableJSON Schema
NameRequiredDescriptionDefault
trial_numberYes

Implementation Reference

  • The handler function for the 'get_trial_user_attrs' tool. It fetches the trial from Optuna storage using the trial_number and returns a TrialResponse with the user_attrs.
    @mcp.tool(structured_output=True) def get_trial_user_attrs(trial_number: int) -> TrialResponse: """Get user attributes in a trial""" if mcp.study is None: raise McpError( ErrorData( code=INTERNAL_ERROR, message="No study has been created. Please create a study first.", ) ) storage = mcp.study._storage trial_id = storage.get_trial_id_from_study_id_trial_number( mcp.study._study_id, trial_number ) trial = storage.get_trial(trial_id) return TrialResponse( trial_number=trial_number, user_attrs=trial.user_attrs, )
  • Pydantic model defining the output structure for the tool, including the user_attrs field.
    class TrialResponse(BaseModel): trial_number: int params: dict[str, typing.Any] | None = Field( default=None, description="The parameter values suggested by the trial." ) values: list[float] | None = Field( default=None, description="The objective values of the trial." ) user_attrs: dict[str, typing.Any] | None = Field( default=None, description="User-defined attributes for the trial." ) system_attrs: dict[str, typing.Any] | None = Field( default=None, description="System-defined attributes for the trial." )
  • The register_tools function is called here to register all tools, including 'get_trial_user_attrs', with the MCP server.
    mcp = register_tools(mcp)

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