ask
Suggests new hyperparameters to explore based on the specified search space using Optuna's distribution definitions.
Instructions
Suggest new parameters using Optuna
search_space must be a string that can be evaluated to a dictionary to specify Optuna's distributions.
Example:
{"x": {"name": "FloatDistribution", "attributes": {"step": null, "low": -10.0, "high": 10.0, "log": false}}}
Input Schema
| Name | Required | Description | Default |
|---|---|---|---|
| search_space | Yes |
Output Schema
| Name | Required | Description | Default |
|---|---|---|---|
| trial_number | Yes | ||
| params | No | The parameter values suggested by the trial. | |
| values | No | The objective values of the trial. | |
| user_attrs | No | User-defined attributes for the trial. | |
| system_attrs | No | System-defined attributes for the trial. |