hyperparameter_descriptor_scoring
Hyperparameter to use with optuna.
- class HyperparameterDescriptorScoring(hotype=None, opttype='float', name='', low=0, high=0, choices=None)[source]
Bases:
Hyperparameter
Represents an optuna parameter.
- Parameters:
opttype (string) –
Datatype of the hyperparameter. Follows optunas naming convetions. In principle supported are:
float
int
categorical (list)
Float and int are not available for OA based approaches at the moment.
name (string) – Name of the hyperparameter. Please note that these names always have to be distinct; if you e.g. want to investigate multiple layer sizes use e.g. ff_neurons_layer_001, ff_neurons_layer_002, etc. as names.
low (float or int) – Lower bound for numerical parameter.
high (float or int) – Higher bound for numerical parameter.
choices – List of possible choices (for categorical parameter).