from typing import Dict, Any
[docs]class Prediction:
"""The result obtained by taking a :class:`.Configuration` and running it through the surrogate model.
Must contain a `mean` value.
You cannot specify `variance` without `mean`.
Attributes:
json (Dict): The full Prediction object as stored in OPTaaS in JSON format.
configuration (Dict[str, Any]): key-value pairs corresponding to the parameters and their respective values
mean (float): Mean from surrogate model prediction
variance (float): Variance of the surrogate model prediction. Must be >= 0.
"""
def __init__(self, json: Dict[str, Any]) -> None:
self.mean = json['mean']
self.variance = json['variance']
self.json = json
self.configuration = json['configuration']