Description
Currently ParamSpec uses a form that follows the convention of sklearn (e.g., using __ to represent a path down to an underlying component). One example here:
{
"param_distributions": [
{
"X_preparer__feature_preprocessor___parallel_process__group: 0__Scaler__transformer": "RobustScaler",
"X_preparer__feature_preprocessor___parallel_process__group: 0__Scaler__transformer__quantile_range": [
[25.0, 75.0],
[55.0, 65.0]
]
},
{
"X_preparer__feature_preprocessor___parallel_process__group: 0__Scaler__transformer": "MinMaxScaler",
"X_preparer__feature_preprocessor___parallel_process__group: 0__Scaler__transformer__feature_range": [
[0, 1]
]
}
],
"_class": "ParamSpec",
"_method": "dict"
}
We may want to consider change __ to . form if this becomes too verbose for the user. If we decide we need to do this, we also need to deserialize the . to the __ form since sklearn only recognize the original form.