allow user-defined meta feature function in suggest_config()

[sonichi]

[liususan091219]

The current meta_feature function does not support different meta feature methods, need to add another parameter such as "algorithm" to support inputting the meta feature method:

meta_feature(task, X_train, y_train) -> meta_feature(task, method="data_size", X_train, y_train)