YAHPOBench has the task id in it's configuration as a hyperparamter which is not something you would like any optimizer to know about. Should be an easy way to remove a hyperparamter by name.

If this violates some conditional where the remove hyperparamter is what is being condition on, i.e. a is active when b is x and we remove b from the space. Then we need to remove this condition too. Likewise for forbidden clauses.

Currently just removing the task id manually and updating the cache as it's not a dependant of anything.