@A. Neumaier has stated this already but Bohmian Mechanics is adding additional variables which restore the ability to speak of a single ensemble. This makes its probability theory quite different from that of the quantum formalism.
So if Bohmian Mechanics is correct and its additional variables exist then the ensemble (note: not subensemble) is defined prior to a choice of measurement.
As an analogy in a similar "minimal" interpretation of Newtonian Mechanics one could say that you aren't forced to say spacetime isn't Lorentzian. However clearly in the theory itself spacetimes are not Lorentzian. Ultimately one could minimally interpret any theory in a sense to leave open completely different structures and truths that hold in a yet undiscovered completion.
Similarly the actual mathematical structure of QM literally does not have ensembles well-defined prior to a measurement choice, that's part of its actual mathematical structure and the statistics of real experiments do not act in accord with the notion of an ensemble defined from preparation alone.
Bohmian Mechanics as a different theory which would constitute a completion of QM would allow such a pre-defined ensemble notion. However the formalism and experimental results we currently have do not.