Domains Errors
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Currently domains will fail as min/max values are by default set to None when bounds have not been set. This will cause various methods to fail either from attempting to cast a None type to int or comparing against a None type. This may be simply fixed by setting the bounds to +-np.inf
Good catch. Out of curiosity, what's an example of a method that fails?
When running test_concrete_models.py over BasicGaussianModel the in_domain check will fail on simulated data as it will attempt to compare the generated data against a None min/max value as the domain is set to RealDomain(). Another case is for BasicPoissonModel() as the the max is None and __init__ will try and cast int(max) which is equivalent to int(None) which fails.