Reject non-real wrapped Laplace parameters#4394
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Summary
WrappedLaplaceDistributionrate parameterslambda_andkappa_Bug
_validate_positive_scalar()converted its input to a backend array and then only checked finiteness and positivity. Boolean values such asTruetherefore passed as the rate1, while text and complex values could either leak backend-specific exceptions or be accepted despite not being real-valued distribution parameters.Fix
Extract the scalar value after shape validation, require a non-boolean
numbers.Real, and normalize backend conversion/comparison failures to a clearValueErrornaming the invalid parameter.Validation
python -m py_compile /tmp/wrapped_laplace_distribution_patched.py /tmp/test_wrapped_laplace_parameter_validation.pypython -m pytest -q /tmp/test_wrapped_laplace_parameter_validation.py(1 passed, 8 subtests passed)Full repository CI should validate the change across the configured backend matrix.