probability
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Missing preference for parameters in tfp.math.psd_kernels.RationalQuadratic
There are two exclusive parameters in tfp.math.psd_kernels.RationalQuadratic. The first is length_scale, and the second is inverse_length_scale. But both are marked as preferred -- it is the default value in the ParameterProperties.
If the length_scale is less stable, it should be changed to:
...
length_scale=parameter_properties.ParameterProperties(
is_preferred=False,
default_constraining_bijector_fn=(
lambda: softplus.Softplus(low=dtype_util.eps(dtype)))),
...
https://github.com/tensorflow/probability/blob/0759c57eb0306a5bb0fcc3d105bbcab9943092a5/tensorflow_probability/python/math/psd_kernels/rational_quadratic.py#L214