Remove all recursion limits

[dennisYatunin]

This PR removes the default recursion limit from every single function defined in UnrolledUtiliites.

I was previously maintaining a list of which functions defined in UnrolledUtilities can be used recursively, and only disabling the default recursion limits of those functions. However, this list keeps needing to get expanded with new types of functions. It previously included all functions that call themselves and all functions whose arguments can be arbitrary functions (including themselves), but CliMA/ClimaCore.jl#1713 has shown in ClimaCore Buildkite Run 4398 that unrolled_product also needs to have its recursion limit disabled because it is used recursively in ClimaCore, even though it doesn't fall into either of those categories. In order to avoid dealing with any more recursion-related type instabilities due to this package, I am introducing the following generic piece of code at the end of the module:

@static if hasfield(Method, :recursion_relation)
    module_names = names(@__MODULE__; all = true)
    module_values = map(Base.Fix1(getproperty, @__MODULE__), module_names)
    module_functions = filter(Base.Fix2(isa, Function), module_values)
    for f in module_functions, method in methods(f)
        method.recursion_relation = Returns(true)
    end
end

Note to anyone who wants to use this code: Since this disables all recursion limits, it can easily lead to increased compilation time of recursive code. Do not use this unless the compilation time of all functions defined in a module is insignificant compared to their type stability.

[charleskawczynski]

This is a bit dubious. But I think we can make an exception since that is effectively the essence of this package.

Let's first see how https://buildkite.com/clima/climacore-ci/builds/4399 goes.