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As described in the reference manual function overloading is permitted in Stan, beginning in version 2.29.

This means multiple functions can be defined with the same name as long as they accept different numbers or types of arguments. User-defined functions can also overload Stan library functions.

20.4.1 Warning on usage

Overloading is a powerful productivity tool in programming languages, but it can also lead to confusion. In particular, it can be unclear at first glance which version of a function is being called at any particular call site, especially with type promotion allowed between scalar types. Because of this, it is a programming best practice that overloaded functions maintain the same meaning across definitions.

For example, consider a function triple which has the following three signatures

real triple(real x);
complex triple(complex x);
array[] real triple(array[] real);

One should expect that all overloads of this function perform the same basic task. This should lead to definitions of these functions which would satisfy the following assumptions that someone reading the program would expect

// The function does what it says
triple(3.0) == 9.0
// It is defined reasonably for different types
triple(to_complex(3.0)) == to_complex(triple(3.0))
// A container version of this function works by element
triple({3.0, 4.0})[0] == triple({3.0, 4.0}[0])

Note that none of these properties are enforced by Stan, they are mentioned merely to warn against uses of overloading which cause confusion.

20.4.2 Function resolution

Stan resolves overloaded functions by the number and type of arguments passed to the function. This can be subtle when multiple signatures with the same number of arguments are present.

Consider the following function signatures

real foo(int a, real b);
real foo(real a, real b);

Given these, the function call foo(1.5, 2.5) is unambiguous - it must resolve to the second signature. But, the function call foo(1, 1.5) could be valid for either under Stan’s promotion rules, which allow integers to be promoted to real numbers.

To resolve this, Stan selects the signature which requires the fewest number of promotions for a given function call. In the above case, this means the call foo(1, 1.5) would select the first signature, because it requires 0 promotions (the second signature would require 1 promotion).

Furthermore, there must be only one such signature, e.g., the minimum number of promotions must be a unique minimum. This requirement forbids certain kinds of overloading. For example, consider the function signatures

real bar(int x, real y);
real bar(real x, int y);

These signatures do not have a unique minimum number of promotions for the call bar(1, 2). Both signatures require one int to real promotion, and so it cannot be determined which is correct. Stan will produce a compilation error in this case.

Promotion from integers to complex numbers is considered to be two separate promotions, first from int to real, then from real to complex. This means that integer arguments will “prefer” a signature with real types over complex types.

For example, consider the function signatures

real pop(real x);
real pop(complex x);

Stan will select the first signature when pop is called with an integer argument such as pop(0).