The Stan Math Library is a C++, reverse-mode automatic differentiation library designed to be usable, extensive and extensible, efficient, scalable, stable, portable, and redistributable in order to facilitate the construction and utilization of algorithms that utilize derivatives.
The Stan Math Library is licensed under the new BSD license.
Stan Math depends on four libraries:
- Boost (version 1.66.0): Boost Home Page
- Eigen (version 3.3.3): Eigen Home Page
- CVODES (version 3.1.0): Sundials Home Page
- IDAS (version 2.1.0): Sundials Home Page
These are distributed under the lib/
subdirectory. Only these versions of the dependent libraries have been tested with Stan Math.
The Stan Math Library is largely a header-only C++ library, with exceptions for the Sundials code.
A simple hello world program using Stan Math is as follows:
#include <stan/math.hpp>
#include <iostream>
int main() {
std::cout << "log normal(1 | 2, 3)="
<< stan::math::normal_log(1, 2, 3)
<< std::endl;
}
If this is in the file /path/to/foo/foo.cpp
, then you can compile and run this with something like this, with the path/to
business replaced with actual paths:
> cd /path/to/foo
> clang++ -std=c++1y -I /path/to/stan-math -I /path/to/Eigen -I /path/to/boost -I /path/to/sundials foo.cpp
> ./a.out
log normal(1 | 2, 3)=-2.07311
The -I
includes provide paths pointing to the four necessary includes:
- Stan Math Library: path to source directory that contains
stan
as a subdirectory - Eigen C++ Matrix Library: path to source directory that contains
Eigen
as a subdirectory - Boost C++ Library: path to source directory that contains
boost
as a subdirectory - SUNDIALS: path to source directory that contains
cvodes
andidas
as a subdirectory
Note that the paths should not include the final directories stan
, Eigen
, or boost
on the paths. An example of a real instantiation:
clang++ -std=c++1y -I ~/stan-dev/math -I ~/stan-dev/math/lib/eigen_3.3.3/ -I ~/stan-dev/math/lib/boost_1.66.0/ -I ~/stan-dev/math/lib/sundials_3.1.0/include foo.cpp
The following directories all exist below the links given to -I
: ~/stan-dev/math/stan
and ~/stan-dev/math/lib/eigen_3.3.3/Eigen
and ~stan-dev/math/lib/boost_1.66.0/boost
and ~stan-dev/math/lib/sundials_3.1.0/include
.
There's nothing special about clang++
--- the g++
compiler behaves the same way. You'll need to modify the commands for other compilers, which will need to be up-to-date enough to compile the Stan Math Library.