gtsam/GTSAM-Concepts.md

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GTSAM Concepts
==============
Concepts define (see [Generic Programming Techniques](http://www.boost.org/community/generic_programming.html))
* associated types
* valid expressions
* invariants
* complexity guarantees
GTSAM Types start with Uppercase, e.g., `gtsam::Point2`, and are models of the concepts MANIFOLD, GROUP, LIE_GROUP, VECTOR_SPACE
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traits
------
`gtsam::traits` is our way to associate these concepts with types. We will not use Eigen-style or STL-style traits, that define many properties at once. Rather, we use boost::mpl style meta-programming functions to facilitate meta-programming.
Traits allow us to play with types that are outside GTSAM control, e.g., `Eigen::VectorXd`.
The naming conventions are as follows:
* Types: `gtsam::traits::SomeAssociatedType<T>::type`, i.e., they are MixedCase and define a `type`, for example:
template<>
gtsam::traits::TangentVector<Point2> {
typedef Vector2 type;
}
* Values: `gtsam::traits::someValue<T>::value`, i.e., they are mixedCase starting with a lowercase letter and define a `value`, but also a `value_type`. For example:
template<>
gtsam::traits::dimension<Point2> {
static const int value = 2;
typedef const int value_type; // const ?
}
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* Functors: `gtsam::traits::someFunctor<T>::type`, i.e., they are mixedCase starting with a lowercase letter and define a functor `type`. Example
struct Point2::retract {
Point2 p_;
retract(const Point2& p) : p_(p) {}
Point2 operator()(const Vector2& v) {
return Point2(p.x()+v[0], p.y()+v[1]);
}
}
template<>
gtsam::traits::retract<Point2> {
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typedef Point2::retract type;
}
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The above is still up in the air. Do we need the type indirection?
tags
----
Concepts are associated with a tag.
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* `gtsam::tags::manifold_tag`
* `gtsam::tags::group_tag`
* `gtsam::tags::lie_group_tag`
* `gtsam::tags::vector_space_tag`
Can be queried `gtsam::traits::structure_tag<T>`
Manifold
--------
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* types: `DefaultChart`
* values: `dimension`
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Anything else?
Chart
-----
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* types: `Manifold`, `Vector`
* values: `retract`, `local`
Are these values? They are just methods. Anything else?
Group
-----
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* values: `identity`
* values: `compose`, `inverse`, (`between`)
Lie Group
---------
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Implements both MANIFOLD and GROUP
Vector Space
------------
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Lie Group where compose == `+`
Examples
--------
An example of implementing a Manifold is here:
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// GTSAM type
class Rot2 {
...
class Chart {
...
}
}
namespace gtsam {
namespace traits {
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template<>
struct DefaultChart<Rot2> {
typedef Rot2::Chart type;
}
template<>
struct Manifold<Rot2::Chart> {
typedef Rot2 type;
}
template<>
struct Vector<Rot2::Chart> {
typedef Vector2 type;
}
}