Codebase list cppad / upstream/2015.00.00.7 doc.omh
upstream/2015.00.00.7

Tree @upstream/2015.00.00.7 (Download .tar.gz)

doc.omh @upstream/2015.00.00.7raw · history · blame

$Id: doc.omh 3643 2015-02-12 11:47:46Z bradbell $
/* --------------------------------------------------------------------------
CppAD: C++ Algorithmic Differentiation: Copyright (C) 2003-13 Bradley M. Bell

CppAD is distributed under multiple licenses. This distribution is under
the terms of the 
                    GNU General Public License Version 3.

A copy of this license is included in the COPYING file of this distribution.
Please visit http://www.coin-or.org/CppAD/ for information on other licenses.
-------------------------------------------------------------------------- */
$begin CppAD$$
$comment default navigate command for all of CppAD documentation$$
$navigate%
	Prev%Prev%
	Next%Next%
	Across%Index%
	Up%Up%
	Down_up_3%_up_3%
	Down_up_2%_up_2%
	Down_up_1%_up_1%
	Down_up_0%_up_0%
	Current%Headings
%$$
$comment -------------------------------------------------------------
default automatic indexing command for all CppAD documentaiton
$$
$aindex section head subhead$$
$comment -------------------------------------------------------------
Latex used throughout the CppAD documentation
$$
$latex
\newcommand{\W}[1]{ \; #1 \; }
\newcommand{\R}[1]{ {\rm #1} }
\newcommand{\B}[1]{ {\bf #1} }
\newcommand{\D}[2]{ \frac{\partial #1}{\partial #2} }
\newcommand{\DD}[3]{ \frac{\partial^2 #1}{\partial #2 \partial #3} }
\newcommand{\Dpow}[2]{ \frac{\partial^{#1}}{\partial  {#2}^{#1}} }
\newcommand{\dpow}[2]{ \frac{ {\rm d}^{#1}}{{\rm d}\, {#2}^{#1}} }
$$
$comment -------------------------------------------------------------
hilite commands used throughout the CppAD documentation
$$
$hilitecmd%
	verbatim%
	codep
%$$
$hiliteseq%

 CppAD::%AD%<%                AD
%       %AD%<%                AD

%CppAD::%ADFun%<%             FunConstruct
%       %ADFun%<%             FunConstruct

%       %CPPAD_TESTVECTOR%(% testvector

      %.%Forward%(%           Forward

%CppAD::%Independent%(%       Independent
%       %Independent%(%       Independent

      %.%Jacobian%(%          Jacobian

%CppAD::%NearEqual%(%         NearEqual
%       %NearEqual%(%         NearEqual

      %.%Reverse%(%           Reverse
%$$
$spell
	cppad.hpp
	cppad
	namespaces
	std
	templated
	const
	CppADvector
	multiplicative
	Microsoft
	bool
	Det
	namespace
	Cpp
	Var
	Diff
	initializes
$$

$index AD$$,
$index algorithmic differentiation$$
$index automatic differentiation$$
$index C++, algorithm derivative$$
$index CppAD$$
$index version, CppAD$$

$comment bin/version assumes that : follows cppad version number here$$
$section 
cppad-20150000.7: A Package for Differentiation of C++ Algorithms
$$ 

$comment This comment is used to remove the table below$$
$table
$cnext
	One section per web page $pre  $$ $cnext
	All sections in one web page
$rnext
$cnext
	(fast to load) $pre  $$ $cnext
	(slow to load)
$rnext
Math displayed using Latex $pre  $$ $cnext
$href%cppad.htm%$$
$pre  $$ $cnext
$href%_printable.htm%$$
$rnext
Math displayed using MathML $pre  $$ $cnext
$href%cppad.xml%$$ $pre  $$ $cnext
$href%_printable.xml%$$
$tend


$head Syntax$$
$code # include <cppad/cppad.hpp>$$

$head Introduction$$
$index introduction$$
We refer to the
step by step conversion from an algorithm that computes function values
to an algorithm that computes derivative values
as $italic Algorithmic Differentiation$$
(often referred to as $italic Automatic Differentiation$$.) 
Given a C++ algorithm that computes function values,
CppAD generates an algorithm that computes its derivative values.
A brief introduction to Algorithmic Differentiation can be found in
$href%http://en.wikipedia.org/wiki/Automatic_differentiation%wikipedia%$$.
The web site 
$href%http://www.autodiff.org%autodiff.org%$$
is dedicated to research about, and promoting the use of, AD.

$list number$$
$href%http://www.coin-or.org/CppAD/%CppAD%$$
uses operator overloading to compute derivatives of algorithms defined in C++.
It is distributed by the 
$href%http://www.coin-or.org/foundation.html%COIN-OR Foundation%$$
with the Eclipse Public License 
$href%http://www.opensource.org/licenses/EPL-1.0%EPL-1.0%$$
or the GNU General Public License
$href%http://www.opensource.org/licenses/AGPL-3.0%GPL-3.0%$$.
Testing and installation is supported for Unix, Microsoft, and Apple
operating systems.
Extensive user and developer documentation is included.

$lnext
An AD of $italic Base$$
$xref/glossary/Operation/Sequence/operation sequence/1/$$
is stored as an 
$xref/ADFun//AD function object/$$ 
which can evaluate function values and derivatives.
Arbitrary order 
$xref/Forward//forward/$$ and $xref/Reverse//reverse/$$
mode derivative calculations
can be preformed on the operation sequence.
Logical comparisons can be included in an operation sequence
using AD $xref/CondExp//conditional expressions/$$.
Evaluation of user defined unary 
$xref/Discrete//discrete functions/$$ can also be included
in the sequence of operations; i.e.,
functions that depend on the
$cref/independent variables/glossary/Tape/Independent Variable/$$
but which have identically zero derivatives
(e.g., a step function).

$lnext
Derivatives of functions that are defined in terms of other derivatives
can be computed using multiple levels of AD;
see $cref/mul_level.cpp/$$ for a simple example
and $cref/mul_level_ode.cpp/$$ for a more realistic example.
To this end, CppAD can also be used with other AD types; for example see
$cref/mul_level_adolc_ode.cpp/$$.

$lnext
A set of programs for doing $cref/speed/$$ comparisons between
$href%https://projects.coin-or.org/ADOL-C%Adolc%$$,
CppAD,
$href%http://www.imm.dtu.dk/fadbad.html/%Fadbad%$$,
and
$href%http://trilinos.sandia.gov/packages/sacado/%Sacado%$$
are included.


$lnext
Includes a C++ $xref/library/$$ that is useful
for general operator overloaded numerical method.
Allows for replacement of the
$cref/testvector/$$ 
template vector class which is used for extensive testing; 
for example, you can do your testing with the
$href%http://www.boost.org/libs/numeric/ublas/doc/index.htm%uBlas%$$ 
template vector class.

$lnext
See $xref/whats_new/$$ for a list of recent extensions and bug fixes.

$lend

You can find out about other algorithmic differentiation tools
and about algorithmic differentiation in general at the following web sites:
$href%http://en.wikipedia.org/wiki/Automatic_differentiation%wikipedia%$$,
$href%http://www.autodiff.org%autodiff.org%$$.

$head Example$$
The file
$xref/get_started.cpp/$$
contains an example and test of using CppAD to compute
the derivative of a polynomial.
There are many other 
$xref/Example//examples/$$.

$head Include File$$
$index include, cppad.hpp$$
$index cppad.hpp, include$$
The following include directive
$syntax%
	# include <cppad/cppad.hpp>
%$$
includes the CppAD package for the rest of the current compilation unit.

$head Preprocessor Symbols$$
$index symbol, preprocessor CppAD$$
$index preprocessor, symbol CppAD$$
$index CppAD, preprocessor symbol$$
All the $cref preprocessor$$ symbols used by CppAD begin with eight
$code CppAD$$ or $code CPPAD_$$.

$head Namespace$$
$index CppAD, namespace$$
$index namespace, CppAD$$
All of the functions and objects defined by CppAD are in the
$code CppAD$$ namespace; for example, you can access the $xref/AD/$$ types as 
$syntax%
	size_t n = 2;
	CppAD::vector< CppAD::AD<%Base%> > %x%(%n%)
%$$ 
You can abbreviate access to one object or function a $code using$$ 
command of the form
$syntax%
	using CppAD::AD
	CppAD::vector< AD<%Base%> > %x%(%n%)
%$$ 
You can abbreviate access to all CppAD objects and functions 
with a command of the form
$syntax%
	using namespace CppAD
	vector< AD<%Base%> > %x%(%n%)
%$$ 
If you include other namespaces in a similar manner,
this can cause naming conflicts.


$childtable%
	omh/install/install.omh%
	omh/introduction.omh%
	cppad/local/user_ad.hpp%
	cppad/local/ad_fun.hpp%
	omh/preprocessor.omh%
	omh/multi_thread.omh%
	omh/library.omh%
	cppad/ipopt/solve.hpp%
	omh/example.omh%
	omh/speed/speed.omh%
	omh/appendix.omh
%$$

$end