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evaluation_param_nn.sty
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evaluation_param_nn.sty
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% arg1: number of layer
\newcommand{\evalZ@iris}[1]{%
% case of input Layer
\ifthenelse{#1=1}{%
\foreach \x in {1,...,\value{inputNum}}{%
\checkirisSVArray(\value{learningStep},\x)%
\assignArray{\Zs@iris(#1,\x)}{\cachedata}%
}%
}%
{%
% case of output layer
\ifthenelse{#1=\value{layerNum}}{%
\foreach \x in {1,...,\value{classNum}}{%
\Zs@iris(#1,\x)=0%
\pgfmathsetmacro{\sum@tmp}{0}%
\foreach \y in {1,...,\value{layerSize}}{%
\checkweights@HtoO@iris(\x, \y)%
\pgfmathsetmacro{\w@tmp}{\cachedata}%
\checkAs@iris(2, \y)%
\pgfmathsetmacro{\a@tmp}{\cachedata}%
\pgfmathsetmacro{\sum@tmp}{(\w@tmp * \a@tmp) + \sum@tmp}%
\xdef\sum@tmp{\sum@tmp}%
}%
\checkbias@HtoO@iris(\x)%
\pgfmathsetmacro{\b@tmp}{\cachedata}%
\pgfmathsetmacro{\sum@tmp}{(\sum@tmp) + \b@tmp}%
\xdef\sum@tmp{\sum@tmp}%
\assignArray{\Zs@iris(#1,\x)}{\sum@tmp}%
}%
}%
% case of hidden layer
{%
\foreach \x in {1,...,\value{layerSize}}{%
\Zs@iris(#1,\x)=0%
\pgfmathsetmacro{\sum@tmp}{0}%
\foreach \y in {1,...,\value{inputNum}}{%
\checkweights@ItoH@iris(\x, \y)%
\pgfmathsetmacro{\w@tmp}{\cachedata}%
\checkAs@iris(1, \y)%
\pgfmathsetmacro{\a@tmp}{\cachedata}%
\pgfmathsetmacro{\sum@tmp}{(\w@tmp * \a@tmp) + \sum@tmp}%
\xdef\sum@tmp{\sum@tmp}%
}%
\checkbias@ItoH@iris(\x)%
\pgfmathsetmacro{\b@tmp}{\cachedata}%
\pgfmathsetmacro{\sum@tmp}{(\sum@tmp) + \b@tmp}%
\assignArray{\Zs@iris(#1,\x)}{\sum@tmp}%
\xdef\sum@tmp{\sum@tmp}%
}%
}%
}%
}%
%
% arg1: number of layer
\newcommand{\evalA@iris}[1]{%
% case of input Layer
\ifthenelse{#1=1}{%
\foreach \x in {1,...,\value{inputNum}}{%
\checkZs@iris(#1, \x)%
\assignArray{\As@iris(#1,\x)}{\cachedata}%
}
}%
{%
% case of output layer
\ifthenelse{#1=\value{layerNum}}{%
\foreach \x in {1,...,\value{classNum}}{%
\checkZs@iris(#1, \x)%
\activationFunction@texnn{\cachedata}%
\assignArray{\As@iris(#1,\x)}{\y@texnn}%
}%
}%
% case of hidden layer
{%
\foreach \x in {1,...,\value{layerSize}}{%
\checkZs@iris(#1, \x)%
\activationFunction@texnn{\cachedata}%
\assignArray{\As@iris(#1,\x)}{\y@texnn}%
}%
}%
}%
}%
\newcommand{\evalUnitError}{%
% evaluation output unit error
\foreach \x in {1,...,\value{classNum}}{%
\checkAs@iris(3, \x)%
\pgfmathsetmacro{\a@tmp}{\cachedata}%
\checkoneHotTeacher(\x)%
\pgfmathsetmacro{\t@tmp}{\cachedata}%
\pgfmathsetmacro{\delta@tmp}{(\a@tmp - \t@tmp)}%
\assignArray{\OUnitError(\x)}{\delta@tmp}%
}%
% evaluation hidden unit error
\foreach \x in {1,...,\value{layerSize}}{%
\checkZs@iris(2, \x)%
\activationFunctionDiff@texnn{\cachedata}%
\checkOUnitError(1)%
\pgfmathsetmacro{\deltaOne}{\cachedata}%
\checkOUnitError(2)%
\pgfmathsetmacro{\deltaTwo}{\cachedata}%
\checkOUnitError(3)%
\pgfmathsetmacro{\deltaThree}{\cachedata}%
\checkweights@HtoO@iris(1,\x)%
\pgfmathsetmacro{\w@one}{\cachedata}%
\checkweights@HtoO@iris(2,\x)%
\pgfmathsetmacro{\w@two}{\cachedata}%
\checkweights@HtoO@iris(3,\x)%
\pgfmathsetmacro{\w@three}{\cachedata}%
\pgfmathsetmacro{\delta@tmp}{((\deltaOne*\w@one) + \deltaTwo*\w@two + \deltaThree*\w@three)*\y@texnn}%
\assignArray{\HUnitError(\x)}{\delta@tmp}%
}%
}%