14 lines
1.4 KiB
Text
Executable file
14 lines
1.4 KiB
Text
Executable file
\begin{Verbatim}[commandchars=\\\{\}]
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\PYG{k}{class} \PYG{n+nc}{Net}\PYG{p}{(}\PYG{n}{nn}\PYG{o}{.}\PYG{n}{Module}\PYG{p}{):}
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\PYG{k}{def} \PYG{n+nf+fm}{\PYGZus{}\PYGZus{}init\PYGZus{}\PYGZus{}}\PYG{p}{(}\PYG{n+nb+bp}{self}\PYG{p}{):}
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\PYG{n+nb}{super}\PYG{p}{()}\PYG{o}{.}\PYG{n+nf+fm}{\PYGZus{}\PYGZus{}init\PYGZus{}\PYGZus{}}\PYG{p}{()}
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\PYG{n+nb+bp}{self}\PYG{o}{.}\PYG{n}{fc0} \PYG{o}{=} \PYG{n}{nn}\PYG{o}{.}\PYG{n}{Linear}\PYG{p}{(}\PYG{l+m+mi}{28} \PYG{o}{*} \PYG{l+m+mi}{28}\PYG{p}{,} \PYG{l+m+mi}{64}\PYG{p}{)}
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\PYG{n+nb+bp}{self}\PYG{o}{.}\PYG{n}{fc1} \PYG{o}{=} \PYG{n}{nn}\PYG{o}{.}\PYG{n}{Linear}\PYG{p}{(}\PYG{l+m+mi}{64}\PYG{p}{,} \PYG{l+m+mi}{120}\PYG{p}{)}
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\PYG{n+nb+bp}{self}\PYG{o}{.}\PYG{n}{fc2} \PYG{o}{=} \PYG{n}{nn}\PYG{o}{.}\PYG{n}{Linear}\PYG{p}{(}\PYG{l+m+mi}{120}\PYG{p}{,} \PYG{l+m+mi}{10}\PYG{p}{)}
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\PYG{k}{def} \PYG{n+nf}{forward}\PYG{p}{(}\PYG{n+nb+bp}{self}\PYG{p}{,} \PYG{n}{x}\PYG{p}{):}
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\PYG{n}{x} \PYG{o}{=} \PYG{n}{F}\PYG{o}{.}\PYG{n}{relu}\PYG{p}{(}\PYG{n+nb+bp}{self}\PYG{o}{.}\PYG{n}{fc0}\PYG{p}{(}\PYG{n}{x}\PYG{p}{))}
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\PYG{n}{x} \PYG{o}{=} \PYG{n}{F}\PYG{o}{.}\PYG{n}{relu}\PYG{p}{(}\PYG{n+nb+bp}{self}\PYG{o}{.}\PYG{n}{fc1}\PYG{p}{(}\PYG{n}{x}\PYG{p}{))}
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\PYG{n}{x} \PYG{o}{=} \PYG{n+nb+bp}{self}\PYG{o}{.}\PYG{n}{fc2}\PYG{p}{(}\PYG{n}{x}\PYG{p}{)}
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\PYG{k}{return} \PYG{n}{F}\PYG{o}{.}\PYG{n}{log\PYGZus{}softmax}\PYG{p}{(}\PYG{n}{x}\PYG{p}{)}
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\end{Verbatim}
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