%%%------------------------------------------------------------------------------------------------------------
\begin{tikzpicture}
\begin{scope}[scale=1.2]

\node [anchor=west,draw,inner sep=4pt,fill=blue!20!white] (Lstm0) at (0,0) {\scriptsize{LSTM}};
\node [anchor=west,draw,inner sep=4pt,fill=blue!20!white] (Lstm1) at ([xshift=1em]Lstm0.east) {\scriptsize{LSTM}};
\node [anchor=west,inner sep=4pt] (sep) at ([xshift=0.5em]Lstm1.east) {\scriptsize{...}};
\node [anchor=west,draw,inner sep=4pt,fill=blue!20!white] (Lstm2) at ([xshift=0.5em]sep.east) {\scriptsize{LSTM}};

\node [anchor=south,draw,inner sep=4pt,fill=blue!20!white] (Lstm3) at ([yshift=1em]Lstm0.north) {\scriptsize{LSTM}};
\node [anchor=west,draw,inner sep=4pt,fill=blue!20!white] (Lstm4) at ([xshift=1em]Lstm3.east) {\scriptsize{LSTM}};
\node [anchor=west,inner sep=4pt] (sep1) at ([xshift=0.5em]Lstm4.east) {\scriptsize{...}};
\node [anchor=west,draw,inner sep=4pt,fill=blue!20!white] (Lstm5) at ([xshift=0.5em]sep1.east) {\scriptsize{LSTM}};

\node [rectangle,rounded corners,draw=black!50,densely dashed,inner sep=0.4em] [fit = (Lstm0) (Lstm2) (Lstm3) (Lstm5)] (inputshadow) {};

\node [anchor=north,draw,inner sep=4pt,fill=ugreen!20!white,minimum width=2em] (e1) at ([xshift=-2em,yshift=-1em]Lstm2.south) {\scriptsize{$\textbf{e}_1$}};
\node [anchor=west,draw,inner sep=4pt,fill=ugreen!20!white,minimum width=2em] (e2) at ([xshift=1em]e1.east) {\scriptsize{$\textbf{e}_2$}};
\node [anchor=west,inner sep=4pt] (sep5) at ([xshift=1em]e2.east) {\scriptsize{...}};
\node [anchor=west,draw,inner sep=4pt,fill=ugreen!20!white,minimum width=2em] (e3) at ([xshift=1em]sep5.east) {\scriptsize{$\textbf{e}_m$}};
\node [anchor=south] (word1) at ([yshift=-1.5em]e1.south) {\footnotesize {Once}};
\node [anchor=south] (word2) at ([yshift=-1.6em]e2.south) {\footnotesize {upon}};
\node [anchor=south] (wordseq) at ([yshift=-1.5em]sep5.south) {\footnotesize{...}};
\node [anchor=south] (word3) at ([yshift=-1.5em]e3.south) {\footnotesize {island}};

\node [anchor=south,draw,inner sep=4pt,fill=yellow!30,minimum width=2em] (t1) at ([xshift=-2em,yshift=1em]Lstm5.north) {\scriptsize{$\textbf{h}_1$}};
\node [anchor=west,draw,inner sep=4pt,fill=yellow!30,minimum width=2em] (t2) at ([xshift=1em]t1.east) {\scriptsize{$\textbf{h}_2$}};
\node [anchor=west,inner sep=4pt] (sep6) at ([xshift=1em]t2.east) {\scriptsize{...}};
\node [anchor=west,draw,inner sep=4pt,fill=yellow!30,minimum width=2em] (t3) at ([xshift=1em]sep6.east) {\scriptsize{$\textbf{h}_m$}};

\node [anchor=west,draw,inner sep=4pt,fill=blue!20!white] (Lstm6) at ([xshift=1.5em]Lstm2.east) {\scriptsize{LSTM}};
\node [anchor=west,draw,inner sep=4pt,fill=blue!20!white] (Lstm7) at ([xshift=1em]Lstm6.east) {\scriptsize{LSTM}};
\node [anchor=west,inner sep=4pt] (sep3) at ([xshift=0.5em]Lstm7.east) {\scriptsize{...}};
\node [anchor=west,draw,inner sep=4pt,fill=blue!20!white] (Lstm8) at ([xshift=0.5em]sep3.east) {\scriptsize{LSTM}};

\node [anchor=south,draw,inner sep=4pt,fill=blue!20!white] (Lstm9) at ([yshift=1em]Lstm6.north) {\scriptsize{LSTM}};
\node [anchor=west,draw,inner sep=4pt,fill=blue!20!white] (Lstm10) at ([xshift=1em]Lstm9.east) {\scriptsize{LSTM}};
\node [anchor=west,inner sep=4pt] (sep4) at ([xshift=0.5em]Lstm10.east) {\scriptsize{...}};
\node [anchor=west,draw,inner sep=4pt,fill=blue!20!white] (Lstm11) at ([xshift=0.5em]sep4.east) {\scriptsize{LSTM}};

\node [rectangle,rounded corners,draw=black!50,densely dashed,inner sep=0.4em] [fit = (Lstm6) (Lstm8) (Lstm9) (Lstm11)] (inputshadow) {};

\draw [->] ([xshift=0.1em]Lstm0.east) -- ([xshift=-0.1em]Lstm1.west);
\draw [->] ([xshift=0.1em]Lstm1.east) -- ([xshift=0.1em]sep.west);
\draw [->] ([xshift=-0.1em]sep.east) -- ([xshift=-0.1em]Lstm2.west);

\draw [->] ([xshift=0.1em]Lstm3.east) -- ([xshift=-0.1em]Lstm4.west);
\draw [->] ([xshift=0.1em]Lstm4.east) -- ([xshift=0.1em]sep1.west);
\draw [->] ([xshift=-0.1em]sep1.east) -- ([xshift=-0.1em]Lstm5.west);

\draw [->] ([yshift=0.1em]Lstm0.north) -- ([yshift=-0.1em]Lstm3.south);
\draw [->] ([yshift=0.1em]Lstm1.north) -- ([yshift=-0.1em]Lstm4.south);
\draw [->] ([yshift=0.1em]Lstm2.north) -- ([yshift=-0.1em]Lstm5.south);

\draw [->] ([xshift=-0.1em]Lstm7.west) -- ([xshift=0.1em]Lstm6.east);
\draw [->] ([xshift=0.1em]sep3.west) -- ([xshift=0.1em]Lstm7.east);
\draw [->] ([xshift=-0.1em]Lstm8.west) -- ([xshift=-0.1em]sep3.east);

\draw [->] ([xshift=-0.1em]Lstm10.west) -- ([xshift=0.1em]Lstm9.east);
\draw [->] ([xshift=0.1em]sep4.west) -- ([xshift=0.1em]Lstm10.east);
\draw [->] ([xshift=-0.1em]Lstm11.west) -- ([xshift=-0.1em]sep4.east);

\draw [->] ([yshift=0.1em]Lstm6.north) -- ([yshift=-0.1em]Lstm9.south);
\draw [->] ([yshift=0.1em]Lstm7.north) -- ([yshift=-0.1em]Lstm10.south);
\draw [->] ([yshift=0.1em]Lstm8.north) -- ([yshift=-0.1em]Lstm11.south);

\draw [->] ([yshift=0.1em]e1.north) -- ([yshift=-0.12em]Lstm0.south);
\draw [->] ([yshift=0.1em]e1.north) -- ([yshift=-0.12em]Lstm6.south);
\draw [->] ([yshift=0.1em]e2.north) -- ([yshift=-0.12em]Lstm1.south);
\draw [->] ([yshift=0.1em]e2.north) -- ([yshift=-0.12em]Lstm7.south);
\draw [->] ([yshift=0.1em]e3.north) -- ([yshift=-0.12em]Lstm2.south);
\draw [->] ([yshift=0.1em]e3.north) -- ([yshift=-0.12em]Lstm8.south);

\draw [->] ([yshift=0.1em]Lstm3.north) -- ([xshift=-0.05em,yshift=-0.12em]t1.south);
\draw [->] ([yshift=0.1em]Lstm9.north) -- ([yshift=-0.12em]t1.south);
\draw [->] ([yshift=0.1em]Lstm4.north) -- ([xshift=-0.05em,yshift=-0.12em]t2.south);
\draw [->] ([yshift=0.1em]Lstm10.north) -- ([yshift=-0.12em]t2.south);
\draw [->] ([yshift=0.1em]Lstm5.north) -- ([xshift=-0.05em,yshift=-0.12em]t3.south);
\draw [->] ([yshift=0.1em]Lstm11.north) -- ([yshift=-0.12em]t3.south);

\end{scope}
\end{tikzpicture}
%%%------------------------------------------------------------------------------------------------------------