# HG changeset patch
# User koba <koba@cr.ie.u-ryukyu.ac.jp>
# Date 1292539911 -32400
# Node ID 9de46c7493c7ddf90de5293b9b0a043b9c5de424
# Parent  ad076ec2c41db324605c733061fd030d39d8f68a
add.

diff -r ad076ec2c41d -r 9de46c7493c7 paper/OS-116-6.tex
--- a/paper/OS-116-6.tex	Fri Dec 17 00:22:29 2010 +0900
+++ b/paper/OS-116-6.tex	Fri Dec 17 07:51:51 2010 +0900
@@ -1,1 +1,1 @@
-\documentclass[techrep]{ipsjpapers}
\usepackage{graphicx}

% 巻数，号数などの設定
\setcounter{年数}{2011}

% ユーザが定義したマクロなど．
\makeatletter
\let\@ARRAY\@array \def\@array{\def\<{\inhibitglue}\@ARRAY}
\def\<{\(\langle\)\nobreak}
\def\>{\nobreak\(\rangle\)}
\def\|{\verb|}
\def\Underline{\setbox0\hbox\bgroup\let\\\endUnderline}
\def\endUnderline{\vphantom{y}\egroup\smash{\underline{\box0}}\\}
\def\LATEX{\iLATEX\Large}
\def\LATEx{\iLATEX\normalsize}
\def\LATex{\iLATEX\small}
\def\iLATEX#1{L\kern-.36em\raise.3ex\hbox{#1\bf A}\kern-.15em
    T\kern-.1667em\lower.7ex\hbox{E}\kern-.125emX}
\def\LATEXe{\ifx\LaTeXe\undefined \LaTeX 2e\else\LaTeXe\fi}
\def\LATExe{\ifx\LaTeXe\undefined \iLATEX\scriptsize 2e\else\LaTeXe\fi}
\def\Quote{\list{}{}\item[]}
\let\endQuote\endlist
\def\TT{\if@LaTeX@e\tt\fi}
\def\CS#1{\if@LaTeX@e\tt\expandafter\string\csname#1\endcsname\else
	$\backslash$#1\fi}

%\checklines	% 行送りを確認する時に使用
\begin{document}%{
% 和文表題
\title[学生用 PS3 GameFrameWork Cerium での Pipeline ストールの検出]%
	{学生用 PS3 GameFrameWork Cerium での\\Pipeline ストールの検出}
% 英文表題
\etitle{Detecting pipeline stall on PS3 GameFrameWork Cerium}
% 所属ラベル
\affilabel{UNI}{琉球大学 理工学研究科 情報工学専攻 並列信頼研究室\\
                Concurrency Reliance Laboratory, Information Engineering Course,
                Faculty of Engineering Graduate School of Engineering and Science,
                University of the Ryukyus.}

% 和文著者名
\author{小林 佑亮\affiref{UNI}\and
	河野 真治\affiref{UNI}\and
        多賀野 海人\affiref{UNI}\and
        金城　裕\affiref{UNI}}
	
% 英文著者名
\eauthor{Yusuke Kobayashi\affiref{UNI}\and
	 Shinji Kono\affiref{UNI}\and
         Kaito Tagano\affiref{UNI}\and
         Yutaka Kinjo\affiref{UNI}}

% 和文概要
\begin{abstract}
我々は PlayStation3 上でのゲームプログラミングをサポートする Cerium Engine を開発した。
Cerium におけるゲーム開発ではオブジェクトの描画や動作を Task という単位で管理しており、
この Task を SPE に送り、Pipeline で実行することによってプログラムの並列化を図っている。
この Pipeline におけるストールによって実行速度の低下が発生することが分かっている。
本研究ではこのストールを検出することを考える。
\end{abstract}
% 英文概要
\begin{eabstract}
We developed Cerium Engine which support Game Programming on PlayStation3.

\end{eabstract}

% 表題
\maketitle

\newpage

% 本文
\section{はじめに}
当研究室ではこれまで家庭用ゲーム機上でのゲームプログラミングの開発を行ってきた。
過去には PlayStation や PlayStation2、GameBoyAdvance を用いており、
現在は PlayStation3(以下 PS3) で 動作するゲーム開発を行っている。
PS3 では Fedora や Yellow Dog Linux といった Linux O を動作させることができるので
(現在の公式のサポートは終了している)C や C++ といったプログラム言語を用いて
Linux 上でプログラミングすることが可能となっている。しかし、PS3 の Architecture である
CellBroadbandEngine は複数の SPE を使用する並列プログラミングが求められている。
そこで我々は Cell のような ManyCoreArchitecture を用いた、並列プログラムの開発を
サポートするフレームワークとして FineGrainTaskManager を開発した。
この TaskManager を用いたゲーム開発フレームワークが Cerium である。

Cerium を用いたゲーム開発ではプログラムの動作を Task という単位で管理し、
この Task と必要なパラメータを複数の SPE に転送して処理させる。
転送された各 TASK は並列に処理され、Pipeline で実行される。
本研究では Cerium 用に開発されたゲームプログラムを用いてテストを行い、
Cerium の チューニングやゲームプログラミングを補助するテスト手法を提案する。
%}{

\section{Cell Broadband Engine}\label{sec:Cell}
CellBroadbandEngine は SCEI と IBM、東芝によって開発された CPU である。
2 thread の PPE(PowerPC Processor Element)と
8個の SPE(Synergistic Processor Element)からなる非対称なマルチコアプロセッサであり、
高速リングバスであるEIB(Element Interface Bus)で構成されている。
PS3 Linux では6個の SPE を使うことが出来る。(図\ref{fig:cell})

\subsection{PPE(PowerPC Processor Element)}\label{ssec:PPE}
PPE は Cell Broadband Engine のメインプロセッサで、
複数の SPE をコアプロセッサとして使用することができる汎用プロセッサである。
メインメモリや外部デバイスへの入出力、SPE を制御する役割を担っている。
PPU(PowerPC Processor Unit)は、PPEの演算処理を行うユニットで、
PowerPC アーキテクチャをベースとした命令セットを持つ。
PPSS(PowerPC Processor Storage Subsystem)は PPU からメインメモリへのデータアクセスを
制御するユニットである。

\subsection{SPE(Synergistic Processor Element)}\label{ssec:SPE}
SPE には 256KB の Local Store(LS)と呼ばれる直接参照できるメモリ領域があり、
バスに負担をかける事なく並列に計算を進めることが出来る。
SPE からメインメモリへは、直接アクセスすることは出来ず、SPE を構成する一つである
MFC (Memory Flow Controller)へ、チャネルを介してDMA(Direct Memory Access)命令を送ることで行われる。

\begin{figure}[tb]
\begin{center}
\includegraphics[scale=0.7]{figure/cell.eps}
\end{center}
\caption{Cell Broadband Engine}
\label{fig:cell}
\end{figure}

\section{Cerium Engine}
Cerium は 独自の Rendering Engine と Scene Graph、Task Manager の3つによって構成される。
ゲーム中のオブジェクトの振る舞いやルール、Polygon Data は SceneGraph によって管理され、
それらの動きや Rendering の処理を動的に SPE に割り振るカーネルとして TaskManager が用いられる。
Cerium は C++ で実装されており、画像の読み込みや入力デバイスはSDL\footnote[1]{
Simple DirectMedia Layer。グラフィックやサウンドなどの API を提供するフリーのライブラリ。
} を用いて行っている。

\subsection{Scene Graph}
Cerium ではゲーム中の一つの場面(Scene)を構成するオブジェクトの頂点座標やテクスチャー、
そしてその振る舞いの集合を SceneGraph としている。
SceneGraph のノードは親子関係を持つ tree で構成される。親子関係とは、親オブジェクトの回転や
並列移動等の行列計算による頂点座標の変更が、子オブジェクトにも反映する関係のことである。
これは子に対してスタックに積まれた親の変換行列を掛けることで実現できる。(図\ref{sg})

\subsection{Task Manager}
Task Manager は Task と呼ばれる、分割された各プログラムを管理する。
Task の単位はサブルーチンまたは関数とする。
Task は主に PPE 内で生成され、処理する内容と必要なパラメータを設定される。
実行可能になった Task から各 SPE 割り当てられ、Task を受け取った SPE はその情報を元に
処理を実行する。

\subsection{Rendering Engine}\label{ssec:rendering}
現在、PlayStation3 の GPU にアクセスする API が公開されていないため、
Cerium の Rendering Engine では、オブジェクトの描画を Cell で並列処理している。
描画処理を段階別に以下の3種類の Task に分けている。

\begin{itemize*}
\item 
SceneGraph が持つ Polygon の座標から、実際に画面に表示する座標の計算を行い、
それを格納した PolyPack を生成する SceneGraph2PolygonPack Task
\item 
PolygonPack から同じ Y 座標を持つ線分の集合である SpanPack を生成する 
PolygonPack2SpanPack Task
\item 
SpanPack を Texture を読み込みながら Z Buffer を用いて描画する DrawSpan Task
\end{itemize*} 

この3つの Task を処理をする順番に SPE に送ることでオブジェクトの描画処理を実現している。

\begin{figure}[tb]
\begin{center}
\includegraphics[width=5cm]{figure/scenegraph.eps}
\end{center}
\caption{Scene Graph Tree}
\label{fig:sg}
\end{figure}

\newpage

\section{Cerium の Task}

\subsection{Task の Dependency}
Task に依存関係(Dependency)を持たせるには{\bf wait\_for}を使用する。

\setbox0\vbox{
\hbox{//task2 は task1 が終了してから開始する}
\hbox{task2\|->|wait\_for(task1);}
}\fbox{\box0}
\label{fig:single}

上記の場合には task1 は Active Queue へ、task2 は Wait Queue へ格納される。
Active Queue に格納された Task は各 SPE に送られ処理される。
終了した Task から PPE の Task Manager へタスク終了のコマンドを発行する。
コマンドを受け取った Task Manager は Wait Queue を調べ、依存関係を満たした Task から
Active Queue に移し、SPE へ送る。(図\ref{fig:dependency})

\begin{figure}[tb]
\begin{center}
\includegraphics[scale=0.5]{figure/dependency.eps}
\end{center}
\caption{CellBroadbandEngine}
\label{fig:dependency}
\end{figure}

\subsection{Task 終了時に実行される関数}
{\bf set\_post}を使うことでTask が終了した際に PPE で実行される関数と、
その引数を指定できる。

\setbox0\vbox{
\hbox{int data = 3;}
\hbox{task\|->|set\_post(func1, (void*)data);}
\hbox{}
\hbox{void}
\hbox{func1(void *data)}
\hbox{\|{|}
\hbox{\ \ printf\|("func1: data = %d\n", (int)data)|;}
\hbox{\|}|}
\hbox{}
\hbox{//実行結果}
\hbox{func1: data = 3}
}\fbox{\box0}
\label{fig:single}

{\bf set\_post}により、ユーザ側でも Task が終了したということを検知できる。
また、大量の Task に依存関係を設定する場合、一度に {bf create\_task}で生成し、
{\bf wait\_for}で繋げるというのは難しい。その場合、ある一定数の Task だけ
生成しておき、{\bf set\_post}を使って終了したことを確認して、その中で新たに 
Task を生成していくという方法により依存関係を設定することができる。

\section{SuperDandy}

\section{Pipeline のストール検出}

\section{まとめ}

\end{document}
\ No newline at end of file
+\documentclass[techrep]{ipsjpapers}
\usepackage{graphicx}

% 巻数，号数などの設定
\setcounter{年数}{2011}

% ユーザが定義したマクロなど．
\makeatletter
\let\@ARRAY\@array \def\@array{\def\<{\inhibitglue}\@ARRAY}
\def\<{\(\langle\)\nobreak}
\def\>{\nobreak\(\rangle\)}
\def\|{\verb|}
\def\Underline{\setbox0\hbox\bgroup\let\\\endUnderline}
\def\endUnderline{\vphantom{y}\egroup\smash{\underline{\box0}}\\}
\def\LATEX{\iLATEX\Large}
\def\LATEx{\iLATEX\normalsize}
\def\LATex{\iLATEX\small}
\def\iLATEX#1{L\kern-.36em\raise.3ex\hbox{#1\bf A}\kern-.15em
    T\kern-.1667em\lower.7ex\hbox{E}\kern-.125emX}
\def\LATEXe{\ifx\LaTeXe\undefined \LaTeX 2e\else\LaTeXe\fi}
\def\LATExe{\ifx\LaTeXe\undefined \iLATEX\scriptsize 2e\else\LaTeXe\fi}
\def\Quote{\list{}{}\item[]}
\let\endQuote\endlist
\def\TT{\if@LaTeX@e\tt\fi}
\def\CS#1{\if@LaTeX@e\tt\expandafter\string\csname#1\endcsname\else
	$\backslash$#1\fi}

%\checklines	% 行送りを確認する時に使用
\begin{document}%{
% 和文表題
\title[学生用 PS3 GameFrameWork Cerium での Pipeline ストールの検出]%
	{学生用 PS3 GameFrameWork Cerium での\\Pipeline ストールの検出}
% 英文表題
\etitle{Detecting pipeline stall on PS3 GameFrameWork Cerium}
% 所属ラベル
\affilabel{UNI}{琉球大学 理工学研究科 情報工学専攻 並列信頼研究室\\
                Concurrency Reliance Laboratory, Information Engineering Course,
                Faculty of Engineering Graduate School of Engineering and Science,
                University of the Ryukyus.}

% 和文著者名
\author{小林 佑亮\affiref{UNI}\and
	河野 真治\affiref{UNI}\and
        多賀野 海人\affiref{UNI}\and
        金城　裕\affiref{UNI}}
	
% 英文著者名
\eauthor{Yusuke Kobayashi\affiref{UNI}\and
	 Shinji Kono\affiref{UNI}\and
         Kaito Tagano\affiref{UNI}\and
         Yutaka Kinjo\affiref{UNI}}

% 和文概要
\begin{abstract}
我々は PlayStation3 上でのゲームプログラミングをサポートする Cerium Engine を開発した。
Cerium におけるゲーム開発ではオブジェクトの描画や動作を Task という単位で管理しており、
この Task を SPE に送り、Pipeline で実行することによってプログラムの並列化を図っている。
この Pipeline におけるストールによって実行速度の低下が発生することが分かっている。
本研究ではこのストールを検出することを考える。
\end{abstract}
% 英文概要
\begin{eabstract}
We developed Cerium Engine which support Game Programming on PlayStation3.

\end{eabstract}

% 表題
\maketitle

\newpage

% 本文
\section{はじめに}
当研究室ではこれまで家庭用ゲーム機上でのゲームプログラミングの開発を行ってきた。
過去には PlayStation や PlayStation2、GameBoyAdvance を用いており、
現在は PlayStation3(以下 PS3) で 動作するゲーム開発を行っている。
PS3 では Fedora や Yellow Dog Linux といった Linux O を動作させることができるので
(現在の公式のサポートは終了している)C や C++ といったプログラム言語を用いて
Linux 上でプログラミングすることが可能となっている。しかし、PS3 の Architecture である
CellBroadbandEngine は複数の SPE を使用する並列プログラミングが求められている。
そこで我々は Cell のような ManyCoreArchitecture を用いた、並列プログラムの開発を
サポートするフレームワークとして FineGrainTaskManager を開発した。
この TaskManager を用いたゲーム開発フレームワークが Cerium である。

Cerium を用いたゲーム開発ではプログラムの動作を Task という単位で管理し、
この Task と必要なデータを複数の SPE に転送して処理させる。
転送された各 TASK は並列に処理され、Pipeline で実行される。
本研究では Cerium に対して様々なテストを行い、
Cerium の チューニングやゲームプログラミングを補助するテスト手法を提案する。
%}{

\section{Cell Broadband Engine}\label{sec:Cell}
CellBroadbandEngine は SCEI と IBM、東芝によって開発された CPU である。
2 thread の PPE(PowerPC Processor Element)と
8個の SPE(Synergistic Processor Element)からなる非対称なマルチコアプロセッサであり、
高速リングバスであるEIB(Element Interface Bus)で構成されている。
PS3 Linux では6個の SPE を使うことが出来る。(図\ref{fig:cell})

\subsection{PPE(PowerPC Processor Element)}\label{ssec:PPE}
PPE は Cell Broadband Engine のメインプロセッサで、
複数の SPE をコアプロセッサとして使用することができる汎用プロセッサである。
メインメモリや外部デバイスへの入出力、SPE を制御する役割を担っている。
PPU(PowerPC Processor Unit)は、PPEの演算処理を行うユニットで、
PowerPC アーキテクチャをベースとした命令セットを持つ。
PPSS(PowerPC Processor Storage Subsystem)は PPU からメインメモリへのデータアクセスを
制御するユニットである。

\subsection{SPE(Synergistic Processor Element)}\label{ssec:SPE}
SPE には 256KB の Local Store(LS)と呼ばれる直接参照できるメモリ領域があり、
バスに負担をかける事なく並列に計算を進めることが出来る。
SPE からメインメモリへは、直接アクセスすることは出来ず、SPE を構成する一つである
MFC (Memory Flow Controller)へ、チャネルを介してDMA(Direct Memory Access)命令を送ることで行われる。

\begin{figure}[tb]
\begin{center}
\includegraphics[scale=0.7]{figure/cell.eps}
\end{center}
\caption{Cell Broadband Engine}
\label{fig:cell}
\end{figure}

\section{Cerium Engine}
Cerium は 独自の Rendering Engine と Scene Graph、Task Manager の3つによって構成される。
ゲーム中のオブジェクトの振る舞いやルール、Polygon Data は SceneGraph によって管理され、
それらの動きや Rendering の処理を動的に SPE に割り振るカーネルとして TaskManager が用いられる。
Cerium は C++ で実装されており、画像の読み込みや入力デバイスはSDL\footnote[1]{
Simple DirectMedia Layer。グラフィックやサウンドなどの API を提供するフリーのライブラリ。
} を用いて行っている。

\subsection{Scene Graph}
Cerium ではゲーム中の一つの場面(Scene)を構成するオブジェクトの頂点座標やテクスチャー、
そしてその振る舞いの集合を SceneGraph としている。
SceneGraph のノードは親子関係を持つ tree で構成される。親子関係とは、親オブジェクトの回転や
並列移動等の行列計算による頂点座標の変更が、子オブジェクトにも反映する関係のことである。
これは子に対してスタックに積まれた親の変換行列を掛けることで実現できる。(図\ref{sg})

\subsection{Task Manager}
Task Manager は Task と呼ばれる、分割された各プログラムを管理する。
Task の単位はサブルーチンまたは関数とする。
Task は主に PPE 内で生成され、処理する内容と必要なデータを設定する。
実行可能になった Task から各 SPE 割り当てられ、Task を受け取った SPE はその情報を元に
処理を実行する。

\subsection{Rendering Engine}\label{ssec:rendering}
現在、PlayStation3 の GPU にアクセスする API が公開されていないため、
Cerium の Rendering Engine では、オブジェクトの描画を Cell で並列処理している。
描画処理を段階別に以下の3種類の Task に分けている。

\begin{itemize*}
\item 
SceneGraph が持つ Polygon の座標から、実際に画面に表示する座標の計算を行い、
それを格納した PolyPack を生成する SceneGraph2PolygonPack Task
\item 
PolygonPack から同じ Y 座標を持つ線分の集合である SpanPack を生成する 
PolygonPack2SpanPack Task
\item 
SpanPack を Texture を読み込みながら Z Buffer を用いて描画する DrawSpan Task
\end{itemize*} 

この3つの Task に依存関係を持たせ、順番に SPE に送ることにより画面の描画を実現している。

\begin{figure}[tb]
\begin{center}
\includegraphics[width=5cm]{figure/scenegraph.eps}
\end{center}
\caption{Scene Graph Tree}
\label{fig:sg}
\end{figure}

\newpage

\section{Cerium の Task}

\subsection{Task で入出力されるデータ}
Task に渡すデータとして、{\bf add\_inData}と{\bf add\_param}がある。
{\bf add\_inDara(addr, size)}は、Task に渡すデータのアドレスと、そのデータの
サイズを引数として入力する。このデータは DMA 命令により転送される。
{\bf add\_param(param)}は、Task に32 bit のデータを渡す。param はアドレスとして
ではなく、値を Task オブジェクトが直接持っているので DMA 命令による転送は行わない。

\subsection{Task 間の共用領域}

\subsection{Task の Dependency}\label{ssec:dependency}
Task に依存関係(Dependency)を持たせるには{\bf wait\_for}を使用する。

\setbox0\vbox{
\hbox{//task2 は task1 が終了してから開始する}
\hbox{task2\|->|wait\_for(task1);}
}\fbox{\box0}
\label{fig:single}

上記の場合には task1 は Active Queue へ、task2 は Wait Queue へ格納される。
Active Queue に格納された Task は各 SPE に送られ処理される。
終了した Task から PPE の Task Manager へタスク終了のコマンドを発行する。
コマンドを受け取った Task Manager は Wait Queue を調べ、依存関係を満たした Task から
Active Queue に移し、SPE へ送る。(図\ref{fig:dependency})

\begin{figure}[tb]
\begin{center}
\includegraphics[scale=0.5]{figure/dependency.eps}
\end{center}
\caption{Task の Dependency}
\label{fig:dependency}
\end{figure}

\subsection{Task 終了時に実行される関数}
{\bf set\_post}を使うことでTask が終了した際に PPE で実行される関数と、
その引数を指定できる。

\setbox0\vbox{
\hbox{int data = 3;}
\hbox{task\|->|set\_post(func1, (void*)data);}
\hbox{}
\hbox{void}
\hbox{func1(void *data)}
\hbox{\|{|}
\hbox{\ \ printf\|("func1: data = %d\n", (int)data)|;}
\hbox{\|}|}
\hbox{//実行結果}
\hbox{func1: data = 3}
}\fbox{\box0}

{\bf set\_post}により、ユーザ側でも Task が終了したということを検知できる。
また、大量の Task に依存関係を設定する場合、一度に {bf create\_task}で生成し、
{\bf wait\_for}で繋げるというのは難しい。その場合、ある一定数の Task だけ
生成しておき、{\bf set\_post}を使って終了したことを確認して、その中で新たに 
Task を生成していくという方法により依存関係を設定することができる。

\newpage

\section{Pipeline のストール}
\ref{ssec:dependency}節にあるように、 Cerium の Task には 依存関係を設定することができるが、
例えばある Task の処理を複数の Task が待つような dependency が設定されていたとき、
まだ処理していない Task があるにもかかわらず、動作していない SPE が発生してしまう。(図\ref{fig:stall})
Cerium で実行される各 Task は Pipeline 状に処理することによって全ての SPE を
常に busy 状態することにより、並列度を常に維持することが望ましい。(図\ref{fig:pipeline})

\begin{figure}[tb]
\begin{center}
\includegraphics[scale=0.5]{figure/stall.eps}
\end{center}
\caption{dependency によるストール}
\label{fig:stall}
\end{figure}

\begin{figure}[tb]
\begin{center}
\includegraphics[scale=0.5]{figure/pipeline.eps}
\end{center}
\caption{各 SPE による Task の Pipeline 実行}
\label{fig:pipeline}
\end{figure}

\subsection{Pipeline ストールの検出}


\section{まとめ}

\section{Super Dandy on PlayStatin3}
{\bf SuperDandy}は当研究室が PlayStation でのゲーム開発を行っていた時期に
開発されたシューティングゲームである。{\bf SuperDandy}は開発する環境が変わる度に
移植されており、過去には PlayStation2、MacOSX 用も作られた。今回、Cerium のテストを
行うにあたり、新たに Task で動作する PlayStation3 バージョンを作成した。
{\bf SuperDandy}が伝統的に移植されてきた背景には、ある程度のボリュームのある
ゲームであること、動作結果を過去の環境と比較することで新たな環境のチューニングが
容易に行えることなどが挙げられる。

\end{document}
\ No newline at end of file
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currentdict dup/FontName get exch definefont pop end
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%APLsfntEnd
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42/FontType resourcestatus{pop pop true}{false}ifelse
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{currentfile 0(%APLT1End\n)/SubFileDecode filter flushfile}if
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/FontBBox{-1947 -985 2961 2297}def
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currentdict currentfile eexec
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+def 
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+end ] /Cs1 exch/ColorSpace dr pop
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00>] def
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/CharStrings 25 dict dup begin
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currentdict dup/FontName get exch definefont pop end
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%APLsfntEnd
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42/FontType resourcestatus{pop pop true}{false}ifelse
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{currentfile 0(%APLT1End\n)/SubFileDecode filter flushfile}if
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/FontType 1 def
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/FontMatrix [ 0.00048828125 0 0 0.00048828125 0 0 ] def
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/FontBBox{-1947 -985 2961 2297}def
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/UniqueID 4265107 def
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currentdict currentfile eexec
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